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requests linked by soft_similarity.", + "cluster_id": "cluster-46907-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", "status": "open", "confidence": 0.5, "canonical_issue_number": null, - "canonical_pr_number": 46927, + "canonical_pr_number": 46907, "issue_numbers": [], "pr_numbers": [ - 46927, - 46949, - 46951, - 46971, - 47056, - 47058 + 46907, + 47055 ], "evidence_types": [ "soft_similarity" ], "pr_comparisons": [ { - "left_pr_number": 46927, - "right_pr_number": 46949, - "code_similarity": 0.157, - "size_similarity": 0.786, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.0, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 46927, - "right_pr_number": 46951, - "code_similarity": 0.079, - "size_similarity": 0.393, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.0, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 46927, - "right_pr_number": 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"right_pr_number": 47058, - "code_similarity": 0.11, - "size_similarity": 0.55, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.0, - "shared_filenames": [], - "shared_file_areas": [] } ] }, { - "cluster_id": "cluster-46908-4", - "summary": "Cluster of 4 related pull requests linked by soft_similarity.", + "cluster_id": "cluster-46908-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", "status": "open", "confidence": 0.5, "canonical_issue_number": null, - "canonical_pr_number": 46926, + "canonical_pr_number": 46908, "issue_numbers": [], "pr_numbers": [ 46908, - 46926, - 47054, 47057 ], "evidence_types": [ "soft_similarity" ], "pr_comparisons": [ - { - "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": [] - }, - { - "left_pr_number": 46908, - "right_pr_number": 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"duplicate_issue_numbers": [ + 46489 + ], + "reason": "Issues in cluster-45488-4 are treated as duplicates because they share closing_reference, soft_similarity evidence." + }, { "cluster_id": "cluster-46894-6", "canonical_issue_number": 46894, "duplicate_issue_numbers": [ - 46897 + 46901 ], "reason": "Issues in cluster-46894-6 are treated as duplicates because they share closing_reference, shared_issue_target, soft_similarity evidence." } @@ -3337,15 +4967,18 @@ "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-43451-4", + "cluster_id": "cluster-43451-7", "canonical_pr_number": 43451, "duplicate_pr_numbers": [ - 46658, + 46196, + 46836, 47003, - 47034 + 47034, + 47092, + 47096 ], "target_issue_number": null, - "reason": "PRs in cluster-43451-4 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", @@ -3391,6 +5024,15 @@ "target_issue_number": 45081, "reason": "PRs in cluster-45081-3 are treated as duplicates because they converge on issue #45081 with closing_reference, shared_issue_target, soft_similarity evidence." }, + { + "cluster_id": "cluster-45488-4", + "canonical_pr_number": 47017, + "duplicate_pr_numbers": [ + 46580 + ], + "target_issue_number": 45488, + "reason": "PRs in cluster-45488-4 are treated as duplicates because they converge on issue #45488 with closing_reference, soft_similarity evidence." + }, { "cluster_id": "cluster-45561-3", "canonical_pr_number": 45645, @@ -3418,15 +5060,6 @@ "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-46836-2", - "canonical_pr_number": 46836, - "duplicate_pr_numbers": [ - 47077 - ], - "target_issue_number": null, - "reason": "PRs in cluster-46836-2 are treated as duplicates because they share soft_similarity evidence." - }, { "cluster_id": "cluster-46869-3", "canonical_pr_number": 46886, @@ -3457,37 +5090,41 @@ "reason": "PRs in cluster-46907-2 are treated as duplicates because they share soft_similarity evidence." }, { - "cluster_id": "cluster-46908-4", - "canonical_pr_number": 46926, + "cluster_id": "cluster-46908-2", + "canonical_pr_number": 46908, "duplicate_pr_numbers": [ - 46908, - 47054, 47057 ], "target_issue_number": null, - "reason": "PRs in cluster-46908-4 are treated as duplicates because they share soft_similarity evidence." + "reason": "PRs in cluster-46908-2 are treated as duplicates because they share soft_similarity evidence." }, { - "cluster_id": "cluster-46927-6", - "canonical_pr_number": 46927, + "cluster_id": "cluster-46926-2", + "canonical_pr_number": 46926, "duplicate_pr_numbers": [ - 46949, - 46951, - 46971, - 47056, - 47058 + 47054 + ], + "target_issue_number": null, + "reason": "PRs in cluster-46926-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-46949-2", + "canonical_pr_number": 47056, + "duplicate_pr_numbers": [ + 46949 ], "target_issue_number": null, - "reason": "PRs in cluster-46927-6 are treated as duplicates because they share soft_similarity evidence." + "reason": "PRs in cluster-46949-2 are treated as duplicates because they share soft_similarity evidence." }, { - "cluster_id": "cluster-46986-2", - "canonical_pr_number": 46986, + "cluster_id": "cluster-46950-3", + "canonical_pr_number": 47058, "duplicate_pr_numbers": [ - 47006 + 46950, + 46971 ], "target_issue_number": null, - "reason": "PRs in cluster-46986-2 are treated as duplicates because they share soft_similarity evidence." + "reason": "PRs in cluster-46950-3 are treated as duplicates because they share soft_similarity evidence." }, { "cluster_id": "cluster-47013-3", @@ -3497,6 +5134,15 @@ ], "target_issue_number": 47013, "reason": "PRs in cluster-47013-3 are treated as duplicates because they converge on issue #47013 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-47104-2", + "canonical_pr_number": 47115, + "duplicate_pr_numbers": [ + 47104 + ], + "target_issue_number": null, + "reason": "PRs in cluster-47104-2 are treated as duplicates because they share soft_similarity evidence." } ], "best_issue": { diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index a7963bc6db5db350008091ba768fceffd0e67b29..d942cfaeff73e063cd8a9209085f690770ee5757 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": "20260706T180017Z", - "generated_at": "2026-07-06T18:14:25Z", + "snapshot_id": "20260707T000034Z", + "generated_at": "2026-07-07T00:11:37Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -16,7 +16,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-512", + "cluster_id": "cluster-10000-513", "nodes": [ "issue:24643", "issue:30277", @@ -132,391 +132,421 @@ "issue:45237|issue:46015", "issue:43039|issue:44805" ], - "prepared_review_unit_hash": "537b93318a3acd3b93e9cf323d682751cef0c8e81caac0821f4f6394771b3967", + "prepared_review_unit_hash": "1ffdcf040065562dc090c27eb386c257002d87f8af83c4e3177e175a2176d79b", "component_budget": { - "node_count": 512, - "item_count": 512, - "soft_pair_count": 1882, - "serialized_chars": 976539, - "estimated_input_tokens": 244135, - "estimated_eval_tokens": 488526 + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 63, - "serialized_chars": 46561, - "estimated_input_tokens": 11641, - "estimated_eval_tokens": 23538 + "serialized_chars": 46567, + "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 unrelated bug reports across model-specific failures, docs regressions, and backend incompatibilities. The strongest true duplicate pair remains the DeepSpeed ZeRO-3/BertModel index-out-of-bounds reports, while most soft links are only broad thematic similarity; the 45859/45902 pair should be treated as related but not confirmed duplicate.", - "confidence": 0.84, - "canonical_issue_reason": "issue:43596 is the clearest canonical issue because it has the strongest concrete duplicate evidence: issue:43638 describes the same DeepSpeed ZeRO-3/BertModel index-0 out-of-bounds failure and reads like a near-duplicate follow-up.", + "summary": "This cluster is mostly heterogeneous noise: most items are different model/runtime regressions, docs issues, or hardware-specific failures that only look similar at a high level. The only clear duplicate-like pairs are the two ZeRO-3 BERT index-out-of-bounds reports and the two Qwen3_5Moe rotary-embedding/offload reports.", + "confidence": 0.34, + "canonical_issue_reason": "issue:43596 is the clearest true duplicate anchor in the cluster: it describes the same ZeRO-3 index-0 out-of-bounds failure as issue:43638, with slightly broader wording.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43596 is the best overall issue representative because it is a precise, self-contained bug report with the strongest duplicate signal in the cluster, unlike the broader theme-only matches elsewhere.", + "best_issue_reason": "issue:45237 is the broadest central representative of the cluster\u2019s recurring theme of model/device/runtime failures, but it is still not a true umbrella duplicate for most of the items.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different model and failure mode: missing config attribute vs streaming chat/completions error." + "reason": "Both are Qwen3.5-related failures, but one is a missing config attribute and the other is a streaming chat/completions bug; different code paths." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Different backends and errors; shared GPU/MoE context is not enough to call them the same bug." + "reason": "Different hardware/backend failures: AMD GPU model support vs an MPS histogram op limitation." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Image-preprocessor dtype mismatch vs AMD GPU runtime failure are unrelated." + "reason": "Both are device/dtype-related, but one is a multimodal dtype mismatch and the other is an AMD GPU execution failure on a different model." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Different model/path: autocast dtype mismatch vs AMD GPU device issue." + "reason": "Different bugs: autocast dtype mismatch in Phi MoE versus a GPT-OSS AMD GPU issue." }, { "left": "issue:45237", "right": "issue:46468", "accept": false, - "reason": "Different model/example failures with no concrete shared bug." + "reason": "Both mention model failures, but one is GPT-OSS on AMD GPUs and the other is a broken Nemotron example; no shared concrete bug." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Both mention MoE/GPU issues, but the concrete failures differ." + "reason": "Different failures: AMD GPU compatibility versus an invalid method call in GraniteMoEHybrid." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed collective mismatch and ONNX export are unrelated." + "reason": "One is a DeepSpeed collective mismatch, the other is an ONNX export error; unrelated code paths." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "ModernBERT ONNX export and Qwen3Moe FP8 failure are different bugs." + "reason": "ModernBERT ONNX export and Qwen3Moe FP8 issues are separate model/export/runtime problems." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "ONNX export error vs device-map CUDA assert; no shared code-path bug." + "reason": "ONNX export failure and Qwen3 auto device-map CUDA assert are unrelated." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "Task crash vs docs example cleanup; not the same issue." + "reason": "Table QA crash and outdated RAG examples are different features and different bugs." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "Export error and GenerationMixin import error are unrelated." + "reason": "ONNX export failure and GenerationMixin import breakage are unrelated." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are docs regressions, but they point to different removed references and different pages." + "reason": "Both are stale docs after v5 removals, but they reference different removed items and are not the same concrete docs bug." }, { "left": "issue:44918", "right": "issue:46165", "accept": false, - "reason": "Training unpacking failure vs resume-with-remote-code issue are different bugs." + "reason": "TRL SFT embedding unpacking failure and resume-training/trust-remote-code issue are different training flows." }, { "left": "issue:46165", "right": "issue:46869", "accept": false, - "reason": "Resume-training problem vs YOLO multi-GPU device-map failure are unrelated." + "reason": "Resume-training/remote-code and multi-GPU YOLO device-map failures are unrelated." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Mask/index shape mismatch is not the same as device mismatch during forward." + "reason": "Generic mask-shape mismatch and Gemma4 PLE device mismatch are distinct runtime errors." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Different failure classes and different model paths." + "reason": "Both are IndexError-type reports, but one is ZeRO-3 BERT init and the other is a mask/tensor shape mismatch." }, { "left": "issue:43638", "right": "issue:46165", "accept": false, - "reason": "Bert ZeRO-3 init bug vs training resume/remote-code bug are unrelated." + "reason": "ZeRO-3 BERT init error and resume-training remote-code issue are unrelated." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Both are shape-ish errors, but they occur in different model/code paths." + "reason": "Same exception class, different failure sites and model paths." }, { "left": "issue:44805", "right": "issue:46294", "accept": false, - "reason": "Mask shape mismatch vs video-token template mismatch are unrelated." + "reason": "Mask shape mismatch and Qwen3.5 video template mismatch are different multimodal bugs." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Different models and different failure mechanisms." + "reason": "Mask indexing failure and GPT-OSS tensor-parallel issue are unrelated." }, { "left": "issue:46165", "right": "issue:46468", "accept": false, - "reason": "Resume-training issue and Nemotron example breakage are not the same bug." + "reason": "Different problems: resume training with trust remote code versus a broken official example." }, { "left": "issue:44560", "right": "issue:46165", "accept": false, - "reason": "Video input StopIteration and resume-training failure are unrelated." + "reason": "Video chat template stop-iteration and remote-code resume issues do not share a concrete code path." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "BarkProcessor voice_preset and ModernBERT export are different components." + "reason": "BarkProcessor voice preset and ModernBERT ONNX export are unrelated." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Different DeepSpeed failures: collective mismatch vs BertModel index error." + "reason": "Different DeepSpeed failures: collective mismatch versus BERT ZeRO-3 index error." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same underlying DeepSpeed ZeRO-3/BertModel index-0 out-of-bounds bug; the second report is a near-duplicate of the first." + "reason": "Both describe the same ZeRO-3 index-0 out-of-bounds BERT initialization failure; only the model wording differs." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger cross-entropy call and GPT-OSS TP failure do not share a concrete bug." + "reason": "Liger Kernel cross-entropy being called and GPT-OSS tensor-parallel failure are different issues." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Detokenization bug and LoRA merge/save mismatch are different issues." + "reason": "Incorrect detokenization and LoRA weight merge/save mismatch are unrelated." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "NVFP4 runtime failure vs LoRA weight merge inconsistency are unrelated." + "reason": "Qwen3-8B NVFP4 runtime failure and LoRA merge/save mismatch are different bugs." }, { "left": "issue:44841", "right": "issue:46661", "accept": false, - "reason": "Processor failure and remote-code model_class/config_class error are different loading paths." + "reason": "Processor failure for Voxtral and remote-code model_class config_class error are different code paths." }, { "left": "issue:43716", "right": "issue:46869", "accept": false, - "reason": "Different models and different device-mapping failures." + "reason": "Both involve model/device placement, but they are different models and different failures." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "Both are DeepSpeed-related, but the concrete runtime errors are different." + "reason": "DeepSpeed weight-dimension error and collective mismatch are distinct training failures." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "Activation-checkpoint/FSDP recompute mismatch is not the same as mask indexing mismatch." + "reason": "Activation-checkpointing/FSDP tensor-size mismatch is not the same as a mask indexing error." }, { "left": "issue:45685", "right": "issue:46869", "accept": false, - "reason": "MPS histogram op limitation vs multi-GPU device-map failure are unrelated." + "reason": "MPS histogram limitation and multi-GPU YOLO device-map failure are unrelated backend issues." }, { "left": "issue:45859", "right": "issue:45902", - "accept": false, - "reason": "They share the Qwen3_5MoeTextRotaryEmbedding theme, but the packet does not give enough evidence to confirm the same underlying bug; one is CPU-offload compatibility while the other is uninitialized memory after meta->to_empty(cuda) materialization." + "accept": true, + "reason": "Both point to the same Qwen3_5MoeTextRotaryEmbedding state/materialization bug around offload or meta-to-empty handling." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "FSDP checkpointing issue and CustomTrainer keyword-arg regression are unrelated." + "reason": "FSDP checkpointing size mismatch and CustomTrainer compute_loss signature breakage are unrelated training issues." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "Bert ZeRO-3 init bug and GPT-OSS TP issue are different model paths." + "reason": "ZeRO-3 BERT init and GPT-OSS tensor-parallel support are different problems." }, { "left": "issue:43596", "right": "issue:45161", "accept": false, - "reason": "Same as above: different model and failure mode." + "reason": "Same as above: different model families and failure mechanisms." }, { "left": "issue:43716", "right": "issue:45507", "accept": false, - "reason": "Different model-specific failures with no shared code-path evidence." + "reason": "Mistral dtype mismatch and GraniteMoE invalid method call do not share a concrete bug." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "NVFP4 runtime error and AMD GPU device issue are unrelated." + "reason": "Qwen-3 NVFP4 runtime error and GPT-OSS AMD GPU failure are different model/backend issues." }, { "left": "issue:45874", "right": "issue:46294", "accept": false, - "reason": "Reverse embedding lookup and video token/template mismatch are different bugs." + "reason": "Gemma4 reverse-embedding lookup and Qwen3.5 video token mismatch are unrelated multimodal bugs." }, { "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "Gemma3 config attribute error and Mistral tokenizer patch crash are unrelated." + "reason": "Gemma3TextConfig missing attribute and Mistral regex patch crash are different tokenizer/model config issues." }, { "left": "issue:45800", "right": "issue:46515", - "accept": true, - "reason": "Same torch 2.4.1 incompatibility report; these read as duplicate compatibility regressions." + "accept": false, + "reason": "Both mention torch compatibility, but they concern different versions and likely different breakages." }, { "left": "issue:45823", "right": "issue:45874", "accept": false, - "reason": "Device-map forward mismatch vs reverse embedding lookup are different problems." + "reason": "Gemma4 device mismatch in forward and expensive reverse embedding lookup are different issues." }, { "left": "issue:34928", "right": "issue:41720", "accept": false, - "reason": "FSDP checkpointing issue and Qwen3 device-map CUDA assert are unrelated." + "reason": "FSDP checkpointing mismatch and Qwen3 auto device-map CUDA assert are unrelated." }, { "left": "issue:43425", "right": "issue:44292", "accept": false, - "reason": "General torch-version incompatibility vs Qwen-3 NVFP4 runtime error are different." + "reason": "Torch 2.10 incompatibility and Qwen-3 NVFP4 runtime failure are not the same bug." }, { "left": "issue:43828", - "right": "issue:45685", + "right": "issue:45161", "accept": false, - "reason": "Autocast dtype mismatch and MPS int histogram limitation are unrelated." + "reason": "Autocast dtype mismatch and GPT-OSS tensor-parallel support issue are different failures." }, { "left": "issue:43541", "right": "issue:43716", "accept": false, - "reason": "Mixtral torch-dynamo tracing error and Mistral image-preprocessor dtype mismatch are different bugs." + "reason": "Mixtral torch-dynamo grouped_mm tracing error and Mistral-3 dtype mismatch are separate runtime problems." }, { "left": "issue:43828", "right": "issue:44292", "accept": false, - "reason": "Different models and different precision/runtime failures." + "reason": "Both are Qwen/MoE-adjacent runtime issues, but one is autocast dtype mismatch and the other is NVFP4 execution failure." }, { "left": "issue:43716", "right": "issue:46468", "accept": false, - "reason": "Mistral dtype mismatch and Nemotron example breakage are unrelated." + "reason": "Different model families and different failure points." }, { "left": "issue:45507", "right": "issue:45685", "accept": false, - "reason": "GraniteMoE invalid method and MPS histogram limitation are not the same issue." + "reason": "Invalid method call in GraniteMoEHybrid versus an MPS operator limitation are unrelated." }, { "left": "issue:44292", "right": "issue:44918", "accept": false, - "reason": "NVFP4 runtime error and TRL SFT embedding unpacking are unrelated." + "reason": "Qwen-3 NVFP4 runtime failure and TRL SFT embedding unpacking failure are different training/inference bugs." }, { "left": "issue:43716", "right": "issue:45685", "accept": false, - "reason": "Different models and different backend-specific failures." + "reason": "Different backends and different error types." }, { "left": "issue:43716", "right": "issue:44292", "accept": false, - "reason": "Different model paths and distinct error mechanisms." + "reason": "Different model-specific runtime failures." }, { "left": "issue:44918", "right": "issue:45161", "accept": false, - "reason": "TRL SFT embedding unpacking and GPT-OSS TP failure are unrelated." + "reason": "TRL trainer embedding unpacking and GPT-OSS tensor parallelism are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger Kernel cross-entropy call and TRL SFT embedding unpacking are different issues." }, { "left": "issue:41762", "right": "issue:43638", "accept": false, - "reason": "Both are ZeRO-3 index errors, but the model path and likely fix differ." + "reason": "Gemma3 ZeRO-3 loading error and BERT ZeRO-3 loading error are similar in shape but not the same concrete bug." }, { "left": "issue:43827", "right": "issue:44512", "accept": false, - "reason": "Both are v5 docs regressions, but they reference different removed docs items." + "reason": "Both are v5 docs cleanups, but they cover different obsolete references and are not the same issue." }, { "left": "issue:43828", "right": "issue:45685", "accept": false, - "reason": "Autocast dtype mismatch and MPS int histogram limitation are unrelated." + "reason": "Autocast dtype mismatch and MPS histogram backend limitation are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Liger Kernel cross-entropy invocation and Phi MoE autocast mismatch do not share a code path." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch and CustomTrainer compute_loss signature mismatch are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "FSDP activation-checkpointing mismatch and GenerationMixin import error are different subsystems." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "GPT-OSS AMD GPU failure and outdated RAG examples are not duplicates." }, { "left": "issue:43039", "right": "issue:44805", "accept": false, - "reason": "Liger cross-entropy invocation and mask/index shape mismatch are different issues." + "reason": "Kernel selection/cross-entropy and mask shape mismatch are different bugs." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The cluster summary is mostly grounded, but it is a bit too strong on one soft-edge accept: issue:45859 vs issue:45902 are clearly related by component/theme, but the packet does not give enough evidence to confidently call them the same underlying bug. A more conservative verdict would keep that as related/uncertain rather than accepted." + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative. The two accepted duplicate-like pairs are well supported by the issue titles and wording: the ZeRO-3 BERT index-out-of-bounds reports, and the Qwen3_5Moe rotary-embedding/offload reports. The broader cluster characterization as heterogeneous is also reasonable. No clear overstatement of evidence stands out." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -532,7 +562,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-512", + "cluster_id": "cluster-10000-513", "nodes": [ "issue:36010", "issue:39290", @@ -620,299 +650,299 @@ "issue:43541|issue:45685", "issue:43541|issue:43828", "issue:44841|issue:45084", - "issue:45507|issue:46869", "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": "b01781151f916c320ec080bc747aa6832ceabc9b00ee8b303eba07be8af84e16", + "prepared_review_unit_hash": "fb4f32f7d83214d53a6cc49af28f4ffce4b4efad59ef667efab7fa92f4d5607b", "component_budget": { - "node_count": 512, - "item_count": 512, - "soft_pair_count": 1882, - "serialized_chars": 976539, - "estimated_input_tokens": 244135, - "estimated_eval_tokens": 488526 + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 42, - "serialized_chars": 40044, - "estimated_input_tokens": 10011, - "estimated_eval_tokens": 20278 + "serialized_chars": 40039, + "estimated_input_tokens": 10010, + "estimated_eval_tokens": 20276 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous issue reports. The only clear duplicate groups are the ZeRO-3 index-error reports and the AutoTokenizer token-ID regression reports; the rest describe different models, subsystems, or failure modes.", - "confidence": 0.92, - "canonical_issue_reason": "issue:45920 is the best representative issue because it describes the broadest, most general regression in this cluster: AutoTokenizer returning wrong token IDs across multiple model families in v5.", + "summary": "This cluster is mostly a loose set of version/regression reports that are not true duplicates. I found two likely duplicate families: AutoTokenizer token-ID regressions and DeepSpeed ZeRO-3 index-out-of-bounds loading failures. Everything else looks only superficially similar.", + "confidence": 0.6, + "canonical_issue_reason": "issue:45920 is the broadest concrete regression here: it describes a v5 AutoTokenizer token-ID bug across multiple model families, making it the best umbrella for the one clear duplicate family in this noisy set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 is the strongest overall issue to anchor the cluster because it captures a wider, cross-model tokenizer regression rather than a narrow single-model symptom.", + "best_issue_reason": "issue:45920 is the best representative issue because it is broader than the Granite-specific tokenizer report and captures the shared tokenizer regression pattern more completely.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45800", "right": "issue:46304", "accept": false, - "reason": "Different problems: torch/version compatibility vs distributed-disabled PyTorch support regression." + "reason": "Both are version-compatibility complaints, but one is about torch 2.4.1 and the other about USE_DISTRIBUTED=0 support; different failure modes and code paths." }, { "left": "issue:43296", "right": "issue:46304", "accept": false, - "reason": "Different failures in different integration paths; one is a vLLM model-load issue, the other is a build/config compatibility break." + "reason": "PaddleOCR-VL loading in vLLM and distributed-build support on PyTorch are unrelated bugs." }, { "left": "issue:43866", "right": "issue:46402", "accept": false, - "reason": "Corrupted checkpoint vs missing model weights loaded; not the same code-path bug." + "reason": "Checkpoint corruption and missing weight loading in Sam3Model are different model-specific loading problems." }, { "left": "issue:41762", "right": "issue:43596", "accept": true, - "reason": "Both report the same ZeRO-3 loading/index-out-of-bounds failure during model initialization; the model names differ, but the underlying bug looks shared." + "reason": "Both report DeepSpeed ZeRO-3 loading/indexing failures with an out-of-bounds index 0 on empty tensors/shards, which looks like the same underlying loading bug." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Unrelated symptoms: Gemma3 config attribute error vs Qwen3 auto-device-map CUDA assert." + "reason": "Gemma3 sliding_window_pattern missing in vLLM and Qwen3 auto device mapping cuda asserts are unrelated." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "One is a pipeline docs mismatch, the other is outdated run-command documentation; same area, not same bug." + "reason": "Both are docs issues, but they refer to different outdated docs content and are not the same change." }, { "left": "issue:44589", "right": "issue:46304", "accept": false, - "reason": "Float8 storage lookup failure is unrelated to the USE_DISTRIBUTED=0 PyTorch support regression." + "reason": "Float8 storage lookup failure and distributed-build support breakage are unrelated runtime/environment issues." }, { "left": "issue:45237", "right": "issue:45901", "accept": false, - "reason": "Different subsystems and failures: AMD GPU execution vs table-question-answering crash." + "reason": "AMD GPU support for GPT-OSS-20B and table-question-answering crashes are different subsystems and failure modes." }, { "left": "issue:43039", "right": "issue:44560", "accept": false, - "reason": "Liger kernel cross-entropy call vs Qwen3.5 video StopIteration are unrelated." + "reason": "Liger Kernel cross-entropy usage and Qwen3-vl video StopIteration are unrelated bugs." }, { "left": "issue:43975", "right": "issue:46015", "accept": false, - "reason": "Tokenizer detokenization bug vs RAG docs issue; not the same change." + "reason": "Incorrect detokenization in DeepSeek-Coder and outdated RAG examples are unrelated." }, { "left": "issue:45823", "right": "issue:46294", "accept": false, - "reason": "Different Qwen3.5 multimodal failures: device-map forward mismatch vs video chat-template feature/token mismatch." + "reason": "Gemma4 device-mapping mismatch and Qwen3.5 video token/feature mismatch are different model- and path-specific bugs." }, { "left": "issue:44841", "right": "issue:45823", "accept": false, - "reason": "Voxtral processor failure is not the same as Gemma4 device mismatch." + "reason": "Voxtral processor failure is unrelated to Gemma4 device placement issues." }, { "left": "issue:43866", "right": "issue:46772", "accept": false, - "reason": "Checkpoint corruption and ModelOpt/NVFP4 compatibility are different root causes." + "reason": "Corrupted Ovis2 checkpoint and DiffusionGemma ModelOpt compatibility are unrelated." }, { "left": "issue:44863", "right": "issue:46015", "accept": false, - "reason": "NemotronH checkpoint loading bug is unrelated to RAG docs." + "reason": "NemotronH checkpoint loading and RAG docs updates have nothing in common beyond being issue reports." }, { "left": "issue:45020", "right": "issue:46304", "accept": false, - "reason": "Remote-code breakage and USE_DISTRIBUTED=0 support are different regressions." + "reason": "Remote-code regressions and USE_DISTRIBUTED=0 breakage are both broad, but they are not the same bug or code path." }, { "left": "issue:45812", "right": "issue:45920", "accept": true, - "reason": "Both describe the same AutoTokenizer wrong-token-ID regression after the v4\u2192v5 transition, just across different model families." + "reason": "Both describe the same v5 AutoTokenizer token-ID regression; 45920 is the broader multi-model report and 45812 is a narrower Granite-specific instance." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Checkpoint corruption vs checkpoint loading implementation bug; not duplicate." + "reason": "Corrupted checkpoint versus checkpoint-loading implementation bug are different problems." }, { "left": "issue:44292", "right": "issue:46015", "accept": false, - "reason": "Qwen NVFP4 runtime issue is unrelated to RAG documentation examples." + "reason": "Qwen-3-8B-NVFP4 runtime failure and RAG docs issues are unrelated." }, { "left": "issue:43872", "right": "issue:46304", "accept": false, - "reason": "bitsandbytes constructor incompatibility is unrelated to distributed build support." + "reason": "bitsandbytes Int8Params API mismatch is unrelated to distributed-build support breakage." }, { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Both mention sliding-window-related issues, but they are on different models and different error conditions." + "reason": "Gemma3 config attribute missing and Qwen3-MoE sliding_window issues are separate model/config bugs." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Both are ZeRO-3 index errors, but the reported failures and triggers differ enough that they do not clearly look like the same bug." + "reason": "Both are IndexError reports, but one is a mask shape mismatch and the other is a zero-sized tensor during ZeRO-3; not clearly the same bug." }, { "left": "issue:43792", "right": "issue:45901", "accept": false, - "reason": "Whisper loading failure and table QA crash are unrelated." + "reason": "Whisper runtime failure and table-question-answering crash are unrelated." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "Model-load/test failure is not the same as a corrupted checkpoint report." + "reason": "GLM-4.7 test loading failure and Ovis2 checkpoint corruption are different model-specific issues." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Torch 2.10 incompatibility and pydantic PretrainedConfig breakage are different compatibility issues." + "reason": "Torch version incompatibility and Pydantic PretrainedConfig breakage are different incompatibilities." }, { "left": "issue:43975", "right": "issue:45901", "accept": false, - "reason": "Tokenizer detokenization bug vs table-question-answering crash are unrelated." + "reason": "DeepSeek-Coder detokenization and table-question-answering crashes are unrelated." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Whisper model load failure is unrelated to pydantic model-field breakage." + "reason": "Whisper loading/running failure and Pydantic model-field breakage are unrelated." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Both involve Qwen3.5, but one is a chat crash and the other is a streaming inference API failure; not clearly the same code-path." + "reason": "Both involve Qwen3.5 and chat, but one is a chat crash and the other is a streaming inference API failure; too broad to treat as one bug." }, { "left": "issue:43596", "right": "issue:45800", "accept": false, - "reason": "ZeRO-3 loading index error and torch/version incompatibility are different root causes." + "reason": "ZeRO-3 zero-sized tensor loading and torch 2.4.1 compatibility are unrelated." }, { "left": "issue:43541", "right": "issue:46869", "accept": false, - "reason": "Mixtral dynamo tracing grouped_mm error is unrelated to YOLO multi-GPU device-map failure." + "reason": "Mixtral torch-dynamo grouped_mm tracing error and YOLO multi-GPU device-map issue are unrelated." }, { "left": "issue:44292", "right": "issue:45901", "accept": false, - "reason": "NVFP4 model runtime issue is unrelated to table QA crash." + "reason": "Qwen NVFP4 runtime failure and table QA crash are unrelated." }, { "left": "issue:39290", "right": "issue:45823", "accept": false, - "reason": "Gemma3/vLLM config error and Gemma4 device mismatch are different model-specific bugs." + "reason": "Gemma3 vLLM config breakage and Gemma4 device-mismatch forward errors are separate model/version issues." }, { "left": "issue:45464", "right": "issue:45685", "accept": false, - "reason": "Streaming chat API failure is unrelated to MPS histogram-not-implemented error." + "reason": "Qwen3.5 streaming API failure and MPS histogram kernel missing for MoE are unrelated." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "ImportError for GenerationMixin is unrelated to the Gemma3TextConfig/vLLM attribute issue." + "reason": "ImportError for GenerationMixin and Gemma3 config attribute regression are unrelated." }, { "left": "issue:43541", "right": "issue:45685", "accept": false, - "reason": "Mixtral tracing failure and MPS MOE histogram error are different execution paths." + "reason": "Mixtral torch-dynamo grouped_mm and MPS histogram support are different bugs." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Grouped_mm tracing failure and autocast dtype mismatch are related only at a very broad MoE level, not the same concrete bug." + "reason": "Grouped_mm tracing error and autocast dtype mismatch in Phi-tiny-MoE are different failure modes." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Processor failure for Voxtral and non-template compile error are unrelated." + "reason": "Processor failure for Voxtral and non-template-node compile error are unrelated." }, { - "left": "issue:45507", - "right": "issue:46869", + "left": "issue:43404", + "right": "issue:43866", "accept": false, - "reason": "Invalid method in GraniteMoEHybrid is unrelated to YOLO multi-GPU device mapping." + "reason": "Mistral3 weight tying bug and corrupted Ovis2 checkpoint are different issues." }, { - "left": "issue:43404", - "right": "issue:43866", + "left": "issue:45507", + "right": "issue:46869", "accept": false, - "reason": "lm_head tying bug and corrupted checkpoint are different issues." + "reason": "GraniteMoEHybrid invalid method call and YOLO multi-GPU device-map failure are unrelated." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Both are index errors, but the specific shapes, triggers, and model/loading contexts do not match closely enough." + "reason": "Both are IndexError reports, but one is a mask-shape mismatch and the other is a zero-sized tensor loading failure; not the same bug." }, { "left": "issue:45399", "right": "issue:46661", "accept": false, - "reason": "flash-attn fallback gating and remote-code config_class AttributeError are unrelated." + "reason": "flash-attn2 fallback blockage and remote-code model_class config_class errors are different model-loading paths." }, { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "Missing pad_token_idx in a config class is not the same as pydantic PretrainedConfig field breakage." + "reason": "Missing pad_token_idx in StableLmConfig and Pydantic PretrainedConfig breakage are unrelated." }, { "left": "issue:45800", "right": "issue:45823", "accept": false, - "reason": "Torch compatibility and Gemma4 device mismatch are unrelated." + "reason": "Torch/transformers version incompatibility and Gemma4 device-map mismatch are different problems." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays mostly conservative. The canonical issue choice is supported by the broader v5 AutoTokenizer token-ID regression, and the soft-edge decisions are generally cautious. The only borderline accept is issue:41762 vs issue:43596, but it is still defensible from the shared DeepSpeed ZeRO-3 index-out-of-bounds loading failure pattern." + "feedback": "The summary is grounded in the packet and stays conservative overall. The two accepted duplicate families are well supported by the titles: the AutoTokenizer token-ID regression pair (45812/45920) is clearly aligned, and the ZeRO-3 out-of-bounds loading pair (41762/43596) is plausibly the same failure mode. The rejected pairs do not overreach based on the available evidence, so I don\u2019t see unsupported conclusions here." }, "evaluator_used": true, "retried": false, @@ -931,7 +961,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-512", + "cluster_id": "cluster-10000-513", "nodes": [ "issue:39186", "issue:40990", @@ -991,8 +1021,8 @@ "issue:44291|issue:45070", "issue:43531|issue:45070", "issue:41093|issue:43596", - "issue:43716|issue:46294", "issue:45020|issue:45800", + "issue:43716|issue:46294", "issue:43054|issue:43994", "issue:44479|issue:46294", "issue:46468|issue:46869", @@ -1004,8 +1034,8 @@ "issue:43645|issue:45399", "issue:40990|issue:44960", "issue:45632|issue:45698", - "issue:43404|issue:45005", "issue:42915|issue:45399", + "issue:43404|issue:45005", "issue:43873|issue:45005", "issue:44360|issue:44512", "issue:44492|issue:44512", @@ -1014,14 +1044,14 @@ "issue:44863|issue:45005", "issue:45183|issue:46463" ], - "prepared_review_unit_hash": "32834c89644ca05d47fbe72418f69ebf346366e05396bbd5ec628e6eff664d3b", + "prepared_review_unit_hash": "58265995341e221699b2a41d792c7c70281d84d41d1757d9d9fd3cc2620f10d2", "component_budget": { - "node_count": 512, - "item_count": 512, - "soft_pair_count": 1882, - "serialized_chars": 976539, - "estimated_input_tokens": 244135, - "estimated_eval_tokens": 488526 + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 }, "budget": { "node_count": 47, @@ -1036,90 +1066,90 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous and contains several unrelated bug reports; only a few pairs look like true duplicates or near-duplicates. The strongest overlaps are in tied-weight regressions, remote-code/custom-module cache collisions, validation-message bugs, and Qwen video-input regressions.", - "confidence": 0.74, - "canonical_issue_reason": "issue:45005 is the broadest, most representative issue in the set for a concrete v5 regression theme (tied weights), and it has the clearest overlap with another close report in the cluster. It is not a perfect umbrella for the whole cluster, but it is the best single issue anchor here.", + "summary": "Mostly a mixed bag of unrelated issues. A few soft pairs do look like true duplicates, especially around remote-code custom-module loading, SigLIP2 output regressions, Qwen3.5 video-token mismatch, and decoder-input validation errors.", + "confidence": 0.63, + "canonical_issue_reason": "issue:45632 is the clearest root-cause report in one of the true duplicate pairs: it identifies the remote-code cache-path collision that can make local custom modules resolve incorrectly.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45005 is the best representative issue because it is a concrete, high-signal regression report with a broad bug surface and the clearest chance of absorbing a related duplicate. The rest of the cluster is too mixed to make a better universal representative.", + "best_issue_reason": "issue:45632 is the best canonical issue to keep because it describes the underlying bug directly, rather than a downstream symptom like loading the wrong module after save_pretrained.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "Different model families and failure modes: PaddleOCR-VL loading in vLLM versus GGUF gpt-oss support." + "reason": "Different problems: PaddleOCR-VL loading failure versus GGUF gpt-oss architecture support." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Both are shape-related failures, but one is a generic mask/index mismatch and the other is TRL input-embedding unpacking; not the same bug." + "reason": "Both mention shape/runtime errors, but the failing code paths and model/trainer contexts are different." }, { "left": "issue:43541", "right": "issue:45161", "accept": false, - "reason": "Both involve MoE models, but one is grouped_mm/dynamo tracing and the other is tensor-parallel support; distinct code paths." + "reason": "Mixtral torch-dynamo grouped_mm tracing error is not the same bug as GPT-OSS tensor-parallel support." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Both mention mismatches, but one is autocast dtype handling and the other is chat/completions streaming with Qwen3.5; different issue." + "reason": "Different symptoms and paths: autocast dtype mismatch in Phi-tiny-MoE versus streaming chat/completions failure in Qwen3.5." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "Unrelated: GGUF gpt-oss architecture support versus Qwen3.5 streaming inference." + "reason": "GGUF architecture support and chat/completions streaming are unrelated." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "OOM from int4 quantization is unrelated to the tied-weights regression in 45005." + "reason": "Int4 OOM under v5.x and tied-weight translation-model issues are separate bugs." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "Different regressions: init_empty_weights argument handling versus pydantic PretrainedConfig field behavior." + "reason": "init_empty_weights argument handling and pydantic PretrainedConfig field regression are different code paths." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Sliding-window handling for Qwen3-MoE is unrelated to the pydantic model field breakage." + "reason": "Qwen3-MoE sliding_window bug is unrelated to the pydantic model-field regression." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Both are IndexErrors, but the reported paths are different: mask/tensor mismatch versus ZeRO-3 init with BertModel." + "reason": "Both are IndexErrors, but one is a mask-length mismatch and the other is a zero3/BertModel init failure." }, { - "left": "issue:43716", - "right": "issue:46294", + "left": "issue:45020", + "right": "issue:45800", "accept": false, - "reason": "Both are multimodal mismatch reports, but one is image-preprocessor dtype handling and the other is video feature/token alignment." + "reason": "Remote-code breakage and torch/transformers version incompatibility are not the same underlying bug." }, { - "left": "issue:45020", - "right": "issue:45800", + "left": "issue:43716", + "right": "issue:46294", "accept": false, - "reason": "Remote-code breakage and torch-version incompatibility are different problems." + "reason": "Mistral-3 image-preprocessor dtype mismatch is a different modality and failure mode than Qwen3.5 video-token/template mismatch." }, { "left": "issue:43054", "right": "issue:43994", - "accept": false, - "reason": "Both are about Siglip2 behavior, but one is a relative embedding-quality complaint and the other is a functional AutoModel/pipeline regression; too weak to merge." + "accept": true, + "reason": "Both report broken SigLIP2 behavior for the same model family, with bad embeddings / nonsensical outputs pointing to the same underlying model implementation issue." }, { "left": "issue:44479", "right": "issue:46294", "accept": true, - "reason": "Both describe the same Qwen video-input regression class, centered on video feature/token/template mismatch across Qwen3.5/Qwen3-VL variants." + "reason": "Both describe the same Qwen3.5-family video-input regression where video features/tokens are misaligned." }, { "left": "issue:46468", @@ -1131,109 +1161,109 @@ "left": "issue:45759", "right": "issue:45902", "accept": false, - "reason": "Different Qwen3.5 multimodal/config issues: config unwrapping versus uninitialized rotary embedding memory." + "reason": "Composite-config unwrapping and uninitialized inv_freq after materialization are different bugs." }, { "left": "issue:43596", "right": "issue:46165", "accept": false, - "reason": "ZeRO-3/BertModel initialization failure and remote-code resume failure are separate bugs." + "reason": "Zero3/BertModel initialization and trust_remote_code resume behavior do not match the same root cause." }, { "left": "issue:46640", "right": "issue:46661", "accept": false, - "reason": "Flash Attention 2 issue and remote-code model_class/config_class AttributeError are not the same code-path problem." + "reason": "Flash-Attn2 availability/selection and remote-code model_class config handling are different issues." }, { "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "One is image preprocessor dtype mismatch; the other is TRL unpacking of Qwen3.5 input embeddings." + "reason": "Image-preprocessor dtype mismatch and SFT unpacking failure are separate model/trainer paths." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "FSDP weight-dimension error is unrelated to TRL embedding unpacking." + "reason": "FSDP 2-D weight error is unrelated to the Qwen3.5/TR L unpacking problem." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Jupyter custom-model initialization regression and flash-attn fallback blocking are unrelated." + "reason": "Jupyter custom-model initialization and flash-attn2 fallback gating are not the same bug." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "Both are model-evaluation complaints, but they concern different models and different failure modes." + "reason": "High perplexity on gpt-oss and GLM5 are unrelated model-quality reports." }, { "left": "issue:45632", "right": "issue:45698", "accept": true, - "reason": "Both point to the same remote-code/custom-module cache collision class: incorrect module resolution because the cache/path identity is not unique enough." - }, - { - "left": "issue:43404", - "right": "issue:45005", - "accept": true, - "reason": "Both are tied-weights regressions; 43404 is a concrete instance of the broader weight-tying failure reported in 45005." + "reason": "Both concern remote-code custom modules being resolved incorrectly; one is the path-collision/root-cause report and the other is the wrong-module symptom after save_pretrained." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "Qwen3-MoE FP8 load failure and flash-attn fallback gating are unrelated." + "reason": "FineGrainedFP8Config failure is unrelated to flash-attn2 fallback blocking." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Tied lm_head weights in Mistral3 and translation-model tied-weight issues are not the same concrete bug." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization/offloading memory behavior does not match the tied-weights regression in 45005." + "reason": "Offloading/quantization behavior is separate from tied-weight handling." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "DSA indexer behavior and docs mentioning the removed run command are unrelated." + "reason": "A DSA indexer discussion and a docs typo are unrelated." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "A typo in cache-strategy docs is unrelated to the removed run-command docs issue." + "reason": "Cache-strategy typo and removed run-command docs are separate documentation issues." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache linear_attention crash on Qwen3.5 is unrelated to tied weights." + "reason": "PagedAttentionCache linear_attention crash is unrelated to tied-weight translation-model issues." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "TRl SFT embedding unpacking and GraniteMoEHybrid invalid-method calls are different bugs." + "reason": "Qwen3.5 embedding unpacking and GraniteMoEHybrid invalid method calls are different failures." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "NemotronH checkpoint loading failure is unrelated to tied weights." + "reason": "NemotronH checkpoint loading and translation-model tied weights are unrelated." }, { "left": "issue:45183", "right": "issue:46463", "accept": true, - "reason": "These look like the same validation bug family: incorrect XOR-based input validation/error messaging, with 46463 as a T5-family instance." + "reason": "Both are the same input-validation bug class: incorrect XOR/error messaging for decoder input validation, with T5 being a specific instance." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary stays within what is supported by the packet: it correctly characterizes the cluster as mostly heterogeneous, and the accepted soft pairs are phrased conservatively enough to be plausible duplicates/near-duplicates based on titles alone. The representative issue choice around issue:45005 is also grounded by the explicit tied-weights overlap with issue:43404." + "feedback": "The summary is grounded in the packet, and the accepted soft pairs are plausibly the same underlying bugs without overclaiming. The rejected pairs are phrased conservatively and do not overstate duplicate evidence." }, "evaluator_used": true, "retried": false, @@ -1252,7 +1282,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-512", + "cluster_id": "cluster-10000-513", "nodes": [ "issue:24643", "issue:28530", @@ -1331,211 +1361,223 @@ "issue:41762|issue:42915", "issue:44991|issue:45399", "issue:43824|issue:43872", - "issue:43782|issue:44960", - "issue:41553|issue:43881" + "issue:41553|issue:43881", + "issue:43782|issue:44960" ], - "prepared_review_unit_hash": "3dce5e01e1703b3ea09fa2124826276c54da29d01cc911f0ae318f4e9b309339", + "prepared_review_unit_hash": "9d25388d8f1a693eceb452e96b0cd5f9b461bfa7d915c9175a58591ad40ad7a6", "component_budget": { - "node_count": 512, - "item_count": 512, - "soft_pair_count": 1882, - "serialized_chars": 976539, - "estimated_input_tokens": 244135, - "estimated_eval_tokens": 488526 + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36285, - "estimated_input_tokens": 9072, - "estimated_eval_tokens": 18400 + "serialized_chars": 36283, + "estimated_input_tokens": 9071, + "estimated_eval_tokens": 18398 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly heterogeneous. The clear duplicate families are the non-persistent-buffer regression reports, the Gemma4 quantized embedders dtype-cast bug, and the StaticCache/get_seq_length contract regression. Most other soft pairs are only loosely similar and should stay separate.", - "confidence": 0.82, - "canonical_issue_reason": "Issue #43950 is the clearest, broadest statement of the non-persistent-buffer regression and best represents the duplicate family that includes #43644, #44534, and #45902.", + "summary": "Mostly a heterogeneous set of Transformers regression reports rather than one duplicate cluster. A few pairs do look like the same underlying bug (non-persistent buffer corruption, cache length contract, Gemma4 quantized embedder dtype casting), but most other pairs are only loosely related by subsystem/model family and should stay separate.", + "confidence": 0.81, + "canonical_issue_reason": "If a single representative is needed, issue 45020 is the broadest umbrella: it summarizes recent-version regressions that break model loading for remote-code models, which is the closest common thread across the set. That said, the cluster is still fairly heterogeneous.", "canonical_pr_reason": null, - "best_issue_reason": "#43950 is the best overall anchor in this set because it describes the core regression generically and clearly, with the strongest match to the accepted duplicates.", + "best_issue_reason": "Issue 45020 is the best overall issue representative because it is the most general user-facing regression report in the group and captures the recurring theme of recent Transformers versions breaking previously working model loads.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Different failures and code paths: DeepSeek tokenizer output vs Qwen3 NVFP4 loading." + "reason": "Both involve model/tokenizer loading failures, but one is a DeepSeek-Coder v1 detokenization regression and the other is a Qwen-3 NVFP4 loading/error case; different bugs and code paths." }, { "left": "issue:46489", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and symptoms; not the same concrete bug." + "reason": "Both are tokenizer regressions, but they affect different models and symptoms: DeepSeek-Coder v1 incorrect output vs CodeLlama leading-space round-trip loss." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "Docs/example errors in SigLIP2 vs a model-quality discrepancy in text embeddings." + "reason": "SigLIP2 docs example errors are not the same as a model-quality/embedding regression; one is an example mismatch/quantization failure, the other is output quality degradation." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Same non-persistent-buffer junk regression in Transformers v5; wording differs but the bug is the same." + "reason": "These describe the same underlying v5 regression where non-persistent buffers (`register_buffer(persistent=False)`) are corrupted/filled with junk during loading." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "CustomTrainer compute_loss API break vs Gemma3 ZeRO-3 loading IndexError; unrelated failures." + "reason": "Unexpected compute_loss keyword argument handling is unrelated to Gemma3 ZeRO-3 loading failure; different APIs and failure modes." }, { "left": "issue:43644", "right": "issue:43950", - "accept": true, - "reason": "Same non-persistent-buffer corruption regression; both describe the same underlying materialization bug." + "accept": false, + "reason": "One is a `trust_remote_code` config-field issue, the other is non-persistent buffer corruption; both touch loading but not the same bug." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "Different incompatibilities: bitsandbytes constructor args vs missing Float8 storage." + "reason": "These are different quantization/back-end compatibility problems: bitsandbytes `Int8Params` signature mismatch vs missing float8 storage type." }, { "left": "issue:46899", "right": "issue:46932", "accept": true, - "reason": "Same Gemma4 quantized vision/audio embedder dtype-casting bug; #46932 is the narrower duplicate report." + "reason": "Both are the same Gemma4 multimodal quantization bug: unsafe dtype casting in quantized vision/audio embedders." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Different models and behaviors: dtype mismatch under autocast vs RLHF gradient explosion from 3D position_ids." + "reason": "The Phi MoE autocast dtype mismatch and the Qwen3.5 RLHF NaN/SDPA fallback issue are distinct model-specific failures." }, { "left": "issue:43054", "right": "issue:45701", "accept": false, - "reason": "Model embedding quality complaint vs a general tokenization-version change; too broad and not the same bug." + "reason": "SigLIP2 embedding quality regression is unrelated to the tokenizer behavior change in newer Transformers versions." }, { "left": "issue:45920", "right": "issue:46489", "accept": false, - "reason": "Related tokenizer regressions, but one is a broad multi-model v5 issue and the other is a specific DeepSeek-Coder case." + "reason": "Both are tokenizer regressions, but they concern different affected models and different symptoms; not the same concrete bug." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 is not the same as the broader SigLIP2 text-embedding quality complaint." + "reason": "Both mention SigLIP2, but one is unexpected zero probabilities and the other is worse text embeddings; too different to treat as one bug without stronger evidence." }, { "left": "issue:45987", "right": "issue:46858", "accept": true, - "reason": "Same `cache.get_seq_length()` contract regression; one is the general API symptom, the other a specific prefill/non-CUDA failure mode." + "reason": "These are the same cache-length contract bug: `get_seq_length()` returns a tensor instead of an int, breaking downstream arithmetic and compilation paths." }, { "left": "issue:43950", "right": "issue:45902", - "accept": true, - "reason": "Same non-persistent-buffer materialization regression; #45902 is a model-specific manifestation of the same bug." + "accept": false, + "reason": "Both concern non-persistent buffers, but one is a generic from_pretrained corruption regression and the other is a specific uninitialized `inv_freq` materialization path; not clearly the same bug." }, { "left": "issue:43054", "right": "issue:43493", "accept": false, - "reason": "Different problems: SigLIP2 embedding quality vs HF/JAX implementation discrepancy." + "reason": "Both are about SigLIP2 behavior, but one is embedding quality and the other is HF-vs-JAX implementation discrepancy; related area, different underlying issue." }, { "left": "issue:44910", "right": "issue:45859", "accept": false, - "reason": "Flash-Attention crash from misread packed sequence vs CPU-offload incompatibility in rotary embedding." + "reason": "Flash-Attention illegal memory access from 3D position_ids is unrelated to CPU-offload incompatibility in Qwen3_5Moe rotary embeddings." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "Gradient checkpointing ineffectiveness is not the same as increased reserved memory/OOM under int4 quantization." + "reason": "Gradient checkpointing/LoRA and int4 quantization OOM are both memory-related, but they are different mechanisms and fixes." }, { "left": "issue:45663", "right": "issue:45902", "accept": false, - "reason": "Gemma4 FSDP2 shared_kv_states bug vs non-persistent buffer materialization bug; different code paths." + "reason": "Gemma4 FSDP2 per-layer shared_kv_states rebuilding is a different bug from non-persistent buffer initialization/corruption." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "General loading noise vs a specific model-loading failure; not the same underlying bug." + "reason": "Generic loading noise is not the same as a specific model failing to load; the latter is a concrete compatibility bug." }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "Bad AutoTokenizer error message for Voxtral vs Molmo tied-weight attribute error." + "reason": "Bad AutoTokenizer error messaging for Voxtral is unrelated to Molmo missing `all_tied_weights_keys`." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "DeepSeek tokenizer output bug vs Python 3.13 import_utils flash_attn KeyError; unrelated." + "reason": "Tokenizer detokenization regression and Python 3.13 flash-attn import error are unrelated bugs." }, { "left": "issue:24643", "right": "issue:28530", "accept": false, - "reason": "DeepSpeed training weight-shape error vs early-stopping metric selection issue; unrelated." + "reason": "DeepSpeed training weight-shape error and early-stopping metric configuration are unrelated training issues." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Both mention loading issues, but they are separate model-specific reports with no shared concrete failure." + "reason": "Both mention loading, but one is generic loading noise and the other is a specific model load failure; not the same bug." }, { "left": "issue:43643", "right": "issue:45020", "accept": false, - "reason": "#45020 is a broad umbrella for remote_code breakage; #43643 is a specific AutoConfig field-loss issue and not clearly the same concrete bug." + "reason": "`AutoConfig.from_pretrained(..., trust_remote_code=True)` missing fields is a narrower config-construction issue, not the broader remote-code loading regressions in 45020." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "LoRA gradient checkpointing behavior and Qwen3 MoE memory usage are different issues despite both involving memory." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading and Qwen3Moe FineGrainedFP8Config failure are unrelated model-specific errors." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer loading for a specific model vs flash-attn2 fallback selection logic; unrelated." + "reason": "Tokenizer loading for a specific model and flash-attn fallback gating are unrelated subsystems." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "Import error for Qwen2_5_VL class vs bitsandbytes Int8Params incompatibility; unrelated." + "reason": "Missing Qwen2.5-VL export and bitsandbytes `Int8Params` incompatibility are separate compatibility bugs." }, { - "left": "issue:43782", - "right": "issue:44960", + "left": "issue:41553", + "right": "issue:43881", "accept": false, - "reason": "Qwen3VL weight_only loading error vs a separate GLM5 issue; no shared code path evident." + "reason": "Voxtral tokenizer error messaging and GLM-4V-9B loading failure are different model issues." }, { - "left": "issue:41553", - "right": "issue:43881", + "left": "issue:43782", + "right": "issue:44960", "accept": false, - "reason": "Different loading bugs for different models; not the same underlying issue." + "reason": "Qwen3VL `weight_only=True` loading failure and the generic GLM5 issue are not the same code-path problem." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays mostly conservative. The selected anchor issue #43950 fits the duplicate family best, and the accepted soft pairs are plausible matches to the same underlying bugs. The rejected pairs are generally cautious and well-justified by differing symptoms or code paths." + "feedback": "Grounded overall. The summary stays conservative about heterogeneity, and the accepted soft-edge matches are plausible same-bug pairs based on the packet (buffer corruption, cache-length contract, Gemma4 dtype casting). The rejected pairs are also phrased cautiously and do not overstate sameness." }, "evaluator_used": true, "retried": false, @@ -1554,7 +1596,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-512", + "cluster_id": "cluster-10000-513", "nodes": [ "issue:24643", "issue:30064", @@ -1630,213 +1672,213 @@ "issue:43940|issue:45313", "issue:43854|issue:44863", "issue:44928|issue:45588", - "issue:44479|issue:44560", "issue:24643|issue:30064", + "issue:44479|issue:44560", "issue:41093|issue:44805", "issue:41553|issue:44991" ], - "prepared_review_unit_hash": "79652d7968eaf5744e9d61f6e5853bc575189aa8510bbc5203c5ceed5b75e80d", + "prepared_review_unit_hash": "69cc3dc55badb0b5e1a08bf3b55c64511039ad9bee5da27bf7f66bacde0bdc69", "component_budget": { - "node_count": 512, - "item_count": 512, - "soft_pair_count": 1882, - "serialized_chars": 976539, - "estimated_input_tokens": 244135, - "estimated_eval_tokens": 488526 + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36749, - "estimated_input_tokens": 9188, - "estimated_eval_tokens": 18632 + "serialized_chars": 36748, + "estimated_input_tokens": 9187, + "estimated_eval_tokens": 18630 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "A few soft pairs look like true duplicates, mainly the docs/pipeline-removal reports, the mask-shape IndexError reports, and the training-loss double-shift reproductions. Most other pairs are only loosely related by subsystem or model family and should stay separate.", - "confidence": 0.68, - "canonical_issue_reason": "44509 is the best canonical target among the duplicate-like issues: it gives the clearest, most complete description of the v5 docs regression and cleanly subsumes 43827.", + "summary": "The list is mostly heterogeneous, but there are a few clear duplicate pockets: docs about removed pipeline tasks, tokenizer regressions in DeepSeek-family models, video-input regressions in Qwen3-VL, remote-code model loading breakage, and the `_is_hf_initialized` loading incompatibility.", + "confidence": 0.74, + "canonical_issue_reason": "No single canonical for the entire mixed set; if one representative is needed for the strongest duplicate pocket, issue #45020 is the broadest umbrella for the remote-code loading regression and subsumes #46661.", "canonical_pr_reason": null, - "best_issue_reason": "44509 is the strongest standalone issue in this set for triage/duplication cleanup because it is specific, actionable, and clearly represents the shared docs problem.", + "best_issue_reason": "#45020 is the best global issue representative because it is the broadest, most central report among the accepted duplicates and has the clearest \u201cumbrella + specific symptom\u201d relationship with #46661.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45685", "right": "issue:45823", "accept": false, - "reason": "Different bugs: an MPS histogram dtype error in MOE vs a device-mismatch forward issue in Gemma4 PLE." + "reason": "Different failures and code paths: MPS integer histogram support vs Gemma4 device placement mismatch." }, { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Both touch Mistral/flash-attn areas, but one is a tokenizer regex crash and the other is a flash-attn fallback gating problem; not the same bug." + "reason": "Both mention Mistral/flash-attn-related areas, but one is a tokenizer regex crash and the other is a flash-attn2 fallback gating issue." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "Too broad vs too specific: remote_code regressions are not enough to show the Gemma4 device-mismatch is the same underlying issue." + "reason": "Remote-code loading regressions vs a Gemma4 device-map forward mismatch; not the same bug." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "Both involve model loading, but the titles point to different failure modes; one is TOKENIZER_MAPPING_NAMES handling, the other is a broad remote_code regression." + "reason": "Registration/mapping failure in add-new-model-like is distinct from the broader remote_code model-loading regression." }, { "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "Different model/path: Phi-tiny-MoE autocast dtype mismatch vs Gemma4 PLE device placement." + "reason": "Phi MoE autocast dtype mismatch is unrelated to Gemma4 device-map placement." }, { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "Both mention Qwen LoRA/weights, but one is a version-compatibility loading failure and the other is a gradient-checkpointing warning; not the same bug." + "reason": "Both involve Qwen3/LoRA warnings or compatibility, but they describe different symptoms and likely different fixes." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer/model-loading regressions, but the specific Kimi-K2.5 codec regression is not the same as the broad remote_code breakage." + "reason": "Generic remote-code breakage is not the same as the Kimi-K2.5 tokenizer regression and misleading warning." }, { "left": "issue:43881", "right": "issue:43883", "accept": false, - "reason": "Different model-specific load failures; no evidence they share the same root cause." + "reason": "Different model families and different loading failures." }, { "left": "issue:45715", "right": "issue:46315", "accept": false, - "reason": "Same tokenizer API area, but one is convert_ids_to_tokens and the other is convert_tokens_to_ids; different regressions." + "reason": "Performance regressions in inverse tokenizer conversions, but on different APIs (`convert_ids_to_tokens` vs `convert_tokens_to_ids`)." }, { "left": "issue:43872", "right": "issue:46869", "accept": false, - "reason": "Bitsandbytes init-arg incompatibility and YOLO multi-GPU device-map failure are unrelated." + "reason": "Bitsandbytes init/kwarg incompatibility is unrelated to YOLO multi-GPU device-map failure." }, { "left": "issue:45759", "right": "issue:46661", "accept": false, - "reason": "Both involve AutoModel loading, but one is text_config unwrapping for composite configs and the other is a remote-code config_class AttributeError." + "reason": "Composite-config unwrapping vs remote-code `config_class` attribute error; different loading paths." }, { "left": "issue:43872", "right": "issue:44291", - "accept": false, - "reason": "Both are TypeErrors around loading, but the underlying causes differ: bitsandbytes Int8Params vs init_empty_weights/_is_hf_initialized." + "accept": true, + "reason": "Same underlying `_is_hf_initialized`/`init_empty_weights` incompatibility during model initialization and loading." }, { "left": "issue:43827", "right": "issue:44509", "accept": true, - "reason": "Same docs regression: both report stale pipeline-task references after v5 removals, and 44509 is the fuller report." + "reason": "Clear duplicate docs issue: both report obsolete pipeline-task references after v5 removals." }, { "left": "issue:45488", "right": "issue:46489", - "accept": false, - "reason": "Both are DeepSeek tokenizer regressions, but the reported mechanisms differ enough that they do not clearly share one concrete code-path bug." + "accept": true, + "reason": "Both describe the same tokenizer regression around LlamaTokenizer overriding tokenizer.json behavior and breaking DeepSeek-family outputs." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "Different loading bugs: untied lm_head weights vs silent corruption of non-persistent buffers." + "reason": "Tied lm_head weights vs non-persistent buffer corruption are different regression types." }, { "left": "issue:45020", "right": "issue:46661", - "accept": false, - "reason": "Broad remote_code breakage does not prove the specific config_class AttributeError is the same underlying issue." + "accept": true, + "reason": "#46661 is a concrete instance of the broader remote-code model breakage described by #45020." }, { "left": "issue:46894", "right": "issue:46897", - "accept": true, - "reason": "Same underlying training-loss double-shift bug, with two model-specific reproductions of the same pattern." + "accept": false, + "reason": "Similar training-loss double-shift pattern, but across different model families; not enough evidence of one shared bug." }, { "left": "issue:43792", "right": "issue:44220", - "accept": false, - "reason": "Whisper model failure and _torch_extract_fbank_features() issue may be related, but the available evidence is too thin to treat them as the same bug." + "accept": true, + "reason": "Likely the same audio feature-extraction bug path: Whisper failing because of `_torch_extract_fbank_features()`." }, { "left": "issue:43257", "right": "issue:45305", "accept": false, - "reason": "Both mention DeepSpeed, but one is weight conversion/loading and the other is gradient averaging; different code paths." + "reason": "Both touch DeepSpeed/Qwen, but one is weight conversion/missing params and the other is gradient averaging with GAS." }, { "left": "issue:42947", "right": "issue:45923", "accept": false, - "reason": "Gradient checkpointing ineffective under PEFT LoRA is not the same as a missing supports_gradient_checkpointing flag on a remote-code variant." + "reason": "Gradient checkpointing ineffectiveness in PEFT LoRA is not the same as a missing trust_remote_code flag." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "Different error classes and domains: a trainer compute_loss signature mismatch vs a tensor mask shape mismatch." + "reason": "Different runtime errors and different tensor shapes/paths; only superficially similar Index/Type errors." }, { "left": "issue:43940", "right": "issue:45313", "accept": false, - "reason": "Both are ZeRO-3 weight-loading failures, but the titles indicate different models and different missing-weight symptoms." + "reason": "Both are ZeRO-3 load failures, but they affect different Qwen variants with different failure descriptions." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "Both are model load failures, but for unrelated model families and different failure modes." + "reason": "Different model families and distinct loading problems." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "Gradient explosion/position_ids fallout is unrelated to the flash_attention s_aux=None AttributeError." - }, - { - "left": "issue:44479", - "right": "issue:44560", - "accept": false, - "reason": "Both involve video/multimodal regressions, but one is a broad video-input regression and the other is a StopIteration in Qwen3-vl-embedding." + "reason": "RLHF gradient explosion from 3D position ids is unrelated to flash-attention `s_aux=None` crashes." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "Completely different domains: DeepSpeed training weight shape vs image processor segmentation maps." + "reason": "DeepSpeed training weight-dimension error vs image processor void-segmentation-map failure." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": true, + "reason": "Same video-input regression family affecting Qwen3-VL variants; #44560 looks like a specific symptom of the broader #44479 breakage." }, { "left": "issue:41093", "right": "issue:44805", - "accept": true, - "reason": "Same mask-shape IndexError, with 44805 appearing to be the broader/generic duplicate of the concrete 41093 report." + "accept": false, + "reason": "Both are mask/tensor shape IndexErrors, but there is no evidence they come from the same code path." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-loading related, but Voxtral's bad error message and est-roberta's actual load failure are different problems." + "reason": "Tokenizer loading error for Voxtral is not the same as the est-roberta tokenizer failure." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The accepted soft pairs are plausibly true duplicates from the titles/descriptions provided, and the rejected pairs are appropriately qualified rather than overstated. The canonical choice for the docs regression is also reasonable based on the available evidence." + "feedback": "The summary is grounded in the packet and stays conservative: it identifies only a few clearly related pockets and does not overclaim broad duplication. The accepted soft-edge matches are plausible from the issue titles, and the rejected pairs are appropriately cautious where the evidence is only superficial." }, "evaluator_used": true, "retried": false, @@ -1855,7 +1897,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-512", + "cluster_id": "cluster-10000-513", "nodes": [ "issue:36010", "issue:38175", @@ -1915,8 +1957,8 @@ "issue:45325|issue:45902", "issue:41553|issue:44488", "issue:43366|issue:44589", - "issue:44155|issue:45584", "issue:43638|issue:46515", + "issue:44155|issue:45584", "issue:45663|issue:45823", "issue:42915|issue:43957", "issue:43824|issue:43957", @@ -1933,8 +1975,8 @@ "issue:45812|issue:46489", "issue:45823|issue:46515", "issue:44661|issue:45823", - "issue:44560|issue:44805", "issue:38175|issue:43994", + "issue:44560|issue:44805", "issue:44877|issue:45030", "issue:45672|issue:46899", "issue:43638|issue:44661", @@ -1943,250 +1985,250 @@ "issue:43632|issue:45834", "issue:44661|issue:44805" ], - "prepared_review_unit_hash": "437c1f71b6eda36ded3c8f4c1b470c4bf3a9c17ae7134715f6219e791ed8519e", + "prepared_review_unit_hash": "a9b4deeadcff14778a41d01acbab72afdb412ec40ddcab602c9061f9cab323e0", "component_budget": { - "node_count": 512, - "item_count": 512, - "soft_pair_count": 1882, - "serialized_chars": 976539, - "estimated_input_tokens": 244135, - "estimated_eval_tokens": 488526 + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 35, - "serialized_chars": 38361, - "estimated_input_tokens": 9591, - "estimated_eval_tokens": 19438 + "serialized_chars": 38354, + "estimated_input_tokens": 9589, + "estimated_eval_tokens": 19434 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most items are unrelated model- or backend-specific issues. The strongest duplicate pairs are the Transformers 5 custom-model init regression, the siglip2-base-patch16-224 bad-output regression, and the Gemma4 4-bit multimodal dtype-cast regression.", - "confidence": 0.84, - "canonical_issue_reason": "issue:43646 is the broader, cleaner report of the Transformers 5.0 custom model initialization regression; issue:43645 reads like a notebook-specific manifestation of the same breakage.", + "summary": "This cluster is mostly a set of unrelated transformer/model-specific bug reports with a few clear duplicate pairs around the same underlying regression. The strongest duplicates are the custom model initialization breakage in Transformers 5, SigLIP2 bad outputs, and Gemma4 4-bit quantization issues.", + "confidence": 0.82, + "canonical_issue_reason": "issue:43646 is the best canonical issue: it names the broad regression directly ('Transformers 5.0.0 breaks custom model initialization') and can subsume the notebook-specific report as an example rather than a separate bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45812 is the strongest standalone issue here: it is a clear, high-impact regression affecting all Granite models, with a precise symptom and broad user value.", + "best_issue_reason": "issue:43646 is the most useful global issue anchor because it is the broadest and most general statement of the underlying regression among the issues in this cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "Different bugs: Qwen3.5 PagedAttentionCache group-type failure versus NemotronH checkpoint-loading failure." + "reason": "Different model families and failure modes: Qwen3.5 PagedAttentionCache error vs NemotronH checkpoint loading." }, { "left": "issue:44863", "right": "issue:46402", "accept": false, - "reason": "Both are loading problems, but they affect different model families and different code paths." + "reason": "Both involve NemotronH, but one is a generic checkpoint-loading failure and the other is a specific text-encoder weight loading regression; not enough evidence they are the same bug." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "Unrelated: GGUF gpt-oss architecture support versus a Phi-tiny-MoE dtype mismatch under autocast." + "reason": "Unrelated bugs: GGUF architecture support vs Phi-tiny-MoE dtype mismatch under autocast." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "Different Qwen/GGUF issues; one is architecture support, the other is a sliding_window bug." + "reason": "Different problems in different code paths: GGUF gpt-oss support vs Qwen3-MoE sliding_window behavior." }, { "left": "issue:43596", "right": "issue:46515", "accept": false, - "reason": "Different failures: Deepspeed ZeRO3/BertModel index error versus a torch-version incompatibility." + "reason": "BertModel/DeepSpeed ZeRO-3 index error is unrelated to a general torch 2.4.1 incompatibility report." }, { "left": "issue:45325", "right": "issue:45902", "accept": false, - "reason": "Both involve rotary/position embeddings, but the model families and concrete bugs are different." + "reason": "Both touch rotary/position-id logic, but they concern different models and distinct bugs." }, { "left": "issue:41553", "right": "issue:44488", "accept": false, - "reason": "Both are load failures, but for different tokenizer/model cases and different failure modes." + "reason": "Both are loading issues, but they refer to different models and different failure contexts; not the same underlying bug." }, { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "No shared underlying code path; one is GGUF architecture support, the other is a float8 storage loading error." + "reason": "GGUF support for gpt-oss is unrelated to a Float8 storage deserialization error." }, { - "left": "issue:44155", - "right": "issue:45584", + "left": "issue:43638", + "right": "issue:46515", "accept": false, - "reason": "Different audio/ASR bugs with different triggers and symptoms." + "reason": "The ZeRO-3 BertModel index error is not the same as a broad torch-version incompatibility report." }, { - "left": "issue:43638", - "right": "issue:46515", + "left": "issue:44155", + "right": "issue:45584", "accept": false, - "reason": "Different causes and contexts: ZeRO3 training with non-pretrained Bert versus a general torch compatibility issue." + "reason": "AudioFlamingo batching leak and Whisper empty-transcription failure are different bugs and code paths." }, { "left": "issue:45663", "right": "issue:45823", "accept": false, - "reason": "Same model family, but one is an FSDP2 shared_kv_states training bug and the other is a device_map forward mismatch." + "reason": "Both are Gemma4, but one is an FSDP2 shared_kv_states KeyError and the other is a device-map mismatch; separate issues." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "Distinct problems: Qwen3Moe fine-grained FP8 failure versus meta-device materialization issues." + "reason": "Qwen3MoE FP8Config failure and meta-device loading breakage are unrelated." }, { "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "Different bugs: missing class import versus meta-device loading breakage." + "reason": "Import error for a specific class and meta-device loading regressions are different failures." }, { "left": "issue:43716", "right": "issue:44560", "accept": false, - "reason": "Unrelated model-path failures: Mistral-3 image preprocessor dtype mismatch versus Qwen3-vl embedding StopIteration." + "reason": "Mistral-3 image-preprocessor dtype mismatch is unrelated to Qwen3-vl video StopIteration." }, { "left": "issue:43950", "right": "issue:45834", "accept": false, - "reason": "Different regressions: non-persistent buffer corruption versus Kosmos2.5 long-input indexing." + "reason": "Non-persistent buffer corruption is a different regression from Kosmos2.5 long-OCR index errors." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "Same underlying Transformers 5.0 custom model initialization regression; 43645 is the notebook-specific form of 43646's broader report." + "reason": "Same underlying Transformers 5 custom-model initialization regression; 43645 is the notebook-specific manifestation and 43646 is the broader generic report." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "Different issue domains: 3d_parallel.py runtime failure versus GGUF gpt-oss support." + "reason": "3d_parallel.py runtime failure is unrelated to GGUF architecture support." }, { "left": "issue:44910", "right": "issue:46858", "accept": false, - "reason": "Both are attention/cache bugs, but they hit different mechanisms and model paths." + "reason": "Both involve attention/cache behavior, but the concrete bugs and affected paths differ substantially." }, { "left": "issue:44560", "right": "issue:45685", "accept": false, - "reason": "Different subsystems: Qwen3-vl video StopIteration versus an MPS histogram op not implemented for Int." + "reason": "Qwen3-vl video StopIteration and MPS histogram-on-Int are unrelated." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Different attention failures on different models and different execution modes." + "reason": "Bamba SDPA torch.compile failure is unrelated to Qwen3.5 flash-attention position_ids misinterpretation." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "Unrelated: an import path regression versus a Qwen3Moe FP8 runtime failure." + "reason": "Importing GenerationMixin from transformers.generation and Qwen3MoE FP8 issues are unrelated." }, { "left": "issue:44683", "right": "issue:46515", "accept": false, - "reason": "Both mention torch versions, but they are distinct compatibility bugs with different affected code paths." + "reason": "Compiled flex_attention on torch>=2.9 and a torch 2.4.1 incompatibility report are not the same bug." }, { "left": "issue:44560", "right": "issue:44918", "accept": false, - "reason": "Different Qwen3.5-related bugs: video embedding StopIteration versus SFT unpacking failure." + "reason": "Different Qwen3.5 bugs: video processing StopIteration vs embedding unpacking failure in TRL SFT." }, { "left": "issue:45812", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and likely different causes." + "reason": "Both are tokenizer regressions, but they affect different model families and likely different tokenizer code paths." }, { "left": "issue:45823", "right": "issue:46515", "accept": false, - "reason": "Distinct problems: Gemma4 device placement mismatch versus a torch compatibility issue." + "reason": "Gemma4 device mismatch under device_map=\"auto\" is unrelated to a general torch version incompatibility." }, { "left": "issue:44661", "right": "issue:45823", "accept": false, - "reason": "Different failures in unrelated areas: tokenizer mapping validation versus Gemma4 PLE device mismatch." - }, - { - "left": "issue:44560", - "right": "issue:44805", - "accept": false, - "reason": "Different indexing/masking bugs with no clear shared code path." + "reason": "add-new-model-like/TOKENIZER_MAPPING_NAMES failure is unrelated to Gemma4 PLE device mismatch." }, { "left": "issue:38175", "right": "issue:43994", "accept": true, - "reason": "Same underlying siglip2-base-patch16-224 regression producing incorrect outputs; one reports zero probabilities and the other nonsensical AutoModel/pipeline results." + "reason": "Same SigLIP2 base model regression: one report shows zero probabilities, the other nonsensical outputs through AutoModel/pipeline." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Qwen3-vl video StopIteration and a generic mask/shape IndexError are different failures." }, { "left": "issue:44877", "right": "issue:45030", "accept": false, - "reason": "Both are config-validation failures, but they involve different model configs and likely different fixes." + "reason": "Both mention config validation, but they are distinct model/config-loading bugs." }, { "left": "issue:45672", "right": "issue:46899", "accept": true, - "reason": "Same Gemma4 4-bit multimodal quantization bug: 45672 shows the audio-module torch.finfo() failure, while 46899 describes the broader unsafe dtype cast in multimodal embedders." + "reason": "Same Gemma4 4-bit quantization family of bugs in multimodal/audio-vision embedders; 46899 is the broader statement of the same unsafe dtype-cast issue." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "Different breakages: ZeRO3 Bert initialization index error versus add-new-model-like tokenizer mapping logic." + "reason": "DeepSpeed ZeRO-3 BertModel index error is unrelated to add-new-model-like tokenizer mapping failure." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "No shared underlying bug; one is Deepspeed/Bert zero-sized state, the other is tokenizer mapping behavior." + "reason": "BertModel/ZeRO-3 init failure is unrelated to tokenizer mapping registration." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "Different model/backend issues: Qwen3Moe LoRA compatibility versus BitNet packed-weight loading." + "reason": "Qwen3_moe LoRA compatibility on hf5.x and BitNet packed-weight loading are different issues." }, { "left": "issue:43632", "right": "issue:45834", "accept": false, - "reason": "Different regressions: _is_hf_initialized flag handling versus Kosmos2.5 OCR long-input indexing." + "reason": "_is_hf_initialized flag breakage and Kosmos2.5 long OCR index errors are unrelated." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "Unrelated: tokenizer-mapping validation versus a mask/tensor shape mismatch." + "reason": "Tokenizer-mapping registration failure is unrelated to a mask/index shape mismatch." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet, and the soft-edge verdicts stay conservative overall. The accepted duplicate pairs are plausibly same-root-cause from their titles (43645/43646, 38175/43994, 45672/46899), while the rest are reasonably rejected as different bugs or code paths. No PR-mergeability issue applies here." + "feedback": "The summary is well grounded in the packet and stays conservative: it frames the cluster as mostly unrelated reports with a few clear duplicate pairs, and the accepted pairs are plausible from the titles/body context. I didn\u2019t see any overstatement of evidence in the soft-edge verdicts." }, "evaluator_used": true, "retried": false, @@ -2205,7 +2247,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-512", + "cluster_id": "cluster-10000-513", "nodes": [ "issue:38175", "issue:39692", @@ -2285,223 +2327,222 @@ "issue:45488|issue:45812", "issue:45362|issue:45406", "issue:44910|issue:45588", - "issue:44402|issue:44488", - "issue:39692|issue:44960" + "issue:44402|issue:44488" ], - "prepared_review_unit_hash": "414e6e69e3ec61aba7c8bb3e0cb0d45f18776974b1bd400e89fadb79d0908aa6", + "prepared_review_unit_hash": "6678580ac2859891bcfffd61c5819bc7b797e1b8a04121d7daeab39b4dc43c40", "component_budget": { - "node_count": 512, - "item_count": 512, - "soft_pair_count": 1882, - "serialized_chars": 976539, - "estimated_input_tokens": 244135, - "estimated_eval_tokens": 488526 + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36349, - "estimated_input_tokens": 9088, - "estimated_eval_tokens": 18432 + "soft_pair_count": 30, + "serialized_chars": 36054, + "estimated_input_tokens": 9014, + "estimated_eval_tokens": 18284 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a single duplicate thread; it contains several separate bug families. The only clear mergeable duplicates are the non-persistent-buffer regression pair and the resize_token_embeddings regression pair.", - "confidence": 0.74, - "canonical_issue_reason": "No single canonical issue cleanly covers the whole set: the items split into unrelated topics (SigLIP2, Qwen3/MoE, tokenizer loading, flash-attn crashes, resize_token_embeddings, etc.), so canonicalization should be done per subcluster.", + "summary": "This cluster contains several unrelated issue families. I only merge the clearly same-bug pairs: non-persistent buffer junk, tokenizer-load regressions on similar models, and the resize_token_embeddings propagation bug.", + "confidence": 0.77, + "canonical_issue_reason": "Issue 45276 is the broadest and clearest duplicate anchor among the accepted pairs; 45335 is a narrower T5Gemma-specific manifestation of the same resize_token_embeddings/output_embeddings bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45292 is the best representative of one real duplicate family: it states the resize_token_embeddings regression in the most general form, and the Gemma4/T5Gemma variants look like narrower manifestations of the same bug.", + "best_issue_reason": "Issue 45276 has the clearest duplicate evidence and the most general description of the resize_token_embeddings regression, making it the best representative issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "Different problems: dequantized model offload failure vs Strix Halo mmap/OOM mitigation." + "reason": "Different failures: dequantized-model offload/load behavior vs mmap-related OOM on Strix Halo." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "Both involve SigLIP2, but one is zero probabilities and the other is docs/model-processor mismatch plus quantization failure; not the same bug." + "reason": "One is a model output regression; the other is a broken documentation example with model/processor mismatch and quantization issues." }, { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "Same regression: Transformers v5 fills non-persistent buffers with junk." + "reason": "Same bug reported with minor wording differences: Transformers v5 filling non-persistent buffers with junk." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Different Qwen3 issues: CUDA assert on auto device mapping vs FineGrainedFP8Config failure." + "reason": "cudaErrorAssert on auto device mapping is a different problem from FineGrainedFP8Config failing on Qwen3MoE." }, { "left": "issue:42915", "right": "issue:44756", "accept": false, - "reason": "Unrelated failures in different subsystems; no shared underlying bug." + "reason": "Different subsystems and symptoms: FP8 config failure vs mmap/OOM workaround." }, { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "Different model families and symptoms; one is LoRA compatibility across branches, the other is resize_token_embeddings not updating outputs." + "reason": "LoRA checkpoint compatibility across hf4.x/hf5.x is unrelated to the resize_token_embeddings bug." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "Different models and failures; GLM5 issue vs Qwen3.5 flash-attn generation crash." + "reason": "Different model families and different flash-attention failures; not the same underlying bug." }, { "left": "issue:44451", "right": "issue:44488", - "accept": false, - "reason": "Both are load regressions, but the titles point to different models and likely separate model-specific breakages." + "accept": true, + "reason": "Both report the same current-version tokenizer/model loading regression affecting different BERT repos." }, { "left": "issue:44863", "right": "issue:46846", "accept": false, - "reason": "Different models and root causes: NemotronH checkpoint loading vs Qwen3.5 TP plan missing entries." + "reason": "Checkpoint loading failure for NemotronH is not the same as the missing base_model_tp_plan entries causing TP>1 errors." }, { "left": "issue:46459", "right": "issue:46512", "accept": false, - "reason": "Related dtype theme, but one is ignored dtype during checkpoint loading and the other is stale config.dtype after from_config; not the same defect." + "reason": "Loading-time dtype handling vs stale config.dtype after from_config are related but distinct bugs." }, { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "Different bugs: ZeRO-3 language_model weight loading vs incorrect visual encoder keys in save_pretrained." + "reason": "Different code paths: DeepSpeed ZeRO-3 weight loading vs save_pretrained writing wrong visual encoder keys." }, { "left": "issue:45507", "right": "issue:46468", "accept": false, - "reason": "Unrelated model/example failures; no evidence of the same code-path." + "reason": "Invalid method call in GraniteMoEHybrid is unrelated to the broken Nemotron example." }, { "left": "issue:43644", "right": "issue:43645", "accept": false, - "reason": "One is a buffer initialization regression; the other is a Jupyter custom-model initialization issue." + "reason": "Non-persistent buffer junk is unrelated to Jupyter notebook custom-model initialization breakage." }, { "left": "issue:39692", "right": "issue:43994", "accept": false, - "reason": "Both touch SigLIP2, but one is a docs example/quantization issue and the other is nonsensical outputs with AutoModel/pipeline; too different to merge." + "reason": "Documentation/example errors are not the same as the actual AutoModel/pipeline nonsensical-results bug." }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "Different model-loading failures with no clear shared code-path." + "reason": "Qwen3 MoE accelerate+deepspeed weight conversion is a different issue from GLM-4.7-Flash unit-test loading." }, { "left": "issue:44488", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer/model loading regressions, but on different models and with different symptoms; not confidently the same bug." + "reason": "Both are tokenizer-loading problems, but the reported failures differ and there is no evidence they are the same bug." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "Both mention memory/offload, but one is Qwen3 MoE training memory usage and the other is quantization offloading behavior." + "reason": "Training-memory inefficiency in Qwen3 MoE is not the same as quantization offloading not working." }, { "left": "issue:42491", "right": "issue:45292", "accept": false, - "reason": "Different issue class: LoRA branch incompatibility vs a generic resize_token_embeddings regression." + "reason": "Checkpoint compatibility for qwen3_moe LoRA is unrelated to resize_token_embeddings not updating output_embeddings." }, { "left": "issue:43854", "right": "issue:43931", "accept": false, - "reason": "Different model-specific loading failures with distinct symptoms." + "reason": "GLM-4.7-Flash test loading and Qwen3-VL-30B-A3B weight-shape mismatch are different model-loading failures." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Both are memory-related, but one is MoE training memory usage and the other is int4 quantization reserved-memory/OOM." + "reason": "General MoE training memory usage and int4 quantization reserved-memory OOM are distinct regressions." }, { "left": "issue:42491", "right": "issue:45335", "accept": false, - "reason": "Different root causes and model families; not the same bug." + "reason": "LoRA/hf-version incompatibility is unrelated to the embedding-resize propagation bug." }, { "left": "issue:43708", "right": "issue:44075", "accept": false, - "reason": "Trainer checkpoint-resume math bug vs optimizer arguments not being used." + "reason": "Trainer resume/max_steps calculation is unrelated to SGD arguments being ignored." }, { "left": "issue:44960", "right": "issue:46050", "accept": false, - "reason": "Different model families and failure modes; no shared underlying change." + "reason": "Flash-attention generation failure is unrelated to save/load breakage after sinq quantization." }, { "left": "issue:44164", "right": "issue:44291", "accept": false, - "reason": "Both involve loading/saving, but extra_state handling and init_empty_weights/_is_hf_initialized are separate defects." + "reason": "extra_state save/load handling is different from init_empty_weights passing an unexpected _is_hf_initialized argument." }, { "left": "issue:46897", "right": "issue:46901", "accept": false, - "reason": "Same high-level pattern, but model-specific training-loss bugs on different implementations; too risky to merge as one duplicate." + "reason": "Similar training-loss symptom, but different model implementations and no evidence of a shared underlying loss-code bug." }, { "left": "issue:45276", "right": "issue:45335", "accept": true, - "reason": "Same underlying resize_token_embeddings regression: the resized embeddings do not propagate to the model's output/input embedding paths." + "reason": "Same resize_token_embeddings regression: embeddings/output_embeddings are not updated consistently; 45335 is the narrower T5Gemma report." }, { "left": "issue:45488", "right": "issue:45812", "accept": false, - "reason": "Different tokenizer regressions affecting different model families; not the same concrete bug." + "reason": "Tokenizer pre-tokenizer override in LlamaTokenizer is a different bug from Granite AutoTokenizer producing wrong token IDs." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Qwen3.5 chat crashing and Gemma4Processor missing _tokenizer are separate failures." }, { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "Both crash in flash_attention code, but with different triggers and root causes (3D position_ids packing vs s_aux=None)." + "reason": "FlashAttention illegal memory access from 3D position_ids is unrelated to the s_aux=None AttributeError." }, { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "Tokenizer vocab-size mismatch vs model-loading failure; unrelated issues." - }, - { - "left": "issue:39692", - "right": "issue:44960", - "accept": false, - "reason": "Unrelated model families and bugs." + "reason": "Tokenizer vocab-size mismatch is a different issue from model loading failure." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays appropriately conservative. The accepted soft-edge pairs are well supported by the titles, and the rejected pairs avoid overclaiming shared root causes across superficially similar issues. No mergeability overstatement detected." + "feedback": "The analyst\u2019s summary is grounded in the packet and stays conservative overall. The accepted pairs are the ones with the strongest title-level duplicate signals: the non-persistent buffer junk reports, the tokenizer-loading regressions on similar BERT repos, and the resize_token_embeddings/output_embeddings regression. The rejections are also appropriately cautious, with no obvious overreach into unrelated failures." }, "evaluator_used": true, "retried": false, @@ -2520,10 +2561,11 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-512", + "cluster_id": "cluster-10000-513", "nodes": [ "issue:36010", "issue:39404", + "issue:39692", "issue:41720", "issue:42175", "issue:42796", @@ -2534,8 +2576,6 @@ "issue:43425", "issue:43454", "issue:43645", - "issue:43646", - "issue:43708", "issue:43854", "issue:43873", "issue:43957", @@ -2554,6 +2594,7 @@ "issue:44877", "issue:44912", "issue:44928", + "issue:44960", "issue:45216", "issue:45276", "issue:45292", @@ -2572,11 +2613,12 @@ ], "soft_pairs": [ "issue:43425|issue:43957", + "issue:39692|issue:44960", "issue:41720|issue:44155", "issue:44291|issue:44756", "issue:45663|issue:45759", - "issue:43404|issue:43454", "issue:42947|issue:45704", + "issue:43404|issue:43454", "issue:43873|issue:44387", "issue:44079|issue:46829", "issue:45663|issue:45859", @@ -2600,229 +2642,228 @@ "issue:43645|issue:44164", "issue:42175|issue:43957", "issue:44589|issue:44756", - "issue:44402|issue:44451", - "issue:43646|issue:43708" + "issue:44402|issue:44451" ], - "prepared_review_unit_hash": "2ffd89425e8fd53d7a82c5cdecf3f5d5cf6f7575795308d72b4e3803bc7dbfce", + "prepared_review_unit_hash": "e550ffd530ef60a1e36246189b15027dc965a84c2aa004266f875a2778de27f5", "component_budget": { - "node_count": 512, - "item_count": 512, - "soft_pair_count": 1882, - "serialized_chars": 976539, - "estimated_input_tokens": 244135, - "estimated_eval_tokens": 488526 + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 36538, - "estimated_input_tokens": 9135, - "estimated_eval_tokens": 18526 + "serialized_chars": 36445, + "estimated_input_tokens": 9112, + "estimated_eval_tokens": 18480 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issue reports spanning loading, quantization, checkpointing, and model-specific regressions. The only clear duplicate family is the resize_token_embeddings/output_embeddings reports, which appear to describe the same underlying bug across model variants.", - "confidence": 0.72, - "canonical_issue_reason": "issue:45292 is the cleanest representative of the resize_token_embeddings family: it states the general failure to update output embeddings, while the nearby variants add model-specific symptoms to the same bug.", + "summary": "Most pairs are clearly unrelated. The only duplicate chain I\u2019d merge is the resize_token_embeddings regression across model variants: 45276 \u2194 45292 and 45292 \u2194 45335. No PRs are present.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45292 is the broad, model-agnostic report of the resize_token_embeddings regression; the Gemma4 and t5gemma issues look like specific manifestations of the same underlying bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45292 is the best overall issue candidate because it is the broad, model-agnostic wording of the shared embedding-resize regression and best captures the cluster's one genuine duplicate thread.", + "best_issue_reason": "issue:45292 best represents the shared underlying problem and is the most general title to anchor the duplicate cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "Different failures: Torch 2.10 compatibility versus meta-device loading regression." + "reason": "Different failures: Torch version compatibility vs meta-device loading breakage." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Unrelated models and symptoms; docs/example errors vs a GLM5 loading issue." }, { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "Both are model bugs, but one is Qwen3 auto device mapping CUDA assert and the other is AudioFlamingo batch leakage." + "reason": "Different subsystems and bugs: device-map CUDA assert vs AudioFlamingo batch leakage." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "init_empty_weights argument mismatch is unrelated to mmap-induced OOM." + "reason": "init_empty_weights argument handling is unrelated to mmap/OOM on Strix Halo." }, { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "Different code paths: Gemma4 FSDP shared_kv_states rebuild versus Qwen multimodal config text_config unwrapping." + "reason": "Different code paths: Gemma4 FSDP attention state vs Qwen multimodal config unwrapping." }, { - "left": "issue:43404", - "right": "issue:43454", + "left": "issue:42947", + "right": "issue:45704", "accept": false, - "reason": "Both mention lm_head tying, but the affected models and failure modes differ enough to treat as separate bugs." + "reason": "Gradient checkpointing/LoRA is unrelated to T5 apex RMSNorm memory leak." }, { - "left": "issue:42947", - "right": "issue:45704", + "left": "issue:43404", + "right": "issue:43454", "accept": false, - "reason": "Gradient checkpointing/LoRA behavior is unrelated to the T5 apex RMSNorm memory leak." + "reason": "Both mention lm_head tying, but they target different model implementations and likely separate fixes." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Both involve memory pressure, but one is offloading with quantization and the other is int4 reserved-memory growth." + "reason": "Both involve quantization/memory, but one is offloading behavior and the other is int4 reserved-memory OOM." }, { "left": "issue:44079", "right": "issue:46829", "accept": false, - "reason": "ModelOutput key assignment bug is not the same as VideoPrism returning the wrong hidden_states tensor." + "reason": "General ModelOutput key assignment bug vs a VideoPrism output-field mixup." }, { "left": "issue:45663", "right": "issue:45859", "accept": false, - "reason": "Different models and mechanisms: FSDP key error versus CPU-offload incompatibility in Qwen3_5Moe rotary embedding." + "reason": "Different models and failures: Gemma4 FSDP KeyError vs Qwen3_5Moe CPU-offload incompatibility." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Unexpected _is_hf_initialized argument and MXFP4 fallback are separate loading regressions." + "reason": "Different quantization/loading problems with no clear same code path." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "ImportError for GenerationMixin is unrelated to Whisper pipeline return_language behavior." + "reason": "Import path regression vs Whisper pipeline return_language regression." }, { "left": "issue:42947", "right": "issue:43381", "accept": false, - "reason": "Both concern gradient checkpointing, but one is ineffective training behavior and the other is eval-mode incompatibility." + "reason": "Both mention gradient checkpointing, but one is ineffective with LoRA and the other is eval-mode incompatibility." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "AudioFlamingo token leakage and Gemma4 device-mismatch forward errors are unrelated." + "reason": "AudioFlamingo batching bug and Gemma4 device-map mismatch are unrelated." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "Meta-device model loading and Strix Halo mmap OOM have different root causes." + "reason": "Meta-device loading breakage is unrelated to disabling mmap for OOM." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "Both mention OOM, but the underlying bugs differ: int4 reserved memory growth versus mmap on Strix Halo." + "reason": "Quantization OOM and Strix Halo mmap OOM are different symptoms and fixes." }, { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "SwitchTransformers sparse-layer configuration and Gemma4 shared_kv_states reconstruction are unrelated." + "reason": "SwitchTransformers sparse-layer bug is unrelated to Gemma4 FSDP attention state." }, { "left": "issue:44863", "right": "issue:46468", "accept": false, - "reason": "NemotronH checkpoint loading and the official Nemotron example being broken are related by model name only." + "reason": "NemotronH checkpoint loading failure vs broken official Nemotron example are not the same bug." }, { "left": "issue:45276", "right": "issue:45292", "accept": true, - "reason": "Same resize_token_embeddings regression: both report embeddings not being updated after resize, with 45276 adding Gemma4-specific symptom detail." + "reason": "Same resize_token_embeddings regression; 45276 is a Gemma4-specific manifestation of the broader output-embedding update bug." }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Video input regression for Qwen VL models is unrelated to strict-config loading of granite_speech." + "reason": "Video-input regression for Qwen VL models vs strict-config load failure for granite_speech." }, { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Checkpointing in eval mode is a distinct issue from Qwen3.5 RLHF gradient explosion due to 3D position_ids and SDPA fallback." + "reason": "Gradient checkpointing eval-mode bug is unrelated to the Qwen3.5 RLHF SDPA fallback/NaN issue." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "save/from_pretrained extra_state handling is unrelated to mmap OOM." + "reason": "save/from_pretrained extra_state handling is unrelated to mmap/OOM." }, { "left": "issue:42796", "right": "issue:46326", "accept": false, - "reason": "Tokenizer BPE-marker handling and continue_final_message behavior are different tokenizer regressions." + "reason": "Both touch mistral_common tokenizers, but one is BPE-marker handling and the other is continue_final_message behavior." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "Flash attention sink-less crash and Gemma4 FSDP shared_kv_states rebuild are not the same bug." + "reason": "flash_attention s_aux=None crash is unrelated to Gemma4 FSDP KeyError." }, { "left": "issue:45684", "right": "issue:45698", "accept": false, - "reason": "Read-only permission propagation during save_pretrained is separate from loading the wrong custom module." + "reason": "Custom-model file permission propagation and wrong-module loading are different save/load bugs." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "Unit-test model loading failure for GLM-4.7-Flash is not the same as Qwen3.5 save_pretrained regression." + "reason": "GLM-4.7-Flash unit-test loading failure is not the same as Qwen3.5 save_pretrained regression." }, { "left": "issue:45292", "right": "issue:45335", "accept": true, - "reason": "Same resize_token_embeddings family: both say resized embeddings are not propagated to the relevant output/decoder embeddings." + "reason": "Same underlying resize_token_embeddings bug: the embedding/output weights are not updated in the model-specific decoder path." }, { "left": "issue:43645", "right": "issue:44164", "accept": false, - "reason": "Notebook custom-model initialization regression is unrelated to extra_state save/load handling." + "reason": "Jupyter custom-model initialization issue is separate from extra_state save/load handling." }, { "left": "issue:42175", "right": "issue:43957", "accept": false, - "reason": "Missing tensorflow in a pip extra and meta-device loading failures are unrelated packaging vs runtime issues." + "reason": "Missing TensorFlow backend in a pip extra is unrelated to meta-device loading failures." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Float8 storage lookup failure is unrelated to mmap OOM." + "reason": "Float8 storage lookup error and Strix Halo mmap OOM are unrelated." }, { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "Tokenizer vocab-size mismatch and inability to load ScandiBERT are different model/tokenizer issues." - }, - { - "left": "issue:43646", - "right": "issue:43708", - "accept": false, - "reason": "Custom model initialization breakage and max_steps miscalculation on resume_from_checkpoint are separate Trainer regressions." + "reason": "Tokenizer vocab-size mismatch is a different issue from loading failure for vesteinn/ScandiBERT." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: nearly all pairs are clearly unrelated by title, and the resize_token_embeddings trio is the only well-supported duplicate family. The accepted soft-edge pairs are conservative enough given the shared regression wording and model-specific variants." + "feedback": "Grounded and conservative. The only accepted duplicate chain is well supported by the titles: 45276 \u2194 45292 \u2194 45335 around resize_token_embeddings/output-embedding updates, and the summary correctly notes there are no PRs." }, "evaluator_used": true, "retried": false, @@ -2841,7 +2882,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-512", + "cluster_id": "cluster-10000-513", "nodes": [ "issue:36032", "issue:39404", @@ -2850,8 +2891,9 @@ "issue:43452", "issue:43596", "issue:43611", - "issue:43632", "issue:43645", + "issue:43646", + "issue:43708", "issue:43716", "issue:43828", "issue:43856", @@ -2889,10 +2931,10 @@ "issue:46869", "issue:46894", "issue:46899", - "issue:46901", - "issue:47050" + "issue:46901" ], "soft_pairs": [ + "issue:43646|issue:43708", "issue:46894|issue:46901", "issue:43425|issue:43828", "issue:46315|issue:46491", @@ -2905,15 +2947,15 @@ "issue:39404|issue:46665", "issue:43425|issue:43716", "issue:43425|issue:45823", - "issue:44479|issue:44805", "issue:44589|issue:45084", + "issue:44479|issue:44805", "issue:43901|issue:44509", "issue:43994|issue:44079", "issue:43906|issue:44530", "issue:44265|issue:44898", "issue:44164|issue:45759", - "issue:46050|issue:46326", "issue:36032|issue:43452", + "issue:46050|issue:46326", "issue:43906|issue:46326", "issue:39404|issue:44912", "issue:44671|issue:44991", @@ -2923,236 +2965,238 @@ "issue:43856|issue:44756", "issue:44164|issue:46821", "issue:43299|issue:43931", - "issue:43596|issue:44683", - "issue:43632|issue:47050" + "issue:43596|issue:44683" ], - "prepared_review_unit_hash": "5cfb94394eea88a6a40a269a9afb6b148716c0716f2a2162a53d7b695ab8a4b5", + "prepared_review_unit_hash": "23cd4e891ab81a0cbf4a73468d43b9aecc04b6ea8f49aa35c530a02c1a093599", "component_budget": { - "node_count": 512, - "item_count": 512, - "soft_pair_count": 1882, - "serialized_chars": 976539, - "estimated_input_tokens": 244135, - "estimated_eval_tokens": 488526 + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37510, - "estimated_input_tokens": 9378, - "estimated_eval_tokens": 19012 + "serialized_chars": 37541, + "estimated_input_tokens": 9386, + "estimated_eval_tokens": 19028 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous Transformers regression/issues. The soft pairs share broad themes like loading, dtype, or tokenizer regressions, but they do not look like the same underlying bug or change, so I rejected all soft merges.", - "confidence": 0.93, - "canonical_issue_reason": "No single true canonical duplicate stands out. If a representative issue is needed, issue:43425 is the broadest compatibility regression report, but the cluster is too heterogeneous to treat it as a real canonical duplicate.", + "summary": "Mostly heterogeneous regression/reporting issues. Only one pair looks like the same underlying bug pattern: training-loss double-shift in two model heads.", + "confidence": 0.76, + "canonical_issue_reason": "issue:46894 is the best representative: it states the underlying training-loss double-shift pattern clearly and already frames itself as the same bug class seen elsewhere.", "canonical_pr_reason": null, - "best_issue_reason": "Issue:43425 is the closest thing to a cluster anchor because it is a broad version-compatibility failure, but it is still not a good duplicate target for the rest of these issues.", + "best_issue_reason": "issue:46894 is the strongest cluster anchor because it describes the shared loss-label shifting bug in a generalizable way, not just one model instance.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Both are v5 regression reports, but one is custom model initialization in notebooks and the other is Trainer checkpoint resumption/max_steps calculation; different code paths and fixes." + }, { "left": "issue:46894", "right": "issue:46901", - "accept": false, - "reason": "Same broad symptom class (training-loss shift), but they affect different models and likely different code paths." + "accept": true, + "reason": "Both describe the same concrete bug pattern: training loss is shifted incorrectly/doubly shifted, causing models to learn against the wrong labels. These could plausibly be fixed by one shared loss-path change." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "One is torch version incompatibility, the other is an autocast dtype mismatch in a specific model; not the same bug." + "reason": "Torch version incompatibility and autocast dtype mismatch are different failures with different triggers and fixes." }, { "left": "issue:46315", "right": "issue:46491", "accept": false, - "reason": "Tokenizer performance regression vs encode/decode space-stripping bug; unrelated failure modes." + "reason": "One is tokenizer conversion slowdown; the other is a CodeLlama encode/decode space regression. Different symptoms and code paths." }, { "left": "issue:45812", "right": "issue:46315", "accept": false, - "reason": "Granite token ID regression and slow convert_tokens_to_ids are different tokenizer problems." + "reason": "Wrong token IDs for Granite models and slower convert_tokens_to_ids are separate tokenizer regressions, not the same bug." }, { "left": "issue:39404", "right": "issue:45701", "accept": false, - "reason": "Whisper pipeline return_language breakage is unrelated to the generic tokenization-change report." + "reason": "Whisper pipeline return_language breakage is unrelated to the broader tokenization changes reported in the other issue." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "Different runtime errors in different subsystems; no shared concrete code path." + "reason": "PagedAttentionCache linear_attention crash and template compilation failure are unrelated backend/compiler errors." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "Both are v5 loading regressions, but one is base_model_prefix handling and the other is Jupyter/custom model initialization." + "reason": "Both involve v5 model loading/custom models, but one is base_model_prefix handling and the other is notebook-defined model initialization. Not the same defect." }, { "left": "issue:43425", "right": "issue:46869", "accept": false, - "reason": "Torch compatibility vs multi-GPU device_map failure are distinct issues." + "reason": "Torch 2.10 incompatibility is not the same as YOLO device-map multi-GPU failure." }, { "left": "issue:44683", "right": "issue:45823", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device mismatch are unrelated." + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 PLE device mismatch are distinct issues." }, { "left": "issue:39404", "right": "issue:46665", "accept": false, - "reason": "Different from_pretrained/pipeline behavior regressions with different triggers and symptoms." + "reason": "Whisper pipeline return_language and from_pretrained inside Python classes do not share the same underlying bug." }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "Generic torch incompatibility vs Mistral-3 image preprocessor/model dtype mismatch." + "reason": "Torch compatibility and Mistral-3 dtype mismatch are separate model/runtime problems." }, { "left": "issue:43425", "right": "issue:45823", "accept": false, - "reason": "Torch compatibility report and Gemma4 device mismatch are not the same underlying bug." + "reason": "Generic torch incompatibility is not the same as a device_map auto forward mismatch." }, { - "left": "issue:44479", - "right": "issue:44805", + "left": "issue:44589", + "right": "issue:45084", "accept": false, - "reason": "Both are multimodal regressions, but the concrete errors and affected code paths differ." + "reason": "Float8 storage lookup failure and template compilation errors are unrelated." }, { - "left": "issue:44589", - "right": "issue:45084", + "left": "issue:44479", + "right": "issue:44805", "accept": false, - "reason": "Missing Float8 storage and template-node compilation are unrelated errors." + "reason": "Video-input regression for several VL models and a mask shape IndexError are different concrete failures." }, { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "Both involve docs, but they refer to different pipeline/task documentation changes." + "reason": "Both are documentation issues, but they cover different pipeline docs and different deprecations; not a single duplicate bug." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "Incorrect SigLIP2 outputs and ModelOutput key assignment are distinct bugs." + "reason": "Wrong outputs for SigLIP and ModelOutput key assignment are unrelated." }, { "left": "issue:43906", "right": "issue:44530", "accept": false, - "reason": "An isolated reproduction of another issue is not the same as a PagedAttentionCache crash." + "reason": "A reproduction of an earlier issue and a PagedAttentionCache crash are not the same bug." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "torch.export/exportability and Perceiver interpolation failure are different model/export problems." + "reason": "torch.export with torch_compilable_check and Perceiver non-default resolution failures are different model/export bugs." }, { "left": "issue:44164", "right": "issue:45759", "accept": false, - "reason": "save/from_pretrained extra_state handling and composite config unwrapping are separate loading issues." + "reason": "extra_state save/load handling and composite Qwen config unwrapping are separate loader/saver issues." }, { - "left": "issue:46050", - "right": "issue:46326", + "left": "issue:36032", + "right": "issue:43452", "accept": false, - "reason": "Quantization save/load regression and mistral_common continue_final_message behavior do not match." + "reason": "T5 tokenizer special-tokens conflict and gguf AutoTokenizer/AutoModel loading breakage are unrelated." }, { - "left": "issue:36032", - "right": "issue:43452", + "left": "issue:46050", + "right": "issue:46326", "accept": false, - "reason": "Tokenizer init conflict and gguf_file loading breakage are different loader bugs." + "reason": "Quantized save/load corruption and mistral_common continue_final_message behavior are different problems." }, { "left": "issue:43906", "right": "issue:46326", "accept": false, - "reason": "These are unrelated issues; one is a reproduction report, the other is a tokenizer-specific chat formatting bug." + "reason": "An isolated reproduction of a prior issue is not the same as the mistral_common prompt-handling bug." }, { "left": "issue:39404", "right": "issue:44912", "accept": false, - "reason": "Whisper return_language pipeline breakage and MXFP4 quantization fallback are unrelated." + "reason": "Whisper return_language and MXFP4 quantization fallback are unrelated." }, { "left": "issue:44671", "right": "issue:44991", "accept": false, - "reason": "CamemBERT masked-LM regression and est-roberta tokenizer loading failure are different issues." + "reason": "CamemBERT masked-LM prediction regression and tokenizer loading failure for est-roberta are different defects." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Both involve tokenizers, but one is tokenizer loading for a model and the other is a Mistral regex patch crash." + "reason": "Two tokenizer-loading problems, but with different models and failure modes; not the same underlying bug." }, { "left": "issue:45823", "right": "issue:46899", "accept": false, - "reason": "Gemma4 device-map mismatch and Gemma4 4-bit dtype cast bug are separate multimodal problems." + "reason": "Device-map forward mismatch and 4-bit multimodal embedder dtype-cast issues are distinct." }, { "left": "issue:45479", "right": "issue:46894", "accept": false, - "reason": "Zero-loss classification bug and training-loss double-shift are not the same underlying error." + "reason": "Degenerate zero-loss with num_labels=1 is a different training bug than the double-shift loss issue." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "Memory inefficiency in Qwen3 MoE training and mmap OOM avoidance are unrelated memory issues." + "reason": "Qwen3 MoE memory inefficiency and Strix Halo mmap OOM avoidance are unrelated performance/memory issues." }, { "left": "issue:44164", "right": "issue:46821", "accept": false, - "reason": "extra_state save/load handling and TimesFM window_size AttributeError are unrelated." + "reason": "extra_state save/load and TimesFM window_size attribute error are unrelated." }, { "left": "issue:43299", "right": "issue:43931", "accept": false, - "reason": "Both touch Qwen3-VL loading, but one is a version regression and the other is a weight-shape mismatch; not the same bug." + "reason": "Both concern Qwen3-VL loading, but one is a version-regression breaking Moe model loading and the other is a shape mismatch for a specific checkpoint. Not the same bug." }, { "left": "issue:43596", "right": "issue:44683", "accept": false, - "reason": "DeepSpeed ZeRO3/BertModel indexing failure and compiled flex_attention on newer torch are unrelated." - }, - { - "left": "issue:43632", - "right": "issue:47050", - "accept": false, - "reason": "_is_hf_initialized flag regression and Canine fp16 ONNX dtype mismatch are different problems." + "reason": "Deepspeed zero3 index error and compiled flex_attention torch>=2.9 failure are different runtime issues." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The summary stays conservative and matches the packet, and the only accepted soft-edge pair (issue:46894 / issue:46901) is reasonably supported by the titles as the same training-loss label-shift bug class. The rejected pairs also read appropriately cautious." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -3167,7 +3211,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-512", + "cluster_id": "cluster-10000-513", "nodes": [ "issue:34567", "issue:36032", @@ -3191,7 +3235,6 @@ "issue:43645", "issue:43646", "issue:43716", - "issue:43746", "issue:44206", "issue:44220", "issue:44451", @@ -3216,9 +3259,11 @@ "issue:46326", "issue:46402", "issue:46489", - "issue:46897" + "issue:46897", + "issue:47050" ], "soft_pairs": [ + "issue:43632|issue:47050", "issue:45479|issue:46897", "issue:44488|issue:44987", "issue:44488|issue:45081", @@ -3233,8 +3278,8 @@ "issue:43643|issue:44530", "issue:42915|issue:44530", "issue:44451|issue:44987", - "issue:43541|issue:45084", "issue:44737|issue:45859", + "issue:43541|issue:45084", "issue:40990|issue:43421", "issue:34567|issue:40444", "issue:43644|issue:43646", @@ -3247,217 +3292,222 @@ "issue:43452|issue:43482", "issue:44987|issue:44991", "issue:45084|issue:45507", - "issue:43317|issue:43482", - "issue:43746|issue:46326" + "issue:43317|issue:43482" ], - "prepared_review_unit_hash": "794afbe6cd0a7daaf396bc2cde419b7d0a045d35fe67c7b16ab050190d0f5d72", + "prepared_review_unit_hash": "579ab3f1a8ebf2e8b0bf119ccb7e2e025506ea739588266decc05f2bc5dd08b8", "component_budget": { - "node_count": 512, - "item_count": 512, - "soft_pair_count": 1882, - "serialized_chars": 976539, - "estimated_input_tokens": 244135, - "estimated_eval_tokens": 488526 + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36752, - "estimated_input_tokens": 9188, - "estimated_eval_tokens": 18632 + "serialized_chars": 36743, + "estimated_input_tokens": 9186, + "estimated_eval_tokens": 18628 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issues; the only clear duplicate-like pair in this packet is the GGUF/from_pretrained loading regression. I would not merge the custom-model-init titles into that family, and the other soft similarities look too shallow for dedupe.", - "confidence": 0.58, - "canonical_issue_reason": "Issue 43452 is the best canonical anchor because it describes the broad, generic GGUF/from_pretrained loading regression, while 43482 reads like a model-specific instance of that same failure path.", + "summary": "This is mostly a set of adjacent Transformers v5 regression reports, but most pairs are only thematic, not true duplicates. The cluster still centers on custom-model initialization regressions, with one likely audio feature-extraction duplicate; the 43644/43646 pair should be treated as related but not merged as the same bug.", + "confidence": 0.85, + "canonical_issue_reason": "issue:43646 is still the broadest, most central formulation in the custom-model initialization family, so it works best as the cluster representative without overcommitting to narrower symptom overlap.", "canonical_pr_reason": null, - "best_issue_reason": "43452 is the strongest global issue candidate because it is the most general report of the clearest shared bug in the packet, making it the best representative for deduping that small family.", + "best_issue_reason": "issue:43646 is the best single representative because it describes the general custom-model initialization regression more abstractly than the nearby symptom reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43632", + "right": "issue:47050", + "accept": false, + "reason": "Different subsystems and failure modes: HF init flag regression vs ONNX attention dtype mismatch." + }, { "left": "issue:45479", "right": "issue:46897", "accept": false, - "reason": "Similar loss-shift wording, but the titles point to different models and training setups; not enough to call the same bug." + "reason": "Both are training-loss bugs, but the model types and failure patterns are too different to treat as one concrete bug." }, { "left": "issue:44488", "right": "issue:44987", "accept": false, - "reason": "Both are loading failures, but they look like separate model/tokenizer regressions rather than one concrete shared code-path bug." + "reason": "Both are load failures, but they point to different models and likely different loader/tokenizer regressions." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "Generic tokenizer load failure vs a specific Mistral regex-patching crash; different failure modes." + "reason": "Related area, but one is a generic model load failure and the other is a specific Mistral regex/backend_tokenizer crash." }, { "left": "issue:43611", "right": "issue:43644", "accept": false, - "reason": "Different Transformers v5 regressions: base_model_prefix loading vs non-persistent buffer initialization." + "reason": "Both are v5 regressions, but one is base_model_prefix loading and the other is non-persistent buffer initialization; not the same bug." }, { "left": "issue:36032", "right": "issue:42915", "accept": false, - "reason": "Tokenizer method-name conflict and FineGrainedFP8Config failure are unrelated bugs." + "reason": "Completely different components: T5 tokenizer class conflict vs Qwen3Moe FP8 config failure." }, { "left": "issue:42796", "right": "issue:43404", "accept": false, - "reason": "Tokenizer BPE-marker handling and lm_head weight tying are separate code paths." + "reason": "Both involve Mistral-family models, but one is tokenizer BPE marker handling and the other is lm_head tying in a conditional generation model." }, { "left": "issue:44462", "right": "issue:46489", "accept": false, - "reason": "Generic tokenizer.json precedence bug vs a DeepSeek-specific tokenizer output regression." + "reason": "Both are tokenizer-loading related, but the titles describe different breakages and no clear shared code-path." }, { "left": "issue:46285", "right": "issue:46402", "accept": false, - "reason": "Inconsistent CLIP model structure and Sam3 text-encoder weight loading are different issues." + "reason": "Both concern model structure/weights, but they affect different architectures and different failure points." }, { "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "Image preprocessor dtype mismatch is unrelated to a template-node compilation error." + "reason": "Image preprocessor dtype mismatch is unrelated to the template-node compilation error." }, { "left": "issue:39404", "right": "issue:44671", "accept": false, - "reason": "Whisper pipeline language output and CamemBERT masked-LM predictions are unrelated failures." + "reason": "Whisper pipeline language handling and CamemBERT MLM prediction issues are unrelated." }, { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "Tokenizer mapping lookup failure and flex_attention compilation on newer torch are different subsystems." + "reason": "Tokenizer mapping logic and torch 2.9 flex_attention compilation are unrelated." }, { "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "trust_remote_code field loss and PagedAttentionCache linear_attention failure are unrelated." + "reason": "AutoConfig trust_remote_code field loss is unrelated to Qwen3.5 PagedAttentionCache group-type failures." }, { "left": "issue:42915", "right": "issue:44530", "accept": false, - "reason": "FP8 config handling and cache group-type handling do not look like the same bug." + "reason": "Both mention Qwen models, but FP8 config failure and PagedAttentionCache invalid group type are different code paths." }, { "left": "issue:44451", "right": "issue:44987", "accept": false, - "reason": "Both involve loading, but they point to different repositories and different root causes." + "reason": "Both are loading failures, but they target different models and likely different loader regressions." }, { - "left": "issue:43541", - "right": "issue:45084", + "left": "issue:44737", + "right": "issue:45859", "accept": false, - "reason": "Torch Dynamo grouped_mm tracing and template compilation failures are distinct runtime errors." + "reason": "Both involve device placement/offload, but one is a CPU arange placement bug and the other is a rotary embedding offload incompatibility." }, { - "left": "issue:44737", - "right": "issue:45859", + "left": "issue:43541", + "right": "issue:45084", "accept": false, - "reason": "Both mention device/offload behavior, but the models and failing paths differ." + "reason": "Torch dynamo grouped_mm tracing failure is unrelated to the template-node compile error." }, { "left": "issue:40990", "right": "issue:43421", "accept": false, - "reason": "Perplexity regression and runtime post-processor update bug are unrelated." + "reason": "Perplexity regression on a model is unrelated to tokenizer post-processor update behavior." }, { "left": "issue:34567", "right": "issue:40444", "accept": false, - "reason": "Trainer token accounting and multimodal iterable-dataset failure are unrelated." + "reason": "Trainer token accounting and multi-image iterable dataset failure are different issues." }, { "left": "issue:43644", "right": "issue:43646", "accept": false, - "reason": "Non-persistent buffers filled with junk and custom model initialization are different symptoms; the packet only supports a loose Transformers 5 similarity, not a same-bug duplicate." + "reason": "These are related v5 initialization-family reports, but 43644's non-persistent-buffer corruption is not clearly the same concrete bug as 43646's custom model initialization failure." }, { "left": "issue:42175", "right": "issue:46178", "accept": false, - "reason": "Backend packaging/dependency issue vs backend mapping validation error are distinct." + "reason": "Backend installation/availability problems are similar in theme but not the same concrete bug." }, { "left": "issue:40444", "right": "issue:46326", "accept": false, - "reason": "Different model/pipeline problems with no clear shared code path." + "reason": "Multi-image VL training failure and mistral_common continue_final_message behavior are unrelated." }, { "left": "issue:43582", "right": "issue:43632", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError is unrelated to the _is_hf_initialized regression." + "reason": "Apple Silicon allocator warmup TypeError and _is_hf_initialized flag regression are unrelated." }, { "left": "issue:36032", "right": "issue:43645", "accept": false, - "reason": "Tokenizer method conflict and custom model initialization in notebooks are unrelated." + "reason": "Tokenizer class method conflict and notebook custom model initialization are unrelated." }, { "left": "issue:44206", "right": "issue:44220", + "accept": true, + "reason": "These appear to describe the same audio feature-extraction/fbank regression, with one being the wrapper symptom and the other the underlying helper failure." + }, + { + "left": "issue:44811", + "right": "issue:45584", "accept": false, - "reason": "Both are in audio feature extraction, but one is a specific unsupported-arg crash and the other is a lower-level function complaint; not enough to prove the same bug." + "reason": "Both are Whisper tokenizer/generation issues, but the reported failures are different enough to avoid merging as one bug." }, { "left": "issue:43452", "right": "issue:43482", - "accept": true, - "reason": "This looks like the same GGUF loading regression: 43452 is the generic from_pretrained/gguf_file failure, and 43482 is the model-specific Qwen2.5-GGUF instance of it." + "accept": false, + "reason": "Both involve GGUF loading, but one is a broad API break and the other is a specific model failure without clear proof of the same root cause." }, { "left": "issue:44987", "right": "issue:44991", "accept": false, - "reason": "Separate model/tokenizer loading regressions affecting different repositories." + "reason": "Both are v5 loading failures, but they affect different models and likely different tokenizer paths." }, { "left": "issue:45084", "right": "issue:45507", "accept": false, - "reason": "Template compilation error and GraniteMoEHybrid invalid-method call are different failures." + "reason": "Template compilation failure is unrelated to GraniteMoEHybrid calling an invalid method." }, { "left": "issue:43317", "right": "issue:43482", "accept": false, - "reason": "GPU+CPU offload dequantization failure is unrelated to GGUF loading regression." - }, - { - "left": "issue:43746", - "right": "issue:46326", - "accept": false, - "reason": "PEFT local-checkpoint loading and continue_final_message behavior are unrelated." + "reason": "Dequantized gpu/cpu offload loading and Qwen2.5-GGUF load failure are not clearly the same bug." } ] }, "evaluator_result": { "accept": false, - "feedback": "I wouldn\u2019t accept this as written because one soft-edge acceptance is too strong for the evidence in the packet: 43644 \u2194 43646. The packet only shows titles, and 43644 is about non-persistent buffers being filled with junk, while 43646 is about custom model initialization. That supports a possible relation within Transformers 5 regressions, but not a confident claim that 43644 is a narrower manifestation of 43646. The rest of the verdicts look conservative, but the canonical/best-issue reasoning also leans a bit too hard on that same unsupported grouping." + "feedback": "The overall clustering summary is plausible, but one soft-edge verdict is too strong for the evidence in the packet: issue:43644 vs issue:43646 is only supported as a broad v5-init family relation, not clearly the same concrete bug. The 43644 title (\u2018non-persistent buffers with junk\u2019) does not by itself justify \u2018same regression\u2019 / narrower-symptom duplicate treatment. The rest of the judgments are reasonably conservative, but this accepted pair makes the output insufficiently cautious." }, "evaluator_used": true, "retried": true, @@ -3476,7 +3526,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-512", + "cluster_id": "cluster-10000-513", "nodes": [ "issue:28530", "issue:34567", @@ -3489,13 +3539,13 @@ "issue:43322", "issue:43377", "issue:43404", - "issue:43425", "issue:43531", "issue:43540", "issue:43632", "issue:43645", "issue:43646", "issue:43742", + "issue:43746", "issue:43792", "issue:43819", "issue:43883", @@ -3520,6 +3570,7 @@ "issue:45084", "issue:45325", "issue:45987", + "issue:46326", "issue:46661", "issue:46821", "issue:46869", @@ -3527,6 +3578,7 @@ "issue:47013" ], "soft_pairs": [ + "issue:43746|issue:46326", "issue:43262|issue:43377", "issue:43208|issue:47013", "issue:44403|issue:45081", @@ -3534,8 +3586,8 @@ "issue:43646|issue:44534", "issue:42915|issue:45084", "issue:43645|issue:46661", - "issue:44849|issue:45325", "issue:43377|issue:43819", + "issue:44849|issue:45325", "issue:43883|issue:44488", "issue:44987|issue:45081", "issue:43404|issue:44466", @@ -3552,213 +3604,212 @@ "issue:43322|issue:43540", "issue:43632|issue:46821", "issue:43531|issue:44877", - "issue:44479|issue:45325", "issue:36032|issue:41720", - "issue:43089|issue:45987", - "issue:43425|issue:44403" + "issue:44479|issue:45325", + "issue:43089|issue:45987" ], - "prepared_review_unit_hash": "dd0b76cf195b8568655d5e24e0ee56ead08a942e2ad1d887812502a38830d021", + "prepared_review_unit_hash": "735b4f46045111b486647a623abcdc57ccbe5973da7a388a28d5f8bca436bbdd", "component_budget": { - "node_count": 512, - "item_count": 512, - "soft_pair_count": 1882, - "serialized_chars": 976539, - "estimated_input_tokens": 244135, - "estimated_eval_tokens": 488526 + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 35955, - "estimated_input_tokens": 8989, - "estimated_eval_tokens": 18234 + "serialized_chars": 36612, + "estimated_input_tokens": 9153, + "estimated_eval_tokens": 18562 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose collection of mostly unrelated bug reports, with only superficial similarity around Transformers v5, multimodal models, or loading failures. I do not see any true duplicate pair worth merging, so I\u2019d keep them separate and use a broad framework-regression issue as the representative item.", - "confidence": 0.68, - "canonical_issue_reason": "issue:43632 is the broadest framework-level regression in the set and most representative of the v5 initialization/load-breaking theme that recurs across several other issues.", + "summary": "This cluster is a loose grouping of mostly unrelated Transformers bugs, with a few theme-adjacent v5/model-loading regressions but no true duplicate set. The closest recurring theme is custom model initialization/loading breakage in v5, but the individual reports still split across distinct code paths.", + "confidence": 0.38, + "canonical_issue_reason": "issue:43646 is the broadest representative of the repeated v5 custom-model initialization/load regressions in this set; it overlaps thematically with several nearby reports, though it is not a true duplicate canonical for the whole cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43632 has the widest apparent blast radius and is the most plausible umbrella representative for this mixed cluster of v5-related breakages.", + "best_issue_reason": "issue:43646 is the best thematic representative of the cluster because it captures the most general and reusable failure mode (v5 custom model initialization breakage) among otherwise heterogeneous issues.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "Different subsystems: GraniteSpeech PEFT/local checkpoint loading vs Mistral-common chat templating." + }, { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Both are audio-related, but one is about chat-template sampling-rate defaults and the other about batched-vs-single encoder output mismatch from padding masks; different bugs and fixes." + "reason": "Both are audio-related, but one is a sampling-rate default bug and the other is a padding-mask batching mismatch." }, { "left": "issue:43208", "right": "issue:47013", "accept": false, - "reason": "Same xLSTM area, but the reported failures differ: one is about multiple training bugs for sub-7B models, the other is a specific unpacking crash when return_last_states=False." + "reason": "Both mention xLSTM training, but one is a multi-bug umbrella report and the other is a specific unpacking crash." }, { "left": "issue:44403", "right": "issue:45081", "accept": false, - "reason": "These are unrelated loading problems: generic loading noise versus a tokenizer regex patch crash." + "reason": "Unnecessary loader noise is unrelated to the Mistral regex patch crash." }, { "left": "issue:43792", "right": "issue:46869", "accept": false, - "reason": "Different model families and different failure modes; whisper runtime failure is not the same as YOLO multi-GPU device-map failure." + "reason": "Whisper runtime failure and YOLO multi-GPU device-map failure are unrelated model issues." }, { "left": "issue:43646", "right": "issue:44534", "accept": false, - "reason": "Both mention Transformers v5, but one is custom model initialization in notebooks and the other is non-persistent buffers being filled with junk; separate regressions." + "reason": "Both are v5 regressions, but custom model init and non-persistent buffer serialization are different bugs." }, { "left": "issue:42915", "right": "issue:45084", "accept": false, - "reason": "A quantization config failure for Qwen3Moe is unrelated to a template-node compilation TypeError." + "reason": "Qwen3Moe FP8 loading failure and template compilation error are different code paths." }, { "left": "issue:43645", "right": "issue:46661", "accept": false, - "reason": "Both involve custom/remote-code model loading, but one is notebook reinitialization behavior and the other is missing config_class on a remote model class; not the same bug." + "reason": "Both involve model initialization, but Jupyter custom-model init and remote-code config_class failure are distinct." }, { - "left": "issue:44849", - "right": "issue:45325", + "left": "issue:43377", + "right": "issue:43819", "accept": false, - "reason": "Both are Qwen issues, but one is hidden-states output and the other is rope-index temporal scaling for still images; different code paths." + "reason": "MIMI padding-mask mismatch and DAC from_latents/STE mismatch are different audio-model bugs." }, { - "left": "issue:43377", - "right": "issue:43819", + "left": "issue:44849", + "right": "issue:45325", "accept": false, - "reason": "Both concern audio model outputs, but one is a padding-mask batching bug in MIMI and the other is a DAC STE mismatch between latents and forward pass." + "reason": "Different Qwen vision-language bugs: hidden_states output vs rope-index temporal position scaling." }, { "left": "issue:43883", "right": "issue:44488", "accept": false, - "reason": "A missing tied-weights attribute in Molmo is unrelated to failing to load a specific BERT model." + "reason": "Molmo tied-weights attribute error and loading cjvt/sleng-bert are unrelated." }, { "left": "issue:44987", "right": "issue:45081", "accept": false, - "reason": "Both are loading-time errors, but they affect different models and different failure points; no shared concrete code path is evident." + "reason": "Generic model load failure and Mistral tokenizer regex crash do not share the same root cause." }, { "left": "issue:43404", "right": "issue:44466", "accept": false, - "reason": "Both mention lm_head/tied weights, but one is an actual missing tie in a model class and the other is inconsistent serialization behavior across devices." + "reason": "Both concern lm_head/tied weights, but one is model-specific weight tying and the other is serialization inconsistency by device." }, { "left": "issue:28530", "right": "issue:34567", "accept": false, - "reason": "Early stopping metric selection and token-count tracking are unrelated trainer behaviors." + "reason": "Trainer early-stopping metric handling and num_input_tokens_seen tracking are unrelated TrainerState issues." }, { "left": "issue:43994", "right": "issue:44610", "accept": false, - "reason": "Both are vision-related, but one is wrong outputs from AutoModel/pipeline and the other is a processor/model input-size mismatch." + "reason": "SigLIP2 AutoModel/pipeline behavior and OmDet-Turbo processor size mismatch are separate problems." }, { "left": "issue:42915", "right": "issue:44291", "accept": false, - "reason": "Both touch Transformers v5-era changes, but one is a quantization config failure and the other is init_empty_weights passing an unexpected argument." + "reason": "Qwen3Moe FP8 config loading and init_empty_weights _is_hf_initialized argument handling are different initialization failures." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "Different loading bugs for different models/tokenizers; the shared word 'load' is not enough." + "reason": "T5 tokenizer special-token method conflict and MobileLLM key error are unrelated loading bugs." }, { "left": "issue:44451", "right": "issue:45081", "accept": false, - "reason": "A model-loading regression for ScandiBERT is not the same as a Mistral tokenizer regex patch crash." + "reason": "ScandiBERT loading failure is not the same as the Mistral regex crash." }, { "left": "issue:44464", "right": "issue:45987", "accept": false, - "reason": "Both relate to generation/cache behavior, but one is chunked generation inconsistency under compiled forward and the other is a return-type contract bug in StaticCache." + "reason": "Compiled forward generation inconsistency and StaticCache length return-type bug are different code paths." }, { "left": "issue:44062", "right": "issue:44987", "accept": false, - "reason": "Tokenizer AddedToken argument duplication is unrelated to the physical-intelligence/fast model-loading failure." + "reason": "AddedToken keyword collision and generic model loading failure are unrelated." }, { "left": "issue:44008", "right": "issue:46899", "accept": false, - "reason": "Both are Gemma multimodal issues, but one is a forward variable-name collision and the other is an unsafe dtype cast in 4-bit embedders; different fixes." + "reason": "Gemma3n variable-name collision and Gemma4 unsafe dtype casting are different multimodal bugs." }, { "left": "issue:42915", "right": "issue:44589", "accept": false, - "reason": "A quantization config failure is not the same as missing Float8 storage support." + "reason": "FP8 config loading for Qwen3Moe and Float8 storage lookup failure are unrelated." }, { "left": "issue:44265", "right": "issue:44610", "accept": false, - "reason": "torch.export exportability and processor image-size mismatch are separate issues with different layers of the stack." + "reason": "torch.export export failure and OmDet-Turbo processor resolution mismatch are not the same issue." }, { "left": "issue:43322", "right": "issue:43540", "accept": false, - "reason": "Both are multimodal model bugs, but one is a segmentation fault in Llava-Next loading and the other is a video-input ValueError in Qwen3OmniMoe." + "reason": "Llava Next segfault and Qwen3OmniMoe video-input ValueError are different multimodal loader/runtime bugs." }, { "left": "issue:43632", "right": "issue:46821", "accept": false, - "reason": "The _is_hf_initialized regression and a TimesFM window_size AttributeError are unrelated framework bugs." + "reason": "_is_hf_initialized regression and TimesFM window_size AttributeError are unrelated." }, { "left": "issue:43531", "right": "issue:44877", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior and granite_speech config strictness do not share a concrete bug." - }, - { - "left": "issue:44479", - "right": "issue:45325", - "accept": false, - "reason": "These are both Qwen vision-language regressions, but one is a broad video-input regression and the other is a specific still-image temporal-position scaling bug; too broad to treat as one fix." + "reason": "Qwen3-MoE sliding_window behavior and granite_speech strict config loading are different bugs." }, { "left": "issue:36032", "right": "issue:41720", "accept": false, - "reason": "A tokenizer construction error and a CUDA assert on A800 are unrelated." + "reason": "Tokenizer special-token conflict and Qwen3 auto device-map cuda assert are unrelated." }, { - "left": "issue:43089", - "right": "issue:45987", + "left": "issue:44479", + "right": "issue:45325", "accept": false, - "reason": "Generation performance overhead and StaticCache return-type mismatch are different problems, even if both touch generation internals." + "reason": "Both are Qwen VL temporal-position regressions, but one is a broad video-input regression and the other is a specific still-image tokens_per_second scaling bug; too different to merge confidently." }, { - "left": "issue:43425", - "right": "issue:44403", + "left": "issue:43089", + "right": "issue:45987", "accept": false, - "reason": "Torch version incompatibility is unrelated to noisy transformer loading output." + "reason": "Generation sync/dispatch overhead and cache sequence-length return type are unrelated performance vs API bugs." } ] }, @@ -3780,7 +3831,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-512", + "cluster_id": "cluster-10000-513", "nodes": [ "issue:33666", "issue:35707", @@ -3793,12 +3844,12 @@ "issue:43317", "issue:43381", "issue:43421", + "issue:43425", "issue:43482", "issue:43525", "issue:43531", "issue:43611", "issue:43632", - "issue:43646", "issue:43716", "issue:43746", "issue:43792", @@ -3832,6 +3883,7 @@ "issue:46899" ], "soft_pairs": [ + "issue:43425|issue:44403", "issue:45216|issue:45357", "issue:43296|issue:43531", "issue:40444|issue:45325", @@ -3862,239 +3914,235 @@ "issue:43296|issue:46821", "issue:44462|issue:45812", "issue:43317|issue:43856", - "issue:42175|issue:43296", - "issue:43611|issue:43646" + "issue:42175|issue:43296" ], - "prepared_review_unit_hash": "2c56312365ef5fad382aed90d3c492ed93f33c664866abc860b8f59c0f05f863", + "prepared_review_unit_hash": "6bf210ccabea92c9472b2c5c7d6c407ebaf54447dac6e30ad6194e9ec7dffefa", "component_budget": { - "node_count": 512, - "item_count": 512, - "soft_pair_count": 1882, - "serialized_chars": 976539, - "estimated_input_tokens": 244135, - "estimated_eval_tokens": 488526 + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37311, - "estimated_input_tokens": 9328, - "estimated_eval_tokens": 18912 + "serialized_chars": 37278, + "estimated_input_tokens": 9320, + "estimated_eval_tokens": 18896 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous set of unrelated Transformers issues, with two accepted duplicate subgroups standing out: the Qwen3.5 `save_pretrained` regression pair and the TensorFlow install/backend packaging reports. Everything else looks like a distinct bug or regression rather than the same underlying change.", - "confidence": 0.83, - "canonical_issue_reason": "Issue 45812 is the best anchor for the cluster: it is the broadest, most clearly framed regression, affects an entire model family, and has inbound references. The other items are narrower duplicates or unrelated one-off reports.", + "summary": "These are mostly unrelated issues that only share broad Transformers subdomains or model families. None of the soft pairs are strong enough to treat as duplicates or one mergeable PR-equivalent change.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue stands out: the set spans many distinct bugs and features (tokenizers, model loading, multimodal training, quantization, Torch compatibility, etc.), so there is no single duplicate hub.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45812 is the strongest standalone issue here because it is specific, high-impact, and clearly described as a v4\u2192v5 regression affecting all Granite models.", + "best_issue_reason": "No global best issue: the items do not form one coherent underlying bug/change, so picking a representative issue would be arbitrary.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Different problems: Torch 2.10 compatibility vs noisy transformer loading behavior." + }, { "left": "issue:45216", "right": "issue:45357", - "accept": true, - "reason": "Same underlying Qwen3.5 `save_pretrained` regression: both report incorrect checkpoint contents/visual encoder keys after the version change." + "accept": false, + "reason": "Both involve Qwen3.5 save_pretrained regressions, but one is a general checkpoint correctness issue and the other is specifically incorrect visual encoder keys in a later release." }, { "left": "issue:43296", "right": "issue:43531", "accept": false, - "reason": "Different models and failures: PaddleOCR-VL load failure versus Qwen3-MoE `sliding_window` behavior." + "reason": "Both mention model loading/regression patterns, but one is a vLLM PaddleOCR-VL load failure and the other is a sliding_window bug in Qwen3-MoE; different code paths." }, { "left": "issue:40444", "right": "issue:45325", "accept": false, - "reason": "Both involve Qwen2.5-VL, but one is multi-image finetuning failure and the other is rope-index/position-id scaling." + "reason": "Both are Qwen2.5-VL issues, but one is an IterableDataset multi-image finetuning failure and the other is a rope-index scaling bug in inference; not the same bug." }, { "left": "issue:43883", "right": "issue:44991", "accept": false, - "reason": "Unrelated bugs: missing `all_tied_weights_keys` on Molmo versus tokenizer loading for est-roberta." + "reason": "Unrelated: Molmo tied-weights attribute error vs tokenizer loading regression for EMBEDDIA/est-roberta." }, { "left": "issue:43611", "right": "issue:44534", "accept": false, - "reason": "Both are v5 regressions, but one is `base_model_prefix` loading and the other is non-persistent buffer initialization; not the same bug." + "reason": "Different regressions: base_model_prefix loading failure vs non-persistent buffers being filled with junk." }, { "left": "issue:44991", "right": "issue:46315", "accept": false, - "reason": "Tokenizer loading failure and `convert_tokens_to_ids` slowdown are different code paths and symptoms." + "reason": "Both concern tokenizers, but one is a tokenizer load regression and the other is a performance regression in convert_tokens_to_ids for slow tokenizers with many added tokens." }, { "left": "issue:43716", "right": "issue:46899", "accept": false, - "reason": "Different models and modalities: Mistral-3 image preprocessor dtype mismatch versus Gemma4 4-bit multimodal casting." + "reason": "Both are dtype-related multimodal issues, but one is an image preprocessor/model dtype mismatch and the other is unsafe dtype casting in Gemma4 quantized embedders; different fixes." }, { "left": "issue:44220", "right": "issue:44683", "accept": false, - "reason": "Audio feature extraction and compiled flex_attention failures are unrelated." + "reason": "Different failure modes: _torch_extract_fbank_features() bug vs compiled flex_attention breaking on newer torch." }, { "left": "issue:44403", "right": "issue:44991", "accept": false, - "reason": "General noisy loading output versus a specific tokenizer-loading regression." + "reason": "Noise/logging issue vs tokenizer loading regression; not the same underlying bug." }, { "left": "issue:43381", "right": "issue:45923", "accept": false, - "reason": "Eval-mode gradient checkpointing restriction is not the same as a missing `supports_gradient_checkpointing` flag." + "reason": "Gradient checkpointing in eval mode vs missing supports_gradient_checkpointing flag on a trust_remote_code model; separate issues." }, { "left": "issue:42796", "right": "issue:43746", "accept": false, - "reason": "Tokenizer BPE-marker handling and GraniteSpeech checkpoint loading are different problems." + "reason": "Both are tokenizer/model-loading issues, but one is BPE marker handling and the other is PEFT adapter loading from local checkpoints; different code paths." }, { "left": "issue:45812", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer regressions, but Granite wrong IDs and CodeLlama leading-space stripping are distinct behaviors and fixes." + "reason": "Both are tokenizer regressions, but one is Granite token IDs being wrong and the other is CodeLlama leading-space round-trip behavior; not the same bug." }, { "left": "issue:43632", "right": "issue:44756", "accept": false, - "reason": "Transformers v5 initialization flag breakage is unrelated to Strix Halo mmap OOM." + "reason": "Transformers v5 _is_hf_initialized regression vs mmap OOM on Strix Halo; unrelated root causes." }, { "left": "issue:33666", "right": "issue:40444", "accept": false, - "reason": "Both mention Qwen VL training, but multi-GPU training and multi-image iterable-dataset failures are different issues." + "reason": "Both are Qwen2-VL/Qwen2.5-VL training issues, but one is multi-GPU training and the other is multi-image IterableDataset finetuning failure; too broad to merge." }, { "left": "issue:43792", "right": "issue:44589", "accept": false, - "reason": "Whisper runtime failure and Float8 storage lookup error are unrelated." + "reason": "Whisper run failure vs Float8 storage lookup TypeError; unrelated bugs." }, { "left": "issue:44291", "right": "issue:44589", "accept": false, - "reason": "Unexpected `_is_hf_initialized` argument and Float8 storage lookup are different failures." + "reason": "init_empty_weights/_is_hf_initialized argument mismatch vs missing Float8 storage object; different breakages." }, { "left": "issue:40990", "right": "issue:44811", "accept": false, - "reason": "High perplexity on a language model and Whisper `batch_decode` `skip_special_tokens` behavior are unrelated." + "reason": "Perplexity regression on gpt-oss vs Whisper batch_decode skip_special_tokens handling; not the same issue." }, { "left": "issue:42796", "right": "issue:46710", "accept": false, - "reason": "Tokenizer BPE-marker regression and DeepSeek-R1 accuracy regression are not the same bug." + "reason": "Tokenizer BPE-marker handling vs accuracy regression in DeepSeek-R1-Distill-Llama-8B; no shared code-path evidence." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "Qwen2.5-GGUF loading failure and `Llama4Config` missing `pad_token_id` are distinct issues." + "reason": "Qwen2.5-GGUF loading failure and Llama4Config missing pad_token_id are different model/config issues." }, { "left": "issue:35707", "right": "issue:40444", "accept": false, - "reason": "Progressive generation with `inputs_embeds`/`past_key_values` is unrelated to Qwen2.5-VL multi-image finetuning." + "reason": "inputs_embeds/past_key_values generation bug vs multi-image finetuning failure; unrelated." }, { "left": "issue:44079", "right": "issue:45663", "accept": false, - "reason": "ModelOutput key assignment and Gemma4 FSDP2 `shared_kv_states` rebuilding are different code paths." + "reason": "ModelOutput key assignment bug vs Gemma4 FSDP2 shared_kv_states KeyError; different layers of the stack." }, { "left": "issue:43531", "right": "issue:44291", "accept": false, - "reason": "Qwen3-MoE `sliding_window` behavior is unrelated to `init_empty_weights`/`_is_hf_initialized` construction errors." + "reason": "Qwen3-MoE sliding_window behavior vs init_empty_weights/_is_hf_initialized constructor mismatch; not the same bug." }, { "left": "issue:43421", "right": "issue:44568", "accept": false, - "reason": "Both involve special tokens, but runtime post-processor updates and `add_special_tokens` BOS/EOS behavior are not the same bug." + "reason": "Runtime special-token post-processor update feature vs mdeberta add_special_tokens BOS/EOS regression; different tokenizer subsystems." }, { "left": "issue:41720", "right": "issue:45081", "accept": false, - "reason": "Qwen3 auto device-map `cudaErrorAssert` and Mistral regex patch crash are unrelated." + "reason": "Qwen3 auto device map cudaErrorAssert vs Mistral regex patch crash; unrelated failures." }, { "left": "issue:42175", "right": "issue:45542", - "accept": true, - "reason": "Both point to TensorFlow being missing or mis-declared in the install/backend path, causing tf-backend-related failures." + "accept": false, + "reason": "TensorFlow backend packaging omission vs tensorboard-without-TensorFlow undefined backend error; related packaging area but different concrete bugs." }, { "left": "issue:43482", "right": "issue:45538", "accept": false, - "reason": "GGUF loading failure and CLIPTokenizer `model_max_length` are unrelated." + "reason": "Qwen2.5-GGUF loading failure vs CLIPTokenizer model_max_length constant; unrelated." }, { "left": "issue:44079", "right": "issue:44534", "accept": false, - "reason": "ModelOutput key assignment and non-persistent buffer junk are distinct regressions." + "reason": "ModelOutput key bookkeeping vs buffer initialization junk; different subsystems." }, { "left": "issue:43296", "right": "issue:46821", "accept": false, - "reason": "PaddleOCR-VL load failure and TimesFM `window_size` `AttributeError` are unrelated." + "reason": "PaddleOCR-VL load failure in vLLM vs TimesFM window_size AttributeError; unrelated model families and code paths." }, { "left": "issue:44462", "right": "issue:45812", "accept": false, - "reason": "AutoTokenizer ignoring `tokenizer.json` and Granite wrong token IDs may be related at a high level, but they describe different concrete failures and fixes." + "reason": "AutoTokenizer ignoring tokenizer.json vs Granite AutoTokenizer wrong token IDs; both tokenizer-related but different faults and fixes." }, { "left": "issue:43317", "right": "issue:43856", "accept": false, - "reason": "Dequantized model offload loading and Qwen3 MoE memory usage are different problems." + "reason": "device_map=auto dequantized load/offload failure vs Qwen3 MoE training memory inefficiency; different symptoms and mechanisms." }, { "left": "issue:42175", "right": "issue:43296", "accept": false, - "reason": "TensorFlow packaging/backend issue and PaddleOCR-VL loading failure are unrelated." - }, - { - "left": "issue:43611", - "right": "issue:43646", - "accept": false, - "reason": "`base_model_prefix` loading regression and custom model initialization regression are distinct." + "reason": "TensorFlow backend installation issue vs PaddleOCR-VL model load failure; not the same underlying bug." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The soft-edge verdicts are mostly conservative, but the summary is not fully grounded: it says the Qwen3.5 save_pretrained pair is the only clear duplicate and describes the TensorFlow install/backend reports as only a less-certain second candidate, yet that pair is explicitly marked accept=true. The canonical/best-issue choices are otherwise plausible from the titles, but the summary should reflect both accepted pairs if they are being treated as duplicates." - }, - "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 }, @@ -4109,7 +4157,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-512", + "cluster_id": "cluster-10000-513", "nodes": [ "issue:34634", "issue:35707", @@ -4125,10 +4173,11 @@ "issue:43454", "issue:43482", "issue:43493", - "issue:43550", "issue:43582", "issue:43606", + "issue:43611", "issue:43644", + "issue:43646", "issue:43701", "issue:43746", "issue:43818", @@ -4160,6 +4209,7 @@ "issue:46909" ], "soft_pairs": [ + "issue:43611|issue:43646", "issue:44509|issue:46909", "issue:43377|issue:45491", "issue:43644|issue:44079", @@ -4172,8 +4222,8 @@ "issue:45325|issue:45381", "issue:44829|issue:45479", "issue:43454|issue:44466", - "issue:42915|issue:43482", "issue:44291|issue:44877", + "issue:42915|issue:43482", "issue:43701|issue:45325", "issue:43873|issue:45701", "issue:42796|issue:45381", @@ -4184,231 +4234,227 @@ "issue:43262|issue:43746", "issue:43828|issue:46821", "issue:35707|issue:41720", - "issue:34634|issue:35707", "issue:39692|issue:40444", + "issue:34634|issue:35707", "issue:41720|issue:45823", "issue:44186|issue:44265", - "issue:43454|issue:43550", "issue:43606|issue:43819" ], - "prepared_review_unit_hash": "8c17be866ae856d3fd5c3ca467013d4c4407355801357375896ffa0a988e7b06", + "prepared_review_unit_hash": "08b4ed089568bfbe5c9a9f3aad6df473f2473c8075621bffeba16965d2a92ba4", "component_budget": { - "node_count": 512, - "item_count": 512, - "soft_pair_count": 1882, - "serialized_chars": 976539, - "estimated_input_tokens": 244135, - "estimated_eval_tokens": 488526 + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36354, - "estimated_input_tokens": 9089, - "estimated_eval_tokens": 18434 + "serialized_chars": 36919, + "estimated_input_tokens": 9230, + "estimated_eval_tokens": 18716 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous and does not form one clean duplicate set. Two soft-edge pairs look like true duplicates: the SigLIP2 output-discrepancy reports, and the Qwen2.5-VL position-id/rope-index regression reports. The rest are broad but distinct bug reports.", - "confidence": 0.79, - "canonical_issue_reason": "issue:45325 is the clearest single bug report to anchor the cluster because it is a concrete code-path regression with a near-identical sibling report (45381) and a precise fix surface in Qwen2.5-VL rope/position-id handling.", + "summary": "This cluster is a broad mix of distinct issues: tokenizer regressions, multimodal position-id bugs, device-map/offload failures, docs problems, and unrelated model-loading breakages. I don\u2019t see any soft pair that clearly shares the same underlying bug/change, so all candidate merges are rejected. Issue 43873 is the best representative anchor because it is active, well-discussed, and phrased broadly enough for triage.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 43873 is the most central representative: it is open, has the most discussion/inbound references, and describes a concrete runtime bug in a broad, reusable way.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45325 is the strongest representative issue here: it is specific, reproducible, and has the cleanest duplicate-like companion. The other items are mostly unrelated model-specific regressions or docs issues.", + "best_issue_reason": "43873 is the best issue to anchor this cluster for triage, but it should not be treated as a duplicate of the others.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both concern Transformers 5.0 model initialization/loading regressions, but one is about base_model_prefix loading and the other about custom model init; not the same code-path bug." + }, { "left": "issue:44509", "right": "issue:46909", "accept": false, - "reason": "Both are docs bugs, but they cover different documents and different examples; not the same underlying issue." + "reason": "Both are docs problems, but they target different documentation examples and different failures." }, { "left": "issue:43377", "right": "issue:45491", "accept": false, - "reason": "Different model paths and symptoms: MIMI padding-mask batching vs Gemma3 sliding-window NaNs." + "reason": "Different models and different failure modes: missing padding-mask support versus NaNs from sliding-window/all-padding batches." }, { "left": "issue:43644", "right": "issue:44079", "accept": false, - "reason": "Unrelated bugs: non-persistent buffer initialization junk vs ModelOutput key assignment." + "reason": "Unrelated bugs: non-persistent buffer serialization junk versus ModelOutput key assignment behavior." }, { "left": "issue:43818", "right": "issue:46402", "accept": false, - "reason": "Different models and failures: Video-LLaVA tower/weights issue vs Sam3 text encoder weights not loading." + "reason": "Different model families and different defects: Video-LLaVA tower architecture versus Sam3 text-encoder loading." }, { "left": "issue:40444", "right": "issue:45381", "accept": false, - "reason": "Both involve Qwen2.5-VL, but one is iterable-dataset multi-image finetuning and the other is video position ids; different bug surfaces." + "reason": "Both are Qwen2.5-VL issues, but one is iterable-dataset/multi-image fine-tuning and the other is video position-id computation." }, { "left": "issue:43818", "right": "issue:45357", "accept": false, - "reason": "Different models and code paths: Video-LLaVA architecture bug vs Qwen3.5 save_pretrained key regression." + "reason": "One is a missing temporal-attention/video-tower architecture bug; the other is incorrect save_pretrained key naming for visual encoder weights." }, { "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "torch.export/check failures are unrelated to bfloat16 dtype mismatches in inference." + "reason": "Different root causes: torch.export support for torch_compilable_check versus dtype mismatches in bfloat16 inference." }, { "left": "issue:43493", "right": "issue:43994", - "accept": true, - "reason": "Both report SigLIP2 producing wrong outputs; one is an HF-vs-JAX discrepancy and the other is nonsensical AutoModel/pipeline results, likely the same underlying implementation bug." + "accept": false, + "reason": "Same model family, but one is HF-vs-JAX parity and the other is bad AutoModel/pipeline outputs; too vague to treat as one concrete bug." }, { "left": "issue:45325", "right": "issue:45834", "accept": false, - "reason": "Same broad multimodal area, but Qwen2.5-VL rope-index regression is unrelated to Kosmos2.5 OCR long-input indexing." + "reason": "Both are Qwen2.5-VL, but the bugs differ: temporal scaling for still images versus OCR long-input index overflow." }, { "left": "issue:45325", "right": "issue:45381", - "accept": true, - "reason": "Same Qwen2.5-VL position-id/rope-index regression class in v5.3.0; both point to incorrect multimodal position handling and could plausibly share one fix." + "accept": false, + "reason": "Both involve Qwen2.5-VL position ids, but one is still-image temporal scaling and the other is video vision_position_ids." }, { "left": "issue:44829", "right": "issue:45479", "accept": false, - "reason": "Different training bugs: flash_attention_3 degeneracy vs single-label num_labels=1 zero-loss behavior." + "reason": "Both describe degenerate training/loss behavior, but the causes are different: FlashAttention-3 sequence classification versus num_labels=1 single-label classification." }, { "left": "issue:43454", "right": "issue:44466", "accept": false, - "reason": "Related to tied weights, but one is a load-time tying failure and the other is device-dependent serialization inconsistency; not the same bug." + "reason": "Both mention lm_head/tied weights, but one is a missing tie in model config and the other is inconsistent serialization by device." }, { - "left": "issue:42915", - "right": "issue:43482", + "left": "issue:44291", + "right": "issue:44877", "accept": false, - "reason": "Different subsystems and symptoms: FineGrainedFP8Config failure vs GGUF loading failure." + "reason": "Different loading failures: unexpected init_empty_weights argument versus strict config rejection for granite_speech." }, { - "left": "issue:44291", - "right": "issue:44877", + "left": "issue:42915", + "right": "issue:43482", "accept": false, - "reason": "init_empty_weights argument handling and strict config loading are separate failures." + "reason": "One is a FineGrainedFP8Config failure and the other is a GGUF loading regression; different mechanisms." }, { "left": "issue:43701", "right": "issue:45325", "accept": false, - "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL position-id scaling." + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL rope/position-id bugs." }, { "left": "issue:43873", "right": "issue:45701", "accept": false, - "reason": "Quantization/offloading behavior and tokenization version changes are different issues." + "reason": "Quantization/offload behavior and tokenization changes are unrelated." }, { "left": "issue:42796", "right": "issue:45381", "accept": false, - "reason": "Tokenizer BPE marker handling is unrelated to Qwen2.5-VL video position ids." + "reason": "Tokenizer BPE-marker handling is unrelated to Qwen2.5-VL video position-id computation." }, { "left": "issue:41553", "right": "issue:43582", "accept": false, - "reason": "AutoTokenizer error messaging and AppleSilicon allocator TypeError are unrelated." + "reason": "Bad tokenizer error messaging and an Apple Silicon allocator TypeError are unrelated." }, { "left": "issue:40990", "right": "issue:45584", "accept": false, - "reason": "High perplexity on gpt-oss and Whisper empty-transcription failure are different model behaviors." + "reason": "Different models and symptoms: high perplexity on GPT-OSS versus Whisper empty-transcription generation failure." }, { "left": "issue:43606", "right": "issue:44265", "accept": false, - "reason": "Bark CPU-offload device mismatch is unrelated to torch.export failures involving torch_compilable_check." + "reason": "CPU offload device mismatch and torch.export export failure come from different code paths." }, { "left": "issue:44479", "right": "issue:45823", "accept": false, - "reason": "Different regression surfaces: multimodal video input breakage vs Gemma4 PLE device_map forward mismatch." + "reason": "Both are device/runtime regressions, but they affect different models and different mechanisms." }, { "left": "issue:43262", "right": "issue:43746", "accept": false, - "reason": "Audio chat-template sample-rate defaulting and PEFT local-checkpoint loading are unrelated." + "reason": "Audio processor sample-rate defaulting and GraniteSpeech PEFT checkpoint loading are unrelated." }, { "left": "issue:43828", "right": "issue:46821", "accept": false, - "reason": "Autocast dtype mismatch and TimesFM window_size AttributeError are unrelated." + "reason": "Different bugs: autocast dtype mismatch versus TimesFM window_size AttributeError." }, { "left": "issue:35707", "right": "issue:41720", "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen3 device-map cuda asserts." + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to a Qwen3 auto-device-map CUDA assert." }, { - "left": "issue:34634", - "right": "issue:35707", + "left": "issue:39692", + "right": "issue:40444", "accept": false, - "reason": "Bark voice_preset behavior and progressive generation with inputs_embeds are different code paths." + "reason": "SigLIP2 docs-example errors and Qwen2.5-VL multi-image training failures are different issues." }, { - "left": "issue:39692", - "right": "issue:40444", + "left": "issue:34634", + "right": "issue:35707", "accept": false, - "reason": "SigLIP2 docs/example errors are unrelated to Qwen2.5-VL multi-image finetuning failures." + "reason": "BarkProcessor voice_preset failure and progressive generation cache behavior do not share the same bug." }, { "left": "issue:41720", "right": "issue:45823", "accept": false, - "reason": "Different models and failure modes: cuda assert on A800 vs Gemma4 PLE forward device mismatch." + "reason": "Both mention device_map=\"auto\", but they are different models with different failures and code paths." }, { "left": "issue:44186", "right": "issue:44265", "accept": false, - "reason": "Tokenizer padding/truncation crashes are unrelated to torch.export/check issues." - }, - { - "left": "issue:43454", - "right": "issue:43550", - "accept": false, - "reason": "AyaVision weight tying and Bamba compile/SDPA failures are unrelated." + "reason": "LayoutLMv2Tokenizer crashes and torch.export support issues are unrelated." }, { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "Bark CPU-offload mismatch and DAC from_latents/STE mismatch are different bugs." + "reason": "CPU offload device mismatch is unrelated to DAC.from_latents versus forward-pass consistency." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "Grounded overall. The summary stays close to the packet, and the two accepted soft-edge pairs are phrased conservatively enough to be plausible duplicate candidates rather than asserted duplicates. The rejection reasons for the other pairs also look appropriately cautious. No obvious overstatement." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -4423,7 +4469,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-512", + "cluster_id": "cluster-10000-513", "nodes": [ "issue:26413", "issue:28530", @@ -4441,6 +4487,7 @@ "issue:43377", "issue:43450", "issue:43454", + "issue:43550", "issue:43572", "issue:43720", "issue:43749", @@ -4474,6 +4521,7 @@ "issue:46821" ], "soft_pairs": [ + "issue:43454|issue:43550", "issue:43257|issue:45923", "issue:42796|issue:46209", "issue:44568|issue:45920", @@ -4489,240 +4537,243 @@ "issue:43749|issue:44534", "issue:43317|issue:43873", "issue:43322|issue:46050", - "issue:41720|issue:43322", "issue:36331|issue:42617", + "issue:41720|issue:43322", "issue:44387|issue:45704", - "issue:36331|issue:42915", "issue:41720|issue:44977", + "issue:36331|issue:42915", "issue:44877|issue:44991", "issue:43881|issue:44488", "issue:40990|issue:45701", "issue:43450|issue:45701", - "issue:44466|issue:45357", "issue:41720|issue:42617", + "issue:44466|issue:45357", "issue:43065|issue:46402", "issue:26413|issue:28530", "issue:43873|issue:44756", "issue:44186|issue:45072" ], - "prepared_review_unit_hash": "c69aa28c89aaada698e4e240347a2961d562681c6752b62e8b1a8b24d69d2031", + "prepared_review_unit_hash": "18a134356757817e61eaf2e897644bfcc3d46f326ccfb2764e9f73564e14babc", "component_budget": { - "node_count": 512, - "item_count": 512, - "soft_pair_count": 1882, - "serialized_chars": 976539, - "estimated_input_tokens": 244135, - "estimated_eval_tokens": 488526 + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36056, - "estimated_input_tokens": 9014, - "estimated_eval_tokens": 18284 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36924, + "estimated_input_tokens": 9231, + "estimated_eval_tokens": 18718 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous issue reports around Transformers v5 regressions, with one clear near-duplicate pair around offloading/quantization loading behavior. Most other pairs share only a broad subsystem or model family, not the same concrete bug.", + "summary": "This cluster is largely heterogeneous. The soft pairs look like broad semantic similarities, not the same concrete bug/change, so I would keep them separate. If one issue must represent the set, 43873 is the broadest offloading/quantization/loading regression and has the strongest activity.", "confidence": 0.79, - "canonical_issue_reason": "issue:43873 is the broadest and most central bug here: offloading/loading failures under quantization. It best subsumes the strongest accepted duplicate-style pair with issue:43317.", + "canonical_issue_reason": "issue:43873 is the most representative broad regression here: it targets offloading/quantization behavior, has the highest activity/inbound attention among the cluster, and is closer to several of the other loading/offloading-themed issues than the narrower model- or tokenizer-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 has the widest scope and the strongest evidence of shared root cause among the items, so it is the best single representative issue for this cluster.", + "best_issue_reason": "issue:43873 is the best single issue to anchor the cluster because it is broad, actively discussed, and sits in the main loading/offloading/quantization theme that appears repeatedly across the set.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Different bugs: weight tying/garbage generation vs a torch.compile SDPA failure." + }, { "left": "issue:43257", "right": "issue:45923", "accept": false, - "reason": "Same broad Qwen3/MoE area, but different bugs: weight conversion under accelerate+deepspeed vs missing gradient_checkpointing flag." + "reason": "Different components: MOE weight conversion/loading vs missing gradient-checkpointing flag." }, { "left": "issue:42796", "right": "issue:46209", "accept": false, - "reason": "Tokenizer BPE-marker handling and FP8/B200 inference failure are unrelated concrete problems." + "reason": "Tokenizer BPE-marker handling is unrelated to FP8 inference on B200." }, { "left": "issue:44568", "right": "issue:45920", "accept": false, - "reason": "Both are tokenizer regressions, but the symptoms and affected models differ too much to treat as the same bug without stronger evidence." + "reason": "Both are tokenization regressions, but the concrete failures differ; not the same bug." }, { "left": "issue:45823", "right": "issue:46821", "accept": false, - "reason": "Different models and failures: Gemma4 device mismatch vs TimesFM window_size AttributeError." + "reason": "Device-map forward mismatch is unrelated to the TimesFM window_size AttributeError." }, { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "Both involve batched inputs, but one is MIMI padding-mask behavior and the other is a video processor shape bug." + "reason": "Missing padding-mask support in an encoder is unrelated to a processor output-size mismatch." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "Different code paths: batched video shape issue vs bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel." + "reason": "Weight tying/serialization bug and dtype mismatch in bfloat16 inference are different issues." }, { "left": "issue:42617", "right": "issue:42915", "accept": false, - "reason": "3d_parallel.py runtime failure and Qwen3Moe FineGrainedFP8Config are not the same underlying bug." + "reason": "3d_parallel.py execution failure is unrelated to Qwen3Moe fine-grained FP8 loading." }, { "left": "issue:40990", "right": "issue:42947", "accept": false, - "reason": "High perplexity on one model is not the same as ineffective gradient checkpointing with PEFT LoRA." + "reason": "Perplexity on a model/dataset setup is unrelated to LoRA gradient-checkpointing ineffectiveness." }, { "left": "issue:46305", "right": "issue:46315", "accept": false, - "reason": "Off-by-one sliding window masking and tokenizer lookup slowdown are unrelated." + "reason": "Sliding-window mask off-by-one and tokenizer lookup slowness are different code paths." }, { "left": "issue:43572", "right": "issue:45759", "accept": false, - "reason": "Missing pad_token_idx and failure to unwrap text_config are different configuration issues." + "reason": "Missing pad_token_idx in a config is unrelated to unwrapping text_config in composite multimodal configs." }, { "left": "issue:43454", "right": "issue:43720", "accept": false, - "reason": "Video input shape bug and packed-weight unpacking during accelerate loading are unrelated." + "reason": "lm_head weight tying is unrelated to packed-weight unpacking during accelerate loading." }, { "left": "issue:43377", "right": "issue:44898", "accept": false, - "reason": "Missing padding-mask support in MIMI and Perceiver non-default resolution failure are different bugs." + "reason": "Missing padding-mask support and Perceiver interpolation failure are different problems." }, { "left": "issue:43749", "right": "issue:44534", "accept": false, - "reason": "FSDP RAM-efficient loading and non-persistent buffer junk are both loading-related, but not the same concrete defect." + "reason": "FSDP CPU RAM-efficient loading and non-persistent-buffer junk are not the same bug." }, { "left": "issue:43317", "right": "issue:43873", - "accept": true, - "reason": "Both describe the same loading/offloading failure mode under quantization/device_map behavior on GPU+CPU offload." + "accept": false, + "reason": "Both mention offloading/quantization, but one is a specific dequantized-model load failure and the other is a broader offloading complaint; too broad to merge confidently." }, { "left": "issue:43322", "right": "issue:46050", "accept": false, - "reason": "Segfault while loading Llava Next and broken quantized save/load after sinq are different failures." + "reason": "Llava Next loading segfault and sinq save/load breakage are unrelated model issues." }, { - "left": "issue:41720", - "right": "issue:43322", + "left": "issue:36331", + "right": "issue:42617", "accept": false, - "reason": "Both are model loading crashes, but the model families and failure mechanisms differ." + "reason": "Unexpected compute_loss kwargs is unrelated to a 3d_parallel.py runtime failure." }, { - "left": "issue:36331", - "right": "issue:42617", + "left": "issue:41720", + "right": "issue:43322", "accept": false, - "reason": "CustomTrainer compute_loss signature change and 3d_parallel.py runtime failure are unrelated." + "reason": "Auto device-map cuda assert and Llava Next segfault are different failures." }, { "left": "issue:44387", "right": "issue:45704", "accept": false, - "reason": "CUDA reserved memory under int4 quantization and apex.FusedRMSNorm memory leak are separate issues." + "reason": "Int4 quantization memory regression and apex RMSNorm memory leak are unrelated." }, { - "left": "issue:36331", - "right": "issue:42915", + "left": "issue:41720", + "right": "issue:44977", "accept": false, - "reason": "Different bugs in different areas: Trainer API mismatch vs Qwen3Moe FP8 config failure." + "reason": "Both involve Qwen3.x generation/loading, but the concrete failure modes differ." }, { - "left": "issue:41720", - "right": "issue:44977", + "left": "issue:36331", + "right": "issue:42915", "accept": false, - "reason": "Both involve Qwen3-family models, but one is auto device mapping with CUDA assert and the other is flash-attention generation behavior." + "reason": "CustomTrainer compute_loss signature mismatch is unrelated to Qwen3Moe FP8 loading." }, { "left": "issue:44877", "right": "issue:44991", "accept": false, - "reason": "Strict config loading and tokenizer loading regression are different problems." + "reason": "Strict config loading and tokenizer loading regression are different issues." }, { "left": "issue:43881", "right": "issue:44488", "accept": false, - "reason": "Loading failures for different models do not indicate the same underlying bug." + "reason": "Two distinct model-loading failures with no shared concrete bug." }, { "left": "issue:40990", "right": "issue:45701", "accept": false, - "reason": "Perplexity regression and tokenization changes across versions are not the same concrete issue." + "reason": "High perplexity on one model is not the same as a general tokenization-version change." }, { "left": "issue:43450", "right": "issue:45701", "accept": false, - "reason": "Batched video processor shape bug and tokenizer-version behavior change are unrelated." + "reason": "Batched video-shape bug and tokenization regression are unrelated." }, { - "left": "issue:44466", - "right": "issue:45357", + "left": "issue:41720", + "right": "issue:42617", "accept": false, - "reason": "Both concern serialization, but one is lm_head tied weights and the other is visual encoder key handling." + "reason": "cudaErrorAssert under auto device mapping is unrelated to running 3d_parallel.py." }, { - "left": "issue:41720", - "right": "issue:42617", + "left": "issue:44466", + "right": "issue:45357", "accept": false, - "reason": "Different failures: Qwen3 auto device mapping CUDA assert vs not being able to run 3d_parallel.py." + "reason": "Both are save/serialization bugs, but they affect different artifacts and code paths." }, { "left": "issue:43065", "right": "issue:46402", "accept": false, - "reason": "Same Sam3 family, but dummy Conv2d in the pixel decoder and missing text encoder weights are different bugs." + "reason": "Dummy Conv2d in Sam3PixelDecoder and missing Sam3Model text encoder weights are different issues." }, { "left": "issue:26413", "right": "issue:28530", "accept": false, - "reason": "Resume-from-checkpoint epoch_iterator failure and early-stopping metric lookup failure are unrelated training issues." + "reason": "Checkpoint resumption epoch_iterator failure is unrelated to early-stopping metric lookup." }, { "left": "issue:43873", "right": "issue:44756", "accept": false, - "reason": "Both mention loading/memory, but disabling mmap for Strix Halo OOM is not the same bug as quantized offloading failures." + "reason": "Quantization/offloading trouble is not the same as Strix Halo mmap OOM." }, { "left": "issue:44186", "right": "issue:45072", "accept": false, - "reason": "Tokenizer crash on NER/padding and dtype mismatch in inference are different code paths." + "reason": "Tokenizer crash on NER/padding is unrelated to bfloat16 dtype mismatches." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The cluster summary is grounded in the packet and stays conservative: it characterizes the set as mostly heterogeneous while isolating the one plausible near-duplicate pair. The accepted pair (issue:43317 / issue:43873) looks mergeable as a single offloading/quantization loading bugfix, and the rejected soft edges mostly avoid overstating similarity." - }, - "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 }, @@ -4737,7 +4788,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-512", + "cluster_id": "cluster-10000-513", "nodes": [ "issue:28530", "issue:33666", @@ -4791,14 +4842,14 @@ "soft_pairs": [ "issue:46612|issue:46858", "issue:43295|issue:45701", - "issue:45685|issue:46821", "issue:43577|issue:43708", + "issue:45685|issue:46821", "issue:43550|issue:43720", "issue:43646|issue:46665", "issue:36010|issue:42617", - "issue:44451|issue:47020", - "issue:44186|issue:44610", "issue:43550|issue:43606", + "issue:44186|issue:44610", + "issue:44451|issue:47020", "issue:42915|issue:43317", "issue:43404|issue:45357", "issue:44610|issue:44898", @@ -4812,208 +4863,208 @@ "issue:44008|issue:45823", "issue:43531|issue:43572", "issue:42915|issue:46291", - "issue:36331|issue:41720", "issue:44464|issue:46858", + "issue:36331|issue:41720", "issue:45632|issue:45684", "issue:44671|issue:44743", "issue:44186|issue:44361" ], - "prepared_review_unit_hash": "7e64e0ad1c4aff8da3e2f2d9faf20a3cedc5c224e9c8008943e37fa8c59f18c4", + "prepared_review_unit_hash": "ddbf0de28d7ede5e6a89a1e90b259894eb47e1f0ef6342ba1c19834876f40aee", "component_budget": { - "node_count": 512, - "item_count": 512, - "soft_pair_count": 1882, - "serialized_chars": 976539, - "estimated_input_tokens": 244135, - "estimated_eval_tokens": 488526 + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36260, - "estimated_input_tokens": 9065, - "estimated_eval_tokens": 18386 + "serialized_chars": 36266, + "estimated_input_tokens": 9067, + "estimated_eval_tokens": 18390 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose collection of mostly unrelated bug reports. The soft pairs share broad subsystem vocabulary (generation, tokenization, device maps, multimodal serving) but not the same concrete failure or code path, so none should be merged as duplicates.", - "confidence": 0.95, - "canonical_issue_reason": "issue:46858 is the best anchor for the cluster because it is a concrete runtime/cache correctness bug in core generation code and is the most technically central of the generation-related reports, but it still does not subsume the other issues.", + "summary": "These items are a loose set of Transformers bugs, mostly model- or subsystem-specific, not a duplicate cluster. I selected the broad tokenizer-regression report as the best canonical issue, but none of the soft pairs look like the same underlying bug/change.", + "confidence": 0.67, + "canonical_issue_reason": "issue:45701 is the broadest and most central report here: it describes a version-wide tokenization regression with multiple downstream references, making it the best umbrella issue among otherwise narrow, model-specific bugs.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46858 is the clearest representative of a real, self-contained bug with a specific failure mechanism (device tensor from cache length breaking arithmetic).", + "best_issue_reason": "issue:45701 best represents the cluster because it captures a general Transformers regression theme rather than a single model/backend failure.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46612", "right": "issue:46858", "accept": false, - "reason": "Both are generation/cache issues, but one is beam-search cache reordering being skipped for certain models while the other is static-cache length arithmetic on non-CUDA backends; different bugs and code paths." + "reason": "Both involve generation/cache behavior, but they are different bugs: beam-search reorder omission vs static-cache seq_length device arithmetic on non-CUDA backends." }, { "left": "issue:43295", "right": "issue:45701", "accept": false, - "reason": "One is a regression around processor/tokenizer access with images, the other is a version-dependent tokenization behavior change; too broad and not the same underlying defect." + "reason": "One is a specific processor/tokenizer regression in v4.57.5; the other is a broad version-change tokenization complaint, not the same concrete failure." }, { - "left": "issue:45685", - "right": "issue:46821", + "left": "issue:43577", + "right": "issue:43708", "accept": false, - "reason": "These are unrelated: an MPS histogram/int type error in MoE code versus a TimesFM window_size attribute error." + "reason": "Unrelated failures: dtype not propagating in Blip2 loading vs Trainer max_steps calculation after resume_from_checkpoint." }, { - "left": "issue:43577", - "right": "issue:43708", + "left": "issue:45685", + "right": "issue:46821", "accept": false, - "reason": "Different areas entirely: Blip2 dtype propagation versus Trainer resume/max_steps calculation." + "reason": "Different components and symptoms: an MPS int histogram backend error vs a TimesFM window_size AttributeError." }, { "left": "issue:43550", "right": "issue:43720", "accept": false, - "reason": "Both touch model loading/execution, but one is a torch.compile + SDPA failure and the other is packed-weight unpacking during accelerate loading; not the same bug." + "reason": "Different code paths: torch.compile+SDPA in Bamba vs packed-weight unpacking during accelerate loading for BitNet." }, { "left": "issue:43646", "right": "issue:46665", "accept": false, - "reason": "Custom model initialization breakage and from_pretrained-in-class inconsistency are related only at a very high level; the failure modes are different." + "reason": "Both touch custom loading, but the concrete problems differ: Transformers 5.0 custom model initialization breaks vs inconsistent from_pretrained behavior inside Python classes." }, { "left": "issue:36010", "right": "issue:42617", "accept": false, - "reason": "GenerationMixin import failure and inability to run 3d_parallel.py are unrelated." + "reason": "No shared bug: GenerationMixin import failure vs inability to run 3d_parallel.py." }, { - "left": "issue:44451", - "right": "issue:47020", + "left": "issue:43550", + "right": "issue:43606", "accept": false, - "reason": "Both involve loading/tokenizers, but the reported failures are different models and different root causes (model loading vs Unigram vocab type mismatch)." + "reason": "Different failures: SDPA/torch.compile on Bamba vs CPU-offload device mismatch on suno/bark-small." }, { "left": "issue:44186", "right": "issue:44610", "accept": false, - "reason": "Different processor bugs for different models: NER/padding crashes in LayoutLMv2Tokenizer versus image-size mismatch in OmDet-Turbo." + "reason": "Both are processor-related, but one is LayoutLMv2Tokenizer NER/padding crash and the other is OmDet-Turbo image-size mismatch." }, { - "left": "issue:43550", - "right": "issue:43606", + "left": "issue:44451", + "right": "issue:47020", "accept": false, - "reason": "Both are runtime/device issues, but one is SDPA under torch.compile and the other is CPU offload device mismatch for Bark; not mergeable as one fix." + "reason": "Both concern tokenizer loading, but they are different concrete breakages on different models and different tokenizer constructors." }, { "left": "issue:42915", "right": "issue:43317", "accept": false, - "reason": "Different quantization/offload problems on different models; no shared concrete code path." + "reason": "Different model-loading/runtime issues: FineGrainedFP8Config failure for Qwen3Moe vs dequantized model loading with gpu+cpu offload." }, { "left": "issue:43404", "right": "issue:45357", "accept": false, - "reason": "Both relate to model weights/save behavior, but one is untied lm_head weights and the other is incorrect visual encoder keys on save_pretrained; not the same defect." + "reason": "Different model-specific state bugs: untied lm_head weights in Mistral3 vs incorrect visual-encoder keys on save_pretrained for Qwen3.5." }, { "left": "issue:44610", "right": "issue:44898", "accept": false, - "reason": "Both are vision-model preprocessing issues, but the models and failure mechanisms differ completely." + "reason": "Different vision-model preprocessing bugs: wrong output resolution for OmDet-Turbo vs non-default-resolution failure in Perceiver." }, { "left": "issue:46821", "right": "issue:46869", "accept": false, - "reason": "TimesFM window_size attribute error and YOLO multi-GPU device_map failure are unrelated." + "reason": "No common underlying bug: TimesFM window_size AttributeError vs YOLO multi-GPU auto device-map failure." }, { "left": "issue:44423", "right": "issue:45406", "accept": false, - "reason": "Both involve serve/multimodal paths, but one is a tensor/string indexing bug in continuous batching and the other is a missing _tokenizer attribute on Gemma4Processor." + "reason": "Both affect serve with multimodal models, but the concrete causes differ: bad tensor-to-string handling vs missing _tokenizer on Gemma4Processor." }, { "left": "issue:43881", "right": "issue:44991", "accept": false, - "reason": "Separate tokenizer/model loading failures for different models with different causes." + "reason": "Separate tokenizer-loading regressions on different models; no evidence they stem from the same code path." }, { "left": "issue:44734", "right": "issue:46858", "accept": false, - "reason": "Both mention cache behavior, but one is a KV-cache continuation indexing bug in serve and the other is cache length arithmetic in prefill; different subsystems and fixes." + "reason": "Both involve cache logic, but one is wrong tensor indexing in serve KV continuation and the other is static-cache seq_length device arithmetic during prefill." }, { "left": "issue:43526", "right": "issue:43883", "accept": false, - "reason": "Unrelated: BeitImageProcessorFast label reduction versus Molmo missing all_tied_weights_keys." + "reason": "Completely different bugs: BeitImageProcessorFast label reduction vs Molmo missing all_tied_weights_keys." }, { "left": "issue:28530", "right": "issue:33666", "accept": false, - "reason": "Early stopping metric selection and Qwen2-VL multi-GPU training are unrelated." + "reason": "Unrelated training issues: early stopping metric selection vs Qwen2-VL multi-GPU training." }, { "left": "issue:41720", "right": "issue:45161", "accept": false, - "reason": "Both are device/distributed-related, but one is an auto device-map cuda assert and the other is tensor-parallel support for GPT-OSS MoE; not the same bug." + "reason": "Both are distributed/device-map related, but one is a cudaErrorAssert on A800 and the other is a tensor-parallelism limitation in GPT-OSS MoE." }, { "left": "issue:44008", "right": "issue:45823", "accept": false, - "reason": "Different Gemma-family bugs with different symptoms and code locations." + "reason": "Different multimodal forward bugs: variable-name collision causing Tensor attribute error vs device mismatch in Gemma4 PLE with auto device mapping." }, { "left": "issue:43531", "right": "issue:43572", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and StableLmConfig pad_token_idx absence are unrelated." + "reason": "Separate model/config regressions: Qwen3-MoE sliding_window handling vs missing pad_token_idx in StableLmConfig." }, { "left": "issue:42915", "right": "issue:46291", "accept": false, - "reason": "FineGrainedFP8Config failure and kernels import/version requirement failure are unrelated." + "reason": "Different failures: FineGrainedFP8Config model loading vs importing transformers.pipelines with kernels version/revision requirements." }, { - "left": "issue:36331", - "right": "issue:41720", + "left": "issue:44464", + "right": "issue:46858", "accept": false, - "reason": "Trainer.compute_loss signature breakage and Qwen3 auto device-map cuda assert are unrelated." + "reason": "Related to generation/compile, but not the same bug: inconsistent chunked generation outputs vs cache seq_length device-tensor arithmetic." }, { - "left": "issue:44464", - "right": "issue:46858", + "left": "issue:36331", + "right": "issue:41720", "accept": false, - "reason": "Both involve generation and compile/cache concepts, but one is inconsistent chunked generation outputs with compiled forward and the other is a cache length tensor arithmetic bug; not the same underlying change." + "reason": "Trainer loss-signature mismatch is unrelated to Qwen3 auto device-mapping cuda asserts." }, { "left": "issue:45632", "right": "issue:45684", "accept": false, - "reason": "Different filesystem/cache behaviors: local-model cache path collisions versus permission propagation in save_pretrained." + "reason": "Different save/load edge cases: cache-path collision for trust_remote_code vs read-only permission propagation in save_pretrained." }, { "left": "issue:44671", "right": "issue:44743", "accept": false, - "reason": "CamemBERT MLM prediction regression and Qwen3.5 recurrent-state reset under cache are different model-specific bugs." + "reason": "Both are model-specific regressions, but one is CamemBERT MLM predictions and the other is Qwen3.5 recurrent-state reset with cache." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "Both are tokenizer-related errors, but they affect different tokenizers and different failure modes; not duplicates." + "reason": "Different tokenizer crashes on different models/tasks; no shared underlying defect is evident." } ] }, @@ -5035,7 +5086,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-512", + "cluster_id": "cluster-10000-513", "nodes": [ "issue:28530", "issue:29159", @@ -5097,17 +5148,17 @@ "issue:44387|issue:45701", "issue:43540|issue:43782", "issue:43531|issue:45759", - "issue:44534|issue:46665", "issue:43550|issue:43653", + "issue:44534|issue:46665", "issue:44492|issue:44509", - "issue:43452|issue:47020", "issue:41720|issue:43746", + "issue:43452|issue:47020", "issue:42490|issue:43329", "issue:43606|issue:43720", - "issue:45406|issue:45464", "issue:34567|issue:35707", - "issue:43388|issue:45059", + "issue:45406|issue:45464", "issue:43531|issue:46821", + "issue:43388|issue:45059", "issue:34634|issue:41720", "issue:43606|issue:43653", "issue:43531|issue:44589", @@ -5116,208 +5167,208 @@ "issue:44451|issue:44991", "issue:44077|issue:44625" ], - "prepared_review_unit_hash": "e12f26fa402f3de3e29783b66a29088152e2839512918d75829a0f8cfaa62ad2", + "prepared_review_unit_hash": "bb53dc8c2303706c61b74cedfba004cdd2413cb2c64000fc126f1c2bf8629246", "component_budget": { - "node_count": 512, - "item_count": 512, - "soft_pair_count": 1882, - "serialized_chars": 976539, - "estimated_input_tokens": 244135, - "estimated_eval_tokens": 488526 + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 35780, - "estimated_input_tokens": 8945, - "estimated_eval_tokens": 18146 + "serialized_chars": 35782, + "estimated_input_tokens": 8946, + "estimated_eval_tokens": 18148 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster appears to be a broad miscluster of unrelated issues spanning tokenizers, multimodal processors, quantization/offloading, training state, docs, and model-specific loading bugs. None of the suggested soft pairs looks like the same underlying bug/change.", - "confidence": 0.93, - "canonical_issue_reason": "No single issue is a good canonical here: the items are thematically mixed and do not converge on one concrete bug or code path.", + "summary": "The cluster is highly heterogeneous; the soft-similarity pairs mostly share only broad subsystem vocabulary, not the same underlying bug. No PRs are present. I chose one concrete loading bug as the weakest representative anchor, but the grouping does not look like a real duplicate set.", + "confidence": 0.61, + "canonical_issue_reason": "issue:43452 is the clearest concrete code-path bug in the set: a shared `gguf_file` loading failure affecting both `AutoTokenizer.from_pretrained` and `AutoModelForCausalLM.from_pretrained`.", "canonical_pr_reason": null, - "best_issue_reason": "No issue should be treated as the cluster representative because the soft-edge candidates are not true duplicates of one another.", + "best_issue_reason": "issue:43452 is the best standalone representative because it describes a specific, actionable failure in a common loading API rather than a vague subsystem complaint.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43425 \u0016 Torch 2.10 incompatible", - "right": "issue:46821 \u0016 [TimesFM 2.5]:`window_size` argument raises `AttributeError`", + "left": "issue:43425", + "right": "issue:46821", "accept": false, - "reason": "Different problems: a framework-version compatibility issue vs a TimesFM-specific missing attribute error." + "reason": "Torch-version incompatibility and a TimesFM `window_size` AttributeError are different bugs with different failure paths." }, { - "left": "issue:28530 \u0016 Early stopping required metric_for_best_model, but did not find eval_f1 so early stopping is disabled", - "right": "issue:30064 \u0016 Image Processor fails to process void segmentation maps", + "left": "issue:28530", + "right": "issue:30064", "accept": false, - "reason": "Unrelated training callback behavior and image processor segmentation-map handling." + "reason": "Early stopping metric lookup and void segmentation-map processing are unrelated training vs. image-processing issues." }, { - "left": "issue:43316 \u0016 API discrepancy between `Gemma3TextConfig` and others", - "right": "issue:44913 \u0016 In GPTNeoXConfig, rotary_pct silently reverts to default on reload", + "left": "issue:43316", + "right": "issue:44913", "accept": false, - "reason": "Both are config/API issues, but they concern different fields and different model classes." + "reason": "Config API discrepancy in Gemma3 and GPTNeoX rotary_pct reload behavior are distinct config bugs, not one shared defect." }, { - "left": "issue:42915 \u0016 Qwen3Moe failed with FineGrainedFP8Config", - "right": "issue:43322 \u0016 Segmentation Fault when loading Llava Next Models", + "left": "issue:42915", + "right": "issue:43322", "accept": false, - "reason": "Different model families and failure modes; no shared code-path is evident." + "reason": "FineGrainedFP8Config failure for Qwen3Moe and Llava Next segfault are separate model-loading problems." }, { - "left": "issue:33357 \u0016 bus error on version 4.43.0 with pretrained community CLIP model - MacOS", - "right": "issue:35707 \u0016 Issue with Progressive Generation Using inputs_embeds and past_key_values", + "left": "issue:33357", + "right": "issue:35707", "accept": false, - "reason": "A MacOS bus error during CLIP loading is unrelated to generation with inputs_embeds/past_key_values." + "reason": "MacOS CLIP bus error and generation with `inputs_embeds`/`past_key_values` are unrelated code paths." }, { - "left": "issue:29159 \u0016 [tokenizer] Inconsistent behavior in slow tokenizer and fast tokenizer", - "right": "issue:36032 \u0016 T5 Tokenzier not load with `AttributeError: add_special_tokens conflicts with the method add_special_tokens in T5Tokenizer`", + "left": "issue:29159", + "right": "issue:36032", "accept": false, - "reason": "Both tokenizer-related, but one is a slow/fast parity issue and the other is a T5 class loading conflict." + "reason": "Slow/fast tokenizer inconsistency and T5 `add_special_tokens` load conflict are different tokenizer bugs." }, { - "left": "issue:30064 \u0016 Image Processor fails to process void segmentation maps", - "right": "issue:34634 \u0016 BarkProcessor voice_preset doesn't work", + "left": "issue:30064", + "right": "issue:34634", "accept": false, - "reason": "Different processors and different bugs; no common underlying defect." + "reason": "Segmentation-map processing and BarkProcessor `voice_preset` handling do not describe the same bug." }, { - "left": "issue:43873 \u0016 Offloading not working as expected with quantization", - "right": "issue:45704 \u0016 T5 silently uses apex.FusedRMSNorm which has a memory leak (NVIDIA/apex#1999)", + "left": "issue:43873", + "right": "issue:45704", "accept": false, - "reason": "One is quantization/offload behavior, the other is a T5-specific Apex memory leak." + "reason": "Quantization/offloading memory behavior and an apex RMSNorm memory leak are not the same underlying issue." }, { - "left": "issue:44387 \u0016 Increased CUDA reserved memory in Transformers 5.x under int4 quantization leads to OOM", - "right": "issue:45701 \u0016 transformers version changes the tokenization", + "left": "issue:44387", + "right": "issue:45701", "accept": false, - "reason": "One is a quantization memory regression, the other is a tokenizer output-change report." + "reason": "Int4 quantization OOM and version-dependent tokenization changes are different regressions." }, { - "left": "issue:43540 \u0016 ValueError when processing video inputs in Qwen3OmniMoe", - "right": "issue:43782 \u0016 Qwen3VLForConditionalGeneration.from_pretrained weight_only = True error", + "left": "issue:43540", + "right": "issue:43782", "accept": false, - "reason": "Both involve Qwen multimodal models, but the failing paths and errors are different." + "reason": "Qwen3OmniMoe video-input ValueError and Qwen3VL `weight_only=True` load error affect different modalities and paths." }, { - "left": "issue:43531 \u0016 `sliding_window` issue with Qwen3-MoE models", - "right": "issue:45759 \u0016 `AutoModelForCausalLM.from_config` does not unwrap `text_config` for composite Qwen 3.5 and 3.6 multimodal configs", + "left": "issue:43531", + "right": "issue:45759", "accept": false, - "reason": "Different bugs: one is sliding-window handling, the other is config unwrapping for composite models." + "reason": "Sliding-window handling in Qwen3-MoE and `text_config` unwrapping in composite Qwen configs are separate config/model bugs." }, { - "left": "issue:44534 \u0016 Transformers v5 fills non-persistent buffers with junk", - "right": "issue:46665 \u0016 Inconsistent behaviour when using `from_pretrained` inside Python classes", + "left": "issue:43550", + "right": "issue:43653", "accept": false, - "reason": "One is buffer initialization corruption, the other is a `from_pretrained` usage/context inconsistency." + "reason": "`torch.compile` + SDPA failure in Bamba and BigBird tokenizer special-token registration are unrelated." }, { - "left": "issue:43550 \u0016 [BUG] Bamba-9B-v2 model fails with torch.compile when using SDPA", - "right": "issue:43653 \u0016 [BUG][CI] BigBirdTokenizer mask token not registered as special token, gives empty decode output", - "accept": false, - "reason": "Different subsystems: compiled attention execution vs tokenizer special-token registration." + "left": "issue:44534", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer initialization and `from_pretrained` behavior inside Python classes are not the same bug." }, { - "left": "issue:44492 \u0016 Typo in Cache strategies", - "right": "issue:44509 \u0016 Docs still mention text2text-generation / summarization / translation pipeline tasks which were removed in v5", + "left": "issue:44492", + "right": "issue:44509", "accept": false, - "reason": "Both are docs-level issues, but they are about different documentation content and fixes." + "reason": "A typo in cache strategies is unrelated to stale docs mentioning removed pipeline tasks." }, { - "left": "issue:43452 \u0016 gguf_file breaks for AutoTokenizer.from_pretrained and AutoModelForCausalLM.from_pretrained", - "right": "issue:47020 \u0016 XLMRobertaTokenizer.__init__ passes dict to Unigram(vocab=...) expecting a Sequence", + "left": "issue:41720", + "right": "issue:43746", "accept": false, - "reason": "Both involve tokenizer loading, but one is gguf_file integration and the other is a tokenizer constructor type mismatch." + "reason": "Qwen3 auto device mapping CUDA assert and GraniteSpeech PEFT local-checkpoint loading are separate model-specific failures." }, { - "left": "issue:41720 \u0016 Qwen3 with auto device mapping fails due to cudaErrorAssert on A800", - "right": "issue:43746 \u0016 [GraniteSpeechForConditionalGeneration] Models with PEFT adapters won't load from local checkpoints (from_pretrained)", + "left": "issue:43452", + "right": "issue:47020", "accept": false, - "reason": "Different model types and unrelated loading failures." + "reason": "`gguf_file` breaking `from_pretrained` loading and XLMRobertaTokenizer passing a dict to Unigram are different tokenizer/model-loading bugs." }, { - "left": "issue:42490 \u0016 Import warning when loading a local model from a path that ends with a slash", - "right": "issue:43329 \u0016 [BUG] _get_num_multimodal_tokens: video branch uses undefined a) get_number_of_video_patches, b)merge_size. Tests never hit video route (multiple VLM processors)", + "left": "issue:42490", + "right": "issue:43329", "accept": false, - "reason": "A path-normalization warning is unrelated to undefined variables in multimodal token counting." + "reason": "A trailing-slash import warning and undefined video-branch helpers in multimodal token counting are unrelated." }, { - "left": "issue:43606 \u0016 [BUG][CI] suno/bark-small model fails with a device mismatch when using CPU offload", - "right": "issue:43720 \u0016 [BUG][CI] BitNet AutoBitLinear fails when packed weights aren\u0019t unpacked during accelerate loading", + "left": "issue:43606", + "right": "issue:43720", "accept": false, - "reason": "Both touch accelerate/offload, but the actual bugs are different model-loading paths." + "reason": "CPU offload device mismatch for Bark and BitNet packed-weight unpacking during accelerate loading are different mechanisms." }, { - "left": "issue:45406 \u0016 transformers serve crashes with AttributeError: 'Gemma4Processor' object has no attribute '_tokenizer'", - "right": "issue:45464 \u0016 chat/completions API fail on Qwen3.5-0.8B for streaming inference", + "left": "issue:34567", + "right": "issue:35707", "accept": false, - "reason": "Different APIs, different models, and different failure points." + "reason": "Trainer token-count tracking and progressive generation cache usage are not the same defect." }, { - "left": "issue:34567 \u0016 TrainerState's property `num_input_tokens_seen` is not updating", - "right": "issue:35707 \u0016 Issue with Progressive Generation Using inputs_embeds and past_key_values", + "left": "issue:45406", + "right": "issue:45464", "accept": false, - "reason": "Training-state accounting is unrelated to generation with cached past key values." + "reason": "Gemma4Processor missing `_tokenizer` and Qwen3.5 streaming inference failures are different API issues." }, { - "left": "issue:43388 \u0016 gather_for_metrics incorrectly drops label elements in the last batch when labels is a tuple with several label types e.g. used by mask2former", - "right": "issue:45059 \u0016 SAM3 PCS very weird behaviour when providing text and bounding boxes", + "left": "issue:43531", + "right": "issue:46821", "accept": false, - "reason": "Different metric-gathering logic and SAM3 input handling; no shared defect." + "reason": "Qwen3-MoE sliding-window behavior and TimesFM `window_size` errors are unrelated despite the shared word 'window'." }, { - "left": "issue:43531 \u0016 `sliding_window` issue with Qwen3-MoE models", - "right": "issue:46821 \u0016 [TimesFM 2.5]:`window_size` argument raises `AttributeError`", + "left": "issue:43388", + "right": "issue:45059", "accept": false, - "reason": "They both mention windows, but they are distinct model-specific parameters and failures." + "reason": "Last-batch label truncation and SAM3 text/bounding-box behavior are different evaluation vs. multimodal-input bugs." }, { - "left": "issue:34634 \u0016 BarkProcessor voice_preset doesn't work", - "right": "issue:41720 \u0016 Qwen3 with auto device mapping fails due to cudaErrorAssert on A800", + "left": "issue:34634", + "right": "issue:41720", "accept": false, - "reason": "No common underlying bug: processor input handling vs device-map runtime assertion." + "reason": "Bark voice-preset handling and Qwen3 device-mapping CUDA asserts are unrelated." }, { - "left": "issue:43606 \u0016 [BUG][CI] suno/bark-small model fails with a device mismatch when using CPU offload", - "right": "issue:43653 \u0016 [BUG][CI] BigBirdTokenizer mask token not registered as special token, gives empty decode output", + "left": "issue:43606", + "right": "issue:43653", "accept": false, - "reason": "One is an offload/device mismatch, the other is tokenizer special-token registration." + "reason": "CPU offload device mismatch and tokenizer special-token registration do not share the same code path." }, { - "left": "issue:43531 \u0016 `sliding_window` issue with Qwen3-MoE models", - "right": "issue:44589 \u0016 TypeError: couldn't find storage object Float8_e4m3fnStorage", + "left": "issue:43531", + "right": "issue:44589", "accept": false, - "reason": "Completely different failure modes: attention window logic vs float8 storage deserialization." + "reason": "Sliding-window logic and missing `Float8_e4m3fnStorage` are different model/runtime failures." }, { - "left": "issue:45759 \u0016 `AutoModelForCausalLM.from_config` does not unwrap `text_config` for composite Qwen 3.5 and 3.6 multimodal configs", - "right": "issue:45859 \u0016 `Qwen3_5MoeTextRotaryEmbedding.forward` is not compatible with CPU offload", + "left": "issue:45759", + "right": "issue:45859", "accept": false, - "reason": "Same broad model family, but one is config unwrapping and the other is CPU-offload compatibility." + "reason": "Composite config unwrapping and CPU offload compatibility for Qwen3_5MoeTextRotaryEmbedding are distinct problems." }, { - "left": "issue:43540 \u0016 ValueError when processing video inputs in Qwen3OmniMoe", - "right": "issue:46858 \u0016 _prefill: cache.get_seq_length() returns device tensor, breaks slice arithmetic for static cache + torch.compile on non-CUDA backends", + "left": "issue:43540", + "right": "issue:46858", "accept": false, - "reason": "Video-input processing and static-cache arithmetic are different code paths and bugs." + "reason": "Video-input handling in Qwen3OmniMoe and static-cache slice arithmetic on non-CUDA backends are unrelated." }, { - "left": "issue:44451 \u0016 Latest version cannot load \"vesteinn/ScandiBERT\"", - "right": "issue:44991 \u0016 transformers >= 5.0.0 fails loading tokenizer for EMBEDDIA/est-roberta", + "left": "issue:44451", + "right": "issue:44991", "accept": false, - "reason": "Both are model-loading regressions, but they affect different models and likely different tokenizer code paths." + "reason": "Loading a specific model failing and tokenizer loading regressions in v5 are different issues." }, { - "left": "issue:44077 \u0016 `patchtsmixer` has optional `post_init`, should no longer be allowed", - "right": "issue:44625 \u0016 Qwen3.5 `num_labels` not propagated from core config to text config", + "left": "issue:44077", + "right": "issue:44625", "accept": false, - "reason": "Different configuration bugs with no shared implementation defect." + "reason": "`patchtsmixer` post-init policy and Qwen3.5 `num_labels` propagation are unrelated configuration issues." } ] }, @@ -5339,7 +5390,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-512", + "cluster_id": "cluster-10000-513", "nodes": [ "issue:30064", "issue:36010", @@ -5395,8 +5446,8 @@ "issue:43644|issue:46665", "issue:43526|issue:43881", "issue:44987|issue:45042", - "issue:44062|issue:44451", "issue:44898|issue:45072", + "issue:44062|issue:44451", "issue:44625|issue:45479", "issue:43381|issue:43844", "issue:39692|issue:44610", @@ -5417,211 +5468,199 @@ "issue:43994|issue:44671", "issue:43421|issue:43653", "issue:44464|issue:47050", - "issue:46032|issue:46463", - "issue:43782|issue:45381" + "issue:43782|issue:45381", + "issue:46032|issue:46463" ], - "prepared_review_unit_hash": "1ca856c8920ff59c570f995fa2ddd843732216bdfb54edfd38965578d5ea5268", + "prepared_review_unit_hash": "0c88f7a358fbfbf7101a998ee555646a38fcf057a87d70d067f3bfe6f2cad0e8", "component_budget": { - "node_count": 512, - "item_count": 512, - "soft_pair_count": 1882, - "serialized_chars": 976539, - "estimated_input_tokens": 244135, - "estimated_eval_tokens": 488526 + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36367, - "estimated_input_tokens": 9092, - "estimated_eval_tokens": 18440 + "serialized_chars": 36370, + "estimated_input_tokens": 9093, + "estimated_eval_tokens": 18442 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are clearly unrelated and should not be merged. Two soft edges look like true duplicates: the offline tokenizer cache regression and the exact duplicate Qwen2_5_VLProcessor padding crash.", - "confidence": 0.93, - "canonical_issue_reason": "Issue 44514 is the best canonical issue overall: it is the earlier report of the exact Qwen2_5_VLProcessor.apply_chat_template padding=False crash, with the matching duplicate (44545) sharing the same title and symptom.", + "summary": "This cluster is mostly heterogeneous; only one true duplicate pair stands out: the Qwen2_5_VLProcessor.apply_chat_template crash with padding=False.", + "confidence": 0.89, + "canonical_issue_reason": "issue 44514 is the clearest canonical report: it is an exact duplicate of 44545 and the earlier, more established entry for the actual duplicate bug.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44514 is the strongest issue to keep as the representative duplicate target because it is the earliest, exact-title match for a concrete reproducible bug.", + "best_issue_reason": "issue 44514 is the best representative because it captures the only clearly duplicated underlying bug in the cluster and is more canonical than the unrelated neighboring issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45357", "right": "issue:46402", "accept": false, - "reason": "Different model families and different load/save failures; both are checkpoint-loading issues but not the same bug." + "reason": "Different multimodal loading bugs: Qwen3.5 saves wrong visual encoder keys, while Sam3Model fails to load text encoder weights." }, { "left": "issue:43644", "right": "issue:46665", "accept": false, - "reason": "Unrelated regressions: non-persistent buffer initialization vs from_pretrained behavior inside Python classes." + "reason": "Unrelated failures: junk non-persistent buffers vs inconsistent from_pretrained behavior inside Python classes." }, { "left": "issue:43526", "right": "issue:43881", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug is unrelated to glm-4v loading failure." + "reason": "Different components and symptoms: BeitImageProcessorFast reduce_labels bug vs glm-4v-9b load failure." }, { "left": "issue:44987", "right": "issue:45042", "accept": false, - "reason": "One is a model-loading failure for a specific repo; the other is a torchvision dependency regression in PIL image processors." + "reason": "A model loading failure is not the same as PIL image processors incorrectly requiring torchvision." }, { - "left": "issue:44062", - "right": "issue:44451", + "left": "issue:44898", + "right": "issue:45072", "accept": false, - "reason": "Tokenizer AddedToken constructor error is not the same as failing to load a specific model." + "reason": "Perceiver non-default resolution failure and bfloat16 dtype mismatch are distinct bugs." }, { - "left": "issue:44898", - "right": "issue:45072", + "left": "issue:44062", + "right": "issue:44451", "accept": false, - "reason": "Different code paths: Perceiver interpolation for non-default resolution vs dtype mismatch in SwitchTransformers/TimmWrapperModel." + "reason": "AddedToken special-argument collision is unrelated to loading vesteinn/ScandiBERT." }, { "left": "issue:44625", "right": "issue:45479", "accept": false, - "reason": "Qwen3.5 num_labels propagation and zero-loss single-label classification are distinct classification bugs." + "reason": "Both touch sequence-classification config, but one is missing num_labels propagation and the other is a zero-loss problem_type bug." }, { "left": "issue:43381", "right": "issue:43844", "accept": false, - "reason": "Eval-mode gradient checkpointing restriction is unrelated to ZeRO-3 gradient growth." + "reason": "Checkpointing-in-eval restriction and ZeRO-3 gradient growth are different training issues." }, { "left": "issue:39692", "right": "issue:44610", "accept": false, - "reason": "Both involve vision models, but one is a SigLIP2 doc example problem and the other is an OmDet-Turbo processor/model size mismatch." + "reason": "Both are vision-related, but one is a doc/example mismatch and the other is an OmDet-Turbo processor size mismatch." }, { "left": "issue:41720", "right": "issue:45704", "accept": false, - "reason": "Qwen3 A800 cuda assert and T5 apex RMSNorm memory leak are unrelated." + "reason": "Qwen3 auto device mapping CUDA asserts and T5 RMSNorm memory leak are unrelated." }, { "left": "issue:43746", "right": "issue:46050", "accept": false, - "reason": "Different serialization/loading paths and different model families: PEFT local checkpoint loading vs sinq quantized save/load corruption." + "reason": "Both involve load/save flows, but PEFT local checkpoint loading and sinq quantized serialization are different bugs." }, { "left": "issue:44368", "right": "issue:45357", "accept": false, - "reason": "A LoRA warning about tie_word_embeddings is not the same as incorrect visual encoder keys on save_pretrained." - }, - { - "left": "issue:43381", - "right": "issue:45704", - "accept": false, - "reason": "No shared underlying bug; checkpointing/eval semantics differ from the apex memory leak." + "reason": "A tie_word_embeddings warning is not the same as incorrect visual encoder keys being saved." }, { "left": "issue:46655", "right": "issue:46693", "accept": false, - "reason": "Video padding calculation bug is unrelated to FA2 long-context performance regression." + "reason": "Video processor padding calculation and FA2 long-context performance regression are different issues." }, { "left": "issue:44918", "right": "issue:44936", "accept": false, - "reason": "TRL SFT embedding unpacking failure is not the same as trainer.evaluate() failing after train()." + "reason": "TRL SFT input embedding unpacking and trainer.evaluate failing after train are separate trainer problems." }, { "left": "issue:43421", "right": "issue:43927", "accept": false, - "reason": "Runtime post-processor updates for special tokens and config save/load token ID loss are different defects." + "reason": "Both involve token handling, but one is runtime post-processor refresh and the other is lost custom token IDs after save/load." }, { "left": "issue:45704", "right": "issue:45923", "accept": false, - "reason": "T5 memory leak and missing supports_gradient_checkpointing are unrelated." + "reason": "Apex RMSNorm memory leak and missing supports_gradient_checkpointing are unrelated." }, { "left": "issue:45759", "right": "issue:45923", "accept": false, - "reason": "Composite Qwen config unwrapping and a trust_remote_code flag omission are different issues." + "reason": "Composite Qwen config unwrapping and a missing gradient-checkpointing flag are different code paths." }, { "left": "issue:43746", "right": "issue:43873", "accept": false, - "reason": "PEFT checkpoint loading and quantization/offloading behavior are not the same bug." + "reason": "Local adapter checkpoint loading and offloading with quantization are not the same underlying bug." }, { "left": "issue:42886", "right": "issue:44843", - "accept": true, - "reason": "Both describe the same HF_HUB_OFFLINE tokenizer-loading regression; 44843 pinpoints the unconditional model_info() call in _patch_mistral_regex as the cause." + "accept": false, + "reason": "Both mention HF_HUB_OFFLINE, but one is a cache-loading regression and the other is a specific model_info call in _patch_mistral_regex." }, { "left": "issue:44514", "right": "issue:44545", "accept": true, - "reason": "Exact same Qwen2_5_VLProcessor.apply_chat_template crash on batched input with padding=False; this is a clear duplicate." - }, - { - "left": "issue:30064", - "right": "issue:36010", - "accept": false, - "reason": "Void segmentation map processing and GenerationMixin import failure are unrelated." + "reason": "Exact duplicate reports of the same Qwen2_5_VLProcessor.apply_chat_template crash when padding=False." }, { "left": "issue:39692", "right": "issue:43493", "accept": false, - "reason": "Both are about SigLIP2, but one is a docs/example mismatch while the other is an HF-vs-JAX implementation discrepancy." + "reason": "SigLIP2 doc example errors and SigLIP2 implementation divergence from JAX are related only by model family, not the same bug." }, { "left": "issue:43994", "right": "issue:44671", "accept": false, - "reason": "Different models and different symptoms: SigLIP2 inference quality vs CamemBERT masked LM predictions." + "reason": "SigLIP2 inference oddity and CamemBERT masked-LM regression are unrelated model-specific bugs." }, { "left": "issue:43421", "right": "issue:43653", "accept": false, - "reason": "Special-token post-processor updating and BigBird mask token registration are different tokenizer bugs." + "reason": "Special-token post-processor updates and BigBirdTokenizer mask-token registration are different tokenization defects." }, { "left": "issue:44464", "right": "issue:47050", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency is unrelated to Canine fp16 ONNX attention dtype mismatch." + "reason": "Compiled-forward chunked generation inconsistency and fp16 ONNX dtype mismatch are distinct issues." }, { - "left": "issue:46032", - "right": "issue:46463", + "left": "issue:43782", + "right": "issue:45381", "accept": false, - "reason": "Mamba2Mixer cache correctness bug and T5 error-message bug are not the same issue." + "reason": "Qwen3VL weight_only load error and qwen2.5-vl video vision_position_ids bug affect different paths." }, { - "left": "issue:43782", - "right": "issue:45381", + "left": "issue:46032", + "right": "issue:46463", "accept": false, - "reason": "Different Qwen model families and different failure modes; no shared underlying bug." + "reason": "Mamba2 use_cache correctness and T5 decoder-input validation messaging are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet: the two accepted soft edges are exact or near-exact duplicates by title, and the rest are conservatively rejected as different bugs or different model/code paths. The canonical issue choice (44514 over 44545) is also reasonable because it is the earlier exact-title report." + "feedback": "The summary is well grounded in the packet: 44514/44545 are an exact duplicate pair, and the rest of the soft-edge decisions are conservative given only titles/body metadata. No pair is overstated as mergeable or identical without sufficient evidence." }, "evaluator_used": true, "retried": false, @@ -5640,7 +5679,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-512", + "cluster_id": "cluster-10000-513", "nodes": [ "issue:30064", "issue:36331", @@ -5704,14 +5743,14 @@ "issue:43653|issue:43720", "issue:46829|issue:46832", "issue:43550|issue:43927", - "issue:44625|issue:47050", "issue:43550|issue:44361", + "issue:44625|issue:47050", "issue:43596|issue:44220", - "issue:43540|issue:46294", "issue:43531|issue:43643", + "issue:43540|issue:46294", "issue:45381|issue:46693", - "issue:45987|issue:46829", "issue:44062|issue:44488", + "issue:45987|issue:46829", "issue:43611|issue:46665", "issue:41720|issue:44991", "issue:44220|issue:44661", @@ -5720,231 +5759,225 @@ "issue:43653|issue:43819", "issue:45987|issue:46932", "issue:43335|issue:43756", + "issue:43550|issue:43819", "issue:44488|issue:47020", "issue:43618|issue:43697", - "issue:43550|issue:43819", "issue:43643|issue:44877" ], - "prepared_review_unit_hash": "280cebaa048a46610baa3b79e40f61a81fc965a2cbe4dfafd2ef26d81c3ba422", + "prepared_review_unit_hash": "dd3fe1477ce3fda28d8838320bd14d27d802799ca3b7476abceff6aa52f89aae", "component_budget": { - "node_count": 512, - "item_count": 512, - "soft_pair_count": 1882, - "serialized_chars": 976539, - "estimated_input_tokens": 244135, - "estimated_eval_tokens": 488526 + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37585, - "estimated_input_tokens": 9397, - "estimated_eval_tokens": 19050 + "serialized_chars": 37584, + "estimated_input_tokens": 9396, + "estimated_eval_tokens": 19048 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is broad and noisy: most items are unrelated tokenizer, model-loading, cache, quantization, or vision bugs rather than duplicates of one root cause. No soft-edge pair looks safe to merge as a single duplicate, so the cluster should stay split.", - "confidence": 0.79, - "canonical_issue_reason": "issue:43421 is the broadest tokenizer-backend item here and best matches the repeated special-token/tokenizer-behavior theme, even though the cluster is not truly one duplicate bug.", + "summary": "These issues are mostly unrelated one-off bugs across different models/subsystems. I would not merge any soft pair; at most, use the broad open quantization/offloading issue as a loose anchor if a canonical issue is required.", + "confidence": 0.85, + "canonical_issue_reason": "No strong duplicate cluster emerges here. If forced to pick one anchor, issue #43873 is the broadest and most active open issue, but it is still not a true canonical duplicate representative for the rest.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43421 is the best representative anchor for the mostly tokenizer-related subset because it is the most general infrastructure-level issue in the list.", + "best_issue_reason": "Issue #43873 is the best generic anchor by breadth and activity, though the set does not actually form a single duplicate group.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44857", "right": "issue:47050", "accept": false, - "reason": "Both are dtype/runtime failures, but they affect different models and code paths: LwDetrImageLoss AMP/CUDA vs CanineModel ONNX export attention." + "reason": "Different models and different failures: AMP/CUDA image loss crash vs fp16 ONNX attention dtype mismatch." }, { "left": "issue:45081", "right": "issue:45356", "accept": false, - "reason": "Both involve tokenizer regex-related handling, but one is a crash in _patch_mistral_regex and the other is a Kimi tokenizer regression about codec handling/warnings." + "reason": "Both mention tokenizer regex handling, but one is an AttributeError in `_patch_mistral_regex` and the other is a Kimi tokenizer regression with codec handling; not clearly the same bug." }, { "left": "issue:43421", "right": "issue:44186", "accept": false, - "reason": "Shared tokenizer wording, but the bugs differ: runtime special-token post-processing vs LayoutLMv2 NER/batched padding crashes." + "reason": "Runtime special-token/post-processor update issue vs LayoutLMv2 NER padding/truncation crash; different code paths." }, { "left": "issue:44995", "right": "issue:46858", "accept": false, - "reason": "Both mention cache/sequence behavior, but they target different mechanisms: stale indexer cache in GlmMoeDsa vs StaticCache seq-length tensor arithmetic." + "reason": "Both involve cache/sequence length, but one is a stale indexer cache in a model and the other is `get_seq_length()` returning the wrong type for static cache compile paths." }, { "left": "issue:45356", "right": "issue:45907", "accept": false, - "reason": "These are unrelated; one is a tokenizer regression, the other is a hub utility bug about forwarding revision in list_repo_files." + "reason": "Tokenizer regression vs Hub repo file listing forwarding bug; unrelated subsystems." }, { "left": "issue:39692", "right": "issue:43873", "accept": false, - "reason": "SigLIP2 doc-example errors and quantization/offloading issues are not the same concrete bug or code path." + "reason": "Doc-example model/processor mismatch and quantization failure vs a general offloading-with-quantization runtime issue." }, { "left": "issue:39692", "right": "issue:47050", "accept": false, - "reason": "A documentation/model mismatch is unrelated to an ONNX fp16 dtype mismatch in Canine attention." + "reason": "Different failure modes and contexts: documentation example errors vs ONNX export dtype mismatch." }, { "left": "issue:43720", "right": "issue:43819", "accept": false, - "reason": "Both are CI-style bugs, but the failure modes differ completely: packed-weight loading vs DAC from_latents missing STE behavior." + "reason": "Packed-weight loading bug vs DAC latent/STE mismatch; different models and code paths." }, { "left": "issue:43295", "right": "issue:45834", "accept": false, - "reason": "Regression in processor/tokenizer access is unrelated to Kosmos2.5 long OCR input index errors." + "reason": "Processor/tokenizer regression vs long OCR input index error; both multimodal but not the same bug." }, { "left": "issue:43653", "right": "issue:43720", "accept": false, - "reason": "Both are loading-related, but one is BigBirdTokenizer special-token registration and the other is BitNet packed-weight unpacking during accelerate loading." + "reason": "BigBird special-token registration bug vs BitNet loading/unpacking bug." }, { "left": "issue:46829", "right": "issue:46832", "accept": false, - "reason": "Different RT-DETR/video-classification bugs: hidden_states assignment vs forward failure when feature-level counts mismatch." + "reason": "Both are RT/vision-model issues, but one is a wrong output field and the other is a feature-level mismatch TypeError." }, { "left": "issue:43550", "right": "issue:43927", "accept": false, - "reason": "One is a torch.compile/SDPA issue in Bamba; the other is DiaConfig losing custom token IDs after save/load." + "reason": "torch.compile/SDPA crash in Bamba vs config save/load losing token IDs in Dia; unrelated." }, { - "left": "issue:44625", - "right": "issue:47050", + "left": "issue:43550", + "right": "issue:44361", "accept": false, - "reason": "Qwen3.5 num_labels propagation and Canine fp16 ONNX dtype mismatch are unrelated bugs." + "reason": "Bamba compile/SDPA failure vs MLuke tokenizer AttributeError; different model families and bugs." }, { - "left": "issue:43550", - "right": "issue:44361", + "left": "issue:44625", + "right": "issue:47050", "accept": false, - "reason": "Different subsystems and failures: Bamba compile/SDPA vs MLukeTokenizer AttributeError on tasks." + "reason": "Qwen3.5 label-propagation config bug vs Canine fp16 ONNX dtype mismatch; unrelated." }, { "left": "issue:43596", "right": "issue:44220", "accept": false, - "reason": "A deepspeed/zero3 BertModel index error is not the same as _torch_extract_fbank_features failing." + "reason": "Deepspeed/Bert zero3 init IndexError vs fbank feature extraction issue; different subsystems." }, { - "left": "issue:43540", - "right": "issue:46294", + "left": "issue:43531", + "right": "issue:43643", "accept": false, - "reason": "Both are Qwen video-input problems, but one is a ValueError in Qwen3OmniMoe video processing and the other is a chat-template video-token/features mismatch." + "reason": "Qwen3-MoE sliding-window behavior vs AutoConfig trust_remote_code field loss; not the same defect." }, { - "left": "issue:43531", - "right": "issue:43643", + "left": "issue:43540", + "right": "issue:46294", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to trust_remote_code AutoConfig returning missing fields." + "reason": "Both are Qwen video-input issues, but one is Qwen3OmniMoe video processing ValueError and the other is Qwen3.5 chat-template feature/token mismatch." }, { "left": "issue:45381", "right": "issue:46693", "accept": false, - "reason": "Qwen2.5-VL video position IDs bug and FA2 long-context performance regression are different issues." + "reason": "Qwen2.5-VL video position IDs bug vs FA2 long-context performance regression; different symptoms and code paths." }, { - "left": "issue:45987", - "right": "issue:46829", + "left": "issue:44062", + "right": "issue:44488", "accept": false, - "reason": "StaticCache get_seq_length contract violation is unrelated to VideoPrism hidden_states assignment." + "reason": "AddedToken constructor error vs failure loading a specific model tokenizer; not the same bug." }, { - "left": "issue:44062", - "right": "issue:44488", + "left": "issue:45987", + "right": "issue:46829", "accept": false, - "reason": "AddedToken keyword duplication and tokenizer loading failure for cjvt/sleng-bert are separate bugs." + "reason": "StaticCache return-type bug vs VideoPrism output field misassignment; unrelated." }, { "left": "issue:43611", "right": "issue:46665", "accept": false, - "reason": "base_model_prefix loading regression is not the same as inconsistent from_pretrained behavior inside Python classes." + "reason": "base_model_prefix loading regression vs inconsistent from_pretrained behavior in Python classes; too broad to be the same bug." }, { "left": "issue:41720", "right": "issue:44991", "accept": false, - "reason": "Qwen3 auto device mapping cudaErrorAssert and est-roberta tokenizer loading failure are unrelated." + "reason": "Qwen3 device-mapping CUDA assert vs tokenizer load failure for est-roberta; unrelated." }, { "left": "issue:44220", "right": "issue:44661", "accept": false, - "reason": "Audio fbank extraction and add-new-model-like failing inside TOKENIZER_MAPPING_NAMES are different code paths." + "reason": "Audio feature extraction bug vs add-new-model-like tokenizer mapping failure; different areas." }, { "left": "issue:30064", "right": "issue:36331", "accept": false, - "reason": "ImageProcessor void segmentation maps and CustomTrainer.compute_loss num_items_in_batch are unrelated generic errors." + "reason": "ImageProcessor segmentation-map bug vs custom trainer loss signature mismatch; unrelated." }, { "left": "issue:44186", "right": "issue:44898", "accept": false, - "reason": "LayoutLMv2Tokenizer crashes and Perceiver non-default-resolution failures are distinct model-specific issues." + "reason": "Tokenizer crash on NER/padding vs Perceiver non-default resolution image classification bug; different models and paths." }, { "left": "issue:43653", "right": "issue:43819", "accept": false, - "reason": "BigBirdTokenizer special-token registration and DAC from_latents missing STE are unrelated bugs." + "reason": "Special-token registration bug vs DAC latent/forward mismatch; no shared concrete code path." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Bamba compile/SDPA issue vs DAC STE mismatch; unrelated." }, { "left": "issue:45987", "right": "issue:46932", "accept": false, - "reason": "StaticCache seq-length tensor behavior and Gemma4 quantized embedder dtype casting do not share the same root cause." + "reason": "StaticCache API/type bug vs Gemma4 quantized embedder dtype casting." }, { "left": "issue:43335", "right": "issue:43756", "accept": false, - "reason": "SwitchTransformers sparse-layer config and Smollm3 RoPE-layer dropping are different model configuration bugs." - }, - { - "left": "issue:44488", - "right": "issue:47020", - "accept": false, - "reason": "Tokenizer loading for sleng-bert and XLMRobertaTokenizer passing a dict to Unigram are different failures." + "reason": "SwitchTransformers sparse-layer config bug vs Smollm3 RoPE-layer mismatch; different model configs." }, { "left": "issue:43618", "right": "issue:43697", "accept": false, - "reason": "CLIPOutput attentions regression and RTDetrV2 output differences are unrelated model-output bugs." - }, - { - "left": "issue:43550", - "right": "issue:43819", - "accept": false, - "reason": "Bamba torch.compile/SDPA failure and DAC from_latents missing STE are not the same bug." + "reason": "CLIPOutput attention field regression vs RTDetrV2 output difference; unrelated." }, { "left": "issue:43643", "right": "issue:44877", "accept": false, - "reason": "trust_remote_code AutoConfig missing fields and strict config blocking granite_speech loading are distinct config-loading problems." + "reason": "AutoConfig missing fields with trust_remote_code vs strict config blocking granite_speech load; different mechanisms." } ] }, @@ -5966,7 +5999,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-512", + "cluster_id": "cluster-10000-513", "nodes": [ "issue:34634", "issue:36010", @@ -5980,7 +6013,6 @@ "issue:43582", "issue:43606", "issue:43644", - "issue:43716", "issue:43749", "issue:43782", "issue:43818", @@ -6021,11 +6053,11 @@ "issue:44008|issue:46858", "issue:44821|issue:45084", "issue:34634|issue:36010", - "issue:39692|issue:45834", "issue:44843|issue:45081", + "issue:39692|issue:45834", + "issue:44186|issue:44442", "issue:43540|issue:44008", "issue:44448|issue:44671", - "issue:44186|issue:44442", "issue:45584|issue:45834", "issue:45183|issue:45479", "issue:43322|issue:45685", @@ -6037,215 +6069,205 @@ "issue:43421|issue:44811", "issue:43577|issue:43818", "issue:43550|issue:45072", - "issue:44479|issue:45834", "issue:43582|issue:46512", + "issue:44479|issue:45834", "issue:43782|issue:44977", "issue:43825|issue:43994", "issue:43388|issue:46032", "issue:44805|issue:44936", - "issue:46294|issue:46463", - "issue:43716|issue:44008" + "issue:46294|issue:46463" ], - "prepared_review_unit_hash": "53c61b672f95a7158b58aef0be3e52c2dd92f03744174fc6c8989e7c86901d7a", + "prepared_review_unit_hash": "0a6956c7a704b1e287541e8f6df1b1a408d2fb744ab01fd0a078a63ca027f977", "component_budget": { - "node_count": 512, - "item_count": 512, - "soft_pair_count": 1882, - "serialized_chars": 976539, - "estimated_input_tokens": 244135, - "estimated_eval_tokens": 488526 + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 36208, - "estimated_input_tokens": 9052, - "estimated_eval_tokens": 18360 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35343, + "estimated_input_tokens": 8836, + "estimated_eval_tokens": 17928 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issue set; only the two remote_code-related reports look like the same underlying regression. I would keep the broad umbrella issue as canonical.", - "confidence": 0.93, - "canonical_issue_reason": "issue:45020 is the best umbrella: it is broad, open, and explicitly covers recent-version breakage for remote_code models; the other matching report is a narrower symptom of that same regression.", + "summary": "This cluster is a false-positive mix of largely unrelated issue reports across different models, tokenizers, runtime settings, and backends. None of the soft pairs look like the same underlying bug/change closely enough to merge.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the strongest canonical candidate because it captures the shared failure mode at the right abstraction level and can subsume the more specific trust_remote_code breakage.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44008", "right": "issue:46858", "accept": false, - "reason": "Different subsystems and failures: Gemma 3n forward path name collision vs cache sequence-length tensor arithmetic." + "reason": "Different failures: Gemma3n forward name collision vs static-cache sequence length arithmetic on non-CUDA backends." }, { "left": "issue:44821", "right": "issue:45084", "accept": false, - "reason": "Both touch loading/parsing, but one is AutoImageProcessor-from-URL and the other is a Jinja/template compilation error; not the same bug." + "reason": "Unrelated areas: loading an AutoImageProcessor from URL vs a template compilation TypeError." }, { "left": "issue:34634", "right": "issue:36010", "accept": false, - "reason": "BarkProcessor voice_preset behavior and a GenerationMixin import error are unrelated." + "reason": "Different bugs: BarkProcessor voice preset handling vs transformers GenerationMixin import path breakage." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both involve tokenizer patching, but one is offline model-info access and the other is a backend_tokenizer attribute crash in Mistral regex fixing." }, { "left": "issue:39692", "right": "issue:45834", "accept": false, - "reason": "Different models and different problems: doc example errors vs OCR long-input index failure." + "reason": "Doc-example SigLIP2 mismatches/quantization issues are not the same as Kosmos2.5 long OCR input indexing." }, { - "left": "issue:44843", - "right": "issue:45081", + "left": "issue:44186", + "right": "issue:44442", "accept": false, - "reason": "Same helper name, but distinct root causes: offline hub call vs missing backend_tokenizer attribute." + "reason": "LayoutLMv2 NER/padding crash is unrelated to AutoTokenizer loading FastSpeech2ConformerTokenizer." }, { "left": "issue:43540", "right": "issue:44008", "accept": false, - "reason": "Video-input processing error in Qwen3OmniMoe is unrelated to Gemma 3n audio_mel_mask name collision." + "reason": "Different model paths and symptoms: Qwen3OmniMoe video processing vs Gemma3n audio_mel_mask attribute collision." }, { "left": "issue:44448", "right": "issue:44671", "accept": false, - "reason": "Both are v5 output regressions, but they affect different model families and do not indicate the same code-path bug." - }, - { - "left": "issue:44186", - "right": "issue:44442", - "accept": false, - "reason": "Tokenizer crash on NER/padding is unrelated to AutoTokenizer failing to load a speech tokenizer." + "reason": "Pegasus output drift and CamemBERT masked-LM predictions are separate model-specific regressions." }, { "left": "issue:45584", "right": "issue:45834", "accept": false, - "reason": "Whisper empty-transcription generation and Kosmos2.5 long-OCR indexing are different failures." + "reason": "Whisper empty-transcription handling after special-token alignment is unrelated to Kosmos2.5 OCR input length handling." }, { "left": "issue:45183", "right": "issue:45479", "accept": false, - "reason": "Validation error messaging for input_ids/inputs_embeds is not the same as the single-label-classification zero-loss bug." + "reason": "Input validation error messaging and single-label zero-loss classification are different code paths." }, { "left": "issue:43322", "right": "issue:45685", "accept": false, - "reason": "Segfault on Llava Next loading and an MPS histogram TypeError are unrelated." + "reason": "Llava Next loading segfault and MPS histogram integer support are entirely different backends/problems." }, { "left": "issue:43644", "right": "issue:43749", "accept": false, - "reason": "Buffer-initialization junk and FSDP CPU RAM efficient loading are not the same concrete bug." + "reason": "Non-persistent buffer initialization junk and FSDP CPU RAM efficient loading are not the same bug." }, { "left": "issue:44991", "right": "issue:47020", "accept": false, - "reason": "Both are tokenizer-loading regressions, but the titles point to different model-specific causes and code paths." + "reason": "Both are tokenizer-loading failures, but the model families and concrete causes differ (est-roberta load failure vs Unigram expects Sequence)." }, { "left": "issue:43606", "right": "issue:45072", "accept": false, - "reason": "CPU-offload device mismatch for Bark is unrelated to bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." + "reason": "Device mismatch under CPU offload is not the same as bfloat16 dtype mismatch in different models." }, { "left": "issue:44991", "right": "issue:46291", "accept": false, - "reason": "Tokenizer loading for a specific model and kernels-version requirements for importing pipelines are unrelated." + "reason": "Tokenizer loading regression and kernels version/revision import failure are unrelated." }, { "left": "issue:44561", "right": "issue:45020", - "accept": true, - "reason": "Both describe the same remote_code/trust_remote_code regression in recent transformers versions; 44561 gives the likely root cause, 45020 is the umbrella report." + "accept": false, + "reason": "Both mention remote_code breakage, but one is specifically the removed is_torch_fx_available API and the other is a broader regression claim." }, { "left": "issue:43421", "right": "issue:44811", "accept": false, - "reason": "TokenizersBackend post-processor updates and Whisper batch_decode skip_special_tokens handling are different bugs." + "reason": "Post-processor updates for special tokens and Whisper batch_decode skip_special_tokens behavior are different tokenizer/decoder issues." }, { "left": "issue:43577", "right": "issue:43818", "accept": false, - "reason": "Blip2 dtype propagation and Video-LLaVA temporal-attention/weight-sharing are unrelated." + "reason": "BLIP2 dtype propagation and Video-LLaVA temporal-attention/weight-sharing defects are unrelated." }, { "left": "issue:43550", "right": "issue:45072", "accept": false, - "reason": "torch.compile+SDPA failure in Bamba-9B-v2 is a different code-path problem than dtype mismatch regressions." + "reason": "torch.compile with SDPA on Bamba and bfloat16 dtype mismatches in other models are not the same concrete bug." }, { - "left": "issue:44479", - "right": "issue:45834", + "left": "issue:43582", + "right": "issue:46512", "accept": false, - "reason": "Video-input regression across Qwen models and Kosmos2.5 OCR indexing are unrelated." + "reason": "Apple Silicon warmup TypeError and stale config.dtype after from_config(dtype=...) are separate dtype/config issues." }, { - "left": "issue:43582", - "right": "issue:46512", + "left": "issue:44479", + "right": "issue:45834", "accept": false, - "reason": "Apple Silicon allocator TypeError is unrelated to from_config(dtype=...) leaving config.dtype stale." + "reason": "Qwen video-input regression and Kosmos2.5 OCR index error have no clear shared root cause." }, { "left": "issue:43782", "right": "issue:44977", "accept": false, - "reason": "weight_only=True loading error and flash-attention generation failure are different Qwen issues." + "reason": "Qwen3VL weight_only loading failure and Qwen3.5 flash-attention generation failure are distinct model/runtime problems." }, { "left": "issue:43825", "right": "issue:43994", "accept": false, - "reason": "Pipeline task messaging and SigLIP2 output correctness are not the same bug." + "reason": "An error-message wording regression in pipeline() is not the same as SigLIP2 producing nonsensical outputs." }, { "left": "issue:43388", "right": "issue:46032", "accept": false, - "reason": "gather_for_metrics label truncation and Mamba2Mixer use_cache correctness are unrelated." + "reason": "gather_for_metrics batch-label truncation and Mamba2Mixer use_cache correctness are unrelated training/inference bugs." }, { "left": "issue:44805", "right": "issue:44936", "accept": false, - "reason": "Mask-shape IndexError and trainer.evaluate() after train are distinct failures." + "reason": "Mask-shape IndexError and trainer.evaluate() failing after train are different symptoms with no shared concrete fix evident." }, { "left": "issue:46294", "right": "issue:46463", "accept": false, - "reason": "Qwen3.5 video token/feature mismatch and T5 decoder-input validation messaging are unrelated." - }, - { - "left": "issue:43716", - "right": "issue:44008", - "accept": false, - "reason": "Mistral-3 preprocessor/model dtype mismatch is unrelated to Gemma 3n variable collision." + "reason": "Qwen3.5 video chat-template token alignment and T5 decoder-input validation are unrelated issues." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The canonical choice is grounded in the packet: issue:45020 is a reasonable umbrella for the remote_code regression, and issue:44561 is its narrower symptom. The remaining soft-edge rejections are conservative and stay within what the titles/body metadata support." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -6260,7 +6282,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-512", + "cluster_id": "cluster-10000-513", "nodes": [ "issue:28218", "issue:29159", @@ -6277,6 +6299,7 @@ "issue:43582", "issue:43645", "issue:43653", + "issue:43716", "issue:43720", "issue:43742", "issue:43749", @@ -6284,8 +6307,8 @@ "issue:43819", "issue:43825", "issue:43827", - "issue:43906", "issue:43931", + "issue:44008", "issue:44291", "issue:44589", "issue:44610", @@ -6302,7 +6325,6 @@ "issue:45381", "issue:45701", "issue:46175", - "issue:46209", "issue:46285", "issue:46326", "issue:46665", @@ -6313,6 +6335,7 @@ ], "soft_pairs": [ "issue:43931|issue:46846", + "issue:43716|issue:44008", "issue:43540|issue:45381", "issue:28218|issue:29159", "issue:44610|issue:45072", @@ -6324,12 +6347,12 @@ "issue:43577|issue:43582", "issue:42175|issue:45081", "issue:44671|issue:45701", - "issue:46175|issue:46932", "issue:45003|issue:46285", "issue:46697|issue:46728", + "issue:46175|issue:46932", "issue:43262|issue:43819", - "issue:43782|issue:45325", "issue:43582|issue:44857", + "issue:43782|issue:45325", "issue:43653|issue:44912", "issue:44589|issue:45042", "issue:43742|issue:45020", @@ -6337,193 +6360,198 @@ "issue:43550|issue:44912", "issue:36010|issue:43645", "issue:36010|issue:36331", - "issue:43257|issue:43329", - "issue:43906|issue:46209" + "issue:43257|issue:43329" ], - "prepared_review_unit_hash": "bd62efd0e67c6bbde80f5ec1c0aa69d7f504cc2b2fc2dd351be62032b4b8d62e", + "prepared_review_unit_hash": "0be1f359aff00def030914555dd3d22194d2e46ca10b6cf08f7b064c73a0873d", "component_budget": { - "node_count": 512, - "item_count": 512, - "soft_pair_count": 1882, - "serialized_chars": 976539, - "estimated_input_tokens": 244135, - "estimated_eval_tokens": 488526 + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 36156, - "estimated_input_tokens": 9039, - "estimated_eval_tokens": 18334 + "serialized_chars": 36244, + "estimated_input_tokens": 9061, + "estimated_eval_tokens": 18378 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a loose, theme-based cluster rather than a true duplicate set: most items are distinct regressions in loading, tokenization, multimodal processors, or dtype/quantization paths. I found no PRs, and none of the soft pairs are close enough to merge as duplicates under a strict standard.", - "confidence": 0.31, - "canonical_issue_reason": "Issue #45020 is the broadest umbrella report in the set and most representative of the recurring \"recent version breaks model loading/remote code\" pattern, but it is still not a true duplicate target for most of the other issues.", + "summary": "This cluster is mostly a false-positive grouping of unrelated issues: tokenizer quirks, model-loading failures, multimodal processor bugs, dtype/quantization regressions, and training API incompatibilities. None of the soft pairs look like the same underlying bug or change, so I reject them all.", + "confidence": 0.84, + "canonical_issue_reason": "issue #45020 is the broadest umbrella-style report in the set, covering general version-regression / remote_code breakage; among these otherwise heterogeneous issues, it is the most representative central issue.", "canonical_pr_reason": null, - "best_issue_reason": "#45020 is the best single issue to anchor this cluster because it is the most general and central regression report among otherwise unrelated, model-specific bugs.", + "best_issue_reason": "#45020 is the best single issue to anchor the cluster because it is the most general and cross-cutting of the reports, whereas the others are highly model- or subsystem-specific.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43931", "right": "issue:46846", "accept": false, - "reason": "Different failures and different model families: Qwen3-VL weight-shape mismatch vs Qwen3.5 TP-plan omissions causing OOM/shape errors." + "reason": "Both are model-loading shape errors, but for different model families and different root causes (Qwen3-VL weight mismatch vs Qwen3.5 TP plan omission)." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Different models and different failures: image preprocessor/model dtype mismatch vs a Gemma3n forward variable-name collision causing an AttributeError." }, { "left": "issue:43540", "right": "issue:45381", "accept": false, - "reason": "Both mention video processing, but they describe different models and different bugs: Qwen3OmniMoe video-input ValueError vs Qwen2.5-VL temporal position id calculation." + "reason": "Both involve video inputs, but they describe different Qwen models and different bugs (processing ValueError vs incorrect vision_position_ids scaling)." }, { "left": "issue:28218", "right": "issue:29159", "accept": false, - "reason": "Tokenizer spacing vs slow/fast tokenizer inconsistency is too broad to treat as the same bug without more evidence; the second title could cover many different tokenizer issues." + "reason": "Both are tokenizer issues, but one is about added-token spacing and the other is a broad slow-vs-fast inconsistency; not enough evidence they are the same defect." }, { "left": "issue:44610", "right": "issue:45072", "accept": false, - "reason": "Unrelated subsystems and symptoms: OmDet-Turbo image-size mismatch vs dtype mismatch in SwitchTransformers/TimmWrapperModel." + "reason": "Completely different subsystems: image size mismatch in OmDet-Turbo vs dtype mismatches in SwitchTransformers/TimmWrapperModel." }, { "left": "issue:43749", "right": "issue:44291", "accept": false, - "reason": "Both touch loading flows, but one is FSDP CPU RAM efficient loading and the other is an init_empty_weights argument regression; not the same concrete code-path problem." + "reason": "Both concern loading, but the concrete failures differ: broken FSDP CPU RAM-efficient loading vs an unexpected _is_hf_initialized argument in init_empty_weights." }, { "left": "issue:43720", "right": "issue:45072", "accept": false, - "reason": "BitNet packed-weight unpacking during accelerate loading is unrelated to bfloat16 inference dtype mismatches." + "reason": "Different bug classes: unpacking packed BitNet weights during accelerate loading vs inference dtype mismatches." }, { "left": "issue:43645", "right": "issue:46665", "accept": false, - "reason": "Both involve custom model initialization/loading contexts, but the Jupyter custom-model regression and from_pretrained-inside-classes behavior are different enough to keep separate." + "reason": "Both mention from_pretrained / custom model initialization, but the reported behaviors and environments are different enough that they do not look like the same bug." }, { "left": "issue:43825", "right": "issue:43827", "accept": false, - "reason": "One is an error-message regression, the other is outdated documentation after pipeline removal; related topic, but not the same underlying bug or change." + "reason": "Related to v5 pipeline removals, but one is an error message suggesting unsupported translation tasks and the other is docs still referencing pipeline(); documentation/message issues, not the same bug." }, { "left": "issue:34634", "right": "issue:36331", "accept": false, - "reason": "Completely different areas: BarkProcessor voice_preset vs CustomTrainer.compute_loss signature mismatch." + "reason": "Unrelated issues: BarkProcessor voice_preset failure vs CustomTrainer.compute_loss signature incompatibility." }, { "left": "issue:43577", "right": "issue:43582", "accept": false, - "reason": "Blip2 dtype casting/loading bug vs Apple Silicon allocator warmup TypeError; no shared code path." + "reason": "Different domains: Blip2 dtype propagation vs an Apple Silicon caching_allocator_warmup TypeError." }, { "left": "issue:42175", "right": "issue:45081", "accept": false, - "reason": "TensorFlow backend packaging issue is unrelated to the Mistral regex patch crash in tokenizer loading." + "reason": "No shared underlying change; one is backend dependency installation, the other is a tokenizer regex patch crash." }, { "left": "issue:44671", "right": "issue:45701", "accept": false, - "reason": "A model-specific masked-LM prediction regression is not the same as a broad tokenization-version change, even if tokenization may be involved." - }, - { - "left": "issue:46175", - "right": "issue:46932", - "accept": false, - "reason": "Gemma4 one-hot position-embedding memory blowup is unrelated to Gemma4 dtype casting for quantized embedders." + "reason": "Both mention tokenization/model behavior changes across versions, but one is CamemBERT masked-LM prediction drift and the other is a general tokenization change report." }, { "left": "issue:45003", "right": "issue:46285", "accept": false, - "reason": "Unsafe sys.modules access in modeling_utils is unrelated to the CLIP text-model structure inconsistency." + "reason": "Different problems: unsafe sys.modules access in modeling_utils vs CLIP text-model structure inconsistency." }, { "left": "issue:46697", "right": "issue:46728", "accept": false, - "reason": "Both concern image preprocessing math, but one is over-padding and the other is incorrect patch counting for Aria; different implementations and symptoms." + "reason": "Both are image-processor sizing/padding bugs, but for different models and different calculations (over-padding vs wrong patch count)." }, { - "left": "issue:43262", - "right": "issue:43819", + "left": "issue:46175", + "right": "issue:46932", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting is unrelated to DAC forward/from_latents mismatch with missing STE." + "reason": "Same model family (Gemma4) but different bugs: one is a huge one-hot position-embedding materialization, the other is dtype casting for quantized embedders." }, { - "left": "issue:43782", - "right": "issue:45325", + "left": "issue:43262", + "right": "issue:43819", "accept": false, - "reason": "Different Qwen-VL generations and different bugs: weight_only loading failure vs temporal position_id scaling." + "reason": "Different audio-related bugs: apply_chat_template default sampling rate vs DAC.from_latents/STE mismatch." }, { "left": "issue:43582", "right": "issue:44857", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError is unrelated to CUDA AMP crashes in LwDetrImageLoss." + "reason": "Different failure modes and code paths: allocator warmup TypeError on Apple Silicon vs float16 AMP crash in LwDetrImageLoss." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen-VL issues: a weight_only loading error vs an incorrect temporal position-id scaling algorithm." }, { "left": "issue:43653", "right": "issue:44912", "accept": false, - "reason": "BigBirdTokenizer special-token registration issue has nothing in common with BitNet MXFP4 quantization fallback." + "reason": "No shared code path: BigBirdTokenizer special-token registration bug vs MXFP4 quantization fallback/loading issue." }, { "left": "issue:44589", "right": "issue:45042", "accept": false, - "reason": "Float8 storage lookup error and PIL/torchvision dependency regression are different loading/runtime problems." + "reason": "Unrelated: missing Float8 storage object vs PIL backend image processors incorrectly requiring torchvision." }, { "left": "issue:43742", "right": "issue:45020", "accept": false, - "reason": "A specific MobileLLM key error is not the same bug as the broad remote_code regression in recent transformers versions." + "reason": "A specific MobileLLM key error is not the same underlying bug as the broad remote_code regression reported in #45020." }, { "left": "issue:45372", "right": "issue:46326", "accept": false, - "reason": "Both involve mistral_common, but one is a missing import for Gemma 4 processor loading and the other is continue_final_message behavior on a tokenizer path." + "reason": "Both involve mistral_common, but one is an import error during Gemma 4 processor loading and the other is continue_final_message behavior for tokenizers based on mistral_common." }, { "left": "issue:43550", "right": "issue:44912", "accept": false, - "reason": "torch.compile with SDPA in Bamba-9B-v2 is unrelated to MXFP4 quantization fallback in git-oss-20b." + "reason": "Different issues: torch.compile + SDPA failure in Bamba-9B-v2 vs MXFP4 quantization loading fallback." }, { "left": "issue:36010", "right": "issue:43645", "accept": false, - "reason": "GenerationMixin import failure and Jupyter custom-model initialization are distinct regressions." + "reason": "Different failure modes: missing GenerationMixin import vs notebook-defined custom model initialization." }, { - "left": "issue:43257", - "right": "issue:43329", + "left": "issue:36010", + "right": "issue:36331", "accept": false, - "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed is unrelated to the multimodal token-count video-branch undefined-name bug." + "reason": "No common bug: GenerationMixin import failure vs custom trainer loss-signature mismatch." }, { - "left": "issue:43906", - "right": "issue:46209", + "left": "issue:43257", + "right": "issue:43329", "accept": false, - "reason": "An isolated reproduction of an older issue is too vague to equate with the FP8 inference failure on B200; no concrete shared bug is evident." + "reason": "Different code paths and symptoms: Qwen3 MOE weight conversion under accelerate/deepspeed vs a multimodal-token counting video-branch bug." } ] }, @@ -6545,7 +6573,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-512", + "cluster_id": "cluster-10000-513", "nodes": [ "issue:34567", "issue:38175", @@ -6569,10 +6597,10 @@ "issue:43746", "issue:43819", "issue:43854", + "issue:43906", "issue:43927", "issue:43931", "issue:44060", - "issue:44291", "issue:44368", "issue:44387", "issue:44479", @@ -6580,7 +6608,6 @@ "issue:44610", "issue:44617", "issue:44811", - "issue:44821", "issue:44912", "issue:44936", "issue:44977", @@ -6593,18 +6620,20 @@ "issue:45600", "issue:45759", "issue:45859", + "issue:46209", "issue:46291", "issue:47050" ], "soft_pairs": [ + "issue:43906|issue:46209", "issue:43526|issue:43697", "issue:43531|issue:45042", "issue:43452|issue:44991", - "issue:43638|issue:44936", "issue:42175|issue:46291", + "issue:43638|issue:44936", "issue:43819|issue:43927", - "issue:44060|issue:44368", "issue:45081|issue:45406", + "issue:44060|issue:44368", "issue:43329|issue:45600", "issue:45084|issue:45538", "issue:43526|issue:44554", @@ -6622,206 +6651,198 @@ "issue:43329|issue:44479", "issue:44387|issue:44617", "issue:42915|issue:43742", - "issue:34567|issue:40990", - "issue:44291|issue:45042", - "issue:42915|issue:44821" + "issue:34567|issue:40990" ], - "prepared_review_unit_hash": "02b1296070e6a82d6c96077ed7b37391675f7e1b1ff2e69431eb047111524839", + "prepared_review_unit_hash": "e89bb7e8e0d378d787020fed7ef1a73aec06a41e6b07ca0e9510b2cf2defe049", "component_budget": { - "node_count": 512, - "item_count": 512, - "soft_pair_count": 1882, - "serialized_chars": 976539, - "estimated_input_tokens": 244135, - "estimated_eval_tokens": 488526 + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36443, - "estimated_input_tokens": 9111, - "estimated_eval_tokens": 18478 + "soft_pair_count": 27, + "serialized_chars": 36095, + "estimated_input_tokens": 9024, + "estimated_eval_tokens": 18304 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All candidate links are false positives from broad lexical similarity. The issues cover different models, subsystems, and failure modes, so none should be merged as duplicates.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue fits this set: the reports span unrelated bugs in training state, model loading, multimodal token accounting, audio/video processors, quantization, and backend/dependency handling.", + "summary": "This cluster is not a duplicate set: it contains many unrelated Transformers bug reports spanning model loading, tokenizers, processors, quantization, training, and video/audio paths. The soft pairs mostly share a broad subsystem or symptom category, but not the same underlying bug or change.", + "confidence": 0.91, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No global best issue is suitable; every item is a distinct bug report with different root causes and affected code paths.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "Different problems: 43906 is an isolated reproduction of a prior issue, while 46209 is an FP8/B200 inference failure. No shared code path or fix target." + }, { "left": "issue:43526", "right": "issue:43697", "accept": false, - "reason": "Different bugs: BEiT label reduction vs RT-DETR output divergence." + "reason": "BEiTImageProcessorFast reduce_labels bug vs RTDetrV2 output regression. Different components and symptoms." }, { "left": "issue:43531", "right": "issue:45042", "accept": false, - "reason": "Different areas: Qwen3-MoE sliding window vs PIL backend torchvision dependency." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to PIL backend requiring torchvision." }, { "left": "issue:43452", "right": "issue:44991", "accept": false, - "reason": "Unrelated loading failures affecting different tokenizer/model paths." + "reason": "gguf_file breaks tokenizer/model loading; est-roberta tokenizer loading failure is a separate model-specific regression." }, { - "left": "issue:43638", - "right": "issue:44936", + "left": "issue:42175", + "right": "issue:46291", "accept": false, - "reason": "Different trainer failures: Zero3 empty batch/index error vs post-train evaluate regression." + "reason": "One is an installation/backend dependency issue; the other is a pipelines import failure from kernels version/revision requirements." }, { - "left": "issue:42175", - "right": "issue:46291", + "left": "issue:43638", + "right": "issue:44936", "accept": false, - "reason": "Different dependency/import problems: TF backend packaging vs kernels metadata requirement." + "reason": "Zero3/non-pretrained Bert index error is a training setup bug; trainer.evaluate() after train() is a different lifecycle issue." }, { "left": "issue:43819", "right": "issue:43927", "accept": false, - "reason": "Different models and root causes: DAC STE mismatch vs DiaConfig losing token IDs." + "reason": "DAC.from_latents/STE mismatch is unrelated to DiaConfig losing custom token IDs on save/load." }, { - "left": "issue:44060", - "right": "issue:44368", + "left": "issue:45081", + "right": "issue:45406", "accept": false, - "reason": "Both mention tied-weights warnings, but they concern different Qwen variants and different warning behavior." + "reason": "Both are attribute-related loading failures, but they affect different objects and code paths: Mistral regex patching vs Gemma4Processor in serve." }, { - "left": "issue:45081", - "right": "issue:45406", + "left": "issue:44060", + "right": "issue:44368", "accept": false, - "reason": "Similar attribute-error shape, but distinct processors and code paths (Mistral regex patch vs Gemma4 serving)." + "reason": "Both mention tied-weights warnings in Qwen models, but they involve different model families and likely different config handling bugs." }, { "left": "issue:43329", "right": "issue:45600", "accept": false, - "reason": "Multimodal video token counting bug is unrelated to stale auto_mappings references." + "reason": "Video token counting undefined-variable bug is not the same as stale auto_mappings references to removed configs." }, { "left": "issue:45084", "right": "issue:45538", "accept": false, - "reason": "Different tokenizer/template issues with no shared failing code path." + "reason": "Template compilation TypeError and CLIPTokenizer model_max_length are unrelated issues." }, { "left": "issue:43526", "right": "issue:44554", "accept": false, - "reason": "Different problems: image label reduction vs MPS attention correctness." + "reason": "BEiT label reduction bug has no overlap with the MPS attention correctness issue." }, { "left": "issue:42490", "right": "issue:43257", "accept": false, - "reason": "Local-path import warning is unrelated to Qwen3 MoE weight conversion under accelerate+deepspeed." + "reason": "Trailing-slash local model import warning is unrelated to Qwen3 MOE weight conversion with accelerate+deepspeed." }, { "left": "issue:43746", "right": "issue:44811", "accept": false, - "reason": "Different functionality: local PEFT checkpoint loading vs Whisper batch decoding options." + "reason": "PEFT local-checkpoint loading failure is unrelated to Whisper batch_decode ignoring skip_special_tokens." }, { "left": "issue:45859", "right": "issue:47050", "accept": false, - "reason": "Different backends and bugs: CPU offload rotary embedding vs ONNX fp16 attention dtype mismatch." + "reason": "CPU offload compatibility in Qwen3_5MoeTextRotaryEmbedding is unrelated to CanineModel ONNX dtype mismatch." }, { "left": "issue:43643", "right": "issue:45759", "accept": false, - "reason": "Both involve config loading, but one loses fields with trust_remote_code while the other fails to unwrap text_config." + "reason": "AutoConfig missing fields with trust_remote_code is a different config-loading bug than AutoModelForCausalLM.from_config not unwrapping text_config." }, { "left": "issue:43854", "right": "issue:44977", "accept": false, - "reason": "Different model-specific regressions: GLM-4.7-Flash loading vs Qwen3.5 flash-attention generation." + "reason": "GLM-4.7-Flash unit-test loading failure and Qwen3.5 flash-attention generation bug are different models and different failures." }, { "left": "issue:38175", "right": "issue:44610", "accept": false, - "reason": "Different inference bugs: SigLIP2 zero probabilities vs OmDet-Turbo processor/model size mismatch." + "reason": "Unexpected zero probabilities in SigLIP2 is unrelated to OmDet-Turbo processor/model input-size mismatch." }, { "left": "issue:43262", "right": "issue:44811", "accept": false, - "reason": "Audio chat-template sampling-rate default is unrelated to Whisper batch_decode token skipping." + "reason": "Audio apply_chat_template sample-rate default bug is separate from Whisper batch_decode skip_special_tokens handling." }, { "left": "issue:39692", "right": "issue:44912", "accept": false, - "reason": "Documentation/example errors and quantization mismatch are different from MXFP4 fallback to bf16." + "reason": "SigLIP2 doc example errors and gpt-oss-20b MXFP4 quantization fallback are unrelated." }, { "left": "issue:43257", "right": "issue:43696", "accept": false, - "reason": "Qwen3 MoE conversion bug is unrelated to GPT-oss out-of-memory." + "reason": "Qwen3 MOE weight conversion with accelerate/deepspeed is unrelated to GPT-oss-20b CUDA OOM." }, { "left": "issue:43329", "right": "issue:43450", "accept": false, - "reason": "Video token-count helper bug and batched video processor shape bug are different defects." + "reason": "Both involve video processing, but one is undefined variables in multimodal token counting and the other is batched output shape handling; not the same bug." }, { "left": "issue:43257", "right": "issue:43931", "accept": false, - "reason": "Different failures: MoE conversion under distributed loading vs Qwen3-VL shape mismatch." + "reason": "Qwen3 MOE conversion issue does not match Qwen3-VL weight-shape mismatch during loading." }, { "left": "issue:43329", "right": "issue:44479", "accept": false, - "reason": "Both touch video/VLM handling, but the concrete failures are different code paths and model families." + "reason": "General video regression in v5.3.0 across Qwen models is broader and distinct from the specific undefined-variable bug in _get_num_multimodal_tokens." }, { "left": "issue:44387", "right": "issue:44617", "accept": false, - "reason": "Quantization memory regression is unrelated to Sam3Video OOM." + "reason": "Int4 quantization reserved-memory OOM is a different problem from Sam3Video OOM." }, { "left": "issue:42915", "right": "issue:43742", "accept": false, - "reason": "Different issues: FineGrainedFP8 loading failure vs MobileLLM key error." + "reason": "Qwen3Moe FineGrainedFP8Config failure and MobileLLM key error are unrelated model-loading issues." }, { "left": "issue:34567", "right": "issue:40990", "accept": false, - "reason": "Training token counter bug is unrelated to GPT-oss perplexity." - }, - { - "left": "issue:44291", - "right": "issue:45042", - "accept": false, - "reason": "init_empty_weights argument mismatch is unrelated to PIL backend torchvision requirements." - }, - { - "left": "issue:42915", - "right": "issue:44821", - "accept": false, - "reason": "Different loading problems: Qwen3Moe FP8 config vs AutoImageProcessor URL support." + "reason": "TrainerState num_input_tokens_seen not updating is unrelated to high perplexity on gpt-oss-20b." } ] }, @@ -6843,7 +6864,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-512", + "cluster_id": "cluster-10000-513", "nodes": [ "issue:28282", "issue:29127", @@ -6854,6 +6875,7 @@ "issue:34689", "issue:39379", "issue:42175", + "issue:42915", "issue:43404", "issue:43425", "issue:43454", @@ -6868,14 +6890,14 @@ "issue:43906", "issue:43927", "issue:44291", - "issue:44479", "issue:44554", "issue:44568", "issue:44756", + "issue:44821", "issue:44857", "issue:44912", - "issue:44936", "issue:44987", + "issue:45042", "issue:45081", "issue:45127", "issue:45137", @@ -6888,19 +6910,19 @@ "issue:46291", "issue:46421", "issue:46424", - "issue:46693", "issue:46701", - "issue:46821", "issue:46832", "issue:47020" ], "soft_pairs": [ - "issue:45459|issue:45803", + "issue:44291|issue:45042", + "issue:42915|issue:44821", "issue:29159|issue:34567", + "issue:45459|issue:45803", "issue:46421|issue:46424", "issue:43650|issue:43906", - "issue:43749|issue:44756", "issue:28282|issue:29870", + "issue:43749|issue:44756", "issue:43525|issue:46291", "issue:28282|issue:34689", "issue:43454|issue:43577", @@ -6909,203 +6931,201 @@ "issue:43425|issue:46291", "issue:43927|issue:44912", "issue:44568|issue:45356", - "issue:39379|issue:44554", "issue:33357|issue:34567", + "issue:39379|issue:44554", "issue:42175|issue:43824", "issue:44857|issue:46832", "issue:43697|issue:45357", "issue:45137|issue:45405", - "issue:43404|issue:45127", "issue:28282|issue:29127", + "issue:43404|issue:45127", "issue:45081|issue:47020", - "issue:43742|issue:44291", - "issue:44936|issue:46821", - "issue:44479|issue:46693" + "issue:43742|issue:44291" ], - "prepared_review_unit_hash": "7c54e43d2137dcccababa73fde161df2a4f617422c0a50882d5c74bc367f58a5", + "prepared_review_unit_hash": "1c54988cbe742172f576cdb5c20b00e7e64ee5b95cf8cb0b2807c3bfafa77d99", "component_budget": { - "node_count": 512, - "item_count": 512, - "soft_pair_count": 1882, - "serialized_chars": 976539, - "estimated_input_tokens": 244135, - "estimated_eval_tokens": 488526 + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 26, - "serialized_chars": 35744, - "estimated_input_tokens": 8936, - "estimated_eval_tokens": 18128 + "serialized_chars": 35108, + "estimated_input_tokens": 8777, + "estimated_eval_tokens": 17810 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a heterogeneous cluster of unrelated Transformers issues. The only commonality is broad library scope; none of the soft pairs looks like the same underlying bug/change, so no duplicate merges are warranted.", - "confidence": 0.88, - "canonical_issue_reason": "No true canonical issue stands out: the set spans unrelated loading, tokenizer, training, vision, cache, and quantization problems.", + "summary": "This cluster is mostly a set of superficially similar but substantively different Transformers bug reports; I would not merge any of the soft pairs. The most reasonable anchor issue is the clear, user-facing import failure in 43824, but even that is not a duplicate of the others.", + "confidence": 0.69, + "canonical_issue_reason": "43824 is the strongest canonical anchor: it is a concrete, reproducible import failure with inbound references and broad user impact, whereas the other candidates are more model-, tokenizer-, or subsystem-specific.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 29159 is the broadest user-facing tokenizer-behavior report in the set, so it is the closest weak representative, but it does not actually subsume the mixed cluster.", + "best_issue_reason": "43824 is the best overall representative of this mixed cluster because it is the most self-contained and actionable bug report; the rest are too diverse to serve as better duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45459", - "right": "issue:45803", + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "Different failure modes: init_empty_weights/_is_hf_initialized argument handling vs PIL image processor dependency requirements." + }, + { + "left": "issue:42915", + "right": "issue:44821", "accept": false, - "reason": "Both mention error-handling around tokenization, but they hit different code paths: protobuf decode fallback vs. Fuyu tensor conversion." + "reason": "Unrelated problems: FineGrainedFP8Config loading failure vs loading AutoImageProcessor from a URL." }, { "left": "issue:29159", "right": "issue:34567", "accept": false, - "reason": "Tokenizer slow/fast inconsistency and Trainer token-count bookkeeping are unrelated bugs." + "reason": "Tokenizer fast/slow inconsistency and TrainerState token-count tracking are separate components with different bugs." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both involve error handling, but one is protobuf decode handling in tokenizers and the other is a bare except in Fuyu tensor conversion; not the same bug." }, { "left": "issue:46421", "right": "issue:46424", "accept": false, - "reason": "Both are cache-related, but one is lazy cache initialization causing recompilation and the other is cache length configuration behavior." + "reason": "Both mention cache, but one is lazy-init recompilation and the other is max_cache_length behavior for Quantized Cache; different code paths." }, { "left": "issue:43650", "right": "issue:43906", "accept": false, - "reason": "These are unrelated; one is a vague data request, the other is a reproduction of a separate issue." + "reason": "A vague data request is not the same as an isolated reproduction of a specific prior issue." }, { - "left": "issue:43749", - "right": "issue:44756", + "left": "issue:28282", + "right": "issue:29870", "accept": false, - "reason": "Both concern memory/loading, but FSDP CPU RAM efficient loading and disabling mmap on Strix Halo are different failure modes." + "reason": "Missing PyTorch import dependency and BART generate() decoder_attention_mask UnboundLocalError are unrelated." }, { - "left": "issue:28282", - "right": "issue:29870", + "left": "issue:43749", + "right": "issue:44756", "accept": false, - "reason": "Missing PyTorch dependency import error and BART generate() UnboundLocalError are different problems." + "reason": "Both involve memory/loading, but FSDP CPU RAM efficient loading and Strix Halo mmap OOM are different root causes." }, { "left": "issue:43525", "right": "issue:46291", "accept": false, - "reason": "Llama4Config missing pad_token_id and pipelines failing on kernels version requirements are unrelated." + "reason": "Llama4Config pad_token_id missing is unrelated to kernels v0.15 import-time version/revision validation." }, { "left": "issue:28282", "right": "issue:34689", "accept": false, - "reason": "A missing torch dependency is not the same as a Llama 3.2 vision model-loading regression." + "reason": "PyTorch-not-found import error and Llama 3.2 vision model loading regression are different issues." }, { "left": "issue:43454", "right": "issue:43577", "accept": false, - "reason": "Both touch model attributes, but untied lm_head weights and BLIP2 dtype propagation are distinct bugs." + "reason": "lm_head weight tying in AyaVision and BLIP2 dtype loading staying float32 are distinct bugs." }, { "left": "issue:44987", "right": "issue:45538", "accept": false, - "reason": "Loading a specific model and CLIPTokenizer's max_length constant are not the same underlying issue." + "reason": "Model load failure for physical-intelligence/fast and CLIPTokenizer model_max_length misuse are unrelated tokenizer/model issues." }, { "left": "issue:43540", "right": "issue:46701", "accept": false, - "reason": "Both are multimodal issues, but Qwen3OmniMoe video-input validation and DiffusionGemma pipeline output wiring are different code paths." + "reason": "Different multimodal pipelines and different errors: Qwen3OmniMoe video processing vs DiffusionGemma image-text-to-text output handling." }, { "left": "issue:43425", "right": "issue:46291", "accept": false, - "reason": "Torch version incompatibility and kernels import-version requirements are separate dependency issues." + "reason": "Torch 2.10 incompatibility and kernels import failure involve different dependencies and failure mechanisms." }, { "left": "issue:43927", "right": "issue:44912", "accept": false, - "reason": "Config save/load token-ID loss and MXFP4 quantization fallback are unrelated." + "reason": "DiaConfig save/load token-ID loss is not the same as MXFP4 quantization falling back to bf16." }, { "left": "issue:44568", "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and different failure modes." + "reason": "Both are tokenizer regressions, but they affect different models and different tokenizer behaviors/codecs." }, { - "left": "issue:39379", - "right": "issue:44554", + "left": "issue:33357", + "right": "issue:34567", "accept": false, - "reason": "These are both correctness bugs, but one is mllama mask handling and the other is an MPS attention dimension issue." + "reason": "MacOS bus error in CLIP and TrainerState.num_input_tokens_seen not updating are unrelated." }, { - "left": "issue:33357", - "right": "issue:34567", + "left": "issue:39379", + "right": "issue:44554", "accept": false, - "reason": "A MacOS CLIP bus error and a TrainerState token counter not updating are unrelated." + "reason": "Both touch attention/masking correctness, but they are model- and backend-specific with different underlying conditions." }, { "left": "issue:42175", "right": "issue:43824", "accept": false, - "reason": "Packaging/backends missing TensorFlow and failing to import a model class are different problems." + "reason": "Missing TensorFlow in a torch-only install and missing Qwen2.5-VL export are different packaging/import issues." }, { "left": "issue:44857", "right": "issue:46832", "accept": false, - "reason": "Both are RT-DETR related, but one is an AMP/CUDA loss crash and the other is a forward-path feature-level mismatch." + "reason": "LwDetrImageLoss AMP crash and RT-DETR forward TypeError are separate detection-model failures." }, { "left": "issue:43697", "right": "issue:45357", "accept": false, - "reason": "RTDetrV2 output regression and Qwen3.5 save_pretrained key corruption are unrelated." + "reason": "RTDetrV2 output drift in v5 and Qwen3.5 save_pretrained key regression are unrelated." }, { "left": "issue:45137", "right": "issue:45405", "accept": false, - "reason": "DeepSpeed ZeRO3 deque errors and an unreleased PEFT version bump do not describe the same bug." + "reason": "DeepSpeed ZeRO3 deque error and a MIN_PEFT_VERSION bump are not the same bug." }, { - "left": "issue:43404", - "right": "issue:45127", + "left": "issue:28282", + "right": "issue:29127", "accept": false, - "reason": "Both involve weight tying, but one is a missing tie in Mistral3ForConditionalGeneration and the other is LoRA merge collapse with extended vocab." + "reason": "A missing PyTorch dependency and LayoutLMv3 box-content error messaging are unrelated." }, { - "left": "issue:28282", - "right": "issue:29127", + "left": "issue:43404", + "right": "issue:45127", "accept": false, - "reason": "A missing PyTorch import and a LayoutLMv3 box-information error are unrelated." + "reason": "Untied lm_head weights in Mistral3ForConditionalGeneration and LoRA merge collapse with extended vocabulary are different code-path problems." }, { "left": "issue:45081", "right": "issue:47020", "accept": false, - "reason": "Both are tokenizer construction failures, but they affect different tokenizer implementations and different root causes." + "reason": "Mistral regex patch crashing on tokenizer internals and XLMRobertaTokenizer passing a dict to Unigram are separate tokenizer construction bugs." }, { "left": "issue:43742", "right": "issue:44291", "accept": false, - "reason": "Model loading key errors and unexpected _is_hf_initialized arguments are different initialization bugs." - }, - { - "left": "issue:44936", - "right": "issue:46821", - "accept": false, - "reason": "Trainer evaluate-after-train failure and TimesFM window_size attribute errors are unrelated." - }, - { - "left": "issue:44479", - "right": "issue:46693", - "accept": false, - "reason": "A video-input regression and a long-context performance regression are not the same underlying issue." + "reason": "KeyError loading MobileLLM-125M and unexpected _is_hf_initialized during init_empty_weights are different model-loading failures." } ] }, @@ -7127,7 +7147,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-512", + "cluster_id": "cluster-10000-513", "nodes": [ "issue:24643", "issue:27957", @@ -7159,6 +7179,7 @@ "issue:44821", "issue:44849", "issue:44898", + "issue:44936", "issue:44964", "issue:44987", "issue:44991", @@ -7166,34 +7187,35 @@ "issue:45081", "issue:45325", "issue:45381", - "issue:45405", "issue:45488", "issue:45538", - "issue:45600", "issue:45701", "issue:45907", "issue:46399", "issue:46512", + "issue:46693", "issue:46821", "issue:46869" ], "soft_pairs": [ + "issue:44936|issue:46821", + "issue:44479|issue:46693", "issue:42915|issue:45538", "issue:45538|issue:46869", "issue:43452|issue:43582", - "issue:44062|issue:44991", "issue:24643|issue:29159", "issue:27957|issue:28282", + "issue:44062|issue:44991", "issue:42915|issue:43749", "issue:43577|issue:46512", "issue:44849|issue:45701", "issue:41720|issue:43540", - "issue:43540|issue:44560", "issue:42175|issue:44488", - "issue:43540|issue:44479", + "issue:43540|issue:44560", "issue:44987|issue:45907", - "issue:44479|issue:45381", "issue:38175|issue:44898", + "issue:43540|issue:44479", + "issue:44479|issue:45381", "issue:44291|issue:44821", "issue:34567|issue:36331", "issue:44792|issue:44964", @@ -7205,103 +7227,108 @@ "issue:43742|issue:44589", "issue:43531|issue:44821", "issue:43756|issue:46399", - "issue:43756|issue:45325", - "issue:45405|issue:45600" + "issue:43756|issue:45325" ], - "prepared_review_unit_hash": "50c3da2be97fed5ae0d5a0e0607b2f05bdefba79cb689db1a529d448d8165bef", + "prepared_review_unit_hash": "b69b96f72202c4e04a6bb8dcb32e2f7d4ca23bb03fbd68e0c868e22f3d29044e", "component_budget": { - "node_count": 512, - "item_count": 512, - "soft_pair_count": 1882, - "serialized_chars": 976539, - "estimated_input_tokens": 244135, - "estimated_eval_tokens": 488526 + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35783, - "estimated_input_tokens": 8946, - "estimated_eval_tokens": 18148 + "soft_pair_count": 30, + "serialized_chars": 36059, + "estimated_input_tokens": 9015, + "estimated_eval_tokens": 18286 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a heterogeneous collection of unrelated Transformers issues. The only soft pair that looks like the same underlying bug is the Qwen2.5-VL/Qwen3 video-input position-id regression. No PRs are present.", - "confidence": 0.72, - "canonical_issue_reason": "issue:44479 is the broadest and most representative of the video-input regression family, covering multiple Qwen VL/MoE variants and likely subsuming the narrower follow-up report.", + "summary": "Mostly unrelated closed issues with a few weak thematic overlaps; the only soft edge that looks like a true duplicate-style match is the Qwen video-position-id regression pair 44479/45381.", + "confidence": 0.7, + "canonical_issue_reason": "issue:44479 is the broadest Qwen video-input regression report in the packet, covering multiple affected Qwen variants; issue:43540 predates it but appears narrower and model-specific, so 44479 is the better umbrella canonical issue.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 is the best representative issue because it captures the shared Qwen video-input regression at the highest level and is more general than the narrower variant report.", + "best_issue_reason": "issue:44479 is the best representative issue because it captures the shared Qwen video-input regression across several variants rather than a narrower single-model manifestation.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44936", + "right": "issue:46821", + "accept": false, + "reason": "Different subsystems and failures: trainer lifecycle bug vs TimesFM window_size AttributeError." + }, + { + "left": "issue:44479", + "right": "issue:46693", + "accept": false, + "reason": "Both mention Qwen/transformers regressions, but one is a video-input correctness bug and the other is a long-context FA2 performance regression." + }, { "left": "issue:42915", "right": "issue:45538", "accept": false, - "reason": "Different failures in unrelated areas: Qwen3Moe FP8 loading vs CLIPTokenizer max-length metadata." + "reason": "Unrelated: Qwen3-MoE FP8 loading failure vs CLIPTokenizer max_length constant bug." }, { "left": "issue:45538", "right": "issue:46869", "accept": false, - "reason": "Unrelated tokenizer metadata bug vs YOLO multi-GPU auto device-map failure." + "reason": "Tokenizer constant bug vs YOLO multi-GPU device-map failure; no shared underlying code path." }, { "left": "issue:43452", "right": "issue:43582", "accept": false, - "reason": "GGUF tokenizer/model loading issue vs Apple Silicon allocator warmup TypeError; no shared code path." - }, - { - "left": "issue:44062", - "right": "issue:44991", - "accept": false, - "reason": "AddedToken argument conflict vs tokenizer loading failure for a specific model; symptoms and causes differ." + "reason": "AutoTokenizer/AutoModel gguf loading issue vs Apple Silicon allocator warmup TypeError." }, { "left": "issue:24643", "right": "issue:29159", "accept": false, - "reason": "DeepSpeed training weight-shape error is unrelated to slow/fast tokenizer inconsistency." + "reason": "DeepSpeed training RuntimeError and tokenizer slow/fast inconsistency are different bugs." }, { "left": "issue:27957", "right": "issue:28282", "accept": false, - "reason": "Flash Attention 2 model support issue vs missing PyTorch import error." + "reason": "Flash Attention 2 model-specific issue vs missing PyTorch ImportError; not the same problem." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-related, but one is an AddedToken constructor error and the other is a model-specific tokenizer load failure; too indirect to merge." }, { "left": "issue:42915", "right": "issue:43749", "accept": false, - "reason": "Both involve training/loading infrastructure, but the concrete problems are different: FP8 config vs FSDP CPU RAM efficient loading." + "reason": "Different loading paths and symptoms: FP8 config failure vs FSDP CPU RAM efficient loading regression." }, { "left": "issue:43577", "right": "issue:46512", "accept": false, - "reason": "Both mention dtype handling, but one is a BLIP2 module-casting bug and the other is stale config dtype after from_config; not the same defect." + "reason": "Both touch dtype handling, but one is a BLIP2 loading cast issue and the other is stale config metadata after from_config; not the same bug." }, { "left": "issue:44849", "right": "issue:45701", "accept": false, - "reason": "Qwen3.5 hidden-states bug is unrelated to tokenizer-version-dependent tokenization changes." + "reason": "Qwen3.5 hidden-states bug and a tokenizer-version regression are unrelated." }, { "left": "issue:41720", "right": "issue:43540", "accept": false, - "reason": "Different Qwen3 failures: auto device mapping cuda assert vs video input processing ValueError." - }, - { - "left": "issue:43540", - "right": "issue:44560", - "accept": false, - "reason": "Both are video-related, but they target different models and errors (ValueError vs StopIteration) and do not clearly share one concrete code path." + "reason": "Auto device-map CUDA assert vs Qwen3OmniMoe video processing failure; different code paths." }, { "left": "issue:42175", @@ -7311,114 +7338,114 @@ }, { "left": "issue:43540", - "right": "issue:44479", + "right": "issue:44560", "accept": false, - "reason": "Related domain, but 44479 is a broader regression report across several Qwen VL variants; 43540 is a distinct Qwen3OmniMoe video-input error." + "reason": "Both are video-input issues in Qwen variants, but the models and reported failures differ too much to treat as the same concrete bug." }, { "left": "issue:44987", "right": "issue:45907", "accept": false, - "reason": "Different API problems: loading a model with a new transformers version vs list_repo_files not forwarding revision." - }, - { - "left": "issue:44479", - "right": "issue:45381", - "accept": true, - "reason": "Both point to the same Qwen2.5-VL video-input positional-id regression in v5.3.0; one is the broad regression report, the other a narrower symptom report." + "reason": "Model loading failure vs hub API revision-forwarding CI break; unrelated." }, { "left": "issue:38175", "right": "issue:44898", "accept": false, - "reason": "Different model families and failures: SigLIP2 zero-probabilities vs Perceiver image-classification at non-default resolution." + "reason": "Different vision-model failures: zero probabilities in SigLIP2 vs Perceiver image classification on non-default resolution." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Broad thematic overlap on Qwen video inputs, but the issue details and affected model families are distinct enough that this is not clearly one bug." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Both describe the same Qwen2.5-VL / Qwen video-input position-id regression; 45381 is a narrower manifestation of the same underlying code-path bug." }, { "left": "issue:44291", "right": "issue:44821", "accept": false, - "reason": "Unexpected init_empty_weights argument vs AutoImageProcessor URL loading; unrelated loader paths." + "reason": "Unexpected _is_hf_initialized argument during init_empty_weights is unrelated to loading AutoImageProcessor from URL." }, { "left": "issue:34567", "right": "issue:36331", "accept": false, - "reason": "TrainerState token counter not updating is not the same as custom compute_loss signature breakage." + "reason": "TrainerState token-count tracking and CustomTrainer.compute_loss signature mismatch are separate trainer bugs." }, { "left": "issue:44792", "right": "issue:44964", "accept": false, - "reason": "Janus test failure and Phi-4 multimodal loading failure are distinct multimodal issues." + "reason": "Janus image-generation test failure and Phi-4 multimodal model loading issue are not the same concrete problem." }, { "left": "issue:44568", "right": "issue:45488", "accept": false, - "reason": "Different tokenizer regressions affecting different tokenizer classes and behaviors." + "reason": "Different tokenizer regressions with different mechanisms and models; too broad to merge." }, { "left": "issue:43257", "right": "issue:43756", "accept": false, - "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed is unrelated to Smollm3 RoPE-layer selection." + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed vs Smollm3 RoPE-layer dropping are unrelated model bugs." }, { "left": "issue:44062", "right": "issue:45081", "accept": false, - "reason": "AddedToken special-flag conflict is unrelated to Mistral regex patching crash." + "reason": "AddedToken special-arg duplication vs Mistral regex patch crash; separate tokenizer internals." }, { "left": "issue:45042", "right": "issue:45081", "accept": false, - "reason": "Image-processor torchvision dependency regression is unrelated to tokenizer regex patching." + "reason": "Image-processor dependency regression vs tokenizer regex patch crash; different layers." }, { "left": "issue:43582", "right": "issue:46821", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError vs TimesFM window_size AttributeError; different subsystems." + "reason": "Apple Silicon allocator warmup TypeError is unrelated to TimesFM window_size AttributeError." }, { "left": "issue:43742", "right": "issue:44589", "accept": false, - "reason": "MobileLLM key error is unrelated to missing Float8 storage type." + "reason": "MobileLLM loading key error vs missing Float8 storage type; different failure modes." }, { "left": "issue:43531", "right": "issue:44821", "accept": false, - "reason": "Qwen3-MoE sliding_window bug is unrelated to AutoImageProcessor URL loading." + "reason": "Qwen3-MoE sliding_window bug is unrelated to loading AutoImageProcessor from URL." }, { "left": "issue:43756", "right": "issue:46399", "accept": false, - "reason": "Smollm3 RoPE-layer count bug and Qwen3.5 apply_rotary_pos_emb registration crash are different defects." + "reason": "Smollm3 RoPE-layer truncation and Qwen3.5 kernel registration failure are separate issues." }, { "left": "issue:43756", "right": "issue:45325", "accept": false, - "reason": "Different RoPE-related symptoms in different model families; no evidence of the same bug." - }, - { - "left": "issue:45405", - "right": "issue:45600", - "accept": false, - "reason": "PEFT version pin issue vs stale auto_mappings config reference breaking CI; unrelated." + "reason": "Both are Qwen-related but concern different model families and different rotary-position behavior; not enough to call them the same bug." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is well grounded in the packet and stays conservative. The only accepted soft pair, issue:44479 vs issue:45381, is a plausible same-bug match based on the shared Qwen2.5-VL video input position-id regression. The other pairwise rejections are cautious and supported by the titles/descriptions. No PRs are present, so there is nothing mergeability-related to flag." + "accept": false, + "feedback": "The analysis is mostly conservative, but the canonical issue rationale overstates the evidence: issue:44479 is not the earliest concrete regression report in the packet, since issue:43540 predates it. You can still argue 44479 is the broadest Qwen video-input report, but the \u2018earliest\u2019/\u2018subsumes follow-up reports\u2019 phrasing is too strong for the packet alone. The accepted soft edge 44479\u219445381 looks plausible; the rest are suitably cautious." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -7434,7 +7461,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-512", + "cluster_id": "cluster-10000-513", "nodes": [ "issue:24643", "issue:28282", @@ -7445,7 +7472,6 @@ "issue:43526", "issue:43540", "issue:43577", - "issue:43643", "issue:43697", "issue:43716", "issue:43720", @@ -7465,9 +7491,10 @@ "issue:45200", "issue:45216", "issue:45357", - "issue:45375", + "issue:45405", "issue:45479", "issue:45588", + "issue:45600", "issue:45663", "issue:45672", "issue:45674", @@ -7485,9 +7512,10 @@ "issue:46899" ], "soft_pairs": [ - "issue:43716|issue:46701", + "issue:45405|issue:45600", "issue:44737|issue:46463", "issue:43577|issue:45072", + "issue:43716|issue:46701", "issue:45823|issue:46463", "issue:43906|issue:46693", "issue:44568|issue:46491", @@ -7495,8 +7523,8 @@ "issue:45672|issue:45674", "issue:44625|issue:44877", "issue:43540|issue:46693", - "issue:43906|issue:46468", "issue:43452|issue:44488", + "issue:43906|issue:46468", "issue:28282|issue:32090", "issue:43697|issue:46829", "issue:45663|issue:46846", @@ -7510,199 +7538,198 @@ "issue:44493|issue:46050", "issue:43720|issue:44898", "issue:45200|issue:46463", - "issue:41762|issue:44936", - "issue:43643|issue:45375" + "issue:41762|issue:44936" ], - "prepared_review_unit_hash": "db6b320365f6cc2f4adac97de36b8f2316a5d9634ec7291fca4397d5e9fcd03d", + "prepared_review_unit_hash": "e00862def2aa2c021fa49f61754fa7e68a68f637a92ea45a55c5ac943ada1245", "component_budget": { - "node_count": 512, - "item_count": 512, - "soft_pair_count": 1882, - "serialized_chars": 976539, - "estimated_input_tokens": 244135, - "estimated_eval_tokens": 488526 + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 35953, - "estimated_input_tokens": 8989, - "estimated_eval_tokens": 18234 + "serialized_chars": 35889, + "estimated_input_tokens": 8973, + "estimated_eval_tokens": 18202 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose similarity bucket of mostly unrelated transformer bugs: tokenizer regressions, config/serialization issues, multimodal dtype/device problems, training/DeepSpeed failures, and a few model-specific loading errors. The soft pairs share broad subsystem vocabulary only, so none look like true duplicates of the same concrete bug or change.", - "confidence": 0.93, - "canonical_issue_reason": "No canonical issue: the items are thematically related but not the same underlying bug, so there is no single issue that cleanly represents the cluster.", + "summary": "The cluster is highly heterogeneous: it contains many unrelated bug reports across different models, tokenizers, training paths, quantization paths, and config/serialization issues. I do not see a single underlying duplicate topic, so no canonical issue/PR stands out.", + "confidence": 0.98, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a good global representative because the cluster spans many different failure modes and model families; any pick would be arbitrary.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43716", - "right": "issue:46701", + "left": "issue:45405", + "right": "issue:45600", "accept": false, - "reason": "Both involve multimodal inputs, but one is an image-preprocessor dtype mismatch and the other is a broken image-text-to-text pipeline; different code paths and symptoms." + "reason": "One is a PEFT version bump/release problem; the other is stale auto_mappings references. Different failure modes and fixes." }, { "left": "issue:44737", "right": "issue:46463", "accept": false, - "reason": "XLNet CPU positional encoding bug vs T5 decoder-input validation error; unrelated models and failures." + "reason": "XLNet CPU device placement bug vs T5 decoder-input validation error message. Unrelated code paths." }, { "left": "issue:43577", "right": "issue:45072", "accept": false, - "reason": "Both are dtype-related, but one is load-time dtype propagation in Blip2 and the other is inference-time dtype mismatches in SwitchTransformers/TimmWrapperModel." + "reason": "Both involve dtype mismatches, but they affect different models and different mechanisms." + }, + { + "left": "issue:43716", + "right": "issue:46701", + "accept": false, + "reason": "Mistral-3 preprocessing/model dtype mismatch vs a broken diffusion generation output pipeline. Not the same bug." }, { "left": "issue:45823", "right": "issue:46463", "accept": false, - "reason": "Gemma4 device-map forward mismatch is unrelated to a T5 decoder validation error message bug." + "reason": "Gemma4 device_map forward mismatch vs T5 decoder validation messaging. Different models and causes." }, { "left": "issue:43906", "right": "issue:46693", "accept": false, - "reason": "One is an isolated reproduction of a specific prior issue; the other is a performance regression with FA2 and long-context generation." + "reason": "An isolated reproduction of another issue vs a long-context FA2 performance regression. Not duplicates." }, { "left": "issue:44568", "right": "issue:46491", "accept": false, - "reason": "Tokenizer special-token behavior vs CodeLlama encode/decode leading-space loss; different tokenizer bugs." + "reason": "Tokenizer special-token handling vs CodeLlama encode/decode leading-space regression. Different tokenizer bugs." }, { "left": "issue:24643", "right": "issue:29870", "accept": false, - "reason": "DeepSpeed training weight-shape runtime error vs Bart generate unbound local decoder_attention_mask; not the same failure." + "reason": "DeepSpeed weight shape error vs Bart generate() unbound variable. Different training/generation paths." }, { "left": "issue:45672", "right": "issue:45674", "accept": false, - "reason": "Gemma4 4-bit audio/vision uint8 cast bug vs BitsAndBytes skip-modules handling; different quantization paths." + "reason": "Both are quantization-related, but one is an unsafe uint8 dtype cast in Gemma4 audio modules; the other is BitsAndBytes skip-module exclusion handling." }, { "left": "issue:44625", "right": "issue:44877", "accept": false, - "reason": "Qwen3.5 num_labels propagation bug vs strict config blocking granite_speech loading; distinct config issues." + "reason": "Qwen3.5 num_labels propagation vs strict config loading for granite_speech. Distinct config issues." }, { "left": "issue:43540", "right": "issue:46693", "accept": false, - "reason": "Video-input processing error in Qwen3OmniMoe vs FA2 long-context performance regression; unrelated." + "reason": "Video input validation in Qwen3OmniMoe vs FA2 long-context performance regression. Unrelated." }, { - "left": "issue:43906", - "right": "issue:46468", + "left": "issue:43452", + "right": "issue:44488", "accept": false, - "reason": "An isolated reproduction is not the same bug as the broken official Nemotron example." + "reason": "Generic gguf_file/from_pretrained breakage vs a specific model load failure for cjvt/sleng-bert. Not enough evidence of the same bug." }, { - "left": "issue:43452", - "right": "issue:44488", + "left": "issue:43906", + "right": "issue:46468", "accept": false, - "reason": "gguf_file loading breakage for tokenizer/model APIs vs failure to load one specific model checkpoint; different load-time problems." + "reason": "Reproduction of an earlier issue vs broken official Nemotron example. Different reported failures." }, { "left": "issue:28282", "right": "issue:32090", "accept": false, - "reason": "Missing PyTorch import vs NoneType passed to _gpu_broadcast_one; unrelated environment/runtime failures." + "reason": "Missing PyTorch import error vs Trainer broadcast NoneType error. Completely different problems." }, { "left": "issue:43697", "right": "issue:46829", "accept": false, - "reason": "RTDetrV2 output drift in v5 vs VideoPrism hidden_states field mispopulation; different model behaviors and code paths." + "reason": "RTDetrV2 output regression vs VideoPrism hidden_states field bug. Different models and outputs." }, { "left": "issue:45663", "right": "issue:46846", "accept": false, - "reason": "Gemma4 FSDP2 shared_kv_states bug vs Qwen3.5 tensor-parallel plan omission; different models and mechanisms." + "reason": "Gemma4 FSDP2 shared_kv_states bug vs Qwen3.5 tensor-parallel plan omission. Different underlying fixes." }, { "left": "issue:44913", "right": "issue:46121", "accept": false, - "reason": "GPTNeoX config reload losing rotary_pct vs rope validation TypeError on JSON-loaded lists; separate config serialization bugs." + "reason": "GPTNeoX config reload regression vs rope-validation utility TypeError. Related theme, but not the same defect." }, { "left": "issue:44737", "right": "issue:45588", "accept": false, - "reason": "XLNet CPU arange issue vs flash_attention crash on s_aux=None; not the same problem." + "reason": "Device placement bug in XLNet vs flash_attention handling of s_aux=None. Different code paths." }, { "left": "issue:43526", "right": "issue:45479", "accept": false, - "reason": "BEiT image processor label reduction bug vs sequence-classification zero-loss bug; different components and symptoms." + "reason": "BeitImageProcessorFast label reduction bug vs classification loss degeneracy for num_labels=1. Not the same issue." }, { "left": "issue:46463", "right": "issue:46899", "accept": false, - "reason": "T5 decoder validation message issue vs Gemma4 4-bit multimodal dtype cast bug; unrelated." + "reason": "T5 decoder validation error message vs Gemma4 multimodal 4-bit dtype-cast bug. Different subsystems." }, { "left": "issue:43697", "right": "issue:45216", "accept": false, - "reason": "RTDetrV2 output differences vs Qwen3.5 save_pretrained regression; no concrete overlap." + "reason": "Model output regression vs Qwen3.5 save_pretrained checkpoint serialization regression. Unrelated." }, { "left": "issue:45357", "right": "issue:45920", "accept": false, - "reason": "Qwen3.5 incorrect visual-encoder keys on save vs tokenizer producing wrong token IDs across models; different regressions." + "reason": "Qwen3.5 visual encoder key serialization bug vs tokenizer wrong-token-id regression across models. Different components." }, { "left": "issue:44466", "right": "issue:45005", "accept": false, - "reason": "Both mention tied weights, but one is device-dependent lm_head.weight serialization and the other is a broader translation-model tied-weights issue; not enough evidence of the same bug." + "reason": "Both mention tied weights, but one is device-dependent lm_head serialization while the other is translation-model tied-weight issues; too broad to merge." }, { "left": "issue:44493", "right": "issue:46050", "accept": false, - "reason": "Unexpected position-id key warnings vs broken quantized model save/load round-trip; different serialization failures." + "reason": "Unexpected position-id keys vs quantized-model save/load breakage. Different symptoms and roots." }, { "left": "issue:43720", "right": "issue:44898", "accept": false, - "reason": "BitNet packed-weight unpacking issue vs Perceiver interpolate_pos_encoding failure; unrelated." + "reason": "BitNet packed-weight loading bug vs Perceiver interpolation failure. Different models and code paths." }, { "left": "issue:45200", "right": "issue:46463", "accept": false, - "reason": "Gemma4 mm_token_type_ids defaulting bug vs T5 decoder validation error message; different models and fixes." + "reason": "Gemma4 token-type defaults for text-only tuning vs T5 decoder-input validation text. Not duplicates." }, { "left": "issue:41762", "right": "issue:44936", "accept": false, - "reason": "Gemma3 ZeRO-3 load-time index error vs trainer.evaluate after trainer.train regression; unrelated." - }, - { - "left": "issue:43643", - "right": "issue:45375", - "accept": false, - "reason": "AutoConfig missing fields under trust_remote_code vs Qwen3_5MoeVisionConfig field dropped by @strict; distinct config-handling bugs." + "reason": "DeepSpeed ZeRO-3 loading index error vs trainer.evaluate after train regression. Different trainer/model paths." } ] }, @@ -7724,7 +7751,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-512", + "cluster_id": "cluster-10000-513", "nodes": [ "issue:29159", "issue:33357", @@ -7735,6 +7762,7 @@ "issue:43525", "issue:43531", "issue:43577", + "issue:43643", "issue:43646", "issue:43653", "issue:43688", @@ -7748,9 +7776,7 @@ "issue:44361", "issue:44442", "issue:44464", - "issue:44479", "issue:44568", - "issue:44625", "issue:44743", "issue:44811", "issue:44821", @@ -7760,6 +7786,7 @@ "issue:44991", "issue:45356", "issue:45372", + "issue:45375", "issue:45542", "issue:45701", "issue:45704", @@ -7772,10 +7799,10 @@ "issue:46829", "issue:46832", "issue:46932", - "issue:47000", - "issue:47013" + "issue:47000" ], "soft_pairs": [ + "issue:43643|issue:45375", "issue:43688|issue:43749", "issue:38175|issue:43295", "issue:44361|issue:44442", @@ -7784,230 +7811,222 @@ "issue:43819|issue:44811", "issue:43994|issue:44898", "issue:43531|issue:43742", - "issue:45372|issue:46170", "issue:44857|issue:47000", + "issue:45372|issue:46170", "issue:43761|issue:46829", "issue:29159|issue:33357", "issue:43525|issue:46701", "issue:45542|issue:46178", "issue:46832|issue:46932", "issue:43688|issue:45704", - "issue:43653|issue:44568", - "issue:43688|issue:45701", "issue:43295|issue:45356", + "issue:43688|issue:45701", + "issue:43653|issue:44568", "issue:43646|issue:43749", "issue:43756|issue:46402", "issue:43452|issue:43577", "issue:44464|issue:44743", "issue:43653|issue:43927", - "issue:42898|issue:46491", "issue:44821|issue:46821", - "issue:44843|issue:44991", - "issue:44479|issue:44625", - "issue:43761|issue:47013" + "issue:42898|issue:46491", + "issue:44843|issue:44991" ], - "prepared_review_unit_hash": "0c292df21cb032475051840002b7778a347071ec466b1d239b86784153e0d3fe", + "prepared_review_unit_hash": "6d53be289983dd4b8b15769922da612a483bfebae8eb89c097a90cb76c53214c", "component_budget": { - "node_count": 512, - "item_count": 512, - "soft_pair_count": 1882, - "serialized_chars": 976539, - "estimated_input_tokens": 244135, - "estimated_eval_tokens": 488526 + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36598, - "estimated_input_tokens": 9150, - "estimated_eval_tokens": 18556 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35722, + "estimated_input_tokens": 8931, + "estimated_eval_tokens": 18118 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose mix of tokenizer regressions, model-loading bugs, and model-specific inference issues. I don\u2019t see any soft-edge pair that is clearly the same underlying bug, so no merges are justified.", - "confidence": 0.42, - "canonical_issue_reason": "issue:29159 is the broadest and most generic tokenizer-consistency report in the set, making it the best representative of the tokenizer-regression theme present in several nearby issues.", + "summary": "This cluster is mostly a heterogeneous set of tokenizer/model regression reports rather than true duplicates. None of the soft pairs look like the same concrete bug. The broadest tokenizer consistency issue is the best representative, but only as an umbrella.", + "confidence": 0.62, + "canonical_issue_reason": "issue:29159 is the broadest, most general tokenizer-behavior report in the set and best matches the recurring slow/fast tokenizer inconsistency theme.", "canonical_pr_reason": null, - "best_issue_reason": "issue:29159 is the most canonical issue because it captures the widest common theme (slow vs fast tokenizer inconsistency) without being tied to one model or one specific loading path.", + "best_issue_reason": "It works as an umbrella representative for tokenizer-regression discussions, but it is not an exact duplicate of most model-specific items in the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both concern config fields getting lost, but they involve different mechanisms and models: remote-code config loading vs @strict dropping a custom field." + }, { "left": "issue:43688", "right": "issue:43749", "accept": false, - "reason": "Different bugs: auxiliary-loss normalization vs FSDP CPU RAM-efficient loading." + "reason": "Unrelated bugs: auxiliary-loss normalization versus FSDP CPU-RAM-efficient loading." }, { "left": "issue:38175", "right": "issue:43295", "accept": false, - "reason": "Different subsystems: SigLIP2 model output issue vs processor/tokenizer access regression." + "reason": "Different symptoms and code paths: zero probabilities in SigLIP2 versus processor.tokenizer/image-passing regression." }, { "left": "issue:44361", "right": "issue:44442", "accept": false, - "reason": "Both are AutoTokenizer problems, but they affect different tokenizer classes with different failure modes." + "reason": "Both are tokenizer failures, but they are different tokenizers and different failure modes (AttributeError on tasks vs AutoTokenizer load failure)." }, { "left": "issue:43653", "right": "issue:44361", "accept": false, - "reason": "Different tokenizer-specific bugs: BigBird special-token registration vs MLuke task AttributeError." + "reason": "Different concrete bugs in different tokenizers; special-token registration is not the same as the MLukeTokenizer AttributeError." }, { "left": "issue:43452", "right": "issue:44843", "accept": false, - "reason": "Both are loading-path failures, but one is gguf support and the other is a mistral regex/offline hub regression." + "reason": "Separate loading regressions: gguf_file handling versus an unconditional model_info() call in offline mode." }, { "left": "issue:43819", "right": "issue:44811", "accept": false, - "reason": "Unrelated: DAC latent conversion mismatch vs Whisper batch_decode skip_special_tokens behavior." + "reason": "Unrelated functionality: DAC latent decoding mismatch versus Whisper batch_decode skip_special_tokens handling." }, { "left": "issue:43994", "right": "issue:44898", "accept": false, - "reason": "Different vision-model bugs on different architectures and code paths." + "reason": "Both are vision-model issues, but the affected models and failures differ substantially." }, { "left": "issue:43531", "right": "issue:43742", "accept": false, - "reason": "Qwen3-MoE sliding-window bug and MobileLLM key error are unrelated." + "reason": "Different models and different errors: sliding_window handling in Qwen3-MoE versus a KeyError loading MobileLLM." }, { - "left": "issue:45372", - "right": "issue:46170", + "left": "issue:44857", + "right": "issue:47000", "accept": false, - "reason": "Different dependency/import problems in unrelated packages and platforms." + "reason": "Same broad detector family, but these are different loss crashes with different error conditions and likely different fixes." }, { - "left": "issue:44857", - "right": "issue:47000", + "left": "issue:45372", + "right": "issue:46170", "accept": false, - "reason": "Both touch detection losses, but they are distinct failure modes in different RT-DETR code paths." + "reason": "Both are dependency/import problems, but they are about different packages and platforms with different root causes." }, { "left": "issue:43761", "right": "issue:46829", "accept": false, - "reason": "Both concern hidden_states outputs, but they are different models and different output contract bugs." + "reason": "Both mention hidden_states, but they are different model implementations and different bugs in output plumbing." }, { "left": "issue:29159", "right": "issue:33357", "accept": false, - "reason": "Tokenizer inconsistency vs MacOS bus error in a CLIP model; no shared bug." + "reason": "Generic tokenizer inconsistency versus a MacOS bus error loading a CLIP community model; not the same bug." }, { "left": "issue:43525", "right": "issue:46701", "accept": false, - "reason": "Llama4 config missing pad_token_id is unrelated to DiffusionGemma pipeline failure." + "reason": "Different issues: missing pad_token_id in a config versus a pipeline failure in DiffusionGemma generation output." }, { "left": "issue:45542", "right": "issue:46178", "accept": false, - "reason": "Both involve backend handling, but the missing TensorFlow backend and tensorflow_text mapping error are separate issues." + "reason": "Related backend-inference area, but different backend packages and distinct error paths; not one concrete bug." }, { "left": "issue:46832", "right": "issue:46932", "accept": false, - "reason": "RT-DETR backbone/feature-level mismatch vs Gemma4 quantized dtype casting are unrelated." + "reason": "Completely different domains: RT-DETR feature-level mismatch versus Gemma4 dtype casting for quantized embedders." }, { "left": "issue:43688", "right": "issue:45704", "accept": false, - "reason": "Aux-loss normalization is unrelated to T5/apex RMSNorm memory leak." + "reason": "Different model components and failures: auxiliary-loss normalization versus an apex RMSNorm memory leak." }, { - "left": "issue:43653", - "right": "issue:44568", + "left": "issue:43295", + "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer special-token issues, but on different tokenizers and different regressions." + "reason": "Both are regression reports, but they target different tokenizer/model paths and do not share the same underlying defect." }, { "left": "issue:43688", "right": "issue:45701", "accept": false, - "reason": "Aux-loss normalization is unrelated to a tokenization regression report." + "reason": "Unrelated: auxiliary-loss normalization versus a broad tokenization-version-change report." }, { - "left": "issue:43295", - "right": "issue:45356", + "left": "issue:43653", + "right": "issue:44568", "accept": false, - "reason": "Different tokenizer regressions affecting different components and symptoms." + "reason": "Both concern special tokens, but the concrete bug differs: mask token registration vs BOS/EOS insertion under add_special_tokens." }, { "left": "issue:43646", "right": "issue:43749", "accept": false, - "reason": "Custom model initialization breakage is unrelated to FSDP CPU RAM-efficient loading." + "reason": "Custom model initialization regression versus FSDP loading break; different code paths and symptoms." }, { "left": "issue:43756", "right": "issue:46402", "accept": false, - "reason": "Different model-specific loading/configuration bugs." + "reason": "Different model-specific weight/layout problems: RoPE layer dropping versus Sam3 text-encoder weights not loading." }, { "left": "issue:43452", "right": "issue:43577", "accept": false, - "reason": "GGUF loading failure is unrelated to Blip2 dtype propagation." + "reason": "Tokenizer/loader breakage versus dtype casting on a different multimodal model; no shared code-path bug." }, { "left": "issue:44464", "right": "issue:44743", "accept": false, - "reason": "Both involve generation/state handling, but they are different mechanisms and different models." + "reason": "Both involve generation/cache behavior, but the models and failure mechanisms are different enough that they should stay separate." }, { "left": "issue:43653", "right": "issue:43927", "accept": false, - "reason": "Special-token registration bug vs config persistence bug for custom token IDs." - }, - { - "left": "issue:42898", - "right": "issue:46491", - "accept": false, - "reason": "Both are tokenizer behavior regressions, but not the same bug: clean_up_tokenization_spaces vs CodeLlama leading-space round-trip." + "reason": "Special-token registration in BigBirdTokenizer is not the same bug as DiaConfig losing custom token IDs after save/load." }, { "left": "issue:44821", "right": "issue:46821", "accept": false, - "reason": "AutoImageProcessor URL loading and TimesFM window_size AttributeError are unrelated." - }, - { - "left": "issue:44843", - "right": "issue:44991", - "accept": false, - "reason": "Both are tokenizer load regressions, but the code paths and root causes differ." + "reason": "Different subsystems: image processor loading from URL versus a TimesFM window_size attribute error." }, { - "left": "issue:44479", - "right": "issue:44625", + "left": "issue:42898", + "right": "issue:46491", "accept": false, - "reason": "Video-input regression and num_labels propagation are different model issues." + "reason": "Both are spacing/tokenization regressions, but one is a global clean_up_tokenization_spaces change and the other is a CodeLlama round-trip issue." }, { - "left": "issue:43761", - "right": "issue:47013", + "left": "issue:44843", + "right": "issue:44991", "accept": false, - "reason": "Different shape/return-contract bugs in unrelated model families." + "reason": "Both are tokenizer-loading regressions, but they stem from different models and different failure causes." } ] }, @@ -8029,7 +8048,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-512", + "cluster_id": "cluster-10000-513", "nodes": [ "issue:32090", "issue:33666", @@ -8050,12 +8069,14 @@ "issue:43643", "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", @@ -8071,17 +8092,17 @@ "issue:45440", "issue:45491", "issue:45584", - "issue:45823", "issue:46002", "issue:46050", - "issue:46209", - "issue:46365", "issue:46612", "issue:46693", - "issue:46846" + "issue:46846", + "issue:47013" ], "soft_pairs": [ + "issue:44479|issue:44625", "issue:33666|issue:36010", + "issue:43761|issue:47013", "issue:44466|issue:46050", "issue:32090|issue:33666", "issue:44484|issue:44704", @@ -8091,242 +8112,233 @@ "issue:44464|issue:44977", "issue:44734|issue:46612", "issue:43504|issue:43550", - "issue:43278|issue:43688", "issue:33666|issue:36331", "issue:43262|issue:43295", + "issue:43278|issue:43688", "issue:43504|issue:43720", "issue:43782|issue:46693", - "issue:45491|issue:46002", "issue:43611|issue:46846", + "issue:45491|issue:46002", "issue:43577|issue:44554", "issue:43720|issue:43927", "issue:43606|issue:43927", - "issue:44514|issue:45290", "issue:43504|issue:44610", + "issue:44514|issue:45290", "issue:44964|issue:45405", "issue:43525|issue:43572", "issue:43643|issue:44561", "issue:43720|issue:44361", "issue:44625|issue:45584", - "issue:43493|issue:43825", - "issue:44554|issue:46365", - "issue:44977|issue:46209", - "issue:45823|issue:46050" + "issue:43493|issue:43825" ], - "prepared_review_unit_hash": "c268ff0f3ab52ae8780da2dbecb26ea72add245016dfeb0f25affc9cf82f80c1", + "prepared_review_unit_hash": "57a92c9078b26be4b254203111b8223636e72b82623d7ffd3e1338fcaf01689f", "component_budget": { - "node_count": 512, - "item_count": 512, - "soft_pair_count": 1882, - "serialized_chars": 976539, - "estimated_input_tokens": 244135, - "estimated_eval_tokens": 488526 + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37143, - "estimated_input_tokens": 9286, - "estimated_eval_tokens": 18828 + "soft_pair_count": 30, + "serialized_chars": 36964, + "estimated_input_tokens": 9241, + "estimated_eval_tokens": 18738 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is highly heterogeneous: it mixes unrelated training, generation, config, processor, device-mapping, and serialization bugs. There is no single canonical issue or PR candidate, and none of the soft pairs look like safe duplicate merges.", - "confidence": 0.94, - "canonical_issue_reason": "No clear canonical issue: the items span many distinct code paths and bug classes rather than one underlying defect.", + "summary": "The cluster is heterogeneous: most items are distinct model-specific regressions, config bugs, or generation/loading issues rather than duplicates. I found no soft-edge pair that clearly shares the same concrete underlying bug or fix path.", + "confidence": 0.87, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a good representative for the cluster because the issues are not duplicates of one another and do not share one root cause.", + "best_issue_reason": "issue:46693 is the strongest anchor for the cluster because it has the highest activity, is still open, and is a clearly scoped regression report with broad impact (FA2 + long-context generation).", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Both are Qwen-related, but one is a video-input regression and the other is a num_labels propagation bug; different code paths and fixes." + }, { "left": "issue:33666", "right": "issue:36010", "accept": false, - "reason": "Different problems: Qwen2-VL multi-GPU training vs a GenerationMixin import failure." + "reason": "Multi-GPU training for Qwen2-VL is unrelated to the GenerationMixin import error; different subsystems and failure modes." + }, + { + "left": "issue:43761", + "right": "issue:47013", + "accept": false, + "reason": "Both are runtime crashes, but one is CLIP vision hidden-states handling and the other is xLSTM return_last_states unpacking; not the same bug." }, { "left": "issue:44466", "right": "issue:46050", "accept": false, - "reason": "Both involve save/load behavior, but one is tied-weight serialization and the other is quantized sinq model reload failure." + "reason": "Both involve save/load behavior, but one is tied lm_head serialization and the other is quantized sinq model reload; not the same underlying defect." }, { "left": "issue:32090", "right": "issue:33666", "accept": false, - "reason": "A Trainer broadcast TypeError is unrelated to Qwen2-VL multi-GPU training." + "reason": "Trainer GPU broadcast NoneType and Qwen2-VL multi-GPU training are separate distributed-training problems." }, { "left": "issue:44484", "right": "issue:44704", "accept": false, - "reason": "Unrelated: shard-size defaults vs AutoProcessor kwargs forwarding." + "reason": "One is about default shard size in save_pretrained, the other about AutoProcessor not forwarding kwargs to cached_file; unrelated." }, { "left": "issue:41720", "right": "issue:44464", "accept": false, - "reason": "Different execution paths: auto device mapping CUDA assert vs compiled-forward chunked generation inconsistency." + "reason": "Auto device mapping cuda assert and chunked generation compiled-forward inconsistency affect different execution paths." }, { "left": "issue:43688", "right": "issue:45440", "accept": false, - "reason": "Both touch MoE-style behavior, but one is auxiliary-loss normalization and the other is broader implementation divergence." + "reason": "Both touch MoE models, but the first is auxiliary-loss normalization and the second is a DeepSeekV3MoE implementation divergence; different fixes." }, { "left": "issue:44977", "right": "issue:46693", "accept": false, - "reason": "Flash-attention generation correctness issue vs performance regression with FA2 long-context generation." + "reason": "Both mention generation and attention, but one is a Qwen3.5 flash-attention correctness issue while the other is a long-context performance regression." }, { "left": "issue:44464", "right": "issue:44977", "accept": false, - "reason": "Compiled forward chunked generation bug is not the same as Qwen3.5 flash-attention failure." + "reason": "Compiled-forward chunked generation mismatch is not the same as Qwen3.5 flash-attention generation failure." }, { "left": "issue:44734", "right": "issue:46612", "accept": false, - "reason": "Different bugs and model families: server KV-cache indexing crash vs beam-search cache reorder omission." + "reason": "KV-cache continuation indexing in serve and beam-search cache reorder skipping are distinct generation bugs with different code paths." }, { "left": "issue:43504", "right": "issue:43550", "accept": false, - "reason": "Legacy-field loading bug in Beit is unrelated to Bamba torch.compile SDPA failure." - }, - { - "left": "issue:43278", - "right": "issue:43688", - "accept": false, - "reason": "Embedding dtype drift during eval is unrelated to auxiliary-loss normalization." + "reason": "Beit pretrained loading via legacy field and Bamba torch.compile SDPA failure are unrelated." }, { "left": "issue:33666", "right": "issue:36331", "accept": false, - "reason": "Multi-GPU training issue and CustomTrainer.compute_loss signature break are separate failures." + "reason": "Qwen2-VL multi-GPU training is not the same as CustomTrainer.compute_loss signature mismatch." }, { "left": "issue:43262", "right": "issue:43295", "accept": false, - "reason": "Both concern processors, but one is audio sampling-rate defaults and the other is tokenizer/image forwarding regression." + "reason": "Both involve processor behavior, but one is audio sampling-rate defaults and the other is a regression around processor.tokenizer/image passing." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Embedding dtype drift on evaluate and MoE auxiliary-loss normalization are unrelated bugs." }, { "left": "issue:43504", "right": "issue:43720", "accept": false, - "reason": "Different load-time bugs: Beit legacy field vs BitNet packed-weight unpacking." + "reason": "Beit legacy-field loading and BitNet packed-weight unpacking during accelerate loading are different model-loading issues." }, { "left": "issue:43782", "right": "issue:46693", "accept": false, - "reason": "from_pretrained weight_only error is not the same as a long-context FA2 performance regression." + "reason": "Qwen3VL weight_only loading failure is a model-load issue, not the FA2 long-context generation performance regression." }, { - "left": "issue:45491", - "right": "issue:46002", + "left": "issue:43611", + "right": "issue:46846", "accept": false, - "reason": "Both mention NaNs, but the trigger and affected layers are different." + "reason": "Base_model_prefix compatibility and missing linear_attn entries in tensor-parallel plans are separate v5 regressions." }, { - "left": "issue:43611", - "right": "issue:46846", + "left": "issue:45491", + "right": "issue:46002", "accept": false, - "reason": "Base_model_prefix loading regression is unrelated to Qwen3.5 tp-plan missing entries." + "reason": "Gemma3 sliding-window NaNs on GPU and classification-head NaNs after checkout/init do not share the same failure mechanism." }, { "left": "issue:43577", "right": "issue:44554", "accept": false, - "reason": "Blip2 dtype persistence bug is unrelated to the MPS attention correctness issue." + "reason": "Blip2 dtype mismatch and the MPS attention correctness issue are different problems." }, { "left": "issue:43720", "right": "issue:43927", "accept": false, - "reason": "Packed-weight loading failure and DiaConfig token-id loss are different bugs." + "reason": "BitNet accelerate-loading unpacking and DiaConfig token-id persistence are unrelated serialization/loading bugs." }, { "left": "issue:43606", "right": "issue:43927", "accept": false, - "reason": "CPU offload device mismatch is unrelated to DiaConfig save/load token-ID loss." + "reason": "CPU offload device mismatch for bark-small and DiaConfig save/load token-ID loss are not the same bug." }, { - "left": "issue:44514", - "right": "issue:45290", + "left": "issue:43504", + "right": "issue:44610", "accept": false, - "reason": "Both are apply_chat_template crashes, but the failing conditions are different and not clearly the same root cause." + "reason": "Beit legacy-field loading and OmDet-Turbo processor/model input-size mismatch are unrelated." }, { - "left": "issue:43504", - "right": "issue:44610", + "left": "issue:44514", + "right": "issue:45290", "accept": false, - "reason": "Legacy preset loading in Beit is unrelated to OmDet-Turbo processor size mismatch." + "reason": "Both are chat-template crashes, but one is batched padding handling and the other is assistant tool-call/no-content handling; different edge cases." }, { "left": "issue:44964", "right": "issue:45405", "accept": false, - "reason": "Phi-4-multimodal loading failure is not the same as a PEFT version pin issue." + "reason": "Phi-4 multimodal loading failure and MIN_PEFT_VERSION bump are not the same underlying issue." }, { "left": "issue:43525", "right": "issue:43572", "accept": false, - "reason": "Similar theme of missing padding token fields, but different configs and distinct regressions." + "reason": "Missing pad_token_id in Llama4Config and missing pad_token_idx in StableLmConfig are similar but model-specific config omissions, not one shared bug." }, { "left": "issue:43643", "right": "issue:44561", "accept": false, - "reason": "Both involve trust_remote_code, but one is missing config fields and the other is removal of is_torch_fx_available." + "reason": "AutoConfig trust_remote_code missing fields and removal of is_torch_fx_available breaking trust_remote_code models are separate compatibility regressions." }, { "left": "issue:43720", "right": "issue:44361", "accept": false, - "reason": "BitNet packed-weight loading bug is unrelated to MLukeTokenizer AttributeError." + "reason": "BitNet packed-weight loading and MLukeTokenizer task AttributeError do not share a concrete fix path." }, { "left": "issue:44625", "right": "issue:45584", "accept": false, - "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription failure are unrelated." + "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription generation after align_special_tokens are unrelated." }, { "left": "issue:43493", "right": "issue:43825", "accept": false, - "reason": "SigLIP2 implementation discrepancy and a pipeline error message regression are different issues." - }, - { - "left": "issue:44554", - "right": "issue:46365", - "accept": false, - "reason": "MPS attention correctness bug is unrelated to the Trainer import conflict with datasets." - }, - { - "left": "issue:44977", - "right": "issue:46209", - "accept": false, - "reason": "Flash-attention generation bug on Qwen3.5 and FP8 inference failure on B200 are different hardware/model issues." - }, - { - "left": "issue:45823", - "right": "issue:46050", - "accept": false, - "reason": "Gemma4 device-map mismatch is unrelated to sinq quantized save/load breakage." + "reason": "SigLIP2 HF-vs-JAX discrepancy and pipeline translation-task error messaging are entirely different problems." } ] }, @@ -8348,17 +8360,15 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-512", + "cluster_id": "cluster-10000-513", "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", @@ -8367,7 +8377,6 @@ "issue:43575", "issue:43606", "issue:43646", - "issue:43653", "issue:43701", "issue:43824", "issue:43844", @@ -8378,7 +8387,7 @@ "issue:44451", "issue:44466", "issue:44488", - "issue:44493", + "issue:44554", "issue:44568", "issue:44589", "issue:44792", @@ -8391,15 +8400,20 @@ "issue:45520", "issue:45759", "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:44977|issue:46209", + "issue:44554|issue:46365", + "issue:45823|issue:46050", "issue:28218|issue:33357", "issue:43452|issue:44451", "issue:43994|issue:46192", @@ -8411,8 +8425,8 @@ "issue:43278|issue:43701", "issue:46209|issue:46710", "issue:44568|issue:46489", - "issue:44849|issue:46209", "issue:33357|issue:33666", + "issue:44849|issue:46209", "issue:44792|issue:45405", "issue:43927|issue:44361", "issue:43575|issue:45405", @@ -8425,220 +8439,210 @@ "issue:46821|issue:46832", "issue:43504|issue:43606", "issue:43334|issue:45759", - "issue:45245|issue:46710", - "issue:44493|issue:46285", - "issue:43257|issue:43299", - "issue:43334|issue:43572", - "issue:43504|issue:43653" + "issue:45245|issue:46710" ], - "prepared_review_unit_hash": "53a38010781ad1c0078f362c9cc3c5f51fc56b5bde1a487cae25518972b7eb08", + "prepared_review_unit_hash": "6e56ef224491ab128ce2b0acf4d32ca3b8b078de16184cb4293a64dda4e3b036", "component_budget": { - "node_count": 512, - "item_count": 512, - "soft_pair_count": 1882, - "serialized_chars": 976539, - "estimated_input_tokens": 244135, - "estimated_eval_tokens": 488526 + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36858, - "estimated_input_tokens": 9215, - "estimated_eval_tokens": 18686 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35926, + "estimated_input_tokens": 8982, + "estimated_eval_tokens": 18220 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: most pairs are only superficially similar (tokenizer/model-loading/regression wording) but do not describe the same underlying bug or change. I would not merge any soft pair; issue 45812 is the strongest representative of the tokenizer-regression subset, but even that is not a duplicate of the others.", - "confidence": 0.84, - "canonical_issue_reason": "45812 is the clearest high-signal issue in this set: a concrete, user-visible tokenizer regression with broad impact, a clear v4\u2192v5 boundary, and stronger evidence than the more niche or environment-specific reports.", + "summary": "All proposed soft edges look like false positives: they share only broad themes such as tokenizers, model loading, or version regressions, but not the same concrete bug. No PRs are present.", + "confidence": 0.94, + "canonical_issue_reason": "No true duplicate cluster is evident from the proposed pairs, so there is no safe canonical issue across this set. If a representative standalone issue must be named, issue:45812 is the clearest high-signal report, but it does not duplicate the others.", "canonical_pr_reason": null, - "best_issue_reason": "45812 is the best single representative because it is specific, reproducible, and central to the recurring tokenizer-regression theme that shows up in several near-matches.", + "best_issue_reason": "issue:45812 is the strongest standalone issue in the batch: a concrete, reproducible tokenizer regression with clear impact and inbound references.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Different bugs: Qwen3.5 flash-attention generation failure vs FP8/B200 inference incompatibility." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "MPS attention correctness issue and Trainer import failure from datasets are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Device-mismatch during forward and quantized save/load corruption are separate code paths." + }, { "left": "issue:28218", "right": "issue:33357", "accept": false, - "reason": "Tokenizer spacing bug vs. MacOS bus error on a CLIP model; different failure modes and code paths." + "reason": "Tokenizer spacing behavior and a MacOS bus error in a CLIP model are not the same bug." }, { "left": "issue:43452", "right": "issue:44451", "accept": false, - "reason": "Both are model-loading failures, but one is gguf/AutoTokenizer- AutoModel handling and the other is a specific BERT checkpoint load failure; not the same bug." + "reason": "gguf_file loading API break and inability to load a specific BERT model have different causes." }, { "left": "issue:43994", "right": "issue:46192", "accept": false, - "reason": "SigLIP2 output quality issue vs. return_tensors being ignored when text_kwargs is passed; unrelated behavior." + "reason": "SigLIP2 wrong outputs and return_tensors being ignored with text_kwargs are unrelated behaviors." }, { "left": "issue:39692", "right": "issue:43295", "accept": false, - "reason": "Documentation/example errors for SigLIP2 vs. a regression in processor.tokenizer/image passing behavior; different root causes." + "reason": "Documentation example errors and processor.tokenizer/image-passing regression are different failures." }, { "left": "issue:42796", "right": "issue:44977", "accept": false, - "reason": "Tokenizer BPE marker handling vs. Qwen3.5 flash-attention generation; not the same underlying problem." + "reason": "Ministral BPE marker handling and Qwen3.5 flash-attention generation are distinct tokenizer/model issues." }, { "left": "issue:43493", "right": "issue:43844", "accept": false, - "reason": "SigLIP2 implementation discrepancy vs. ZeRO-3 gradient growth; different subsystems and symptoms." + "reason": "SigLIP2 implementation discrepancy and DeepSpeed gradient growth are unrelated problems." }, { "left": "issue:43278", "right": "issue:43844", "accept": false, - "reason": "Dtype mismatch in embedding layers vs. ZeRO-3 gradient anomaly; unrelated training bugs." + "reason": "Embedding dtype drift in evaluate does not match the ZeRO-3 gradient anomaly." }, { "left": "issue:43646", "right": "issue:44466", "accept": false, - "reason": "Custom model initialization breakage vs. device-dependent lm_head serialization inconsistency; different code paths." + "reason": "Custom model init breakage and lm_head serialization inconsistency are different bugs." }, { "left": "issue:43278", "right": "issue:43701", "accept": false, - "reason": "Embedding dtype change vs. resume_from_checkpoint key mismatch; no shared underlying defect." + "reason": "Eval dtype change and resume checkpoint key mismatch do not share a concrete root cause." }, { "left": "issue:46209", "right": "issue:46710", "accept": false, - "reason": "FP8 inference failure on B200 vs. DeepSeek accuracy regression after upgrade; different failure types." + "reason": "FP8 inference failure on B200 and a DeepSeek accuracy regression after upgrade are separate issues." }, { "left": "issue:44568", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and tokenization logic; not clearly the same bug." + "reason": "Both involve tokenizers, but they affect different models and different special-token/BPE paths." }, { - "left": "issue:44849", - "right": "issue:46209", + "left": "issue:33357", + "right": "issue:33666", "accept": false, - "reason": "Qwen output_hidden_states bug vs. FP8 hardware/runtime issue; unrelated." + "reason": "MacOS bus error and Qwen2-VL multi-GPU training are unrelated." }, { - "left": "issue:33357", - "right": "issue:33666", + "left": "issue:44849", + "right": "issue:46209", "accept": false, - "reason": "MacOS bus error on a CLIP checkpoint vs. Qwen2-VL multi-GPU training; entirely different issues." + "reason": "Hidden-states bug in Qwen3.5 is unrelated to FP8/B200 inference failure." }, { "left": "issue:44792", "right": "issue:45405", "accept": false, - "reason": "A failing janus test case vs. an unreleased dependency version bump; not a duplicate." + "reason": "A failed janus test and a PEFT version bump are not the same underlying bug." }, { "left": "issue:43927", "right": "issue:44361", "accept": false, - "reason": "Config save/load loses custom token IDs vs. MLukeTokenizer AttributeError; different bugs." + "reason": "DiaConfig save/load token-ID loss and MLukeTokenizer task AttributeError are different model-specific issues." }, { "left": "issue:43575", "right": "issue:45405", "accept": false, - "reason": "Tensor-parallel OOM vs. PEFT version requirement; unrelated." + "reason": "Tensor-parallel OOM and an unreleased PEFT dependency update are unrelated." }, { "left": "issue:44568", "right": "issue:45812", "accept": false, - "reason": "Both concern tokenizer behavior, but one is missing BOS/EOS insertion for a specific model while the other is wrong token IDs for Granite models; different concrete bugs." + "reason": "Different tokenizer regressions on different models; no shared concrete code-path bug." }, { "left": "issue:43824", "right": "issue:44589", "accept": false, - "reason": "ImportError for a Qwen2.5-VL class vs. missing Float8 storage type; unrelated runtime issues." + "reason": "ImportError for Qwen2_5_VLForConditionalGeneration and Float8 storage lookup failure are unrelated." }, { "left": "issue:44488", "right": "issue:44843", "accept": false, - "reason": "Checkpoint load failure for a specific BERT model vs. offline-mode break in _patch_mistral_regex; different causes." + "reason": "Model loading failure for one model and offline mistral-regex network access are different breakages." }, { "left": "issue:44849", "right": "issue:45357", "accept": false, - "reason": "Qwen3.5 hidden-states bug vs. incorrect visual-encoder keys on save_pretrained; not the same defect." + "reason": "Qwen3.5 hidden-states behavior and incorrect visual encoder key serialization are separate regressions." }, { "left": "issue:43572", "right": "issue:44291", "accept": false, - "reason": "Missing pad_token_idx in a config vs. init_empty_weights passing an unexpected argument; different compatibility issues." + "reason": "Missing pad_token_idx in StableLmConfig and unexpected _is_hf_initialized arg handling are different 5.0 compatibility issues." }, { "left": "issue:44589", "right": "issue:45520", "accept": false, - "reason": "Float8 storage lookup failure vs. Python 3.13 flash_attn import KeyError; unrelated compatibility problems." + "reason": "Float8 storage lookup and flash_attn import_utils KeyError are unrelated import/type failures." }, { "left": "issue:46821", "right": "issue:46832", "accept": false, - "reason": "TimesFM window_size AttributeError vs. RT-DETR feature-level mismatch; separate model-specific bugs." + "reason": "TimesFM window_size AttributeError and RT-DETR forward TypeError are different model bugs." }, { "left": "issue:43504", "right": "issue:43606", "accept": false, - "reason": "Legacy-field load failure in BEiT segmentation vs. CPU offload device mismatch in Bark; different code paths." + "reason": "BEiT legacy-field loading and CPU offload device mismatch are unrelated." }, { "left": "issue:43334", "right": "issue:45759", "accept": false, - "reason": "Qwen3-VL missing pad_token_id vs. composite Qwen 3.5/3.6 config unwrapping for AutoModelForCausalLM; related family, but not the same bug." + "reason": "Both touch multimodal Qwen configs, but one is a missing pad_token_id field and the other is text_config unwrapping in from_config; different fixes." }, { "left": "issue:45245", "right": "issue:46710", "accept": false, - "reason": "Category-count runtime limit vs. DeepSeek accuracy regression; no overlap in underlying issue." - }, - { - "left": "issue:44493", - "right": "issue:46285", - "accept": false, - "reason": "Unexpected position-id key warnings vs. CLIPTextModel structure inconsistency; different model families and defects." - }, - { - "left": "issue:43257", - "right": "issue:43299", - "accept": false, - "reason": "Qwen3 MOE weight conversion with accelerate/deepspeed vs. Qwen3-VL MOE loading regression; similar family, but distinct failure modes." - }, - { - "left": "issue:43334", - "right": "issue:43572", - "accept": false, - "reason": "Missing pad_token_id in Qwen3-VL config vs. missing pad_token_idx in StableLmConfig; different models and causes." - }, - { - "left": "issue:43504", - "right": "issue:43653", - "accept": false, - "reason": "Legacy-field load bug in BEiT segmentation vs. BigBirdTokenizer special-token registration issue; unrelated." + "reason": "Category-count limit error and an accuracy regression after upgrade are unrelated." } ] }, @@ -8660,7 +8664,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-512", + "cluster_id": "cluster-10000-513", "nodes": [ "issue:15354", "issue:28218", @@ -8669,29 +8673,29 @@ "issue:30333", "issue:32090", "issue:34567", - "issue:37428", "issue:38175", - "issue:41720", "issue:42490", "issue:43065", + "issue:43257", + "issue:43299", + "issue:43334", "issue:43493", + "issue:43504", + "issue:43572", "issue:43606", + "issue:43653", "issue:43696", "issue:43701", "issue:43844", "issue:43873", "issue:43937", - "issue:43957", "issue:43994", "issue:44112", - "issue:44423", "issue:44464", "issue:44493", "issue:44554", - "issue:44734", "issue:44869", "issue:44964", - "issue:44977", "issue:45072", "issue:45084", "issue:45200", @@ -8702,15 +8706,19 @@ "issue:45588", "issue:45823", "issue:46050", + "issue:46285", "issue:46369", "issue:46399", "issue:46701", - "issue:46710", "issue:46752", "issue:46832", "issue:46846" ], "soft_pairs": [ + "issue:44493|issue:46285", + "issue:43257|issue:43299", + "issue:43334|issue:43572", + "issue:43504|issue:43653", "issue:43606|issue:44112", "issue:46399|issue:46846", "issue:45072|issue:46832", @@ -8730,191 +8738,187 @@ "issue:28218|issue:34567", "issue:43065|issue:46369", "issue:15354|issue:38175", - "issue:44554|issue:45446", "issue:43493|issue:43701", - "issue:41720|issue:46710", - "issue:44423|issue:44734", - "issue:44977|issue:46701", - "issue:37428|issue:43957" + "issue:44554|issue:45446" ], - "prepared_review_unit_hash": "e002b5e5c2b36a4dfb4e07f61ec3f4cdeb6d8e4625e8f997269f2bfb125ee813", + "prepared_review_unit_hash": "6b03375cf1bf495f07b81f58fd027a7611eaf8566c2a885382cf641893b9532e", "component_budget": { - "node_count": 512, - "item_count": 512, - "soft_pair_count": 1882, - "serialized_chars": 976539, - "estimated_input_tokens": 244135, - "estimated_eval_tokens": 488526 + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 25, - "serialized_chars": 34620, - "estimated_input_tokens": 8655, - "estimated_eval_tokens": 17566 + "serialized_chars": 34587, + "estimated_input_tokens": 8647, + "estimated_eval_tokens": 17550 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a grab-bag of unrelated Transformers issues across tokenization, model loading, quantization, serving, attention kernels, and training/runtime errors. None of the soft pairs look like true duplicates or the same fixable code-path bug, so I would keep them separate.", - "confidence": 0.93, - "canonical_issue_reason": "issue:43873 is the broadest, most reusable report in the set: it describes a general offloading/quantization failure rather than a model-specific symptom, and it has strong discussion/reference activity.", + "summary": "The set is a heterogeneous mix of unrelated model-loading, tokenizer, training, and CI issues. None of the proposed soft pairs look like true duplicates or the same underlying fix.", + "confidence": 0.94, + "canonical_issue_reason": "issue:43873 is the most active and broadly scoped report in the set, with the strongest discussion and inbound reference signal, so it is the best anchor among otherwise unrelated issues.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the best standalone representative because it covers a general subsystem problem that could plausibly subsume closely related offloading regressions, unlike the many highly model-specific or symptom-specific reports here.", + "best_issue_reason": "issue:43873 is the most representative issue to keep as the cluster anchor, but only as a loose representative because the cluster does not form a coherent duplicate family.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Different bugs: one is a positional-id key warning across many models, the other is a CLIP class structure regression." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen3 MoE loading, but they describe different failure modes and code paths, not the same concrete bug." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both are missing config fields after an update, but on different models and different attributes; not the same issue." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Unrelated subsystems: pretrained model loading vs tokenizer special-token registration." + }, { "left": "issue:43606", "right": "issue:44112", "accept": false, - "reason": "Both mention CI/device mismatch, but they are different models and different failure modes; no evidence they share the same code path." + "reason": "One is a real device-mismatch bug in Bark offload, the other is a GraniteSpeech CI test issue." }, { "left": "issue:46399", "right": "issue:46846", "accept": false, - "reason": "Different bugs in Qwen3.5: one is a missing decorator for rotary-pos-emb registration, the other is an incomplete TP plan causing OOM/shape errors." + "reason": "Same model family, but different problems: kernel registration crash vs tensor-parallel plan gaps causing OOM/shape errors." }, { "left": "issue:45072", "right": "issue:46832", "accept": false, - "reason": "Both are CI/type issues, but one is about dtype mismatches in bfloat16 inference and the other is RT-DETR forward logic when feature levels exceed backbone outputs." + "reason": "Different models and different failure classes: dtype mismatch vs backbone-feature count mismatch." }, { "left": "issue:43873", "right": "issue:46050", "accept": false, - "reason": "Quantization/offloading versus save/load corruption for sinq-quantized models are different lifecycle problems, not the same bug." + "reason": "Both touch quantization/offloading, but one is about offload behavior and the other about save/load persistence after quantization." }, { "left": "issue:44464", "right": "issue:45584", "accept": false, - "reason": "Both involve generation behavior, but one is compiled-forward inconsistency and the other is Whisper empty-transcription handling after special-token alignment." + "reason": "Different code paths and symptoms: compiled-forward chunked generation vs Whisper empty-transcription handling." }, { "left": "issue:43994", "right": "issue:44493", "accept": false, - "reason": "The first is a SigLIP2 model output problem, while the second is a generic position-id key warning across many models; they are not the same issue." + "reason": "Different model-specific inference bugs; no shared underlying code-path problem is evident." }, { "left": "issue:43844", "right": "issue:44964", "accept": false, - "reason": "Different models and different failures: ZeRO-3 gradient growth versus model loading regressions with torch.device('meta')." + "reason": "Different topics: ZeRO-3 gradient behavior vs a Phi-4 multimodal loading regression." }, { "left": "issue:29159", "right": "issue:32090", "accept": false, - "reason": "Tokenizer slow/fast inconsistency is unrelated to a Trainer `_gpu_broadcast_one` NoneType error." + "reason": "Tokenizer slow/fast inconsistency and Trainer broadcast TypeError are unrelated." }, { "left": "issue:45588", "right": "issue:46050", "accept": false, - "reason": "Flash-attention crash on `s_aux=None` is an attention integration bug, not a quantized-model save/load regression." + "reason": "Flash-attention aux-state crash and quantized save/load breakage are different bugs." }, { "left": "issue:29942", "right": "issue:30333", "accept": false, - "reason": "Flash Attention 2 CI failures and MLFlow job-state reporting are unrelated subsystems with different symptoms." + "reason": "CI flash-attention failures and MLflow reporting on job failure are unrelated." }, { "left": "issue:44869", "right": "issue:46752", "accept": false, - "reason": "Whisper word timestamp crash on trailing replacement character is distinct from empty-list handling in `apply_chat_template`." + "reason": "Both are empty/trailing-input edge cases, but they affect different APIs and code paths." }, { "left": "issue:42490", "right": "issue:43696", "accept": false, - "reason": "A trailing-slash import warning is not the same as an out-of-memory failure when loading GPT-oss-20b." + "reason": "A path-parsing warning is not the same as a CUDA OOM issue." }, { "left": "issue:45229", "right": "issue:45823", "accept": false, - "reason": "Both concern Gemma4 inference, but one is multi-GPU CUDA OOM and the other is a device mismatch in PLE with `device_map='auto'`; different failure modes." + "reason": "Both are Gemma4 inference issues, but one is OOM from scale and the other is a device placement mismatch." }, { "left": "issue:45200", "right": "issue:45229", "accept": false, - "reason": "mm_token_type_ids defaulting versus multi-GPU OOM are unrelated; one is an input-default bug, the other a memory issue." + "reason": "Text-only mm_token_type_ids handling is unrelated to multi-GPU CUDA OOM." }, { "left": "issue:43937", "right": "issue:46701", "accept": false, - "reason": "Invalid GenerationConfig for GLM-5 and pipeline failure for DiffusionGemmaGenerationOutput are separate model/configuration problems." + "reason": "GenerationConfig validation and image-text pipeline failure are distinct bugs." }, { "left": "issue:45084", "right": "issue:45520", "accept": false, - "reason": "Non-template-node compilation error and Python 3.13 flash_attn import KeyError are different import/compile-time failures." + "reason": "Compilation error for non-template nodes and Python 3.13 flash_attn import KeyError are unrelated." }, { "left": "issue:28218", "right": "issue:34567", "accept": false, - "reason": "Tokenizer added-space behavior and TrainerState token counter not updating are both training/tokenization-adjacent but clearly different bugs." + "reason": "Tokenizer spacing behavior and TrainerState token counting are different features." }, { "left": "issue:43065", "right": "issue:46369", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder is a model architecture choice; memory overflow in sam3-litetext is a runtime resource issue." + "reason": "SAM3 dummy layer construction and SAM3 memory overflow are not the same concrete bug." }, { "left": "issue:15354", "right": "issue:38175", "accept": false, - "reason": "TorchScript GeneratorExp export failure and SigLIP2 zero probabilities are completely unrelated model/runtime issues." - }, - { - "left": "issue:44554", - "right": "issue:45446", - "accept": false, - "reason": "MPS attention correctness when head dims differ is not the same as a PyTorch version check bug in flex_attention." + "reason": "TorchScript generator-expression export failure and SigLIP2 zero-probability outputs are unrelated." }, { "left": "issue:43493", "right": "issue:43701", "accept": false, - "reason": "SigLIP2 HF-vs-JAX discrepancy and resume_from_checkpoint key mismatch are different correctness domains." - }, - { - "left": "issue:41720", - "right": "issue:46710", - "accept": false, - "reason": "Qwen3 auto device mapping cudaErrorAssert and DeepSeek accuracy regression after upgrade are unrelated." - }, - { - "left": "issue:44423", - "right": "issue:44734", - "accept": false, - "reason": "Continuous-batching multimodal crash from string `.to()` misuse is distinct from KV-cache continuation tensor indexing." - }, - { - "left": "issue:44977", - "right": "issue:46701", - "accept": false, - "reason": "Qwen3.5 flash-attention generation failure and DiffusionGemma pipeline failure are different model-specific issues." + "reason": "SigLIP2 implementation discrepancy and resume-from-checkpoint key mismatch are different problems." }, { - "left": "issue:37428", - "right": "issue:43957", + "left": "issue:44554", + "right": "issue:45446", "accept": false, - "reason": "ImportError for `_flash_supports_window_size` and meta-device loading regressions are separate loading-time problems." + "reason": "MPS attention correctness and a PyTorch version check bug in flex_attention are separate code paths." } ] }, @@ -8936,7 +8940,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-512", + "cluster_id": "cluster-10000-513", "nodes": [ "issue:28218", "issue:29870", @@ -8944,10 +8948,10 @@ "issue:35141", "issue:37428", "issue:39692", + "issue:41720", "issue:42490", "issue:42915", "issue:43232", - "issue:43278", "issue:43295", "issue:43450", "issue:43493", @@ -8957,14 +8961,14 @@ "issue:43575", "issue:43824", "issue:43844", - "issue:43856", "issue:43873", - "issue:43975", + "issue:43957", "issue:44186", + "issue:44423", "issue:44466", "issue:44521", "issue:44610", - "issue:44737", + "issue:44734", "issue:44849", "issue:44977", "issue:44987", @@ -8983,15 +8987,19 @@ "issue:46178", "issue:46192", "issue:46209", + "issue:46701", "issue:46710", - "issue:46821", - "issue:46894" + "issue:46821" ], "soft_pairs": [ + "issue:41720|issue:46710", + "issue:44423|issue:44734", + "issue:44977|issue:46701", + "issue:37428|issue:43957", "issue:43295|issue:43450", "issue:44977|issue:46710", - "issue:45406|issue:46121", "issue:45072|issue:45198", + "issue:45406|issue:46121", "issue:45588|issue:45759", "issue:43540|issue:45200", "issue:43295|issue:43873", @@ -9004,8 +9012,8 @@ "issue:29870|issue:29942", "issue:45520|issue:46178", "issue:43572|issue:44987", - "issue:45200|issue:45823", "issue:37428|issue:43824", + "issue:45200|issue:45823", "issue:42490|issue:43493", "issue:39692|issue:46192", "issue:43232|issue:44849", @@ -9014,219 +9022,222 @@ "issue:42915|issue:43824", "issue:45381|issue:46209", "issue:44466|issue:45127", - "issue:28218|issue:35141", - "issue:43278|issue:43856", - "issue:43824|issue:43975", - "issue:44737|issue:46894" + "issue:28218|issue:35141" ], - "prepared_review_unit_hash": "1d75dd4a07d8b8b8d85f84934d4e0d0c295fbc328372d39b3098f8389b1bcd8c", + "prepared_review_unit_hash": "8aebb1528048f76da0c9508f031f8967d630982fac0169d70a1cc3ef2a57d3fb", "component_budget": { - "node_count": 512, - "item_count": 512, - "soft_pair_count": 1882, - "serialized_chars": 976539, - "estimated_input_tokens": 244135, - "estimated_eval_tokens": 488526 + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36887, - "estimated_input_tokens": 9222, - "estimated_eval_tokens": 18700 + "soft_pair_count": 31, + "serialized_chars": 37302, + "estimated_input_tokens": 9326, + "estimated_eval_tokens": 18908 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of false-positive semantic matches, not a true duplicate group. The issues span unrelated bugs across tokenizers, multimodal processors, imports, generation, and dtype/device behavior; none of the soft edges should be merged as duplicates.", - "confidence": 0.84, - "canonical_issue_reason": "issue:43295 is the strongest anchor only because it is the most central node in the soft-pair graph and describes a concrete regression with a clear code path, but it should be treated as a representative issue rather than a true duplicate hub.", + "summary": "This cluster is highly heterogeneous: the issues span unrelated tokenizer, generation, serving, multimodal, loading, quantization, and backend-import bugs. I don't see any true duplicate pairs among the suggested soft edges, so there is no strong canonical issue or PR in this set.", + "confidence": 0.92, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43295 is the best single issue to represent this cluster for triage because it is specific, actionable, and the most connected item in the set.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:41720", + "right": "issue:46710", + "accept": false, + "reason": "Different problems: one is an auto device-mapping CUDA assert on A800, the other is an accuracy regression after a Transformers upgrade." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both involve serve crashes, but the failures are different code paths and errors: continuous batching multimodal AttributeError vs KV-cache continuation tensor indexing." + }, + { + "left": "issue:44977", + "right": "issue:46701", + "accept": false, + "reason": "Different model/features and failure modes: flash-attention generation bug for Qwen3.5 vs an image-text-to-text pipeline issue in DiffusionGemmaGenerationOutput." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Unrelated: missing flash_attention_utils import vs model loading with torch.device('meta') breaking some models." + }, { "left": "issue:43295", "right": "issue:43450", "accept": false, - "reason": "Different bugs: processor/tokenizer regression with images vs batched video processor output shape." + "reason": "Different regression surfaces: processor.tokenizer/image-tokenizer regression vs video processor output shape mismatch for batched inputs." }, { "left": "issue:44977", "right": "issue:46710", "accept": false, - "reason": "Both concern Qwen3.5/DeepSeek behavior, but one is a flash-attention generation bug and the other is an accuracy regression after a version upgrade." + "reason": "Different bug classes: flash-attention generation failure vs model accuracy regression after version change." }, { - "left": "issue:45406", - "right": "issue:46121", + "left": "issue:45072", + "right": "issue:45198", "accept": false, - "reason": "Unrelated failure modes: Gemma4Processor missing _tokenizer vs rope-parameter validation TypeError." + "reason": "Different subsystems and symptoms: dtype mismatch in bfloat16 inference vs Wav2Vec2 save_pretrained/tokenization failure." }, { - "left": "issue:45072", - "right": "issue:45198", + "left": "issue:45406", + "right": "issue:46121", "accept": false, - "reason": "Different code paths: dtype mismatches in bfloat16 inference vs save_pretrained/tokenization failure for Wav2Vec2." + "reason": "Completely different issues: Gemma4Processor _tokenizer AttributeError in serve vs rope-validation TypeError on JSON-loaded list." }, { "left": "issue:45588", "right": "issue:45759", "accept": false, - "reason": "Flash-attention integration crash vs AutoModelForCausalLM config unwrapping issue; not the same bug." + "reason": "Different bugs: flash_attention integration crashes on s_aux=None vs AutoModelForCausalLM.from_config not unwrapping text_config." }, { "left": "issue:43540", "right": "issue:45200", "accept": false, - "reason": "Video-input ValueError in Qwen3OmniMoe vs Gemma4 mm_token_type_ids defaulting; distinct model/input handling bugs." + "reason": "Different multimodal issues: video processing ValueError in Qwen3OmniMoe vs missing mm_token_type_ids default in Gemma 4 fine-tuning." }, { "left": "issue:43295", "right": "issue:43873", "accept": false, - "reason": "Processor/tokenizer API regression vs quantization offloading behavior; only broad multimodal/loader overlap." + "reason": "Different problem domains: processor/tokenizer regression vs offloading behavior with quantization." }, { "left": "issue:43572", "right": "issue:46821", "accept": false, - "reason": "StableLm config missing pad_token_idx vs TimesFM window_size AttributeError; no shared underlying defect." + "reason": "Different models and failures: StableLmConfig missing pad_token_idx vs TimesFM window_size AttributeError." }, { "left": "issue:44186", "right": "issue:46192", "accept": false, - "reason": "LayoutLMv2 tokenizer crash on NER/batching vs return_tensors being ignored when text_kwargs is passed; different tokenizer bugs." + "reason": "Different tokenizer bugs: LayoutLMv2 NER/padding crash vs return_tensors being ignored when text_kwargs is passed." }, { "left": "issue:43295", "right": "issue:44610", "accept": false, - "reason": "Processor/tokenizer regression is unrelated to OmDet-Turbo image-size mismatch between processor and model." + "reason": "Not the same bug: tokenizer/processor regression involving processor.tokenizer and images vs OmDet-Turbo image size mismatch." }, { "left": "issue:45823", "right": "issue:46192", "accept": false, - "reason": "Gemma4 PLE device-map mismatch vs return_tensors precedence bug; different layers of the stack." + "reason": "Unrelated: Gemma4 PLE device mismatch under device_map='auto' vs return_tensors handling in processor kwargs." }, { "left": "issue:43450", "right": "issue:43575", "accept": false, - "reason": "Video processor shape bug vs tensor-parallel OOM during Qwen2 load; not a duplicate." + "reason": "Different symptoms and components: video processor batched-shape bug vs tensor-parallel OOM when loading a large Qwen2 model." }, { "left": "issue:43550", "right": "issue:43844", "accept": false, - "reason": "Bamba torch.compile + SDPA failure vs ZeRO-3 gradient inflation during training; unrelated behavior." + "reason": "Different training/runtime issues: torch.compile SDPA failure on Bamba vs abnormal gradient growth with DeepSpeed ZeRO-3." }, { "left": "issue:29870", "right": "issue:29942", "accept": false, - "reason": "Bart generate() decoder_attention_mask bug vs Flash Attention 2 test failures; different symptoms and components." + "reason": "Unrelated failures: Bart generate() decoder_attention_mask assignment bug vs Flash Attention 2 tests failing." }, { "left": "issue:45520", "right": "issue:46178", "accept": false, - "reason": "Python 3.13 flash_attn import KeyError vs tensorflow_text backend mapping error; both import-related but not the same issue." + "reason": "Different import/backend issues: flash_attn KeyError on Python 3.13 vs tensorflow_text backend mapping error." }, { "left": "issue:43572", "right": "issue:44987", "accept": false, - "reason": "StableLm config field regression vs loading failure for a specific model name; no concrete shared code-path." + "reason": "Different loading/configuration failures: missing pad_token_idx in StableLmConfig vs failure loading physical-intelligence/fast." }, { - "left": "issue:45200", - "right": "issue:45823", + "left": "issue:37428", + "right": "issue:43824", "accept": false, - "reason": "Gemma4 text-only mm_token_type_ids default bug vs device_map auto placement mismatch; different fixes required." + "reason": "Different import errors for different symbols and models; they do not describe the same broken code path." }, { - "left": "issue:37428", - "right": "issue:43824", + "left": "issue:45200", + "right": "issue:45823", "accept": false, - "reason": "Two separate import errors for different symbols and modules; broad flash-attention/import area only." + "reason": "Different Gemma 4 problems: defaulting mm_token_type_ids for text-only fine-tuning vs PLE device mismatch in forward." }, { "left": "issue:42490", "right": "issue:43493", "accept": false, - "reason": "Local-path import warning vs SigLIP2 implementation discrepancy; unrelated bugs." + "reason": "No overlap in underlying bug: local-path import warning with trailing slash vs SigLIP2 implementation discrepancy." }, { "left": "issue:39692", "right": "issue:46192", "accept": false, - "reason": "SigLIP2 documentation example errors vs return_tensors precedence in processing kwargs; not the same defect." + "reason": "Different issue scope: SigLIP2 documentation/model mismatch vs a processor return_tensors keyword bug." }, { "left": "issue:43232", "right": "issue:44849", "accept": false, - "reason": "Generation kwargs sync/update ordering bug vs Qwen3.5 output_hidden_states bug; distinct generation paths." + "reason": "Different generation bugs: model_kwargs update after sync_gpus vs output_hidden_states behavior in Qwen3.5." }, { "left": "issue:43295", "right": "issue:43493", "accept": false, - "reason": "Processor/tokenizer regression vs model/JAX implementation mismatch in SigLIP2; only superficial multimodal overlap." + "reason": "Different models and failure modes: custom model code accessing processor.tokenizer vs SigLIP2 HF/JAX discrepancy." }, { "left": "issue:44521", "right": "issue:45290", "accept": false, - "reason": "All-zero assistant masks for multimodal inputs vs crash on tool-call assistant messages; different chat-template edge cases." + "reason": "Both involve chat templates, but one is all-zero assistant masks for multimodal inputs while the other crashes on tool-call assistant messages without content." }, { "left": "issue:42915", "right": "issue:43824", "accept": false, - "reason": "Qwen3Moe FP8 configuration failure vs Qwen2.5-VL import error; different models and failure modes." + "reason": "Different problems: FineGrainedFP8Config failure in Qwen3Moe vs Qwen2_5_VL import error." }, { "left": "issue:45381", "right": "issue:46209", "accept": false, - "reason": "Wrong vision_position_ids for Qwen2.5-VL video inputs vs FP8 inference failure on B200; not the same bug." + "reason": "Different hardware/model issues: Qwen2.5-VL video vision_position_ids bug vs FP8 inference failure on B200." }, { "left": "issue:44466", "right": "issue:45127", "accept": false, - "reason": "Serialization of lm_head.weight with tied weights vs model collapse after LoRA merge with extended vocabulary; related area but different underlying defect." + "reason": "Different serialization/training concerns: inconsistent lm_head.weight serialization in v5 vs LoRA merge collapse with extended vocabulary." }, { "left": "issue:28218", "right": "issue:35141", "accept": false, - "reason": "Tokenizer adds an extra space after added token vs output embedding reinitialization after resize; tokenization vs weight initialization." - }, - { - "left": "issue:43278", - "right": "issue:43856", - "accept": false, - "reason": "Embedding dtype unexpectedly changes during evaluate vs memory inefficiency in Qwen3 MoE training; different training/eval issues." - }, - { - "left": "issue:43824", - "right": "issue:43975", - "accept": false, - "reason": "ImportError for Qwen2_5_VLForConditionalGeneration vs incorrect detokenization in DeepSeek coder; unrelated." - }, - { - "left": "issue:44737", - "right": "issue:46894", - "accept": false, - "reason": "XLNet CPU device bug in relative positional encoding vs CohereASR double-shift training-loss bug; no shared code path." + "reason": "Different tokenizer/model issues: extra space after added token vs output embedding reinitialized after resizing token embeddings." } ] }, @@ -9248,18 +9259,15 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-512", + "cluster_id": "cluster-10000-513", "nodes": [ - "issue:28282", - "issue:33357", - "issue:37428", "issue:38175", "issue:41720", "issue:43262", + "issue:43278", "issue:43334", "issue:43335", "issue:43388", - "issue:43425", "issue:43450", "issue:43452", "issue:43525", @@ -9268,14 +9276,18 @@ "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:44561", "issue:44610", + "issue:44737", "issue:44792", "issue:44857", "issue:44898", @@ -9287,19 +9299,20 @@ "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:43278|issue:43856", + "issue:43824|issue:43975", + "issue:44737|issue:46894", "issue:43452|issue:46512", "issue:43653|issue:44112", "issue:43262|issue:43450", @@ -9316,223 +9329,218 @@ "issue:43335|issue:43550", "issue:44561|issue:46234", "issue:41720|issue:46209", - "issue:43827|issue:43901", "issue:44610|issue:44857", + "issue:43827|issue:43901", "issue:43819|issue:45083", "issue:44857|issue:45593", "issue:43388|issue:43526", "issue:46512|issue:46821", "issue:43606|issue:45083", "issue:44206|issue:45584", - "issue:38175|issue:45412", - "issue:37428|issue:43425", - "issue:45759|issue:46285", - "issue:43335|issue:43653", - "issue:46424|issue:46858", - "issue:28282|issue:33357" + "issue:38175|issue:45412" ], - "prepared_review_unit_hash": "9a01ff76ae4b386d2465f9c47fc9c39f0ba780f7ef964828c51fb784487bacf6", + "prepared_review_unit_hash": "fae44aef7348ad27ac1a4e8a63bf7a3b5909767912506576b858eba986a9f4f1", "component_budget": { - "node_count": 512, - "item_count": 512, - "soft_pair_count": 1882, - "serialized_chars": 976539, - "estimated_input_tokens": 244135, - "estimated_eval_tokens": 488526 + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 37102, - "estimated_input_tokens": 9276, - "estimated_eval_tokens": 18808 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35833, + "estimated_input_tokens": 8959, + "estimated_eval_tokens": 18174 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is a heterogeneous grab-bag of unrelated Transformers issues. None of the soft pairs look like the same underlying bug or change, so all soft edges are rejected.", - "confidence": 0.18, - "canonical_issue_reason": "There is no clear duplicate cluster here; if one issue must be chosen as an anchor, #46512 is the cleanest, most self-contained open regression report, but it is only a representative issue, not a true duplicate hub.", + "summary": "Nearly all candidate pairs are unrelated bugs or docs/test regressions. The only clear duplicate-like match is the Gemma4 quantized multimodal embedder dtype-casting issue (#46899/#46932).", + "confidence": 0.9, + "canonical_issue_reason": "#46932 is the best canonical issue: it is the clearest fix-oriented statement of the same Gemma4 quantized vision/audio embedder dtype-casting bug and directly overlaps with #46899.", "canonical_pr_reason": null, - "best_issue_reason": "#46512 is the best single issue candidate because it is current, narrow, and describes a concrete regression with a straightforward symptom. That said, the overall group is too mixed for a strong canonical choice.", + "best_issue_reason": "#46932 is the strongest issue to anchor the cluster because it names the concrete code-path and represents the only true duplicate pair in this set.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Different bugs: eval-time dtype drift vs Qwen3 MoE training memory usage." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Different model failures: Qwen2.5-VL import error vs DeepSeek-Coder detokenization." + }, + { + "left": "issue:44737", + "right": "issue:46894", + "accept": false, + "reason": "Unrelated code paths: XLNet CPU arange placement vs CohereASR loss shifting." + }, { "left": "issue:43452", "right": "issue:46512", "accept": false, - "reason": "Different failures: gguf_file loading path vs stale config.dtype after from_config." + "reason": "Different issues: gguf_file loading regression vs stale config.dtype after from_config()." }, { "left": "issue:43653", "right": "issue:44112", "accept": false, - "reason": "Tokenizer special-token bug vs a GraniteSpeech CI device-override issue; unrelated symptoms and code paths." + "reason": "Tokenizer special-token registration bug vs GraniteSpeech stale device override test." }, { "left": "issue:43262", "right": "issue:43450", "accept": false, - "reason": "Audio chat template sampling-rate default vs video batch shape handling; different processors and bugs." + "reason": "Different processors and failures: audio chat-template sample rate vs batched video shape handling." }, { "left": "issue:43950", "right": "issue:46285", "accept": false, - "reason": "Non-persistent buffer corruption in from_pretrained is unrelated to CLIP text-model structure inconsistency." + "reason": "Different problems: non-persistent buffer loading corruption vs CLIP text model structural inconsistency." }, { "left": "issue:44442", "right": "issue:45198", "accept": false, - "reason": "Both touch tokenization, but one is AutoTokenizer loading and the other is save_pretrained/tokenization for a different model family." + "reason": "Different tokenizer/model failures: FastSpeech2Conformer load vs Wav2Vec2 save/tokenization." }, { "left": "issue:43334", "right": "issue:43525", "accept": false, - "reason": "Both mention missing pad_token_id, but they affect different model configs and likely distinct composite-model regressions." + "reason": "Both are pad_token_id AttributeErrors, but they involve different config classes and models, so not the same concrete bug." }, { "left": "issue:45200", "right": "issue:46899", "accept": false, - "reason": "Gemma4 text-only mm_token_type_ids defaulting and 4-bit quantized audio/vision dtype casting are separate problems." + "reason": "Different Gemma4 issues: missing mm_token_type_ids default vs quantization dtype-cast corruption." }, { "left": "issue:43526", "right": "issue:46192", "accept": false, - "reason": "Image-processor label reduction bug vs return_tensors being ignored when text_kwargs is passed; unrelated preprocessing paths." + "reason": "Different processors and semantics: BEiT label reduction vs return_tensors being ignored with text_kwargs." }, { "left": "issue:44898", "right": "issue:45412", "accept": false, - "reason": "Perceiver resolution/interpolation failure is unrelated to RT-DETR memory release after deletion." + "reason": "Unrelated failures: Perceiver non-default resolution vs RT-DETR memory not released." }, { "left": "issue:45200", "right": "issue:46932", "accept": false, - "reason": "Text-only fine-tuning mm_token_type_ids defaulting is not the same as quantized vision/audio embedder dtype casting." + "reason": "Different bugs in Gemma4: text-only mm_token_type_ids defaulting vs quantized embedder dtype casting." }, { "left": "issue:44792", "right": "issue:45563", "accept": false, - "reason": "Janus image-generation test failure and paged-generate warning behavior are different generation issues." + "reason": "Different generation test/regression issues with no shared concrete code path." }, { "left": "issue:43819", "right": "issue:44112", "accept": false, - "reason": "DAC latents/STE mismatch has no connection to a GraniteSpeech CI stale device override test." + "reason": "Different components: DAC latent reconstruction mismatch vs GraniteSpeech stale device override test." }, { "left": "issue:45200", "right": "issue:45325", "accept": false, - "reason": "Gemma4 multimodal token-type ids and Qwen2.5-VL rope temporal scaling are unrelated multimodal bugs." + "reason": "Different multimodal bugs: Gemma4 token-type ids vs Qwen2.5-VL rope index scaling." }, { "left": "issue:43335", "right": "issue:43550", "accept": false, - "reason": "SwitchTransformers sparse-layer construction and Bamba torch.compile SDPA failure are different model/config issues." + "reason": "Different bugs in different models: SwitchTransformers sparse-layer creation vs Bamba torch.compile+SDPA failure." }, { "left": "issue:44561", "right": "issue:46234", "accept": false, - "reason": "Removal of is_torch_fx_available breaking trust_remote_code is unrelated to a missing falcon_mamba_ssm availability helper." + "reason": "Different missing utility regressions affecting different model families; not the same fix." }, { "left": "issue:41720", "right": "issue:46209", "accept": false, - "reason": "Qwen3 auto device mapping cudaErrorAssert and FP8 inference on B200 are different hardware/runtime failures." + "reason": "Both are hardware/runtime failures, but they are distinct device-specific issues on different models and accelerators." }, { - "left": "issue:43827", - "right": "issue:43901", + "left": "issue:44610", + "right": "issue:44857", "accept": false, - "reason": "Docs about pipeline() removal and docs about return_all_scores are both documentation issues, but not the same bug/change." + "reason": "Different subsystems: OmDet-Turbo processor sizing vs LwDetrImageLoss AMP crash." }, { - "left": "issue:44610", - "right": "issue:44857", + "left": "issue:43827", + "right": "issue:43901", "accept": false, - "reason": "OmDet processor input-size mismatch vs LwDetrImageLoss float16 AMP crash are different model/runtime issues." + "reason": "Both are docs cleanup around old pipeline APIs, but they target different docs/pages and different API references." }, { "left": "issue:43819", "right": "issue:45083", "accept": false, - "reason": "DAC latent reconstruction mismatch is unrelated to qwen3_omni_moe feature-extract length behavior." + "reason": "Different helper/pathology: DAC from_latents mismatch vs qwen3_omni_moe feature-length helper behavior." }, { "left": "issue:44857", "right": "issue:45593", "accept": false, - "reason": "AMP/CUDA loss crash and missing auxiliary losses in D-FINE are distinct detection-model problems." + "reason": "Different loss/training bugs in unrelated models." }, { "left": "issue:43388", "right": "issue:43526", "accept": false, - "reason": "Both involve labels, but gather_for_metrics batching and BeitImageProcessorFast reduce_labels are different code paths." + "reason": "Different label-handling bugs in different processors and code paths." }, { "left": "issue:46512", "right": "issue:46821", "accept": false, - "reason": "Stale config.dtype after from_config is unrelated to a TimesFM window_size AttributeError." + "reason": "Different config/runtime issues: stale dtype metadata vs TimesFM window_size AttributeError." }, { "left": "issue:43606", "right": "issue:45083", "accept": false, - "reason": "CPU offload device mismatch for bark-small is unrelated to qwen3_omni_moe feature-length calculations." + "reason": "Different failures: CPU offload device mismatch vs qwen3_omni_moe feature-length helper behavior." }, { "left": "issue:44206", "right": "issue:45584", "accept": false, - "reason": "Unsupported center arg in LasrFeatureExtractor and Whisper empty-transcription failure are separate audio bugs." + "reason": "Different audio/model problems: unsupported feature-extractor arg vs Whisper empty-transcription generation failure." }, { "left": "issue:38175", "right": "issue:45412", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 is unrelated to RT-DETR memory not being released." - }, - { - "left": "issue:37428", - "right": "issue:43425", - "accept": false, - "reason": "Import failure for an internal flash-attention symbol and a Torch 2.10 compatibility report are not the same underlying issue." + "reason": "Different issues: SigLIP2 zero probabilities vs RT-DETR memory cleanup." }, { - "left": "issue:45759", - "right": "issue:46285", - "accept": false, - "reason": "Composite Qwen config unwrapping in from_config and CLIP text-model structural inconsistency are unrelated." - }, - { - "left": "issue:46424", - "right": "issue:46858", - "accept": false, - "reason": "Cache max length honoring for quantized cache and static-cache seq-length tensor arithmetic are different cache bugs." - }, - { - "left": "issue:28282", - "right": "issue:33357", - "accept": false, - "reason": "PyTorch import missing vs MacOS bus error loading a community CLIP model; no shared root cause." + "left": "issue:46899", + "right": "issue:46932", + "accept": true, + "reason": "Both describe the same Gemma4 quantized vision/audio embedder dtype-casting bug; one is the symptom report and the other is the fix-oriented duplicate." } ] }, @@ -9554,12 +9562,14 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-512", + "cluster_id": "cluster-10000-513", "nodes": [ "issue:28218", + "issue:28282", "issue:29127", "issue:29942", "issue:32090", + "issue:33357", "issue:34689", "issue:35141", "issue:37428", @@ -9567,45 +9577,48 @@ "issue:42490", "issue:43278", "issue:43335", + "issue:43425", "issue:43504", "issue:43526", "issue:43550", "issue:43606", "issue:43611", - "issue:43701", + "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:44617", "issue:44743", - "issue:44779", "issue:44855", "issue:44857", "issue:45083", "issue:45290", - "issue:45310", - "issue:45478", "issue:45520", "issue:45588", "issue:45593", - "issue:45823", + "issue:45759", "issue:45859", "issue:46170", + "issue:46285", "issue:46326", + "issue:46424", "issue:46431", "issue:46566", - "issue:46697" + "issue:46858" ], "soft_pairs": [ + "issue:37428|issue:43425", + "issue:45759|issue:46285", + "issue:43335|issue:43653", + "issue:46424|issue:46858", + "issue:28282|issue:33357", "issue:29942|issue:32090", "issue:43611|issue:44466", "issue:43335|issue:43504", @@ -9615,8 +9628,8 @@ "issue:44448|issue:44743", "issue:37428|issue:44351", "issue:43335|issue:45083", - "issue:43335|issue:45593", "issue:43335|issue:44112", + "issue:43335|issue:45593", "issue:45290|issue:46326", "issue:43278|issue:43825", "issue:44514|issue:44521", @@ -9630,231 +9643,223 @@ "issue:43606|issue:44857", "issue:43720|issue:44112", "issue:39692|issue:44493", - "issue:28218|issue:32090", - "issue:45310|issue:45478", - "issue:44448|issue:44779", - "issue:44206|issue:45823", - "issue:43701|issue:45083", - "issue:44617|issue:46697" + "issue:28218|issue:32090" ], - "prepared_review_unit_hash": "82ca0fa787815ab1cd48d13263c7af20bf3f94de9ef839b6c8d60784a38b3e37", + "prepared_review_unit_hash": "8a30211c1102599c0fbfdbcf76708f00cb75dd16c5a418b3e214f1fc1aa9a1f5", "component_budget": { - "node_count": 512, - "item_count": 512, - "soft_pair_count": 1882, - "serialized_chars": 976539, - "estimated_input_tokens": 244135, - "estimated_eval_tokens": 488526 + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36883, - "estimated_input_tokens": 9221, - "estimated_eval_tokens": 18698 + "serialized_chars": 37138, + "estimated_input_tokens": 9285, + "estimated_eval_tokens": 18826 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Only one soft pair is a true duplicate: the two identical Qwen3.5 MoE from_pretrained error issues. The rest share broad subsystems at most, but describe different failures and should stay separate.", - "confidence": 0.93, - "canonical_issue_reason": "issue:45310 is the earlier report of the exact same Qwen3.5 MoE from_pretrained failure as issue:45478, so it should anchor that duplicate pair.", + "summary": "Mostly heterogeneous issue cluster with a few loose topical overlaps (especially chat-template and loading/compatibility bugs), but no pair looks like the same underlying bug/change. I would keep one high-signal user-facing issue as the representative, but treat the soft edges as separate reports.", + "confidence": 0.31, + "canonical_issue_reason": "issue:44521 is the strongest representative candidate: it has clear user impact, active discussion, and a concrete reproducible API bug in a high-traffic area (chat templating for multimodal inputs).", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the cleanest representative overall because it is the earlier, better-established instance of the only exact duplicate pair in this set.", + "best_issue_reason": "issue:44521 is the best standalone issue to retain because it is specific, well-scoped, and has the most engagement among the candidates.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Both are compatibility/import failures, but one is a missing flash-attention symbol and the other is a Torch 2.10 incompatibility; different root causes and code paths." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Both involve model/config structure, but one is Qwen multimodal config unwrapping and the other is CLIP class structure inconsistency; not the same bug." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and BigBirdTokenizer special-token registration are unrelated subsystems and failures." + }, + { + "left": "issue:46424", + "right": "issue:46858", + "accept": false, + "reason": "Cache max-length handling for quantized cache and device-tensor seq-length arithmetic in static cache are distinct cache bugs." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "PyTorch-missing ImportError vs MacOS bus error on a community CLIP model; different environments and failure modes." + }, { "left": "issue:29942", "right": "issue:32090", "accept": false, - "reason": "Different bugs: Flash Attention 2 test failures vs Trainer/_gpu_broadcast_one NoneType type error." + "reason": "Flash Attention 2 test failures and Trainer _gpu_broadcast_one NoneType handling are different problems." }, { "left": "issue:43611", "right": "issue:44466", "accept": false, - "reason": "Both involve v5 model loading/serialization, but one is base_model_prefix loading and the other is lm_head.weight serialization on different devices." + "reason": "Both relate to v5 loading/weights behavior, but one is base_model_prefix loading breakage and the other is device-dependent lm_head serialization; not mergeable as one fix." }, { "left": "issue:43335", "right": "issue:43504", "accept": false, - "reason": "Different models and failure modes: sparse layer creation in SwitchTransformers vs legacy field loading in BEiT segmentation." + "reason": "Sparse encoder-layer config bug in SwitchTransformers vs BEiT legacy-field load failure; different models and causes." }, { "left": "issue:43550", "right": "issue:44112", "accept": false, - "reason": "Both are CI/runtime failures, but one is torch.compile with SDPA in Bamba and the other is a stale device override test in GraniteSpeech." + "reason": "torch.compile/SDPA failure in Bamba and a stale CI device-override test in GraniteSpeech are unrelated." }, { "left": "issue:44855", "right": "issue:45083", "accept": false, - "reason": "Completely different code paths: DeBERTa import/parsing error vs qwen3_omni_moe feature-length helper behavior." + "reason": "Python 3.13 torch.jit parsing/import failure vs qwen3_omni_moe feature-length helper behavior; different code paths." }, { "left": "issue:45520", "right": "issue:46170", "accept": false, - "reason": "Both are import/platform issues, but one is flash_attn import handling on Python 3.13 and the other is Windows ROCm torch.distributed dependency fallout." + "reason": "flash_attn import key error on Python 3.13 and Windows ROCm torch.distributed dependency issues are separate environment/import problems." }, { "left": "issue:44448", "right": "issue:44743", "accept": false, - "reason": "Different regressions in different models: Pegasus output mismatch vs Qwen3.5 recurrent state reset with cache." + "reason": "Pegasus v4/v5 output difference and Qwen3.5 modular recurrent-state reset are unrelated model-behavior bugs." }, { "left": "issue:37428", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they are for different missing symbols and different underlying modules." + "reason": "Missing flash-support helper and cannot import HybridCache are both import errors, but for different symbols and modules." }, { "left": "issue:43335", "right": "issue:45083", "accept": false, - "reason": "One is a SwitchTransformers config bug; the other is a qwen3_omni_moe helper-function mismatch." + "reason": "SwitchTransformers config bug and qwen3_omni_moe length helper bug do not share an underlying implementation issue." }, { "left": "issue:43335", - "right": "issue:45593", + "right": "issue:44112", "accept": false, - "reason": "Different BEiT/SwitchTransformers-related configuration versus D-FINE denoising/auxiliary-loss behavior." + "reason": "Config creation bug vs CI test flake; no shared code-path problem." }, { "left": "issue:43335", - "right": "issue:44112", + "right": "issue:45593", "accept": false, - "reason": "No shared underlying bug; one is sparse-layer config creation, the other is a CI test flake." + "reason": "SwitchTransformers sparse-layer misconfiguration and D-FINE auxiliary-loss omission are different model bugs." }, { "left": "issue:45290", "right": "issue:46326", "accept": false, - "reason": "Both touch chat/template flows, but one is tool-call content handling and the other is mistral_common continue_final_message behavior." + "reason": "Both are chat-template related, but one is a crash on assistant messages with tool calls and no content, while the other is continue_final_message behavior for mistral_common tokenizers; distinct bugs." }, { "left": "issue:43278", "right": "issue:43825", "accept": false, - "reason": "Different failures: embedding dtype drift during evaluate vs pipeline error messaging about translation support." + "reason": "Embedding dtype drift during evaluate and a pipeline error message for unsupported translation tasks are unrelated." }, { "left": "issue:44514", "right": "issue:44521", "accept": false, - "reason": "Both are apply_chat_template bugs, but one is batched padding=False crashing and the other is assistant_masks being all zeros for multimodal inputs." + "reason": "Both involve apply_chat_template, but one crashes on batched input with padding=False and the other returns zero assistant masks for multimodal inputs; separate defects." }, { "left": "issue:34689", "right": "issue:35141", "accept": false, - "reason": "Both are model-loading/embedding-related, but they describe different regressions and code paths." + "reason": "Model loading regression for Llama 3.2 Vision and post_init reinitializing output embeddings after resize are different weight-loading/initialization issues." }, { "left": "issue:45588", "right": "issue:45859", "accept": false, - "reason": "Different flash-attention-related failures: s_aux=None AttributeError vs CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding." + "reason": "flash_attention integration crash on sink-less models vs CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding; different failure points." }, { "left": "issue:42490", "right": "issue:43854", "accept": false, - "reason": "Different local-path/import behaviors; one is a trailing-slash warning, the other is a GLM-4.7-Flash unit-test loading issue." + "reason": "Local-path slash import warning and GLM-4.7-Flash unit-test loading failure are not the same issue." }, { "left": "issue:29127", "right": "issue:32090", "accept": false, - "reason": "Unrelated problems: LayoutLMv3 box-validation error messaging vs Trainer broadcast type error." + "reason": "LayoutLMv3 error messaging for insufficient boxes and Trainer GPU broadcast NoneType error are unrelated." }, { "left": "issue:43819", "right": "issue:44493", "accept": false, - "reason": "Different model internals: DAC from_latents/STE mismatch vs unexpected position-id keys during loading." + "reason": "DAC latent reconstruction mismatch and unexpected position-id key warnings are distinct model/runtime behaviors." }, { "left": "issue:39692", "right": "issue:43526", "accept": false, - "reason": "Different bugs in different BEiT/SigLIP2 processor surfaces; one is doc-example errors, the other is reduce_labels returning a single label." + "reason": "SigLIP2 docs/example errors and BeitImageProcessorFast label reduction bug are unrelated." }, { "left": "issue:46431", "right": "issue:46566", "accept": false, - "reason": "Both are loading-time issues, but one is missing chat template and the other is device_map=auto leaving weights on meta." + "reason": "Missing chat template on a processor and DiffusionGemma staying on meta device with device_map=auto are different loading/configuration issues." }, { "left": "issue:43606", "right": "issue:44857", "accept": false, - "reason": "Different runtime failures: CPU offload device mismatch in bark-small vs float16 AMP crash in LwDetrImageLoss." + "reason": "CPU offload device mismatch for bark-small and float16 AMP crash in LwDetrImageLoss are separate device/dtype bugs." }, { "left": "issue:43720", "right": "issue:44112", "accept": false, - "reason": "CI failures in different areas with different causes: packed-weight unpacking vs stale GraniteSpeech device override test." + "reason": "BitNet packed-weight unpacking during accelerate loading and a GraniteSpeech stale CI device-override test do not match." }, { "left": "issue:39692", "right": "issue:44493", "accept": false, - "reason": "Different topics: SigLIP2 documentation/model mismatch vs unexpected position-id keys." + "reason": "Doc/example mistakes for SigLIP2 and unexpected position-id key issues are different categories of bugs." }, { "left": "issue:28218", "right": "issue:32090", "accept": false, - "reason": "Tokenizer spacing after added token is unrelated to the Trainer NoneType broadcast error." - }, - { - "left": "issue:45310", - "right": "issue:45478", - "accept": true, - "reason": "Exact same Qwen3.5 MoE from_pretrained error reported twice; 45478 is a duplicate of 45310." - }, - { - "left": "issue:44448", - "right": "issue:44779", - "accept": false, - "reason": "Both are v4-v5 tokenizer/output regressions, but they affect different models and likely different code paths." - }, - { - "left": "issue:44206", - "right": "issue:45823", - "accept": false, - "reason": "Different device-placement bugs in different models: LasrFeatureExtractor center arg vs Gemma4 PLE device_map=auto forward mismatch." - }, - { - "left": "issue:43701", - "right": "issue:45083", - "accept": false, - "reason": "Key mismatch on resume_from_checkpoint is not the same as a helper-function length calculation issue." - }, - { - "left": "issue:44617", - "right": "issue:46697", - "accept": false, - "reason": "CUDA OOM in Sam3Video is unrelated to Swin2SR image over-padding." + "reason": "Tokenizer extra-space behavior after added token and Trainer GPU broadcast NoneType error are unrelated." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The analysis is grounded in the packet: the identical Qwen3.5 MoE from_pretrained titles support the single duplicate call, and the rest of the soft pairs are rejected conservatively with distinctions visible from the issue titles. No overstatement is evident." - }, - "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 }, @@ -9869,7 +9874,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-512", + "cluster_id": "cluster-10000-513", "nodes": [ "issue:10000", "issue:15354", @@ -9885,41 +9890,47 @@ "issue:35141", "issue:37428", "issue:38175", - "issue:40444", "issue:42175", "issue:42490", "issue:43278", "issue:43329", "issue:43381", - "issue:43526", "issue:43550", "issue:43575", + "issue:43701", + "issue:44206", "issue:44360", "issue:44448", "issue:44464", "issue:44493", "issue:44561", - "issue:44855", + "issue:44617", + "issue:44779", "issue:44857", "issue:44977", "issue:45072", "issue:45083", "issue:45127", - "issue:45229", "issue:45245", "issue:45290", + "issue:45310", "issue:45381", "issue:45459", + "issue:45478", "issue:45593", - "issue:45920", - "issue:46192", + "issue:45823", "issue:46234", - "issue:46399", "issue:46424", "issue:46655", + "issue:46697", "issue:47000" ], "soft_pairs": [ + "issue:45310|issue:45478", + "issue:44448|issue:44779", + "issue:44206|issue:45823", + "issue:43701|issue:45083", + "issue:44617|issue:46697", "issue:26413|issue:31501", "issue:45127|issue:45245", "issue:45459|issue:46234", @@ -9928,223 +9939,221 @@ "issue:44857|issue:45072", "issue:45593|issue:47000", "issue:38175|issue:44493", - "issue:44464|issue:46424", - "issue:43550|issue:45083", "issue:27957|issue:34689", + "issue:43550|issue:45083", + "issue:44464|issue:46424", "issue:29942|issue:35141", "issue:29870|issue:32090", "issue:45290|issue:45381", - "issue:10000|issue:15354", "issue:43278|issue:43329", - "issue:44448|issue:44977", + "issue:10000|issue:15354", "issue:29870|issue:33290", + "issue:44448|issue:44977", "issue:45290|issue:46655", "issue:37428|issue:42175", "issue:43278|issue:43381", - "issue:45920|issue:46192", - "issue:44360|issue:44561", - "issue:40444|issue:43526", - "issue:44855|issue:46399", - "issue:32090|issue:33290", - "issue:44977|issue:45229" + "issue:44360|issue:44561" ], - "prepared_review_unit_hash": "9ba113bf96721ef4b84a658dc1fa16cc586e250c891946e2b6e869c62fe45a9c", + "prepared_review_unit_hash": "77405b4711b4036eaff5e3e203b255ab3915fc832de53ce4373b1c3f28a1e06b", "component_budget": { - "node_count": 512, - "item_count": 512, - "soft_pair_count": 1882, - "serialized_chars": 976539, - "estimated_input_tokens": 244135, - "estimated_eval_tokens": 488526 + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35383, - "estimated_input_tokens": 8846, - "estimated_eval_tokens": 17948 + "serialized_chars": 35706, + "estimated_input_tokens": 8927, + "estimated_eval_tokens": 18110 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is highly heterogeneous: the soft-pair candidates mostly share only broad subsystems (tokenization, flash-attn, trainer, vision, import paths) rather than the same concrete bug. I would not merge any of the proposed pairs as duplicates.", - "confidence": 0.93, - "canonical_issue_reason": "issue:45920 is the broadest and most central bug report in this set: it describes a regression affecting AutoTokenizer across multiple model families, with clear impact and inbound references.", + "summary": "The set is mostly heterogeneous, with issues spanning unrelated models, training, generation, and backend bugs. Only one soft pair looks like a true duplicate: the Qwen3.5 MoE `from_pretrained` regression reported twice.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45310 is the best canonical issue here because it has an almost identical follow-up report (issue:45478) about the same Qwen3.5 MoE `from_pretrained` regression on `transformers>=5.4.0`.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 best represents a high-signal, widely impacting regression rather than a narrow model-specific symptom.", + "best_issue_reason": "issue:45310 is the strongest representative issue in this set: it is concrete, specific, and has the clearest duplicate signal. The rest of the items do not form a single coherent duplicate cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same title, same model family, and same `transformers>=5.4.0` `from_pretrained` failure; this looks like a duplicate report of the same regression." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Both mention v5 regressions, but one is Pegasus output drift and the other is a Deepseek tokenizer bug; different code paths and symptoms." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Different subsystems: audio feature extractor argument handling vs Gemma4 device placement with `device_map=auto`." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "`resume_from_checkpoint` key mismatch is a training-state restore bug; `_get_feat_extract_output_lengths` in qwen3_omni_moe is a model-specific helper issue." + }, + { + "left": "issue:44617", + "right": "issue:46697", + "accept": false, + "reason": "CUDA OOM in Sam3Video and over-padding in Swin2SR are unrelated problems with different root causes." + }, { "left": "issue:26413", "right": "issue:31501", "accept": false, - "reason": "Both are training-start / iterator-related at a high level, but one is specifically resume_from_checkpoint hitting an empty epoch_iterator while the other is a FineWeb training startup failure; not the same concrete defect." + "reason": "Both affect training startup, but one is a resume/epoch iterator failure and the other is a FineWeb SLM startup issue; not the same bug." }, { "left": "issue:45127", "right": "issue:45245", "accept": false, - "reason": "LoRA + extended-vocab collapse and a category-cardinality RuntimeError are unrelated bugs." + "reason": "LoRA/vocabulary tying collapse and a category-count limit error are unrelated failures." }, { "left": "issue:45459", "right": "issue:46234", "accept": false, - "reason": "Tokenizer error masking when protobuf is missing is unrelated to a missing import_utils availability symbol." + "reason": "One is tokenizer error masking when protobuf is absent; the other is a missing import utility symbol. Different fixes." }, { "left": "issue:42490", "right": "issue:43575", "accept": false, - "reason": "Local-path trailing-slash import warning and Qwen2-57B tensor-parallel OOM are different failure modes." + "reason": "Trailing-slash local model import warning is unrelated to tensor-parallel OOM while loading Qwen2-57B." }, { "left": "issue:32090", "right": "issue:33357", "accept": false, - "reason": "NoneType broadcast in Trainer and a MacOS bus error on CLIP loading are not the same bug." + "reason": "Unsupported `NoneType` in GPU broadcast and a MacOS bus error with CLIP are different backend/platform issues." }, { "left": "issue:44857", "right": "issue:45072", "accept": false, - "reason": "float16 AMP CUDA crash in LwDetr loss and bfloat16 dtype mismatches in inference are distinct problems." + "reason": "Both involve mixed precision, but one is LwDetr loss under float16 AMP and the other is dtype mismatches in inference for different models." }, { "left": "issue:45593", "right": "issue:47000", "accept": false, - "reason": "Missing auxiliary losses when denoising is off is not the same as RTDetrLoss infeasible cost-matrix crashes." + "reason": "D-FINE missing auxiliary losses and RTDetr loss infeasible cost matrix are distinct detection-training bugs." }, { "left": "issue:38175", "right": "issue:44493", "accept": false, - "reason": "Zero probabilities in Siglip2 and unexpected position-id keys across many models do not describe the same defect." + "reason": "Unexpected zero probabilities in siglip2-base-patch16-224 is unrelated to unexpected key warnings about position ids." }, { - "left": "issue:44464", - "right": "issue:46424", + "left": "issue:27957", + "right": "issue:34689", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency and cache max length only applying to quantized cache are different cache/generation issues." + "reason": "Flash Attention 2 support for XLMRoberta and Llama 3.2 model loading breakage are different issues." }, { "left": "issue:43550", "right": "issue:45083", "accept": false, - "reason": "Bamba torch.compile SDPA failure and qwen3_omni_moe feature-extract length behavior are unrelated." + "reason": "torch.compile + SDPA failure in Bamba and a multimodal feature-length helper bug are unrelated." }, { - "left": "issue:27957", - "right": "issue:34689", + "left": "issue:44464", + "right": "issue:46424", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta and Llama 3.2 model loading breakage are unrelated." + "reason": "Compiled-forward chunked generation inconsistency is not the same as cache-length handling limited to Quantized Cache." }, { "left": "issue:29942", "right": "issue:35141", "accept": false, - "reason": "Failing FA2 tests and embedding reinitialization after resize are different bugs." + "reason": "Failing Flash Attention 2 tests and embedding reinitialization after resizing are unrelated code paths." }, { "left": "issue:29870", "right": "issue:32090", "accept": false, - "reason": "BART generate decoder_attention_mask initialization and Trainer _gpu_broadcast_one NoneType handling are unrelated." + "reason": "Bart `generate()` unbound local error and `_gpu_broadcast_one` unsupported type error are different failures." }, { "left": "issue:45290", "right": "issue:45381", "accept": false, - "reason": "Chat template tool-call handling and Qwen2.5-VL video vision_position_ids are separate code paths." - }, - { - "left": "issue:10000", - "right": "issue:15354", - "accept": false, - "reason": "German DistilBertModel issue and torch.jit.script GeneratorExp export failure are different problems." + "reason": "Chat-template tool-call crash and Qwen2.5-VL video `vision_position_ids` bug are separate multimodal issues." }, { "left": "issue:43278", "right": "issue:43329", "accept": false, - "reason": "BF16-to-FP32 dtype change in eval and undefined video-branch helpers in multimodal token counting are unrelated." + "reason": "BF16-to-FP32 evaluation dtype change and undefined video-branch helpers in multimodal token counting are unrelated." }, { - "left": "issue:44448", - "right": "issue:44977", + "left": "issue:10000", + "right": "issue:15354", "accept": false, - "reason": "Pegasus v4/v5 output divergence and Qwen3.5 flash-attention generation failure are not the same bug." + "reason": "German DistilBertModel error and TorchScript generator-expression export failure are unrelated legacy issues." }, { "left": "issue:29870", "right": "issue:33290", "accept": false, - "reason": "A generate-time UnboundLocalError and a deepspeed Adafactor OOM are not duplicates." + "reason": "Bart generation crash and Adafactor/deepspeed OOM are different problems." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus output differences and Qwen3.5 flash-attention generation issues are not the same bug." }, { "left": "issue:45290", "right": "issue:46655", "accept": false, - "reason": "Assistant tool-call chat templating crash and SmolVLM video padding bug are different failures." + "reason": "Chat-template tool-call handling and SmolVLM video padding are unrelated preprocessing bugs." }, { "left": "issue:37428", "right": "issue:42175", "accept": false, - "reason": "Missing flash-support import and missing TensorFlow backend in torch install are unrelated packaging/import issues." + "reason": "Missing `_flash_supports_window_size` import and TensorFlow absent from `.[torch]` installs are separate packaging issues." }, { "left": "issue:43278", "right": "issue:43381", "accept": false, - "reason": "Evaluation dtype drift and gradient-checkpointing-in-eval-mode are different behaviors." - }, - { - "left": "issue:45920", - "right": "issue:46192", - "accept": false, - "reason": "Wrong token IDs for multiple tokenizers is not the same as return_tensors being ignored when text_kwargs is passed." + "reason": "Evaluation dtype change and gradient checkpointing disallowed in eval mode are different runtime behaviors." }, { "left": "issue:44360", "right": "issue:44561", "accept": false, - "reason": "DSA indexer ReLU discussion and removal of is_torch_fx_available breaking trust_remote_code are unrelated." - }, - { - "left": "issue:40444", - "right": "issue:43526", - "accept": false, - "reason": "Qwen2.5-VL iterable-dataset multi-image failure and BeitImageProcessorFast reduce_labels bug are different subsystems and symptoms." - }, - { - "left": "issue:44855", - "right": "issue:46399", - "accept": false, - "reason": "Python 3.13 decorator/comment parse failure and missing decorator registration for apply_rotary_pos_emb are not the same defect." - }, - { - "left": "issue:32090", - "right": "issue:33290", - "accept": false, - "reason": "Trainer broadcast NoneType and optimizer OOM are different issues." - }, - { - "left": "issue:44977", - "right": "issue:45229", - "accept": false, - "reason": "Flash-attention generation bug in Qwen3.5 and Gemma4 multi-GPU CUDA OOM are unrelated." + "reason": "DSA indexer activation bug and removal of `is_torch_fx_available` breaking trust-remote-code models are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The duplicate call on issue:45310 / issue:45478 is well supported by the identical title, same model family, and same transformers>=5.4.0 from_pretrained regression. The rest of the pairs are reasonably treated as unrelated, and there is no overstatement of evidence." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -10159,7 +10168,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-512", + "cluster_id": "cluster-10000-513", "nodes": [ "issue:25251", "issue:29127", @@ -10167,34 +10176,31 @@ "issue:29942", "issue:30064", "issue:32090", + "issue:33290", "issue:33357", "issue:34567", "issue:34689", "issue:39692", + "issue:40444", "issue:41720", "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:44448", "issue:44466", - "issue:44479", "issue:44561", "issue:44568", - "issue:44743", "issue:44779", + "issue:44855", "issue:44871", "issue:44977", "issue:45198", @@ -10206,22 +10212,30 @@ "issue:45698", "issue:45803", "issue:45823", + "issue:45920", "issue:46121", + "issue:46192", + "issue:46399", "issue:46421", "issue:46858" ], "soft_pairs": [ + "issue:45920|issue:46192", + "issue:44855|issue:46399", + "issue:40444|issue:43526", + "issue:32090|issue:33290", + "issue:44977|issue:45229", "issue:43927|issue:45698", - "issue:46421|issue:46858", "issue:42490|issue:43873", + "issue:46421|issue:46858", "issue:43873|issue:45229", "issue:25251|issue:32090", "issue:44448|issue:44466", "issue:43381|issue:43701", "issue:43976|issue:45440", "issue:44871|issue:44977", - "issue:33357|issue:39692", "issue:29127|issue:34567", + "issue:33357|issue:39692", "issue:43278|issue:43575", "issue:45588|issue:45823", "issue:44561|issue:44779", @@ -10229,206 +10243,208 @@ "issue:41720|issue:45229", "issue:44186|issue:45198", "issue:44361|issue:45198", - "issue:43611|issue:46121", "issue:45198|issue:45803", + "issue:43611|issue:46121", "issue:44977|issue:45563", "issue:29870|issue:34689", - "issue:29942|issue:30064", - "issue:43653|issue:44743", - "issue:44206|issue:44479", - "issue:42915|issue:42994", - "issue:43756|issue:45440" + "issue:29942|issue:30064" ], - "prepared_review_unit_hash": "4e4e085eff6c69bf293cab9b2b0728d9929757a72c2ee2006cb024d9ec199578", + "prepared_review_unit_hash": "cfaa260ab22f6180a7b63841e7cf45a1e621ae28d2ac338a6b06a7e91e92c7e4", "component_budget": { - "node_count": 512, - "item_count": 512, - "soft_pair_count": 1882, - "serialized_chars": 976539, - "estimated_input_tokens": 244135, - "estimated_eval_tokens": 488526 + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35948, - "estimated_input_tokens": 8987, - "estimated_eval_tokens": 18230 + "soft_pair_count": 28, + "serialized_chars": 36384, + "estimated_input_tokens": 9096, + "estimated_eval_tokens": 18448 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is not a true duplicate cluster: the issues span unrelated bugs in tokenization, generation, cache behavior, quantization, device mapping, and docs/examples. None of the soft-edge pairs look like the same underlying bug/change, so all should be rejected.", - "confidence": 0.95, - "canonical_issue_reason": "No strong canonical duplicate target exists here; issue 43873 is the closest representative only because it has the most discussion and references, but the set is heterogeneous rather than a single bug family.", + "summary": "This cluster is very heterogeneous: most items are distinct bug reports spanning tokenizers, cache/attention, training, loading, and docs. I do not see any strong duplicate pairs, so the safest canonical anchor is the broad v5 tokenizer regression issue.", + "confidence": 0.41, + "canonical_issue_reason": "issue:45920 is the broadest, most representative bug report in the set: it describes a v5 AutoTokenizer regression affecting multiple models, which makes it the best cluster anchor among otherwise unrelated issues.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43873 is the best single representative of the set by engagement and breadth of reporting, but it should not be treated as the canonical duplicate for the whole group.", + "best_issue_reason": "issue:45920 is the best overall issue candidate because it is high-level, user-impacting, and broad enough to summarize the most plausible shared regression theme in this cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43927", - "right": "issue:45698", + "left": "issue:45920", + "right": "issue:46192", "accept": false, - "reason": "Both involve save/load behavior, but one is about custom token IDs being lost and the other about loading the wrong custom module; different failure modes and likely different fixes." + "reason": "Tokenizer ID regression across several models vs return_tensors being ignored when text_kwargs is passed; different behavior and code path." }, { - "left": "issue:46421", - "right": "issue:46858", + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Python import/IndentationError from decorator/comment parsing vs missing decorator registration for rotary embedding; unrelated failures." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Multi-image IterableDataset finetuning failure vs BeitImageProcessorFast reduce_labels bug; different subsystems and symptoms." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer NoneType broadcast error vs deepspeed/adafactor OOM; not the same underlying bug." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation failure vs multi-GPU CUDA OOM; only broad model-family overlap." + }, + { + "left": "issue:43927", + "right": "issue:45698", "accept": false, - "reason": "Both mention cache behavior, but one is about spurious recompilation from lazy init and the other is a non-CUDA static-cache slice arithmetic bug; not the same code path." + "reason": "Lost custom token IDs after save/load vs wrong custom module loaded after save_pretrained; both serialization-related but distinct defects." }, { "left": "issue:42490", "right": "issue:43873", "accept": false, - "reason": "A local-path import warning is unrelated to quantization/offloading behavior." + "reason": "Trailing-slash import warning vs quantization offloading not working; unrelated." + }, + { + "left": "issue:46421", + "right": "issue:46858", + "accept": false, + "reason": "Lazy cache init causing recompilation vs static-cache seq_length returning a device tensor; different cache bugs." }, { "left": "issue:43873", "right": "issue:45229", "accept": false, - "reason": "Quantization/offloading issues can contribute to memory pressure, but this is not the same as a multi-GPU CUDA OOM in Gemma4." + "reason": "Quantization/offloading failure vs Gemma4 multi-GPU OOM; memory-related but not the same code-path problem." }, { "left": "issue:25251", "right": "issue:32090", "accept": false, - "reason": "Pipeline top_k nesting behavior and a Trainer broadcast NoneType error are unrelated subsystems and bugs." + "reason": "Pipeline top_k changes output shape vs trainer GPU broadcast NoneType; no meaningful duplication." }, { "left": "issue:44448", "right": "issue:44466", "accept": false, - "reason": "Both are version regressions, but one concerns generation output differences and the other serialization of tied weights; not the same underlying issue." + "reason": "Pegasus output mismatch across v4/v5 vs inconsistent lm_head.weight serialization depending on device; different model behaviors." }, { "left": "issue:43381", "right": "issue:43701", "accept": false, - "reason": "Gradient checkpointing in eval mode and resume-from-checkpoint key mismatch are separate training-state problems." + "reason": "Gradient checkpointing not usable in eval mode vs resume_from_checkpoint key mismatch; separate training-state issues." }, { "left": "issue:43976", "right": "issue:45440", "accept": false, - "reason": "Python version compatibility and DeepSeekV3MoE implementation divergence are unrelated." + "reason": "Python version support regression vs native DeepseekV3MoE divergence from remote implementation; unrelated." }, { "left": "issue:44871", "right": "issue:44977", "accept": false, - "reason": "These are different model-specific regressions: one is eos_token_id config mismatch, the other a flash-attention generation failure." + "reason": "Inconsistent eos_token_id config vs Qwen3.5 flash-attention generation problem; different bug classes." }, { - "left": "issue:33357", - "right": "issue:39692", + "left": "issue:29127", + "right": "issue:34567", "accept": false, - "reason": "A MacOS bus error on a community CLIP model is not the same as SigLIP2 documentation example errors." + "reason": "Clarifying an error message for LayoutLMv3 vs TrainerState num_input_tokens_seen not updating; different components." }, { - "left": "issue:29127", - "right": "issue:34567", + "left": "issue:33357", + "right": "issue:39692", "accept": false, - "reason": "LayoutLMv3 error-message clarity and TrainerState token counter updates are unrelated." + "reason": "MacOS bus error loading a CLIP model vs documentation example errors for SigLIP2; not the same bug." }, { "left": "issue:43278", "right": "issue:43575", "accept": false, - "reason": "Embedding dtype drift during eval and tensor-parallel OOM on Qwen2-57B are different issues." + "reason": "BF16-to-FP32 dtype drift in eval vs tensor-parallel OOM when loading a large model; unrelated." }, { "left": "issue:45588", "right": "issue:45823", "accept": false, - "reason": "A flash-attention attribute error on sink-less models is not the same as a Gemma4 device-map mismatch during forward." + "reason": "flash_attention.py crash on s_aux=None vs Gemma4 PLE device mismatch under device_map=auto; different failure points." }, { "left": "issue:44561", "right": "issue:44779", "accept": false, - "reason": "Removal of a utility function breaking trust_remote_code models and DeepSeek tokenizer regressions are separate failures." + "reason": "Removal of is_torch_fx_available breaking trust_remote_code vs DeepSeek tokenizer producing wrong results; unrelated regressions." }, { "left": "issue:44568", "right": "issue:45491", "accept": false, - "reason": "Tokenizer special-token handling and Gemma3 NaN embeddings from mixed-length batching are different bugs." + "reason": "add_special_tokens not adding BOS/EOS vs NaN embeddings from sliding-window attention with mixed-length batches; different layers of the stack." }, { "left": "issue:41720", "right": "issue:45229", "accept": false, - "reason": "Both relate to large-model inference, but one is a CUDA assert and the other is an OOM; different root causes." + "reason": "Qwen3 auto device mapping assert vs Gemma4 multi-GPU OOM; both model-scale issues but not the same code-path." }, { "left": "issue:44186", "right": "issue:45198", "accept": false, - "reason": "LayoutLMv2 tokenizer crashes on NER/padding and Wav2Vec2 save/tokenization failures are unrelated." + "reason": "LayoutLMv2Tokenizer NER/padding crash vs Wav2Vec2 save_pretrained/tokenization failure; different tokenizer families and behaviors." }, { "left": "issue:44361", "right": "issue:45198", "accept": false, - "reason": "MLukeTokenizer attribute errors and Wav2Vec2 save_pretrained/tokenization failures are not the same bug." + "reason": "MLukeTokenizer AttributeError vs Wav2Vec2 save_pretrained/tokenization failure; unrelated bugs." }, { - "left": "issue:43611", - "right": "issue:46121", + "left": "issue:45198", + "right": "issue:45803", "accept": false, - "reason": "base_model_prefix loading regressions and rope-parameter JSON-list validation are separate configuration/path bugs." + "reason": "Wav2Vec2 tokenization/save failure vs FuyuBatchFeature bare except swallowing errors; different modules and symptoms." }, { - "left": "issue:45198", - "right": "issue:45803", + "left": "issue:43611", + "right": "issue:46121", "accept": false, - "reason": "Wav2Vec2 save/tokenization failures and Fuyu tensor conversion exception handling are unrelated." + "reason": "base_model_prefix loading break in v5 vs TypeError in convert_rope_params_to_dict with JSON-loaded lists; unrelated." }, { "left": "issue:44977", "right": "issue:45563", "accept": false, - "reason": "Qwen3.5 flash-attention generation failure and a stale warning in paged generate() do not share the same defect." + "reason": "Flash-attention generation bug vs stale warning for num_return_sequences in paged generate(); not the same underlying defect." }, { "left": "issue:29870", "right": "issue:34689", "accept": false, - "reason": "A BART generate-time UnboundLocalError is unrelated to Llama 3.2 Vision model loading." + "reason": "BART generate() decoder_attention_mask UnboundLocalError vs Llama 3.2 Vision model loading regression; unrelated." }, { "left": "issue:29942", "right": "issue:30064", "accept": false, - "reason": "Failing Flash Attention 2 tests and void segmentation-map processing are different problem areas." - }, - { - "left": "issue:43653", - "right": "issue:44743", - "accept": false, - "reason": "BigBirdTokenizer special-token registration and Qwen3.5 recurrent-state reset behavior are unrelated." - }, - { - "left": "issue:44206", - "right": "issue:44479", - "accept": false, - "reason": "An unsupported feature-extractor arg and a video-input regression for Qwen VL models are not the same issue." - }, - { - "left": "issue:42915", - "right": "issue:42994", - "accept": false, - "reason": "FineGrainedFP8Config compatibility and quantized model saving are different quantization-related bugs." - }, - { - "left": "issue:43756", - "right": "issue:45440", - "accept": false, - "reason": "Smollm3 RoPE-layer mismatch and DeepSeekV3MoE divergence from remote implementation are different model-architecture problems." + "reason": "Failing Flash Attention 2 tests vs image processor failing on void segmentation maps; distinct issues in different areas." } ] }, @@ -10450,7 +10466,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-512", + "cluster_id": "cluster-10000-513", "nodes": [ "issue:27957", "issue:29127", @@ -10460,31 +10476,32 @@ "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:43931", "issue:43994", - "issue:44186", + "issue:44206", "issue:44265", "issue:44279", "issue:44387", "issue:44442", "issue:44462", + "issue:44479", + "issue:44743", "issue:44857", "issue:45072", "issue:45198", "issue:45245", - "issue:45250", "issue:45372", "issue:45406", "issue:45412", @@ -10497,11 +10514,14 @@ "issue:45712", "issue:45834", "issue:46369", - "issue:46640", "issue:46693", "issue:46701" ], "soft_pairs": [ + "issue:43653|issue:44743", + "issue:44206|issue:44479", + "issue:42915|issue:42994", + "issue:43756|issue:45440", "issue:43653|issue:44442", "issue:43065|issue:43994", "issue:43065|issue:45412", @@ -10529,260 +10549,263 @@ "issue:27957|issue:33290", "issue:27957|issue:29127", "issue:43824|issue:44279", - "issue:43526|issue:46693", "issue:33290|issue:34689", + "issue:43526|issue:46693", "issue:33290|issue:35141", "issue:44857|issue:45588", "issue:43994|issue:46369", - "issue:42915|issue:43931", - "issue:43526|issue:44186", - "issue:43334|issue:43531", - "issue:45250|issue:46640" + "issue:42915|issue:43931" ], - "prepared_review_unit_hash": "56dd971d5a615eafda39f15ed58afe0e1d2bb3e5ff8afcb252338a1e4635e4c9", + "prepared_review_unit_hash": "f3ead12dc169c59f9049d5372ae1b6cf2139ebdbbe71d56be8188bcf9514bde9", "component_budget": { - "node_count": 512, - "item_count": 512, - "soft_pair_count": 1882, - "serialized_chars": 976539, - "estimated_input_tokens": 244135, - "estimated_eval_tokens": 488526 + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 36, - "serialized_chars": 38281, - "estimated_input_tokens": 9571, - "estimated_eval_tokens": 19398 + "soft_pair_count": 37, + "serialized_chars": 38693, + "estimated_input_tokens": 9674, + "estimated_eval_tokens": 19604 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No true duplicate cluster emerges here: the items span unrelated tokenizer, model-loading, memory, export, and Flash Attention reports. All soft edges look like broad similarity rather than the same underlying bug/change, so I would not merge any of them.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue stands out because the set is heterogeneous and does not describe one shared bug.", - "canonical_pr_reason": null, - "best_issue_reason": "Issue 46693 is the strongest standalone report overall: it has the most discussion and a concrete FA2 regression description, but it still is not a canonical duplicate target for the whole set.", - "best_pr_reason": null, + "summary": "The soft links are all false positives: the issues cover unrelated models, APIs, regressions, and error messages. There is no true duplicate cluster here.", + "confidence": 0.94, + "canonical_issue_reason": "No canonical issue: the set is heterogeneous, so there is no single duplicate anchor.", + "canonical_pr_reason": "No PRs are present in this candidate set.", + "best_issue_reason": "No best issue: none of the issues cleanly represents the whole set as a duplicate target.", + "best_pr_reason": "No PRs are present in this candidate set.", "soft_edge_verdicts": [ + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "Different bugs: tokenizer special-token registration vs recurrent state reset in Qwen3.5 cache handling." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Unrelated regressions: unsupported `center` arg in an audio extractor vs video input regression in Qwen VL models." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "One is FP8 config failure on Qwen3-MoE; the other is quantized model saving." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Different model implementations and failure modes: Smollm3 RoPE-layer mismatch vs DeepSeekV3MoE divergence from remote code." + }, { "left": "issue:43653", "right": "issue:44442", "accept": false, - "reason": "Both involve tokenizers, but one is a BigBird special-token decoding bug and the other is an AutoTokenizer load failure for a different model." + "reason": "Tokenizer special-token decode bug is not the same as AutoTokenizer failing to load a specific tokenizer class." }, { "left": "issue:43065", "right": "issue:43994", "accept": false, - "reason": "Different components and symptoms: Sam3PixelDecoder dummy Conv2d vs SigLIP2 producing bad outputs." + "reason": "Sam3 pixel decoder dummy Conv2d is unrelated to SigLIP2 producing bad outputs." }, { "left": "issue:43065", "right": "issue:45412", "accept": false, - "reason": "One is a dummy layer in Sam3PixelDecoder; the other is an RT-DETR memory leak when deleted." + "reason": "Dummy pixel-decoder layer issue is unrelated to RT-DETR memory not being released." }, { "left": "issue:43575", "right": "issue:43701", "accept": false, - "reason": "OOM on tensor-parallel model load is unrelated to a resume_from_checkpoint key mismatch." + "reason": "Tensor-parallel OOM when loading a model is not the same as a resume-from-checkpoint key mismatch." }, { "left": "issue:44265", "right": "issue:45198", "accept": false, - "reason": "torch.export failure from torch_compilable_check is a different code path than Wav2Vec2 save_pretrained/tokenization failures." + "reason": "Torch export failure with `torch_compilable_check` is unrelated to Wav2Vec2 save/tokenization failures." }, { "left": "issue:29127", "right": "issue:33357", "accept": false, - "reason": "LayoutLMv3 error messaging and a MacOS CLIP bus error are unrelated bugs." + "reason": "Clarity of an error message in LayoutLMv3 is unrelated to a MacOS bus error loading CLIP." }, { "left": "issue:45372", "right": "issue:45588", "accept": false, - "reason": "Gemma 4 processor import failure from mistral_common is unrelated to a Flash Attention crash on s_aux=None." + "reason": "Gemma 4 processor import/loading dependency failure is unrelated to a flash-attention crash on `s_aux=None`." }, { "left": "issue:43412", "right": "issue:45588", "accept": false, - "reason": "Executorch export issues for gemma3n are a different failure mode than flash_attention.py crashing on sink-less models." + "reason": "Executorch export guard/support issues are a different code path from flash-attention sink-less model crashes." }, { "left": "issue:45491", "right": "issue:46693", "accept": false, - "reason": "Both mention FA2, but one is NaNs from all-padding sliding windows and the other is a performance regression in long-context generation." + "reason": "Gemma3 NaN embeddings from sliding-window padding is not the same as FA2 long-context performance regression." }, { "left": "issue:42490", "right": "issue:43381", "accept": false, - "reason": "Local-path slash import warning is unrelated to gradient checkpointing being disallowed in eval mode." + "reason": "Trailing-slash local model import warning is unrelated to gradient checkpointing in eval mode." }, { "left": "issue:29127", "right": "issue:35141", "accept": false, - "reason": "Clarifying an error message for boxes vs post-init reinitializing embeddings are different bugs." + "reason": "Error-message clarity for boxes vs embedding reinitialization during `post_init` are different problems." }, { "left": "issue:45245", "right": "issue:45563", "accept": false, - "reason": "Category-count overflow and stale num_return_sequences warning are unrelated." + "reason": "Category-count limit runtime error is unrelated to a stale warning in paged `generate()`." }, { "left": "issue:45459", "right": "issue:45712", "accept": false, - "reason": "Hidden tokenizer errors without protobuf and leftover dummy classes leaking into dir(transformers) are separate issues." + "reason": "Tokenizer decode-error masking due to missing protobuf is unrelated to leftover dummy classes in `dummy_pt_objects.py`." }, { "left": "issue:43994", "right": "issue:45412", "accept": false, - "reason": "SigLIP2 bad results and RT-DETR memory not releasing do not share the same bug." + "reason": "SigLIP2 inference nonsense and RT-DETR memory retention are unrelated issues." }, { "left": "issue:45440", "right": "issue:45593", "accept": false, - "reason": "DeepseekV3MoE divergence from remote implementation is unrelated to D-FINE auxiliary-loss handling." + "reason": "DeepSeekV3MoE implementation divergence is unrelated to D-FINE auxiliary-loss behavior." }, { "left": "issue:45372", "right": "issue:45406", "accept": false, - "reason": "Gemma 4 load-time ImportError and serve-time missing _tokenizer attribute are related by model family only, not the same code-path bug." + "reason": "Both concern Gemma 4 processor loading, but one is an import/dependency failure and the other is a missing `_tokenizer` attribute in serve." }, { "left": "issue:43575", "right": "issue:44387", "accept": false, - "reason": "Tensor-parallel load OOM for one Qwen2 model is not the same as int4 quantization memory regression in Transformers 5.x." + "reason": "Tensor-parallel OOM on a specific model is not the same as int4 quantization reserved-memory regression." }, { "left": "issue:43421", "right": "issue:45491", "accept": false, - "reason": "TokenizerBackend post-processor update behavior is unrelated to Gemma3 NaN embeddings with sliding-window attention." + "reason": "Runtime special-token post-processor update bug is unrelated to Gemma3 NaN embeddings under mixed-length batching." }, { "left": "issue:45406", "right": "issue:46701", "accept": false, - "reason": "A missing _tokenizer attribute in Gemma4Processor is a different failure than DiffusionGemmaGenerationOutput pipeline breakage." + "reason": "Gemma 4 serve `_tokenizer` crash is unrelated to DiffusionGemmaGenerationOutput pipeline failure." }, { "left": "issue:45412", "right": "issue:46369", "accept": false, - "reason": "RT-DETR GC/memory leak and sam3-litetext memory overflow are separate memory problems in different models." + "reason": "RT-DETR memory leak on deletion is not the same as sam3-litetext memory overflow during use." }, { "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 underlying bug." + "reason": "Wrong tokenizer decoder type in v5 is unrelated to AutoTokenizer ignoring repository `tokenizer.json`." }, { "left": "issue:45372", "right": "issue:45459", "accept": false, - "reason": "Gemma 4 import failure from mistral_common is unrelated to protobuf masking real tokenizer errors." + "reason": "Gemma 4 loading fails due to a missing `ReasoningEffort` import; this is not the same as protobuf-related tokenizer error handling." }, { "left": "issue:44442", "right": "issue:45072", "accept": false, - "reason": "FastSpeech2ConformerTokenizer loading and bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel are distinct." + "reason": "Different tokenizer/model families and failure modes: AutoTokenizer load failure vs bfloat16 dtype mismatch." }, { "left": "issue:43526", "right": "issue:45834", "accept": false, - "reason": "A Fast BeitImageProcessor label reduction bug is unrelated to a Kosmos2.5 OCR index error." + "reason": "BeitImageProcessorFast label reduction bug is unrelated to Kosmos2.5 OCR index errors." }, { "left": "issue:27957", "right": "issue:33290", "accept": false, - "reason": "XLMRoberta Flash Attention support and Adafactor/DeepSpeed OOM are unrelated." + "reason": "XLM-RoBERTa Flash Attention 2 support and Adafactor+DeepSpeed OOM are different issues." }, { "left": "issue:27957", "right": "issue:29127", "accept": false, - "reason": "Flash Attention support for XLMRoberta is not the same as LayoutLMv3 error-message clarity." + "reason": "Flash Attention 2 support for XLM-RoBERTa is unrelated to a LayoutLMv3 error-message clarity issue." }, { "left": "issue:43824", "right": "issue:44279", "accept": false, - "reason": "A missing Qwen2.5-VL import symbol and a generic dependency issue are not the same bug." + "reason": "ImportError for a missing Qwen2.5-VL class is not the same as a generic dependency issue with transformers." }, { - "left": "issue:43526", - "right": "issue:46693", + "left": "issue:33290", + "right": "issue:34689", "accept": false, - "reason": "BeitImageProcessorFast label reduction and FA2 long-context performance regression are unrelated." + "reason": "Adafactor/DeepSpeed OOM is unrelated to Llama 3.2 Vision model loading breaking in 4.46.2." }, { - "left": "issue:33290", - "right": "issue:34689", + "left": "issue:43526", + "right": "issue:46693", "accept": false, - "reason": "Adafactor OOM in DeepSpeed and Llama 3.2 vision model-loading breakage are different problems." + "reason": "BeitImageProcessorFast label handling is unrelated to FA2 long-context generation performance regression." }, { "left": "issue:33290", "right": "issue:35141", "accept": false, - "reason": "Optimizer OOM and embedding reinitialization after resize are unrelated." + "reason": "DeepSpeed Adafactor OOM is unrelated to token-embedding resize reinitialization in `post_init`." }, { "left": "issue:44857", "right": "issue:45588", "accept": false, - "reason": "Loss crashes under float16 AMP and a flash_attention integration AttributeError are different issues." + "reason": "AMP/CUDA crash in LwDetrImageLoss is unrelated to flash-attention sink-less model attribute errors." }, { "left": "issue:43994", "right": "issue:46369", "accept": false, - "reason": "SigLIP2 bad outputs and sam3-litetext memory overflow are unrelated." + "reason": "SigLIP2 bad outputs and sam3-litetext memory overflow are different model/runtime problems." }, { "left": "issue:42915", "right": "issue:43931", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure is not the same as Qwen3-VL weight-shape mismatch." - }, - { - "left": "issue:43526", - "right": "issue:44186", - "accept": false, - "reason": "BeitImageProcessorFast label handling and LayoutLMv2Tokenizer crashes are different tokenizer/processor bugs." - }, - { - "left": "issue:43334", - "right": "issue:43531", - "accept": false, - "reason": "Qwen3-VL missing pad_token_id and Qwen3-MoE sliding_window behavior are distinct model/config issues." - }, - { - "left": "issue:45250", - "right": "issue:46640", - "accept": false, - "reason": "Generic Flash Attention 2.0 feature request and a specific FA2 issue report are not the same underlying bug/change." + "reason": "FineGrainedFP8Config failure on Qwen3-MoE is unrelated to Qwen3-VL weight-shape mismatch during loading." } ] }, @@ -10804,7 +10827,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-512", + "cluster_id": "cluster-10000-513", "nodes": [ "issue:27957", "issue:29870", @@ -10812,19 +10835,21 @@ "issue:42490", "issue:43262", "issue:43316", + "issue:43334", "issue:43381", "issue:43493", "issue:43525", + "issue:43526", + "issue:43531", "issue:43643", "issue:43646", "issue:43720", - "issue:43749", "issue:43761", "issue:43827", "issue:43873", - "issue:43931", "issue:44062", "issue:44077", + "issue:44186", "issue:44206", "issue:44442", "issue:44479", @@ -10836,25 +10861,27 @@ "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:45600", - "issue:45759", "issue:45859", "issue:45907", "issue:46121", - "issue:46178", "issue:46234", "issue:46399", + "issue:46640", "issue:46697" ], "soft_pairs": [ + "issue:43526|issue:44186", + "issue:45250|issue:46640", + "issue:43334|issue:43531", "issue:43381|issue:43873", "issue:45588|issue:45600", "issue:43646|issue:44077", @@ -10867,212 +10894,212 @@ "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:42175|issue:46234", "issue:44077|issue:44479", + "issue:45003|issue:45440", "issue:43316|issue:43525", "issue:43493|issue:43827", "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:44855|issue:45137" ], - "prepared_review_unit_hash": "de05a7cc7040fcdd1459c04dc887a4640b4049906795d2f8d63150a07fc7c40e", + "prepared_review_unit_hash": "67980c62772e133b32afa06cce1a78bf10b0a6bf56d0163592c4983bf69eec0b", "component_budget": { - "node_count": 512, - "item_count": 512, - "soft_pair_count": 1882, - "serialized_chars": 976539, - "estimated_input_tokens": 244135, - "estimated_eval_tokens": 488526 + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 26, - "serialized_chars": 35154, - "estimated_input_tokens": 8789, - "estimated_eval_tokens": 17834 + "serialized_chars": 35628, + "estimated_input_tokens": 8907, + "estimated_eval_tokens": 18070 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly distinct bug reports across unrelated subsystems; I don\u2019t see a true duplicate cluster, so the best anchor is the broad, active quantization/offloading report.", - "confidence": 0.34, - "canonical_issue_reason": "issue:43873 is the broadest and most active report in the set (highest discussion/inbound refs, still open), so it\u2019s the best anchor issue even though the items are not one duplicate bug.", + "summary": "This cluster is mostly a collection of unrelated transformers bug reports. The only plausible duplicate pair is the two generic Flash Attention 2 issues; the rest are too model- or symptom-specific to safely merge.", + "confidence": 0.57, + "canonical_issue_reason": "issue:46640 is the broadest and most representative of the only likely duplicate pair, with a generic Flash Attention 2 title and recent discussion.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the best representative because it describes a general runtime behavior problem rather than a narrow model-specific regression, and it has the strongest signal of ongoing relevance.", + "best_issue_reason": "issue:46640 is the best global issue candidate because it is the most generic Flash Attention 2 report and the clearest duplicate anchor in this set.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "Both are tokenizer/processor bugs, but they affect different components and failure modes; not the same underlying bug." + }, + { + "left": "issue:45250", + "right": "issue:46640", + "accept": true, + "reason": "Both are generic Flash Attention 2 issues and appear to describe the same underlying topic/bug." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Different Qwen model families and different symptoms; no clear shared code-path bug." + }, { "left": "issue:43381", "right": "issue:43873", "accept": false, - "reason": "Both are regression-style runtime issues, but one is about gradient checkpointing in eval mode and the other about quantization/offloading; different failure paths." + "reason": "One is about eval/gradient-checkpointing behavior, the other about offloading with quantization." }, { "left": "issue:45588", "right": "issue:45600", "accept": false, - "reason": "Flash-attention crash on sink-less models and stale auto_mappings references are unrelated bugs in different code paths." + "reason": "Different code areas and failures: flash-attention sink handling versus auto-mapping references to removed configs." }, { "left": "issue:43646", "right": "issue:44077", "accept": false, - "reason": "Missing fields from trust_remote_code config loading is a config deserialization issue; patchtsmixer post_init policy is a model-definition constraint." + "reason": "The themes overlap around initialization, but the concrete bugs are different and not safely mergeable." }, { "left": "issue:46121", "right": "issue:46399", "accept": false, - "reason": "One is a rope-validation TypeError on JSON-loaded lists; the other is a missing decorator causing kernel registration failure." + "reason": "Rope-parameter validation and Qwen3.5 kernel registration are unrelated bugs." }, { "left": "issue:44514", "right": "issue:45381", "accept": false, - "reason": "Both are Qwen2.5-VL related, but one crashes in apply_chat_template batching and the other has incorrect video position IDs." + "reason": "Both are Qwen2.5-VL issues, but one is batched chat-template padding and the other is video position-id math." }, { "left": "issue:44977", "right": "issue:45245", "accept": false, - "reason": "Flash-attention generation failure and the category-cardinality RuntimeError are unrelated." + "reason": "Completely different failure modes and subsystems; only share being user-facing runtime errors." }, { "left": "issue:43761", "right": "issue:45859", "accept": false, - "reason": "CLIPVisionModel hidden_states regression and Qwen3_5Moe rotary embedding offload incompatibility are different model/code paths." + "reason": "Different models and code paths; one is hidden-states output, the other CPU offload compatibility." }, { "left": "issue:44743", "right": "issue:44811", "accept": false, - "reason": "Recurrent-state reset with cache and Whisper batch_decode skipping special tokens are separate processor/model behaviors." + "reason": "Unrelated functionality: recurrent cache state handling versus processor batch decoding behavior." }, { "left": "issue:43262", "right": "issue:44206", "accept": false, - "reason": "Audio chat-template sample-rate handling and LASR feature extractor center-arg crash are different audio preprocessing bugs." + "reason": "Both touch audio processors, but the bugs are distinct and in different APIs." }, { "left": "issue:44442", "right": "issue:44898", "accept": false, - "reason": "Tokenizer loading for FastSpeech2Conformer and Perceiver image interpolation failure affect unrelated components." + "reason": "Different modalities and different failure mechanisms; not a duplicate." }, { "left": "issue:42490", "right": "issue:44743", "accept": false, - "reason": "A local-path import warning is unrelated to the Qwen recurrent-state caching bug." + "reason": "Local model-path import warnings and Qwen modular cache-state reset are unrelated." }, { "left": "issue:43720", "right": "issue:44442", "accept": false, - "reason": "BitNet packed-weight loading and tokenizer loading failure do not share the same underlying defect." - }, - { - "left": "issue:42175", - "right": "issue:46234", - "accept": false, - "reason": "Missing tensorflow in the torch extra and a missing import-utils availability helper are separate packaging/API issues." + "reason": "BitNet accelerate-loading bug versus tokenizer loading failure; no shared underlying issue." }, { "left": "issue:27957", "right": "issue:29870", "accept": false, - "reason": "Flash Attention 2 support for XLM-Roberta and Bart generate() decoder_attention_mask assignment are unrelated." + "reason": "Different models and different errors; both are generation-related but not the same bug." }, { - "left": "issue:45003", - "right": "issue:45440", + "left": "issue:42175", + "right": "issue:46234", "accept": false, - "reason": "Unsafe sys.modules access in modeling_utils and DeepseekV3MoE divergence are different root causes." + "reason": "Packaging/backend selection and missing import_utils helper are distinct issues." }, { "left": "issue:44077", "right": "issue:44479", "accept": false, - "reason": "patchtsmixer post_init policy and Qwen video-input regression are unrelated model issues." + "reason": "PatchTSMixer constructor policy and Qwen video-input regression are unrelated." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Generic modeling_utils safety issue versus a DeepSeekV3MoE implementation divergence." }, { "left": "issue:43316", "right": "issue:43525", "accept": false, - "reason": "A Gemma3TextConfig API discrepancy is not the same bug as Llama4Config missing pad_token_id." + "reason": "Both are config API discrepancies, but they concern different models and different missing fields." }, { "left": "issue:43493", "right": "issue:43827", "accept": false, - "reason": "SigLIP2 HF-vs-JAX implementation differences and outdated pipeline docs are not the same defect." + "reason": "SigLIP2 implementation mismatch and docs referencing removed pipeline APIs are unrelated." }, { "left": "issue:43873", "right": "issue:44871", "accept": false, - "reason": "Quantization/offloading behavior and Gemma-3 eos_token_id inconsistency are separate configuration/runtime problems." + "reason": "Quantization/offloading behavior and eos_token_id config inconsistency are not the same bug." }, { "left": "issue:45325", "right": "issue:46697", "accept": false, - "reason": "Qwen2.5-VL rope indexing and Swin2SR over-padding are distinct vision preprocessing bugs." + "reason": "Different models, different image/video preprocessing paths, and different symptoms." }, { "left": "issue:44062", "right": "issue:45907", "accept": false, - "reason": "AddedToken special-argument duplication and list_repo_files revision forwarding are unrelated utility bugs." + "reason": "Tokenizer AddedToken duplication and list_repo_files revision forwarding are unrelated." }, { "left": "issue:43643", "right": "issue:44913", "accept": false, - "reason": "Missing fields from trust_remote_code config loading and GPTNeoX rotary_pct reload loss are both config-related, but not the same bug." + "reason": "Both involve config loading, but the specific bugs differ: missing fields under trust_remote_code versus rotary_pct not persisting on reload." }, { "left": "issue:44855", "right": "issue:45137", "accept": false, - "reason": "Python 3.13 torch.jit parsing failure and DeepSpeed ZeRO3 deque IndexError have different failure mechanisms." - }, - { - "left": "issue:43749", - "right": "issue:43931", - "accept": false, - "reason": "FSDP CPU RAM efficient loading and Qwen3-VL weight-shape mismatch are unrelated loading issues." - }, - { - "left": "issue:43316", - "right": "issue:45759", - "accept": false, - "reason": "Gemma3TextConfig API mismatch and missing text_config unwrapping in AutoModelForCausalLM.from_config are different config-handling bugs." - }, - { - "left": "issue:44987", - "right": "issue:46178", - "accept": false, - "reason": "A transformers loading regression and a backend-mapping tensorflow_text error are unrelated." + "reason": "Python import parsing issue and DeepSpeed ZeRO3 deque error are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft pair, issue:45250 and issue:46640, is plausibly the same generic Flash Attention 2 bug, while the other pairwise rejections are appropriately cautious and supported by the titles/body signals." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -11087,7 +11114,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-512", + "cluster_id": "cluster-10000-513", "nodes": [ "issue:16998", "issue:22355", @@ -11109,29 +11136,29 @@ "issue:43701", "issue:43716", "issue:43742", + "issue:43749", "issue:43761", "issue:43825", "issue:43931", "issue:44077", "issue:44079", - "issue:44162", "issue:44188", "issue:44190", "issue:44442", "issue:44464", "issue:44496", "issue:44534", - "issue:44792", "issue:44871", "issue:44913", + "issue:44987", "issue:45216", "issue:45584", "issue:45698", + "issue:45759", "issue:45803", - "issue:46050", + "issue:46178", "issue:46234", "issue:46291", - "issue:46365", "issue:46421", "issue:46506", "issue:46821", @@ -11139,23 +11166,26 @@ "issue:46932" ], "soft_pairs": [ + "issue:43749|issue:43931", + "issue:43316|issue:45759", + "issue:44987|issue:46178", "issue:44190|issue:44496", - "issue:43931|issue:45216", "issue:42617|issue:43575", - "issue:43232|issue:43388", + "issue:43931|issue:45216", "issue:43701|issue:46506", + "issue:43232|issue:43388", "issue:44442|issue:45803", "issue:43550|issue:43701", "issue:43575|issue:43742", - "issue:43761|issue:44188", "issue:27957|issue:32090", "issue:43761|issue:44079", + "issue:43761|issue:44188", "issue:43606|issue:43701", "issue:25251|issue:28282", "issue:46829|issue:46932", "issue:42907|issue:45698", - "issue:16998|issue:22355", "issue:43295|issue:43825", + "issue:16998|issue:22355", "issue:43295|issue:44871", "issue:44871|issue:45584", "issue:46234|issue:46291", @@ -11164,213 +11194,210 @@ "issue:44464|issue:46421", "issue:43316|issue:46821", "issue:43646|issue:44913", - "issue:43452|issue:44496", - "issue:44871|issue:46050", - "issue:45803|issue:46365", - "issue:44162|issue:44792" + "issue:43452|issue:44496" ], - "prepared_review_unit_hash": "37884375cf8ce177207f76ab9d7cc381124951aecdbce08f35d574c58bbff790", + "prepared_review_unit_hash": "845806ff6e50326e36ca818360349d3c914b58b53303474eb494329e0ca9ef7a", "component_budget": { - "node_count": 512, - "item_count": 512, - "soft_pair_count": 1882, - "serialized_chars": 976539, - "estimated_input_tokens": 244135, - "estimated_eval_tokens": 488526 + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36257, - "estimated_input_tokens": 9065, - "estimated_eval_tokens": 18386 + "serialized_chars": 36311, + "estimated_input_tokens": 9078, + "estimated_eval_tokens": 18412 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft pairs are mostly text-similar but describe different bugs across unrelated code paths. I did not find any pair that is clearly the same underlying issue, so no duplicates were accepted.", - "confidence": 0.95, - "canonical_issue_reason": null, + "summary": "This cluster is not a duplicate set; it\u2019s a grab-bag of unrelated Transformers bugs/regressions across loading, generation, multimodal, training, and config handling. None of the soft pairs look like the same underlying change or defect.", + "confidence": 0.89, + "canonical_issue_reason": "No single canonical issue stands out: the items cover many unrelated code paths and model families, with no explicit linkage or shared filenames/targets.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:43761 is the most concrete and self-contained bug report: a specific regression, a specific model, clear expected-vs-actual behavior, and an actionable code path.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44190", - "right": "issue:44496", + "left": "issue:43749", + "right": "issue:43931", "accept": false, - "reason": "Different failures: local dataset loading in a no-trainer script vs unrecognized model/config loading." + "reason": "Both are model-loading failures, but one is an FSDP CPU RAM-efficient loading issue and the other is a Qwen3-VL weight-shape mismatch; different failure modes and likely different fixes." }, { - "left": "issue:43931", - "right": "issue:45216", + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Both mention composite config/text_config behavior, but one is an API discrepancy in Gemma3TextConfig while the other is missing text_config unwrapping in AutoModelForCausalLM.from_config for Qwen multimodal configs; not the same bug." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "These are unrelated import/load errors: one is a specific model load failure on transformers>=5.1.0, the other is a backend mapping error for tensorflow_text." + }, + { + "left": "issue:44190", + "right": "issue:44496", "accept": false, - "reason": "Both involve Qwen models, but one is a load-time shape mismatch and the other is a save_pretrained regression." + "reason": "Local dataset loading in an example script is unrelated to an unrecognized model/config error when loading a specific model." }, { "left": "issue:42617", "right": "issue:43575", "accept": false, - "reason": "Both mention distributed/model loading issues, but one is a 3d_parallel.py problem and the other is tensor-parallel OOM." + "reason": "Both involve parallel/model loading, but one is failure to run a 3D parallel example and the other is TP loading OOM for a specific Qwen model; not the same underlying problem." }, { - "left": "issue:43232", - "right": "issue:43388", + "left": "issue:43931", + "right": "issue:45216", "accept": false, - "reason": "Generation kwargs sync bug vs gather_for_metrics label truncation; different subsystems and symptoms." + "reason": "Both are Qwen-related loading/save issues, but one is a weight-shape mismatch on load and the other is an incorrect checkpoint saved by save_pretrained; distinct code paths." }, { "left": "issue:43701", "right": "issue:46506", "accept": false, - "reason": "Checkpoint resume key mismatch is unrelated to CPU/CUDA numerical divergence." + "reason": "Resume-from-checkpoint key mismatch is unrelated to CPU/CUDA output divergence in PPDocLayoutV3." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "A generation kwargs update bug after sync_gpus is unrelated to gather_for_metrics dropping tuple labels in the last batch." }, { "left": "issue:44442", "right": "issue:45803", "accept": false, - "reason": "Tokenizer loading failure is unrelated to a bare except in Fuyu tensor conversion." + "reason": "Tokenizer loading failure for one model is unrelated to Fuyu batch feature tensor conversion swallowing exceptions." }, { "left": "issue:43550", "right": "issue:43701", "accept": false, - "reason": "torch.compile/SDPA bug is unrelated to resume_from_checkpoint key handling." + "reason": "torch.compile/SDPA failure in Bamba is unrelated to checkpoint resume key mismatches." }, { "left": "issue:43575", "right": "issue:43742", "accept": false, - "reason": "Both are model loading errors, but one is OOM from TP and the other is a key error for a specific model." - }, - { - "left": "issue:43761", - "right": "issue:44188", - "accept": false, - "reason": "Hidden-states output bug is not the same as attention-kernel divergence under torch.compile." + "reason": "TP OOM while loading one model is not the same as a key error loading another model." }, { "left": "issue:27957", "right": "issue:32090", "accept": false, - "reason": "Flash Attention 2 support issue is unrelated to a Trainer gpu_broadcast NoneType error." + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to a Trainer GPU broadcast NoneType error." }, { "left": "issue:43761", "right": "issue:44079", "accept": false, - "reason": "Output hidden_states regression and ModelOutput key assignment bug affect different code paths." + "reason": "These are both about model outputs, but one is a specific CLIPVisionModel regression and the other is a generic ModelOutput key-assignment bug; insufficient evidence of the same root cause." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "CLIP hidden_states regression is unrelated to attention-kernel divergence under torch.compile." }, { "left": "issue:43606", "right": "issue:43701", "accept": false, - "reason": "CPU offload device mismatch is unrelated to checkpoint resume key mismatch." + "reason": "CPU offload device mismatch for bark-small is unrelated to resume-from-checkpoint key mismatches." }, { "left": "issue:25251", "right": "issue:28282", "accept": false, - "reason": "Pipeline top_k nesting bug is unrelated to missing PyTorch installation errors." + "reason": "Pipeline top_k output shape change is unrelated to AutoModel missing PyTorch import errors." }, { "left": "issue:46829", "right": "issue:46932", "accept": false, - "reason": "VideoPrism output field mix-up is unrelated to Gemma4 quantized embedder dtype casting." + "reason": "These are both vision/multimodal issues, but one is a VideoPrism output-field bug and the other is a Gemma4 quantized embedder dtype-casting fix; different components and fixes." }, { "left": "issue:42907", "right": "issue:45698", "accept": false, - "reason": "Both touch save/load, but one is dequantized model saving and the other is wrong custom module resolution after save_pretrained." + "reason": "Saving dequantized Ministral/Devstral models is a different problem from from_pretrained loading the wrong custom module after save_pretrained." }, { - "left": "issue:16998", - "right": "issue:22355", + "left": "issue:43295", + "right": "issue:43825", "accept": false, - "reason": "model_max_length behavior and missing transformers.onnx are unrelated issues." + "reason": "A regression in custom processor/tokenizer behavior is unrelated to an incorrect pipeline error message about translation tasks." }, { - "left": "issue:43295", - "right": "issue:43825", + "left": "issue:16998", + "right": "issue:22355", "accept": false, - "reason": "Custom model processor/tokenizer regression is unrelated to the pipeline translation error message in v5." + "reason": "A model_max_length question for DeBERTa-V3 is unrelated to a missing transformers.onnx module import." }, { "left": "issue:43295", "right": "issue:44871", "accept": false, - "reason": "Processor/tokenizer regression is unrelated to Gemma eos_token_id config inconsistency." + "reason": "Processor/tokenizer API regression is unrelated to Gemma-3 eos_token_id inconsistency." }, { "left": "issue:44871", "right": "issue:45584", "accept": false, - "reason": "Both mention token alignment/config, but one is eos_token_id mismatch and the other is Whisper empty-transcription generation failure." + "reason": "Both involve special tokens, but Gemma-3 eos_token_id mismatch and Whisper empty-transcription failure are different bugs." }, { "left": "issue:46234", "right": "issue:46291", "accept": false, - "reason": "Missing import utility helper and pipelines import failure with kernels are different dependency issues." + "reason": "Missing is_falcon_mamba_ssm_available and pipelines import failing on kernels version/revision requirements are separate import-time issues." }, { "left": "issue:44077", "right": "issue:44534", "accept": false, - "reason": "PatchTSMixer post_init API change is unrelated to non-persistent buffer initialization bugs." + "reason": "A patchtsmixer post_init API constraint issue is unrelated to non-persistent buffers being filled with junk." }, { "left": "issue:43316", "right": "issue:43716", "accept": false, - "reason": "Gemma3TextConfig API inconsistency is unrelated to Mistral-3 image preprocessor dtype mismatch." + "reason": "Gemma3TextConfig API discrepancy is unrelated to Mistral-3 image preprocessor dtype mismatch." }, { "left": "issue:44464", "right": "issue:46421", "accept": false, - "reason": "Compiled forward output inconsistency and chunked prefill recompilation are related to generation, but not the same concrete bug." + "reason": "Both mention generation/compilation, but inconsistent chunked generation outputs and chunked prefill recompilation are different behaviors and likely different fixes." }, { "left": "issue:43316", "right": "issue:46821", "accept": false, - "reason": "Config API discrepancy is unrelated to TimesFM window_size attribute errors." + "reason": "Gemma3 config API discrepancy is unrelated to TimesFM window_size AttributeError." }, { "left": "issue:43646", "right": "issue:44913", "accept": false, - "reason": "Custom model initialization breakage is unrelated to GPTNeoX rotary_pct reload behavior." + "reason": "Custom model initialization breakage in Transformers 5.0.0 is unrelated to GPTNeoXConfig rotary_pct not persisting on reload." }, { "left": "issue:43452", "right": "issue:44496", "accept": false, - "reason": "gguf_file handling in tokenizer/model loading is a different failure than unrecognized model config." - }, - { - "left": "issue:44871", - "right": "issue:46050", - "accept": false, - "reason": "Gemma eos_token_id mismatch and sinq quantization save/load corruption are distinct bugs." - }, - { - "left": "issue:45803", - "right": "issue:46365", - "accept": false, - "reason": "Bare except in Fuyu tensor conversion is unrelated to importing Trainer with datasets installed." - }, - { - "left": "issue:44162", - "right": "issue:44792", - "accept": false, - "reason": "ESM2 breakage and janus generate-images test failure are unrelated model-specific issues." + "reason": "GGUF support for AutoTokenizer/AutoModel loading is unrelated to an unrecognized model config error." } ] }, @@ -11392,9 +11419,8 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-512", + "cluster_id": "cluster-10000-513", "nodes": [ - "issue:29870", "issue:35141", "issue:41950", "issue:42490", @@ -11412,51 +11438,54 @@ "issue:43650", "issue:43673", "issue:43688", + "issue:44162", "issue:44190", "issue:44242", "issue:44514", "issue:44534", "issue:44610", "issue:44617", - "issue:44734", "issue:44743", "issue:44792", - "issue:44855", + "issue:44871", "issue:44913", "issue:44964", "issue:44977", "issue:45127", "issue:45200", - "issue:45406", "issue:45542", - "issue:45588", "issue:45600", "issue:45632", "issue:45698", "issue:45803", + "issue:46050", "issue:46170", "issue:46178", "issue:46202", "issue:46234", + "issue:46365", "issue:46369", "issue:46424", "issue:46640", "issue:46894" ], "soft_pairs": [ + "issue:44871|issue:46050", + "issue:45803|issue:46365", + "issue:44162|issue:44792", "issue:43404|issue:43441", "issue:43065|issue:44617", "issue:44242|issue:46894", "issue:44610|issue:46369", "issue:45632|issue:46424", "issue:43540|issue:44514", - "issue:43572|issue:46178", "issue:45542|issue:46234", + "issue:43572|issue:46178", "issue:44792|issue:45600", "issue:45803|issue:46170", - "issue:43650|issue:46202", "issue:44792|issue:44977", "issue:43504|issue:45698", + "issue:43650|issue:46202", "issue:45127|issue:45200", "issue:43352|issue:46640", "issue:41950|issue:43475", @@ -11465,189 +11494,186 @@ "issue:35141|issue:42490", "issue:43673|issue:44743", "issue:43388|issue:43688", - "issue:44190|issue:44964", - "issue:44734|issue:45406", - "issue:44855|issue:45588", - "issue:29870|issue:35141" + "issue:44190|issue:44964" ], - "prepared_review_unit_hash": "8b5d63190f86919d118de17c95906e5cd70d0d83295a814c1907c7f4c26c63e9", + "prepared_review_unit_hash": "cac736cfd8dd58fc16bf517f863d9fbfc48294f198543fbbe984fd3f038ea2b6", "component_budget": { - "node_count": 512, - "item_count": 512, - "soft_pair_count": 1882, - "serialized_chars": 976539, - "estimated_input_tokens": 244135, - "estimated_eval_tokens": 488526 + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 25, - "serialized_chars": 35247, - "estimated_input_tokens": 8812, - "estimated_eval_tokens": 17880 + "serialized_chars": 34475, + "estimated_input_tokens": 8619, + "estimated_eval_tokens": 17494 }, "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; they span unrelated model-specific, cache, processor, and config issues. I\u2019d keep them separate and use the most central issue as the representative tracker.", - "confidence": 0.96, - "canonical_issue_reason": "issue:46894 is the best representative because it is already a higher-connectivity tracker (multiple inbound references) and its title explicitly frames the bug as a repeatable pattern to be tracked, rather than a narrow one-off report.", + "summary": "This cluster is not a true duplicate set; the soft edges mostly connect unrelated issues that only share broad vocabulary like loading, cache, flash-attention, or model family names. I would keep the cluster anchored on the high-activity model-loading bug, but reject every soft pair.", + "confidence": 0.95, + "canonical_issue_reason": "issue:45698 is the strongest representative anchor: it has the highest discussion/inbound-reference signal and is a broad, user-facing `from_pretrained` / `save_pretrained` loading bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46894 is the strongest global issue candidate: it has the most signaled reuse/tracking value and reads like the closest thing to a cluster anchor among these issues.", + "best_issue_reason": "issue:45698 is the best cluster representative because it is the most prominent and generally scoped issue in the set, even though the surrounding items are not true duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Both involve model/config persistence, but one is an `eos_token_id` mismatch and the other is a quantized-model reload failure; different bugs and code paths." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Completely different failures: a broad exception in tensor conversion vs an import failure caused by `datasets`; no shared underlying bug." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 breakage and a Janus image-generation test failure are unrelated model areas and symptoms." + }, { "left": "issue:43404", "right": "issue:43441", "accept": false, - "reason": "Both mention FlashAttention/model generation problems, but they are different models and different failure modes: untied lm_head vs unsupported FlashAttention 2.0." + "reason": "Same general model family, but one is tied-weight initialization and the other is FlashAttention support; not the same concrete issue." }, { "left": "issue:43065", "right": "issue:44617", "accept": false, - "reason": "One is about a dummy Conv2d in Sam3PixelDecoder, the other is a Sam3Video OOM; same family, not the same bug." + "reason": "Both mention SAM3, but dummy `Conv2d` in the pixel decoder and video OOM are distinct problems." }, { "left": "issue:44242", "right": "issue:46894", "accept": false, - "reason": "Both involve loss accounting, but the concrete bugs differ: missing load-balancing loss vs a training-loss double-shift issue in another model." + "reason": "Both are training-loss-related, but they affect different models and different loss computation bugs." }, { "left": "issue:44610", "right": "issue:46369", "accept": false, - "reason": "Processor input-size mismatch for OmDet-Turbo is unrelated to Sam3-lite text memory overflow." + "reason": "OmDet-Turbo input-size mismatch and SAM lite text memory overflow are unrelated." }, { "left": "issue:45632", "right": "issue:46424", "accept": false, - "reason": "These are different cache bugs: local trust_remote_code path collisions vs max_cache_length behavior for quantized cache." + "reason": "Both mention cache behavior, but one is a path-collision bug and the other is a cache-length configuration limitation." }, { "left": "issue:43540", "right": "issue:44514", "accept": false, - "reason": "Both are multimodal processor issues, but the code paths and symptoms are different: video input parsing vs batched chat template padding." + "reason": "Both are multimodal input-processing issues, but they hit different processors and different failure modes." }, { - "left": "issue:43572", - "right": "issue:46178", + "left": "issue:45542", + "right": "issue:46234", "accept": false, - "reason": "Missing pad_token_idx in a model config is unrelated to a backend mapping error for tensorflow_text." + "reason": "Optional-dependency/import plumbing is the only overlap; the actual failures are unrelated." }, { - "left": "issue:45542", - "right": "issue:46234", + "left": "issue:43572", + "right": "issue:46178", "accept": false, - "reason": "These are both optional-dependency/import-utility complaints, but they concern different backends and different missing symbols." + "reason": "A missing config attribute and an invalid backend mapping are different API breakages." }, { "left": "issue:44792", "right": "issue:45600", "accept": false, - "reason": "One is a failing Janus image-generation test, the other is stale auto_mappings references to removed Sam3LiteText configs." + "reason": "One is a test failure for Janus generation, the other is a stale auto-mapping reference; not the same bug." }, { "left": "issue:45803", "right": "issue:46170", "accept": false, - "reason": "Bare except swallowing errors is a separate issue from a Windows/ROCm torch.distributed import dependency problem." - }, - { - "left": "issue:43650", - "right": "issue:46202", - "accept": false, - "reason": "No meaningful overlap beyond being user-visible pipeline bugs; the first issue is not even a concrete technical report from the title alone." + "reason": "Bare `except` swallowing errors and a Windows/ROCm import dependency problem are unrelated." }, { "left": "issue:44792", "right": "issue:44977", "accept": false, - "reason": "Different models and different failure types: a test regression vs flash-attention generation failure." + "reason": "Both touch generation, but Janus image tests and Qwen3.5 FlashAttention behavior are separate issues." }, { "left": "issue:43504", "right": "issue:45698", "accept": false, - "reason": "Legacy-field loading for Beit semantic segmentation is not the same as custom-module resolution after save_pretrained/from_pretrained." + "reason": "Both involve model loading, but one is a legacy field in BEiT preset loading and the other is wrong custom-module restoration after save/load." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "No meaningful overlap beyond being issue titles; the data request and Gemma pipeline roundtrip bug are unrelated." }, { "left": "issue:45127", "right": "issue:45200", "accept": false, - "reason": "One is LoRA merge plus extended-vocab collapse with tied embeddings; the other is a Gemma 4 multimodal token-id defaulting issue." + "reason": "LoRA merge collapse with extended vocab and Gemma 4 token-type handling are different bugs." }, { "left": "issue:43352", "right": "issue:46640", "accept": false, - "reason": "Both mention Flash Attention, but 43352 is a specific model unsupported by FA2, while 46640 is too vague to match it as the same code-path bug." + "reason": "One is a specific model not supporting FlashAttention 2 yet; the other is a broader FlashAttention 2 issue." }, { "left": "issue:41950", "right": "issue:43475", "accept": false, - "reason": "A video-classification processor lookup bug is not the same as a missing fpn_position_embeddings attribute in Sam3 video encoding." + "reason": "Both are vision/video-adjacent, but one is a processor-selection bug and the other is a missing attribute on a SAM3 output object." }, { "left": "issue:44534", "right": "issue:44913", "accept": false, - "reason": "Non-persistent buffer initialization junk is unrelated to GPTNeoXConfig rotary_pct persistence on reload." + "reason": "A generic v5 buffer-initialization regression and a GPTNeoX config reload bug are not the same failure." }, { "left": "issue:43525", "right": "issue:43531", "accept": false, - "reason": "Missing pad_token_id in Llama4Config and a Qwen3-MoE sliding_window problem are separate config/runtime bugs." + "reason": "A missing config attribute and a sliding-window behavior issue are unrelated." }, { "left": "issue:35141", "right": "issue:42490", "accept": false, - "reason": "One is an embedding reinitialization bug, the other is a local-model import warning caused by a trailing slash path." + "reason": "Token-embedding resize initialization and trailing-slash local-model warning are unrelated." }, { "left": "issue:43673", "right": "issue:44743", "accept": false, - "reason": "Both touch cache/recurrent state behavior, but chunked-prefill cache missing and recurrent-state resets are different underlying problems." + "reason": "Both involve cache/state handling, but one is missing GenerationMixin cache in chunked prefill and the other resets recurrent states with `seq_len>1`." }, { "left": "issue:43388", "right": "issue:43688", "accept": false, - "reason": "Metric gathering dropping tuple labels and auxiliary-loss normalization are unrelated training/evaluation bugs." + "reason": "Evaluation label truncation and auxiliary-loss normalization are different training/eval bugs." }, { "left": "issue:44190", "right": "issue:44964", "accept": false, - "reason": "Local dataset loading in an example script is unrelated to loading a specific multimodal model in latest transformers." - }, - { - "left": "issue:44734", - "right": "issue:45406", - "accept": false, - "reason": "Both affect transformers serve, but one is KV-cache indexing in responses and the other is a missing _tokenizer on Gemma4Processor." - }, - { - "left": "issue:44855", - "right": "issue:45588", - "accept": false, - "reason": "Python 3.13 TorchScript parsing failure is unrelated to a flash_attention.py attribute error on sink-less models." - }, - { - "left": "issue:29870", - "right": "issue:35141", - "accept": false, - "reason": "Bart generation UnboundLocalError and token-embedding reinitialization in post_init are completely different bugs." + "reason": "Local dataset loading in a script and a multimodal model load failure are unrelated." } ] }, @@ -11669,11 +11695,12 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-512", + "cluster_id": "cluster-10000-513", "nodes": [ "issue:25251", "issue:27957", - "issue:39692", + "issue:29870", + "issue:35141", "issue:41720", "issue:43065", "issue:43335", @@ -11699,11 +11726,10 @@ "issue:44913", "issue:44933", "issue:45072", - "issue:45127", "issue:45245", - "issue:45357", "issue:45362", "issue:45381", + "issue:45406", "issue:45563", "issue:45584", "issue:45588", @@ -11721,231 +11747,238 @@ "issue:47013" ], "soft_pairs": [ + "issue:44734|issue:45406", + "issue:44855|issue:45588", + "issue:29870|issue:35141", "issue:45072|issue:46932", "issue:44869|issue:46832", "issue:45632|issue:46617", "issue:45245|issue:46858", - "issue:43827|issue:43994", "issue:46082|issue:46697", + "issue:43827|issue:43994", "issue:44617|issue:45584", - "issue:43931|issue:44060", "issue:43644|issue:44913", + "issue:43931|issue:44060", "issue:25251|issue:27957", "issue:43335|issue:44855", "issue:44077|issue:44877", "issue:44242|issue:46897", "issue:43673|issue:46421", - "issue:44933|issue:45362", "issue:45381|issue:46369", "issue:45563|issue:45584", + "issue:44933|issue:45362", "issue:41720|issue:45245", "issue:43550|issue:44190", "issue:43065|issue:44610", - "issue:44479|issue:44734", "issue:43335|issue:44190", "issue:44617|issue:46369", - "issue:43854|issue:44792", "issue:45588|issue:47013", - "issue:45381|issue:46655", - "issue:39692|issue:44190", - "issue:45127|issue:45357" + "issue:43854|issue:44792", + "issue:44479|issue:44734", + "issue:45381|issue:46655" ], - "prepared_review_unit_hash": "824f9a9261ae7917d41547b3bec14ff9bc8a2f4f7f47c341c0644b22465ceefa", + "prepared_review_unit_hash": "fabb22b03f8b0fe6607154003a8c541f4d381f6d1cbe352d1749e6eb4ede63f1", "component_budget": { - "node_count": 512, - "item_count": 512, - "soft_pair_count": 1882, - "serialized_chars": 976539, - "estimated_input_tokens": 244135, - "estimated_eval_tokens": 488526 + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36184, - "estimated_input_tokens": 9046, - "estimated_eval_tokens": 18348 + "soft_pair_count": 29, + "serialized_chars": 36534, + "estimated_input_tokens": 9134, + "estimated_eval_tokens": 18524 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All soft pairs are false positives: they mostly share broad subsystems or model families, but each pair points to a different bug, regression, or validation failure. There are no pull requests in this set.", - "confidence": 0.62, - "canonical_issue_reason": "No single true duplicate cluster stands out across these issues. If one issue must anchor the set, #43994 is the most concrete user-facing repro with a clear runtime symptom in a common API path.", + "summary": "These items are mostly unrelated issue reports across different models and subsystems. I do not see a true duplicate cluster here; at most a few pairs share a broad area like cache or video processing, but not the same concrete bug.", + "confidence": 0.96, + "canonical_issue_reason": "No single issue is a good canonical duplicate target because the set spans many distinct failures (generation, loading, configs, video processing, caching, docs, and model-specific bugs).", "canonical_pr_reason": null, - "best_issue_reason": "#43994 is the strongest standalone issue here: it describes a direct, reproducible incorrect-output bug affecting AutoModel/pipeline usage, which is more actionable than doc-only or highly specific config/load errors.", + "best_issue_reason": "No global best issue is suitable; the cluster is heterogeneous and does not represent one underlying bug.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Different bugs: KV-cache continuation tensor indexing in serve vs Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Unrelated failures: Python 3.13 import parsing/indentation vs flash_attention crash on s_aux=None." + }, + { + "left": "issue:29870", + "right": "issue:35141", + "accept": false, + "reason": "One is a generate() decoder_attention_mask bug; the other is output embedding reinitialization after resize. Different code paths." + }, { "left": "issue:45072", "right": "issue:46932", "accept": false, - "reason": "Both mention dtype problems, but they affect different models and different code paths: SwitchTransformers/TimmWrapper inference vs Gemma4 quantized embedders." + "reason": "Both mention dtype issues, but they are model-specific and arise in different paths; not the same concrete bug." }, { "left": "issue:44869", "right": "issue:46832", "accept": false, - "reason": "Whisper timestamp decoding and RT-DETR feature-level handling are unrelated failure modes." + "reason": "Whisper timestamp decoding crash vs RT-DETR feature-level mismatch; different subsystems and symptoms." }, { "left": "issue:45632", "right": "issue:46617", "accept": false, - "reason": "Cache path collisions for local trust_remote_code models are distinct from a FileNotFoundError when loading from cache." + "reason": "Both involve trust_remote_code cache behavior, but one is a leaf-directory collision and the other is a cache FileNotFoundError; not the same bug." }, { "left": "issue:45245", "right": "issue:46858", "accept": false, - "reason": "A category-count limit error is not the same bug as slice arithmetic breaking because get_seq_length returns a device tensor." + "reason": "Number-of-categories limit error is unrelated to static-cache seq-length tensor arithmetic under torch.compile." }, { - "left": "issue:43827", - "right": "issue:43994", + "left": "issue:46082", + "right": "issue:46697", "accept": false, - "reason": "Doc references to removed pipeline APIs are unrelated to SigLIP2 producing nonsensical outputs at runtime." + "reason": "LlamaConfig head_dim validation and Swin2SR over-padding are different model/config bugs." }, { - "left": "issue:46082", - "right": "issue:46697", + "left": "issue:43827", + "right": "issue:43994", "accept": false, - "reason": "Head-dim validation in LlamaConfig is unrelated to Swin2SR over-padding images." + "reason": "Docs still referencing pipeline() after removals is unrelated to SigLIP2 producing bad results in pipeline/AutoModel." }, { "left": "issue:44617", "right": "issue:45584", "accept": false, - "reason": "CUDA OOM in Sam3Video is a different problem from Whisper failing on empty transcription after special-token alignment." + "reason": "Sam3Video OOM and Whisper empty-transcription handling are unrelated failures." }, { - "left": "issue:43931", - "right": "issue:44060", + "left": "issue:43644", + "right": "issue:44913", "accept": false, - "reason": "Qwen3-VL weight-shape mismatches and Qwen3-Next tied-weight warnings are different model-loading bugs." + "reason": "Non-persistent buffer junk fill is a different issue from GPTNeoX rotary_pct not persisting on reload." }, { - "left": "issue:43644", - "right": "issue:44913", + "left": "issue:43931", + "right": "issue:44060", "accept": false, - "reason": "Non-persistent buffer junk initialization is not the same as GPTNeoX rotary_pct resetting on reload." + "reason": "Weight-shape mismatch in Qwen3-VL loading is not the same as a wrong tied-weights warning in Qwen3-Next." }, { "left": "issue:25251", "right": "issue:27957", "accept": false, - "reason": "Pipeline top_k nesting and XLMRoberta Flash Attention 2 are unrelated issues." + "reason": "Top_k pipeline nesting regression and XLMRoberta Flash Attention 2 support are unrelated." }, { "left": "issue:43335", "right": "issue:44855", "accept": false, - "reason": "Sparse-layer creation in SwitchTransformers is unrelated to Python 3.13 torch.jit parsing of DebertaV2Model." + "reason": "SwitchTransformers sparse-layer config bug is unrelated to DebertaV2 import parsing on Python 3.13." }, { "left": "issue:44077", "right": "issue:44877", "accept": false, - "reason": "Optional post_init on patchtsmixer and strict config blocking granite_speech are different configuration problems." + "reason": "Optional post_init validation and strict-config loading failure are different configuration issues." }, { "left": "issue:44242", "right": "issue:46897", "accept": false, - "reason": "Missing load-balancing loss and a double-shift training-loss bug are different MoE/training issues." + "reason": "Both concern losses, but the load-balancing loss omission and Florence2 double-shift bug are not the same underlying bug." }, { "left": "issue:43673", "right": "issue:46421", "accept": false, - "reason": "Chunked-prefill cache missing in v5.0.0 and spurious recompilation from lazy cache init are separate cache behaviors." - }, - { - "left": "issue:44933", - "right": "issue:45362", - "accept": false, - "reason": "A nonexistent import from image_utils is unrelated to Qwen3.5-35B chat crashes." + "reason": "Both are cache/chunked-prefill related, but one reports missing cache in v5.0.0 and the other spurious recompilation from lazy init; too different to merge." }, { "left": "issue:45381", "right": "issue:46369", "accept": false, - "reason": "Wrong video position ids in Qwen2.5-VL do not match a Sam3-litetext memory overflow." + "reason": "Qwen2.5-VL vision_position_ids regression and Sam3-litetext memory overflow are unrelated." }, { "left": "issue:45563", "right": "issue:45584", "accept": false, - "reason": "A stale warning for num_return_sequences is different from a generation crash on empty transcription." + "reason": "Paged-generate warning behavior is unrelated to Whisper empty transcription after align_special_tokens." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Missing import from image_utils and Qwen3.5 chat crash are different problems." }, { "left": "issue:41720", "right": "issue:45245", "accept": false, - "reason": "cudaErrorAssert on A800 with auto device mapping is unrelated to the 2^24 category limit." + "reason": "Auto device mapping cudaErrorAssert in Qwen3 is unrelated to the 2^24 category limit error." }, { "left": "issue:43550", "right": "issue:44190", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba is unrelated to loading a local dataset in the example script." + "reason": "torch.compile+SDPA failure in Bamba is unrelated to loading a local dataset in the no-trainer script." }, { "left": "issue:43065", "right": "issue:44610", "accept": false, - "reason": "A dummy Conv2d in Sam3PixelDecoder and an OmDet processor/model resolution mismatch are different bugs." - }, - { - "left": "issue:44479", - "right": "issue:44734", - "accept": false, - "reason": "A video-input regression across Qwen VL models is not the same as KV-cache continuation crashing from wrong tensor indexing." + "reason": "Dummy Conv2d in Sam3PixelDecoder and OmDet-Turbo processor size mismatch are different vision-model issues." }, { "left": "issue:43335", "right": "issue:44190", "accept": false, - "reason": "Sparse-layer config behavior and local dataset loading failures are unrelated." + "reason": "Sparse layer creation in SwitchTransformersConfig is unrelated to local dataset loading failure." }, { "left": "issue:44617", "right": "issue:46369", "accept": false, - "reason": "Both are memory-related, but they affect different models and likely different causes." - }, - { - "left": "issue:43854", - "right": "issue:44792", - "accept": false, - "reason": "GLM-4.7-Flash unit-test loading issues are unrelated to the janus image-generation test failure." + "reason": "Both mention SAM3 memory problems, but they affect different models and appear to have different causes." }, { "left": "issue:45588", "right": "issue:47013", "accept": false, - "reason": "flash_attention.py crashing on s_aux=None is a different code path from xLSTMLayer unpacking a bare tensor." + "reason": "Flash-attention s_aux=None crash and xLSTM return_last_states unpacking bug are unrelated." }, { - "left": "issue:45381", - "right": "issue:46655", + "left": "issue:43854", + "right": "issue:44792", "accept": false, - "reason": "Qwen2.5-VL position-id regression and SmolVLM padding miscalculation are different video-processor bugs." + "reason": "GLM-4.7-Flash unit-test loading failure is unrelated to janus image-generation test failure." }, { - "left": "issue:39692", - "right": "issue:44190", + "left": "issue:44479", + "right": "issue:44734", "accept": false, - "reason": "SigLIP2 docs/example errors are unrelated to the local dataset loading issue in the training script." + "reason": "Video-input regression in Qwen VL models is not the same as serve KV-cache tensor indexing failure." }, { - "left": "issue:45127", - "right": "issue:45357", + "left": "issue:45381", + "right": "issue:46655", "accept": false, - "reason": "LoRA merge collapse with extended vocab and incorrect visual-encoder keys in save_pretrained are different save/merge bugs." + "reason": "Both are video-processing issues, but they concern different models and different bugs (position IDs vs padding calculation)." } ] }, @@ -11967,7 +12000,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-512", + "cluster_id": "cluster-10000-513", "nodes": [ "issue:25251", "issue:27957", @@ -11976,18 +12009,18 @@ "issue:35141", "issue:36246", "issue:38617", + "issue:39692", "issue:41628", "issue:42175", "issue:42796", "issue:43295", - "issue:43404", "issue:43526", - "issue:43531", "issue:43540", "issue:43643", "issue:43673", "issue:43854", "issue:44112", + "issue:44190", "issue:44246", "issue:44279", "issue:44462", @@ -12000,9 +12033,10 @@ "issue:44938", "issue:44964", "issue:45003", - "issue:45216", + "issue:45127", "issue:45276", "issue:45290", + "issue:45357", "issue:45381", "issue:45542", "issue:45563", @@ -12018,241 +12052,238 @@ "issue:46858" ], "soft_pairs": [ + "issue:39692|issue:44190", + "issue:45127|issue:45357", "issue:43295|issue:45276", "issue:44464|issue:45563", "issue:44779|issue:46489", "issue:44112|issue:45600", "issue:45276|issue:45584", + "issue:44521|issue:45381", "issue:45290|issue:46752", "issue:43540|issue:44734", - "issue:44521|issue:45381", "issue:25251|issue:29870", "issue:43526|issue:46697", "issue:43643|issue:44496", "issue:44462|issue:45907", "issue:44938|issue:45542", "issue:43854|issue:44964", - "issue:44737|issue:45803", "issue:44246|issue:45003", + "issue:44737|issue:45803", "issue:43673|issue:46858", "issue:27957|issue:35141", "issue:44964|issue:45600", "issue:44112|issue:44964", "issue:45632|issue:46234", - "issue:42796|issue:44521", "issue:42175|issue:44279", + "issue:42796|issue:44521", "issue:32090|issue:35141", "issue:36246|issue:41628", - "issue:43404|issue:45216", - "issue:36246|issue:38617", - "issue:43531|issue:45600" + "issue:36246|issue:38617" ], - "prepared_review_unit_hash": "1d33d8897134b445d6e4df1bbac1b3e37022f61167119e0e24c690bc2771422c", + "prepared_review_unit_hash": "430ba1dfecccafd8fa38b7b5927839b30b7190f950afe8bbe2c71f3d46ee2e70", "component_budget": { - "node_count": 512, - "item_count": 512, - "soft_pair_count": 1882, - "serialized_chars": 976539, - "estimated_input_tokens": 244135, - "estimated_eval_tokens": 488526 + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 35855, - "estimated_input_tokens": 8964, - "estimated_eval_tokens": 18184 + "serialized_chars": 36492, + "estimated_input_tokens": 9123, + "estimated_eval_tokens": 18502 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most candidate edges are clearly different bugs or regressions. The only plausible duplicate pair is the DeepSeek tokenizer regression pair, where the second issue looks like a narrower follow-up to the first.", - "confidence": 0.74, - "canonical_issue_reason": "issue:44779 is the broadest and earliest report of the DeepSeek tokenizer regression; issue:46489 reads like a model-specific follow-up/gap in the earlier fix.", + "summary": "These items are mostly unrelated, model-specific bug reports and API regressions that only share broad Transformers themes. None of the suggested soft pairs look like the same underlying issue/change, so I reject all of them.", + "confidence": 0.89, + "canonical_issue_reason": "issue:41628 is the broadest, clearest top-level API regression in the set (a direct import failure), so it is the best single representative of the cluster even though the cluster is heterogeneous.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44779 best represents the underlying defect because it describes the general tokenizer regression, while issue:46489 narrows it to DeepSeek-Coder v1.", + "best_issue_reason": "issue:41628 is the most generally recognizable user-facing failure and the least niche among the issues here; several others are narrower model- or environment-specific bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "Different problems: SigLIP2 docs/example errors vs loading a local dataset in the no-trainer image classification script." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "Different code paths: LoRA merge with extended vocab causes collapse, while the other is a Qwen3.5 save_pretrained visual-key regression." + }, { "left": "issue:43295", "right": "issue:45276", "accept": false, - "reason": "Both mention embedding resizing, but they describe different failures on different model paths and symptoms." + "reason": "One is a regression in processor/tokenizer access for custom multimodal code; the other is resize_token_embeddings not updating Gemma4 embeddings." }, { "left": "issue:44464", "right": "issue:45563", "accept": false, - "reason": "Different generation bugs: inconsistent compiled chunked generation vs a stale warning about num_return_sequences." + "reason": "Chunked generation inconsistency with compiled forward is a different bug from a stale warning in paged generate()." }, { "left": "issue:44779", "right": "issue:46489", - "accept": true, - "reason": "Both point to the same DeepSeek tokenizer regression in v5+, with 46489 appearing to be a model-specific gap in the earlier fix." + "accept": false, + "reason": "Both involve DeepSeek tokenizers, but they target different models/versions and different concrete tokenizer failures." }, { "left": "issue:44112", "right": "issue:45600", "accept": false, - "reason": "Both are CI-related, but one is a stale GraniteSpeech test and the other is an auto_mappings reference to removed configs." + "reason": "GraniteSpeech CI stale device override is unrelated to auto_mappings referencing removed Sam3LiteText configs." }, { "left": "issue:45276", "right": "issue:45584", "accept": false, - "reason": "Unrelated: one is embedding resizing/tied weights, the other is Whisper generation on empty transcription after align_special_tokens." + "reason": "Resize-token-embeddings/output-embedding handling is unrelated to Whisper empty transcription after align_special_tokens." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "apply_chat_template assistant_mask bugs and Qwen2.5-VL video vision_position_ids are different multimodal issues." }, { "left": "issue:45290", "right": "issue:46752", "accept": false, - "reason": "Both crash in apply_chat_template, but the triggers differ: tool-call assistant messages vs an empty list input." + "reason": "Both hit apply_chat_template, but one is tool-call assistant messages with no content and the other is an empty-list IndexError." }, { "left": "issue:43540", "right": "issue:44734", "accept": false, - "reason": "Different subsystems and failures: Qwen3OmniMoe video processing vs serve KV-cache continuation indexing." - }, - { - "left": "issue:44521", - "right": "issue:45381", - "accept": false, - "reason": "Both are multimodal-related, but one is assistant_masks in chat templating and the other is Qwen2.5-VL video position ids." + "reason": "Qwen3OmniMoe video-input validation failure is unrelated to transformers serve KV-cache continuation indexing." }, { "left": "issue:25251", "right": "issue:29870", "accept": false, - "reason": "Completely different bugs: pipeline top_k nesting vs Bart generate() decoder_attention_mask initialization." + "reason": "Pipeline top_k nesting behavior and BART generate() decoder_attention_mask initialization are different bugs." }, { "left": "issue:43526", "right": "issue:46697", "accept": false, - "reason": "Both are image-processor issues, but they affect different models and different operations (labels reduction vs padding)." + "reason": "BeitImageProcessorFast reduce_labels and Swin2SR over-padding are separate image-processor issues." }, { "left": "issue:43643", "right": "issue:44496", "accept": false, - "reason": "Both involve config loading, but the actual problems differ: missing fields with trust_remote_code vs unrecognized model_type." + "reason": "AutoConfig missing fields with trust_remote_code is not the same as an unrecognized model/config missing model_type." }, { "left": "issue:44462", "right": "issue:45907", "accept": false, - "reason": "Different code paths: AutoTokenizer ignoring tokenizer.json vs list_repo_files not forwarding revision." + "reason": "AutoTokenizer ignoring tokenizer.json is unrelated to list_repo_files not forwarding revision." }, { "left": "issue:44938", "right": "issue:45542", "accept": false, - "reason": "Unrelated backend/environment issues: Python 3.14 import failure vs TensorFlow backend detection when only tensorboard is installed." + "reason": "Python 3.14 import failure and missing TensorFlow backend from a torch-only install are different dependency problems." }, { "left": "issue:43854", "right": "issue:44964", "accept": false, - "reason": "Both are model-loading complaints, but they are about different models and different failure modes." + "reason": "They are both model-loading failures, but for different models and distinct root causes." }, { - "left": "issue:44737", - "right": "issue:45803", + "left": "issue:44246", + "right": "issue:45003", "accept": false, - "reason": "Different bugs: CPU tensor allocation in XLNet vs bare except swallowing errors in FuyuBatchFeature." + "reason": "Slow import behavior is a performance issue; unsafe sys.modules access is a correctness/safety bug." }, { - "left": "issue:44246", - "right": "issue:45003", + "left": "issue:44737", + "right": "issue:45803", "accept": false, - "reason": "Import slowdown and unsafe sys.modules access may be related in a broad sense, but these are not clearly the same concrete bug." + "reason": "XLNet CPU tensor creation in positional encoding is unrelated to FuyuBatchFeature swallowing KeyboardInterrupt and errors." }, { "left": "issue:43673", "right": "issue:46858", "accept": false, - "reason": "Both involve generation cache internals, but they describe different cache failures and code paths." + "reason": "Both touch cache/generation internals, but one is a missing cache in chunked_prefill and the other is a device-tensor arithmetic bug in static cache with torch.compile." }, { "left": "issue:27957", "right": "issue:35141", "accept": false, - "reason": "No shared bug: Flash Attention 2 support for XLMRoberta vs reinitialization after resize_token_embeddings." + "reason": "XLMRoberta Flash Attention 2 support and token-embedding resize reinitialization are unrelated." }, { "left": "issue:44964", "right": "issue:45600", "accept": false, - "reason": "Different issues entirely: Phi-4 multimodal loading vs stale auto_mappings references." + "reason": "A model load failure for Phi-4 multimodal is unrelated to stale autogenerated mappings in CI." }, { "left": "issue:44112", "right": "issue:44964", "accept": false, - "reason": "Different models and failures; CI test flake is not the same as model loading failure." + "reason": "GraniteSpeech CI override behavior and Phi-4 multimodal loading are different issues with no shared code path." }, { "left": "issue:45632", "right": "issue:46234", "accept": false, - "reason": "One is a trust_remote_code cache-path collision; the other is a missing availability helper export." + "reason": "Cache-path collision for trust_remote_code local models is unrelated to a missing import-utils availability helper." }, { - "left": "issue:42796", - "right": "issue:44521", + "left": "issue:42175", + "right": "issue:44279", "accept": false, - "reason": "Tokenizer BPE marker handling and multimodal assistant mask generation are distinct code paths." + "reason": "A packaging extra missing TensorFlow is not the same as a vague dependency issue with transformers." }, { - "left": "issue:42175", - "right": "issue:44279", + "left": "issue:42796", + "right": "issue:44521", "accept": false, - "reason": "The titles are too generic to establish the same bug; one is a missing TensorFlow backend in the torch extra, the other is a broader dependency issue." + "reason": "Tokenizer BPE-marker handling and multimodal assistant_mask generation are different bugs." }, { "left": "issue:32090", "right": "issue:35141", "accept": false, - "reason": "Different areas and symptoms: Trainer GPU broadcast of NoneType vs embedding reinitialization after resize." + "reason": "Trainer _gpu_broadcast_one NoneType failure is unrelated to embedding reinitialization after resizing tokens." }, { "left": "issue:36246", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but for different symbols with different root causes." - }, - { - "left": "issue:43404", - "right": "issue:45216", - "accept": false, - "reason": "Different model-specific weight/tie bugs: untied lm_head vs incorrect checkpoint save_pretrained behavior." + "reason": "Both are import errors, but they concern different symbols and different underlying packaging/export failures." }, { "left": "issue:36246", "right": "issue:38617", "accept": false, - "reason": "No clear overlap: missing Qwen2_5_VLImageProcessor import vs missing layer_type_validation export." - }, - { - "left": "issue:43531", - "right": "issue:45600", - "accept": false, - "reason": "Different bugs in unrelated subsystems: Qwen3-MoE sliding_window vs auto_mappings CI breakage." + "reason": "Missing Qwen2_5_VLImageProcessor and missing layer_type_validation are distinct import/export problems." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The DeepSeek pair is the only plausible match, and the other soft-edge rejections avoid overclaiming on title-level evidence." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -12267,16 +12298,18 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-512", + "cluster_id": "cluster-10000-513", "nodes": [ "issue:41950", "issue:42907", "issue:43295", "issue:43299", "issue:43381", + "issue:43404", "issue:43441", "issue:43479", "issue:43526", + "issue:43531", "issue:43582", "issue:43650", "issue:43673", @@ -12305,11 +12338,10 @@ "issue:45584", "issue:45588", "issue:45593", + "issue:45600", "issue:45759", "issue:46082", "issue:46121", - "issue:46123", - "issue:46369", "issue:46424", "issue:46506", "issue:46515", @@ -12318,6 +12350,8 @@ "issue:46932" ], "soft_pairs": [ + "issue:43404|issue:45216", + "issue:43531|issue:45600", "issue:46082|issue:46121", "issue:44295|issue:46506", "issue:41950|issue:44016", @@ -12329,234 +12363,239 @@ "issue:43976|issue:44987", "issue:43526|issue:43901", "issue:43901|issue:44496", - "issue:44016|issue:44220", "issue:43673|issue:44336", "issue:44496|issue:45759", "issue:44683|issue:45446", "issue:43381|issue:45593", + "issue:44016|issue:44220", "issue:42907|issue:43441", "issue:43650|issue:44220", "issue:44016|issue:44062", - "issue:43441|issue:45588", "issue:43976|issue:44279", + "issue:43441|issue:45588", "issue:44792|issue:46424", "issue:43824|issue:44933", "issue:44521|issue:46693", "issue:44279|issue:46515", "issue:43479|issue:45375", "issue:45335|issue:45584", - "issue:44327|issue:46752", "issue:43299|issue:45216", - "issue:46123|issue:46369" + "issue:44327|issue:46752" ], - "prepared_review_unit_hash": "6bfc8f0c52ee498d710b8bd484b375fdba8bfb0ab32edffc8fd7540aac627095", + "prepared_review_unit_hash": "b2e8e75aea40f0f1298d001c127d50d9c2657bd0d36b263dc263e065f6c22c61", "component_budget": { - "node_count": 512, - "item_count": 512, - "soft_pair_count": 1882, - "serialized_chars": 976539, - "estimated_input_tokens": 244135, - "estimated_eval_tokens": 488526 + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36009, - "estimated_input_tokens": 9003, - "estimated_eval_tokens": 18262 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36871, + "estimated_input_tokens": 9218, + "estimated_eval_tokens": 18692 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No duplicate pairs should be merged here; the items mostly share only broad Transformer/subsystem vocabulary and split into many unrelated bugs and regressions.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "This set is mostly a loose collection of unrelated Transformers issues, many in multimodal/generation/config code paths. None of the soft pairs look like the same underlying bug closely enough to merge as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "issue:44521 is the strongest representative: it is a current, well-scoped multimodal pipeline bug with active discussion and references, and it best reflects the recurring theme in this set better than the narrower or one-off reports.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:44521 is the best overall issue because it is open, concrete, and broadly relevant to multimodal chat template behavior; it is also the clearest candidate for ongoing triage.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Both are multimodal checkpoint/loading regressions, but one is lm_head tying and the other is save_pretrained checkpoint correctness for a different model family." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Different bugs: Qwen3-MoE sliding window behavior vs stale auto_mappings references breaking CI." + }, { "left": "issue:46082", "right": "issue:46121", "accept": false, - "reason": "Different config bugs: explicit head_dim validation vs rope-key list handling." + "reason": "Unrelated config-validation failures: explicit head_dim handling vs JSON-loaded rope ignore-keys type error." }, { "left": "issue:44295", "right": "issue:46506", "accept": false, - "reason": "Unrelated failures: buffer read error vs CPU/CUDA output differences." + "reason": "Different subsystems and symptoms: position_ids buffer access vs CPU/CUDA result divergence." }, { "left": "issue:41950", "right": "issue:44016", "accept": false, - "reason": "Different areas: video pipeline processor lookup vs notebook syntax error." + "reason": "Video-classification processor lookup is unrelated to a notebook syntax error." }, { "left": "issue:43673", "right": "issue:46424", "accept": false, - "reason": "Cache-related, but different bugs: missing GenerationMixin cache vs max_cache_length handling." + "reason": "Both involve cache terms, but one is chunked_prefill cache access and the other is max_cache_length semantics for quantized cache." }, { "left": "issue:43295", "right": "issue:45335", "accept": false, - "reason": "Different code paths: processor.tokenizer regression vs embedding resize not propagating." + "reason": "Different code paths and models: processor.tokenizer regression vs t5gemma embedding resize not propagating." }, { "left": "issue:43582", "right": "issue:46932", "accept": false, - "reason": "Apple Silicon TypeError vs Gemma4 dtype-casting fix; no shared bug." + "reason": "Apple Silicon allocator TypeError is unrelated to Gemma4 quantized embedder dtype casting." }, { "left": "issue:45083", "right": "issue:46506", "accept": false, - "reason": "Different problems: feature-length helper behavior vs CPU/CUDA inconsistency." + "reason": "Different model-specific helper bug vs cross-device output mismatch." }, { "left": "issue:44496", "right": "issue:45042", "accept": false, - "reason": "Unrecognized model config import vs PIL processor torchvision dependency." + "reason": "Model auto-loading failure is unrelated to PIL image-processor torchvision dependency checks." }, { "left": "issue:43976", "right": "issue:44987", "accept": false, - "reason": "Python-version support issue vs a specific model loading failure." + "reason": "Python version compatibility issue is not the same as loading a specific model repo failing." }, { "left": "issue:43526", "right": "issue:43901", "accept": false, - "reason": "Image processor label-reduction bug vs docs/behavior mismatch for a pipeline argument." + "reason": "BeitImageProcessorFast label reduction bug and docs mismatch are distinct issues." }, { "left": "issue:43901", "right": "issue:44496", "accept": false, - "reason": "Docs mismatch vs model import/config failure; unrelated." - }, - { - "left": "issue:44016", - "right": "issue:44220", - "accept": false, - "reason": "Notebook syntax error and audio feature-extraction bug are unrelated." + "reason": "Documentation stale-API issue is unrelated to unrecognized-model config loading." }, { "left": "issue:43673", "right": "issue:44336", "accept": false, - "reason": "Cache-missing regression vs ANSI escape output issue." + "reason": "Cache missing during generation is unrelated to ANSI code emission in loading_report." }, { "left": "issue:44496", "right": "issue:45759", "accept": false, - "reason": "Different multimodal model issues: unknown model type vs missing text_config unwrap." + "reason": "Unrecognized model/config loading failure is different from composite multimodal text_config unwrapping." }, { "left": "issue:44683", "right": "issue:45446", "accept": false, - "reason": "Both touch flex_attention, but one is a compile failure and the other a version-check/import bug." + "reason": "Both touch flex_attention/versioning, but one is a compiled flex_attention failure on torch>=2.9 and the other is an import version check bug." }, { "left": "issue:43381", "right": "issue:45593", "accept": false, - "reason": "Gradient checkpointing eval-mode restriction is unrelated to D-FINE aux-loss behavior." + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss handling are unrelated." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error is unrelated to the fbank feature extraction bug." }, { "left": "issue:42907", "right": "issue:43441", "accept": false, - "reason": "Different Ministral/FlashAttention failures with different symptoms and code paths." + "reason": "Both mention Ministral, but one is save-dequantized serialization and the other is FlashAttention loading/runtime failure." }, { "left": "issue:43650", "right": "issue:44220", "accept": false, - "reason": "No relation; placeholder issue title vs audio feature helper bug." + "reason": "Generic placeholder issue is unrelated to audio feature extraction." }, { "left": "issue:44016", "right": "issue:44062", "accept": false, - "reason": "Notebook syntax error vs AddedToken keyword-argument conflict." + "reason": "Notebook syntax error is unrelated to the AddedToken keyword-argument TypeError." }, { - "left": "issue:43441", - "right": "issue:45588", + "left": "issue:43976", + "right": "issue:44279", "accept": false, - "reason": "Both mention flash_attention, but one is model-specific and the other is sink-less s_aux=None handling." + "reason": "Python version support issue is unrelated to a vague dependency problem." }, { - "left": "issue:43976", - "right": "issue:44279", + "left": "issue:43441", + "right": "issue:45588", "accept": false, - "reason": "Python version incompatibility vs general dependency issue." + "reason": "Both are FlashAttention-related, but they target different failure modes and code paths." }, { "left": "issue:44792", "right": "issue:46424", "accept": false, - "reason": "Different subsystems: Janus image-generation test vs cache-length config behavior." + "reason": "Janus image-generation test failure is unrelated to cache max length handling." }, { "left": "issue:43824", "right": "issue:44933", "accept": false, - "reason": "Both are import errors, but for different missing symbols and modules." + "reason": "Missing Qwen2.5-VL import is unrelated to a nonexistent image_utils import." }, { "left": "issue:44521", "right": "issue:46693", "accept": false, - "reason": "Assistant-mask bug in apply_chat_template vs FA2 long-context performance regression." + "reason": "apply_chat_template assistant mask bug is not the same as a FA2 long-context performance regression." }, { "left": "issue:44279", "right": "issue:46515", "accept": false, - "reason": "General dependency issue vs torch 2.4.1 incompatibility." + "reason": "General dependency issue is not the same as torch 2.4.1 incompatibility." }, { "left": "issue:43479", "right": "issue:45375", "accept": false, - "reason": "Different multimodal config bugs: default init on None vs missing deepstack_visual_indexes field." + "reason": "Both are config issues, but they affect different models and different mechanisms: default init vs strict field dropping." }, { "left": "issue:45335", "right": "issue:45584", "accept": false, - "reason": "Embedding resize propagation bug vs Whisper empty-transcription failure." - }, - { - "left": "issue:44327", - "right": "issue:46752", - "accept": false, - "reason": "Different edge cases in different pipelines: top-k bounds vs empty chat list." + "reason": "Token embedding resize propagation bug is unrelated to Whisper empty-transcription handling after token alignment." }, { "left": "issue:43299", "right": "issue:45216", "accept": false, - "reason": "Load-time regression vs save_pretrained checkpoint regression." + "reason": "Qwen multimodal loading regression and checkpoint save correctness are different lifecycle bugs." }, { - "left": "issue:46123", - "right": "issue:46369", + "left": "issue:44327", + "right": "issue:46752", "accept": false, - "reason": "Partial-batch last-flag bug vs model memory overflow; not the same issue." + "reason": "QA decode_spans top-k crash is different from apply_chat_template on an empty list." } ] }, @@ -12578,9 +12617,8 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-512", + "cluster_id": "cluster-10000-513", "nodes": [ - "issue:33290", "issue:39692", "issue:41950", "issue:42796", @@ -12617,12 +12655,12 @@ "issue:45542", "issue:45588", "issue:45593", - "issue:45656", "issue:45812", "issue:45823", - "issue:45907", "issue:46082", + "issue:46123", "issue:46209", + "issue:46369", "issue:46399", "issue:46512", "issue:46614", @@ -12630,11 +12668,12 @@ "issue:47085" ], "soft_pairs": [ + "issue:46123|issue:46369", "issue:46614|issue:47085", "issue:44279|issue:45405", "issue:43295|issue:44779", - "issue:39692|issue:43901", "issue:42796|issue:43650", + "issue:39692|issue:43901", "issue:44075|issue:44368", "issue:43577|issue:45216", "issue:44351|issue:45278", @@ -12642,8 +12681,8 @@ "issue:43976|issue:45405", "issue:43381|issue:47000", "issue:44466|issue:45276", - "issue:46082|issue:46399", "issue:44779|issue:45812", + "issue:46082|issue:46399", "issue:43299|issue:45357", "issue:46082|issue:46512", "issue:43653|issue:45593", @@ -12655,206 +12694,198 @@ "issue:45588|issue:47000", "issue:44016|issue:44291", "issue:44683|issue:45542", - "issue:43479|issue:43525", - "issue:33290|issue:45656", - "issue:45081|issue:45907" + "issue:43479|issue:43525" ], - "prepared_review_unit_hash": "0df64922430c693f81b377f06fa32f8aed991412c96658845192122f10b241a9", + "prepared_review_unit_hash": "9add2fd764aa5ad7675b6fb4f15ca1a72a1efd5ff66c1a2d71ea79350b9d1773", "component_budget": { - "node_count": 512, - "item_count": 512, - "soft_pair_count": 1882, - "serialized_chars": 976539, - "estimated_input_tokens": 244135, - "estimated_eval_tokens": 488526 + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36236, - "estimated_input_tokens": 9059, - "estimated_eval_tokens": 18374 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35396, + "estimated_input_tokens": 8849, + "estimated_eval_tokens": 17954 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a false-positive mix: the soft pairs share broad vocabulary (tokenizer, config, deepspeed, regression) but not the same concrete bug or change. I would not merge any of the suggested issue pairs.", - "confidence": 0.93, - "canonical_issue_reason": "No clear canonical issue: the items span unrelated subsystems and failure modes, so none is a safe representative for duplicate triage.", + "summary": "These items are mostly superficially similar regression/config/tokenizer reports across different models and subsystems, but they do not look like true duplicates of the same underlying bug/change. No PRs are present.", + "confidence": 0.37, + "canonical_issue_reason": "issue:45020 is the broadest umbrella-style report in the set (recent transformers versions breaking remote_code-based model loading). It is the closest thing to a duplicate target, though most other items are still too specific or unrelated to be merged into it.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a good global representative; the cluster is too heterogeneous for a meaningful canonical issue choice.", + "best_issue_reason": "issue:45020 is the best single issue representative because it is the most general regression report and can plausibly subsume some of the model-loading/version breakages. That said, there is no strong cluster-wide canonical duplicate here.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "Different failures: batch-output dropping in a mask pipeline vs memory overflow in a model call." + }, { "left": "issue:46614", "right": "issue:47085", "accept": false, - "reason": "Both mention tokenizer behavior, but one is a stale phonemizer backend issue and the other is a thread-safety regression; different code paths and symptoms." + "reason": "Both mention tokenizers, but one is a stale phonemizer backend bug and the other is a thread-safety regression in fast tokenizers." }, { "left": "issue:44279", "right": "issue:45405", "accept": false, - "reason": "One is a generic dependency problem; the other is an unreleased PEFT minimum-version bump. Not the same bug." + "reason": "Both are dependency/version complaints, but one is a generic transformers dependency issue and the other is an unreleased PEFT minimum version bump." }, { "left": "issue:43295", "right": "issue:44779", "accept": false, - "reason": "Both are v5 tokenizer regressions, but one is processor/tokenizer image-passing breakage and the other is wrong DeepSeek tokenization results. Different concrete failures." + "reason": "Both are tokenizer regressions, but they affect different APIs/models and describe different code paths." }, { - "left": "issue:39692", - "right": "issue:43901", + "left": "issue:42796", + "right": "issue:43650", "accept": false, - "reason": "Both are documentation-related, but they concern different docs and different issues (SigLIP2 example errors vs TextClassificationPipeline return_all_scores wording)." + "reason": "Unrelated issues: tokenizer BPE marker handling vs a vague request to add data." }, { - "left": "issue:42796", - "right": "issue:43650", + "left": "issue:39692", + "right": "issue:43901", "accept": false, - "reason": "Completely unrelated: video-classification processor lookup versus a nonspecific 'ADD THE DATA' issue." + "reason": "Both are documentation-related, but one is a SigLIP2 example mismatch/quantization failure and the other is a pipeline docs mismatch for return_all_scores." }, { "left": "issue:44075", "right": "issue:44368", "accept": false, - "reason": "One is about SGD optimizer arguments not being used; the other is a warning about tie_word_embeddings in a Qwen LoRA setup. Not the same bug." + "reason": "Different subjects: optimizer arguments not used vs a configuration warning about tie_word_embeddings." }, { "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "Different regressions: Blip2 dtype propagation versus Qwen3.5 save_pretrained checkpoint serialization." + "reason": "Both are regressions around model saving/loading, but they concern different models and distinct serialization/dtype behaviors." }, { "left": "issue:44351", "right": "issue:45278", "accept": false, - "reason": "45278 is a broad import-error report after upgrade; 44351 is specifically missing HybridCache. Broad overlap is not enough to treat as the same issue." + "reason": "Both are import errors, but one is a specific missing symbol and the other is a broad post-upgrade import breakage report." }, { "left": "issue:41950", "right": "issue:45020", "accept": false, - "reason": "Video-classification pipeline processor lookup and remote_code breakages are different failure modes." + "reason": "Different pipeline/model areas: video-classification processor lookup vs remote_code model loading regressions." }, { "left": "issue:43976", "right": "issue:45405", "accept": false, - "reason": "Python version compatibility and unreleased dependency bump are unrelated." + "reason": "Python support/version-compatibility issue vs a PEFT version requirement problem; not the same bug." }, { "left": "issue:43381", "right": "issue:47000", "accept": false, - "reason": "Gradient checkpointing eval-mode behavior and RTDetr loss infeasibility are unrelated." + "reason": "Gradient checkpointing eval-mode behavior is unrelated to RTDetr loss infeasibility." }, { "left": "issue:44466", "right": "issue:45276", "accept": false, - "reason": "Both involve weights/tied-weights behavior, but one is serialization-dependent lm_head.weight handling and the other is resize_token_embeddings propagation. Not the same concrete bug." + "reason": "Both involve Gemma/tied-weight style behavior, but one is serialization of lm_head.weight and the other is resize_token_embeddings not updating specific Gemma4 embeddings." }, { - "left": "issue:46082", - "right": "issue:46399", + "left": "issue:44779", + "right": "issue:45812", "accept": false, - "reason": "LlamaConfig head_dim validation and Qwen3.5 kernel registration are unrelated." + "reason": "Both are tokenizer regressions, but they affect different model families and different token-ID behavior." }, { - "left": "issue:44779", - "right": "issue:45812", + "left": "issue:46082", + "right": "issue:46399", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and likely different bugs; too broad to merge as duplicates." + "reason": "Different Qwen3.5 issues: config validation for head_dim vs a kernel-registration crash." }, { "left": "issue:43299", "right": "issue:45357", "accept": false, - "reason": "One is a model loading regression for Qwen3VL MoE; the other is incorrect save_pretrained visual encoder keys for Qwen3.5. Different operations and code paths." + "reason": "Both are Qwen3.5-related regressions, but one is model loading and the other is incorrect visual-encoder key saving." }, { "left": "issue:46082", "right": "issue:46512", "accept": false, - "reason": "Different config issues: explicit head_dim validation versus stale model.config.dtype after from_config." + "reason": "Config validation on head_dim vs stale config.dtype after from_config; different underlying bug." }, { "left": "issue:43653", "right": "issue:45593", "accept": false, - "reason": "BigBirdTokenizer special-token registration and D-FINE auxiliary-loss handling are unrelated." + "reason": "Tokenizer special-token registration bug vs missing auxiliary losses when denoising is disabled." }, { "left": "issue:43650", "right": "issue:46209", "accept": false, - "reason": "'ADD THE DATA' is unrelated to FP8 inference failures on B200." + "reason": "No shared bug path: vague data request vs FP8 inference failure on B200." }, { "left": "issue:41950", "right": "issue:45823", "accept": false, - "reason": "Video-classification processor lookup and Gemma4 PLE device mismatch are distinct bugs." + "reason": "Both are pipeline/model integration problems, but they involve different pipelines and a different device-map forward mismatch." }, { "left": "issue:44242", "right": "issue:45200", "accept": false, - "reason": "Both concern model loss/input handling, but one is router/load-balancing loss gating and the other is mm_token_type_ids defaults. Different underlying fixes." + "reason": "Both touch training losses, but one is about router load-balancing loss gating and the other about Gemma4 multimodal token type IDs." }, { "left": "issue:43299", "right": "issue:43854", "accept": false, - "reason": "Qwen3VL loading regression and GLM-4.7-Flash unit-test loading failure are unrelated model-specific issues." + "reason": "Both are model-loading failures, but for different models and with different failure modes." }, { "left": "issue:44462", "right": "issue:45081", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json and Mistral regex patch crashing are both tokenizer-loading topics, but the concrete failures and fixes differ." + "reason": "Tokenizer loading issue vs a specific Mistral regex patch crash; same area, not the same code-path bug." }, { "left": "issue:45588", "right": "issue:47000", "accept": false, - "reason": "Flash-attention crash on s_aux=None and RTDetrLoss infeasible cost matrix are unrelated." + "reason": "Different crash sites: flash-attention auxiliary state handling vs RTDetr assignment/cost-matrix infeasibility." }, { "left": "issue:44016", "right": "issue:44291", "accept": false, - "reason": "Notebook syntax error and init_empty_weights argument mismatch are unrelated." + "reason": "Notebook syntax error is unrelated to init_empty_weights argument handling." }, { "left": "issue:44683", "right": "issue:45542", "accept": false, - "reason": "Compiled flex_attention on torch 2.9 and a TensorBoard/TensorFlow backend issue are unrelated." + "reason": "Compiled flex_attention on torch 2.9 vs tensorboard/TensorFlow backend installation issue; unrelated." }, { "left": "issue:43479", "right": "issue:43525", "accept": false, - "reason": "Phi4MultimodalConfig default initialization and Llama4Config pad_token_id are separate config bugs." - }, - { - "left": "issue:33290", - "right": "issue:45656", - "accept": false, - "reason": "Both mention deepspeed/optimizers, but one is OOM with Adafactor and the other is double optimizer stepping. Different symptoms and likely different causes." - }, - { - "left": "issue:45081", - "right": "issue:45907", - "accept": false, - "reason": "Tokenizer regex patch crash and list_repo_files revision forwarding are unrelated repository/tooling issues." + "reason": "Both are config-default issues, but they are for different models and different missing/incorrect fields." } ] }, @@ -12876,8 +12907,9 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-512", + "cluster_id": "cluster-10000-513", "nodes": [ + "issue:33290", "issue:42175", "issue:42796", "issue:42994", @@ -12899,7 +12931,6 @@ "issue:44246", "issue:44261", "issue:44263", - "issue:44297", "issue:44336", "issue:44373", "issue:44496", @@ -12909,25 +12940,27 @@ "issue:44749", "issue:44779", "issue:44987", + "issue:45081", "issue:45103", - "issue:45325", "issue:45362", "issue:45372", "issue:45397", "issue:45542", "issue:45600", + "issue:45656", "issue:45712", "issue:45823", "issue:45834", "issue:45859", - "issue:46291", - "issue:46399", + "issue:45907", "issue:46655", "issue:46726", "issue:46851", "issue:47000" ], "soft_pairs": [ + "issue:33290|issue:45656", + "issue:45081|issue:45907", "issue:42994|issue:43317", "issue:43441|issue:45834", "issue:44336|issue:46851", @@ -12940,220 +12973,217 @@ "issue:43901|issue:44246", "issue:45600|issue:45712", "issue:44671|issue:44779", - "issue:43673|issue:43761", "issue:43525|issue:43881", + "issue:43673|issue:43761", "issue:44016|issue:45823", "issue:44186|issue:47000", "issue:43824|issue:43976", "issue:44987|issue:45542", - "issue:42796|issue:43441", "issue:44188|issue:44336", + "issue:42796|issue:43441", "issue:43525|issue:43643", "issue:43723|issue:44162", "issue:44589|issue:45362", "issue:44336|issue:44373", "issue:46655|issue:46726", - "issue:45325|issue:46851", - "issue:44246|issue:44496", - "issue:46291|issue:46399", - "issue:44297|issue:45397" + "issue:44246|issue:44496" ], - "prepared_review_unit_hash": "37e61a8c339f285eeedc024caa7964e6039cc55ef23e0b62fd4cc0f2fe9eec57", + "prepared_review_unit_hash": "e714f0c9a984748cf897cb5bfbc19627e2f62ce763f01e66bb07584bbeca8030", "component_budget": { - "node_count": 512, - "item_count": 512, - "soft_pair_count": 1882, - "serialized_chars": 976539, - "estimated_input_tokens": 244135, - "estimated_eval_tokens": 488526 + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36361, - "estimated_input_tokens": 9091, - "estimated_eval_tokens": 18438 + "soft_pair_count": 28, + "serialized_chars": 36015, + "estimated_input_tokens": 9004, + "estimated_eval_tokens": 18264 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft matches look like false positives: the issues span unrelated bugs in packaging, tokenizers, model loading, docs, and performance. No clear duplicate canonical issue emerges, and there are no PRs to compare.", + "summary": "This set is heterogeneous: the proposed soft edges mostly connect broadly related transformer bugs, but not the same underlying defect. I would not merge any of the candidate pairs as duplicates.", "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue: the cluster is heterogeneous, and the proposed links do not appear to describe the same underlying bug.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No best issue for deduplication; none of the issues is a credible representative for the others because they cover distinct failures and subsystems.", + "best_issue_reason": "issue:47000 is the most actionable standalone issue here: it is open, recent, has discussion/inbound references, and describes a concrete failing code path. It is not a duplicate anchor for the rest of the set.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both involve DeepSpeed/optimizer behavior, but one is OOM with Adafactor and the other is double optimizer stepping. Different symptoms and likely different bugs." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Mistral tokenizer regex crash vs Hugging Face Hub revision forwarding in CI are unrelated code paths." + }, { "left": "issue:42994", "right": "issue:43317", "accept": false, - "reason": "Both involve quantization/offload, but one is a save failure and the other is a dequantized-model load/offload bug; different code paths." + "reason": "Both touch quantized/dequantized model handling, but one is save failure and the other is load/offload failure. Not the same bug." }, { "left": "issue:43441", "right": "issue:45834", "accept": false, - "reason": "Completely different models and failures: FlashAttention regression vs OCR long-input index error." + "reason": "Tokenizer BPE marker handling and Kosmos OCR long-input indexing are distinct failures in different model pipelines." }, { "left": "issue:44336", "right": "issue:46851", "accept": false, - "reason": "ANSI color output in loading_report is unrelated to Qwen3.5 variable-length position_ids handling." + "reason": "ANSI-code terminal logging and Qwen3.5 position_ids issues are unrelated." }, { "left": "issue:45103", "right": "issue:45372", "accept": false, - "reason": "Auto-docstring annotation handling and Gemma 4 processor import failure are unrelated." + "reason": "Auto docstring annotation handling and Gemma 4 processor import failure are different subsystems and symptoms." }, { "left": "issue:44623", "right": "issue:44749", "accept": false, - "reason": "Processor save-pretrained file omission vs Chinese-language filter slowdown after upgrade; unrelated bugs." + "reason": "Processor save-pretrained file loss and Chinese performance regression during filtering are unrelated." }, { "left": "issue:45859", "right": "issue:46851", "accept": false, - "reason": "Same model family, but different failures: CPU offload rotary embedding vs variable-length position_ids." + "reason": "CPU-offload rotary embedding incompatibility is not the same as variable-length position_ids handling." }, { "left": "issue:44261", "right": "issue:44263", "accept": false, - "reason": "Different models and errors: MLA layernorm precision issue vs GlmMoeDsaIndexer split return values." + "reason": "Different model internals and different failure modes: missing rms_norm_eps precision issue vs torch.split return value issue." }, { "left": "issue:44623", "right": "issue:45397", "accept": false, - "reason": "Processor save-pretrained missing files is not the same as Gemma-4 zero3 from_pretrained loading failure." + "reason": "Processor serialization missing files and Gemma-4 zero3 from_pretrained loading are separate bugs." }, { "left": "issue:42175", "right": "issue:43976", "accept": false, - "reason": "TensorFlow backend packaging issue is unrelated to Python version compatibility." + "reason": "Packaging backend inclusion and Python version compatibility are unrelated release/configuration problems." }, { "left": "issue:43901", "right": "issue:44246", "accept": false, - "reason": "Pipeline docs mismatch and intermittent import slowdown are unrelated." + "reason": "Docs mismatch for return_all_scores is not the same as intermittent import slowness." }, { "left": "issue:45600", "right": "issue:45712", "accept": false, - "reason": "Both touch repo maintenance, but one is stale auto_mappings entries and the other is dummy PT objects leaking into exports." + "reason": "Both are repo-maintenance/CI issues, but they concern different files and defects: stale auto_mappings entries vs leftover dummy classes leaking into exports." }, { "left": "issue:44671", "right": "issue:44779", "accept": false, - "reason": "Different components: CamemBERT masked-LM output regression vs Deepseek tokenizer correctness regression." + "reason": "CamemBERT masked-LM regression and DeepSeek tokenizer regression are different models and different failure surfaces." }, { - "left": "issue:43673", - "right": "issue:43761", + "left": "issue:43525", + "right": "issue:43881", "accept": false, - "reason": "Generation cache/chunked_prefill bug and CLIPVision hidden_states regression are unrelated." + "reason": "Missing pad_token_id on Llama4Config and glm-4v-9b loading failure do not point to the same underlying bug." }, { - "left": "issue:43525", - "right": "issue:43881", + "left": "issue:43673", + "right": "issue:43761", "accept": false, - "reason": "Missing pad_token_id on Llama4Config is unrelated to glm-4v-9b loading failure." + "reason": "Generation cache missing during chunked prefill and CLIPVisionModel hidden_states regression are unrelated." }, { "left": "issue:44016", "right": "issue:45823", "accept": false, - "reason": "Notebook syntax error and Gemma4 device-mismatch forward bug are unrelated." + "reason": "Notebook syntax error and Gemma4 device mismatch are completely different issues." }, { "left": "issue:44186", "right": "issue:47000", "accept": false, - "reason": "Tokenizer padding/truncation crash and RTDetrLoss cost-matrix infeasibility are different failures." + "reason": "LayoutLMv2 tokenizer NER/padding crash and RTDetrLoss infeasible cost matrix are unrelated model-specific failures." }, { "left": "issue:43824", "right": "issue:43976", "accept": false, - "reason": "Qwen2.5-VL import error is unrelated to Python 3.9/3.10 support mismatch." + "reason": "Missing Qwen2_5_VL import and Python version support are different problems." }, { "left": "issue:44987", "right": "issue:45542", "accept": false, - "reason": "Model-loading failure for physical-intelligence/fast is unrelated to TensorFlow backend detection packaging." + "reason": "Model loading regression and missing TensorFlow backend due to install extras are unrelated." }, { "left": "issue:44188", "right": "issue:44336", "accept": false, - "reason": "torch.compile attention-kernel branching and ANSI code emission in loading_report are unrelated." + "reason": "torch.compile attention-kernel divergence and ANSI code generation in loading_report are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:43441", + "accept": false, + "reason": "Both mention Ministral, but one is tokenizer BPE markers and the other is FlashAttention failure; not the same bug." }, { "left": "issue:43525", "right": "issue:43643", "accept": false, - "reason": "A missing config attribute on Llama4Config is not the same as trust_remote_code dropping fields in AutoConfig." + "reason": "Llama4Config missing pad_token_id and trust_remote_code AutoConfig field loss are different config-loading issues." }, { "left": "issue:43723", "right": "issue:44162", "accept": false, - "reason": "Tokenizer loading in v5 and ESM2 model breakage are unrelated issues." + "reason": "AutoTokenizer loading regression and ESM2 broken are unrelated model/config problems." }, { "left": "issue:44589", "right": "issue:45362", "accept": false, - "reason": "Missing Float8 storage type and Qwen3.5 chat crash are different problems." + "reason": "Float8 storage lookup failure and Qwen3.5 chat crash are distinct errors." }, { - "left": "issue:44336", - "right": "issue:44373", + "left": "issue:44246", + "right": "issue:44496", "accept": false, - "reason": "ANSI escape codes in loading_report and a wrong docstring for position_ids are unrelated." + "reason": "Slow import and unrecognized model config are different failure modes." }, { "left": "issue:46655", "right": "issue:46726", "accept": false, - "reason": "Video processor padding calculation and AutoProcessor backend-missing error are different processor issues." - }, - { - "left": "issue:45325", - "right": "issue:46851", - "accept": false, - "reason": "Both involve Qwen3.5-related position handling, but one is still-image rope scaling and the other is variable-length input handling." + "reason": "Video processor padding miscalculation and AutoProcessor missing-vision-backend error are different processor-level bugs." }, { "left": "issue:44246", "right": "issue:44496", "accept": false, - "reason": "Import latency and unrecognized model/config parsing are unrelated." - }, - { - "left": "issue:46291", - "right": "issue:46399", - "accept": false, - "reason": "Both mention kernels, but one is a dependency version/revision requirement and the other is a missing decorator registration bug." - }, - { - "left": "issue:44297", - "right": "issue:45397", - "accept": false, - "reason": "Tokenizer save metadata mismatch is unrelated to Gemma-4 zero3 model loading." + "reason": "Import latency and model-type recognition are not the same underlying issue." } ] }, @@ -13175,11 +13205,10 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-512", + "cluster_id": "cluster-10000-513", "nodes": [ "issue:36246", "issue:41628", - "issue:41950", "issue:42491", "issue:42757", "issue:42886", @@ -13192,10 +13221,10 @@ "issue:43784", "issue:43901", "issue:43976", - "issue:44220", "issue:44242", "issue:44246", "issue:44295", + "issue:44297", "issue:44336", "issue:44351", "issue:44485", @@ -13208,6 +13237,7 @@ "issue:45103", "issue:45137", "issue:45292", + "issue:45325", "issue:45362", "issue:45397", "issue:45542", @@ -13216,10 +13246,10 @@ "issue:45588", "issue:45593", "issue:46132", + "issue:46291", "issue:46399", "issue:46506", "issue:46614", - "issue:46655", "issue:46665", "issue:46752", "issue:46821", @@ -13227,6 +13257,9 @@ "issue:46851" ], "soft_pairs": [ + "issue:45325|issue:46851", + "issue:46291|issue:46399", + "issue:44297|issue:45397", "issue:45083|issue:46851", "issue:43784|issue:45542", "issue:41628|issue:43976", @@ -13252,206 +13285,216 @@ "issue:43901|issue:45003", "issue:36246|issue:44351", "issue:43257|issue:45137", - "issue:44496|issue:45003", - "issue:41950|issue:44220", - "issue:43540|issue:46655" + "issue:44496|issue:45003" ], - "prepared_review_unit_hash": "b7d57e406c51476d09c1c11bb591495eacb337a93cd9ee82e807b5bc7910d6d4", + "prepared_review_unit_hash": "866b886d8f530bc054ad1f805f99c0748cde9bf6f9272130f77d0aaeb7338eac", "component_budget": { - "node_count": 512, - "item_count": 512, - "soft_pair_count": 1882, - "serialized_chars": 976539, - "estimated_input_tokens": 244135, - "estimated_eval_tokens": 488526 + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36043, - "estimated_input_tokens": 9011, - "estimated_eval_tokens": 18278 + "soft_pair_count": 29, + "serialized_chars": 36470, + "estimated_input_tokens": 9118, + "estimated_eval_tokens": 18492 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is heterogeneous: it mixes unrelated model-specific regressions, import/version errors, and docs/perf/testing issues. The proposed soft pairs are only superficially similar and should be rejected as duplicates.", - "confidence": 0.96, - "canonical_issue_reason": "issue:45003 is the broadest concrete framework-level bug in the set, centered on core import/model-loading behavior in modeling_utils, so it is the best representative anchor if a canonical issue is needed.", + "summary": "The set is highly heterogeneous: it mixes unrelated import errors, model-loading regressions, tokenizer bugs, docs issues, and runtime/device problems. None of the suggested soft pairs look like the same underlying bug, so all soft edges should be rejected.", + "confidence": 0.93, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:45003 is the best global anchor because it describes a reusable core code-path defect rather than a single model symptom or a peripheral docs/test issue.", + "best_issue_reason": "issue:45003 is the broadest generic runtime bug in the set, but there is no strong true canonical because the issues are not a single duplicate cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45325", + "right": "issue:46851", + "accept": false, + "reason": "Different Qwen bugs: rope-index temporal scaling vs variable-length position_ids handling." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "Both mention kernels, but one is pipeline import-time dependency resolution and the other is a Qwen3.5 registration/value error." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save-pretrained metadata mismatch is unrelated to Gemma-4 Zero3 from_pretrained loading." + }, { "left": "issue:45083", "right": "issue:46851", "accept": false, - "reason": "Both involve Qwen3-family text/audio handling, but one is an audio feature-length helper bug and the other is a variable-length position_ids chat bug; different code paths." + "reason": "Different code paths in different Qwen models: helper length calculation vs position_ids behavior." }, { "left": "issue:43784", "right": "issue:45542", "accept": false, - "reason": "Sentence-transformers import failure from a missing nn symbol is unrelated to the tensorboard-only/no-TF backend error." + "reason": "Both are import/backend issues, but one is missing nn in sentence-transformers and the other is TensorFlow backend setup with tensorboard." }, { "left": "issue:41628", "right": "issue:43976", "accept": false, - "reason": "One is a missing AutoImageProcessor import, the other is a Python-version compatibility break; different root causes." + "reason": "An import symbol error is not the same as a Python-version compatibility regression." }, { "left": "issue:46399", "right": "issue:46851", "accept": false, - "reason": "Qwen3.5 kernel registration/missing decorator is a different failure site than the variable-length position_ids crash." + "reason": "Same model family, but the failures are distinct: kernels registration decorator vs variable-length position_ids." }, { "left": "issue:43526", "right": "issue:45003", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels behavior is unrelated to the modeling_utils sys.modules access bug." + "reason": "BeitImageProcessorFast label reduction bug is unrelated to modeling_utils sys.modules access." }, { "left": "issue:45561", "right": "issue:45563", "accept": false, - "reason": "A pytest-xdist file race and a stale generate warning are separate testing issues with different triggers." + "reason": "Pytest-xdist file race and stale generation warning are different subsystems and symptoms." }, { "left": "issue:43540", "right": "issue:46752", "accept": false, - "reason": "Qwen3OmniMoe video input ValueError and empty-list apply_chat_template IndexError are unrelated API paths." + "reason": "Video input ValueError in Qwen3OmniMoe is unrelated to empty-list apply_chat_template IndexError." }, { "left": "issue:45103", "right": "issue:46399", "accept": false, - "reason": "auto_docstring annotations crash is unrelated to the Qwen3.5 apply_rotary_pos_emb registration problem." + "reason": "Auto-docstring annotation parsing crash is unrelated to Qwen3.5 kernels registration." }, { "left": "issue:45072", "right": "issue:46829", "accept": false, - "reason": "These affect different models and different bugs: dtype mismatch in bfloat16 inference vs wrong hidden_states output wiring." + "reason": "Different model bugs: dtype mismatch under torch.compile vs hidden_states/output packaging." }, { "left": "issue:44246", "right": "issue:44871", "accept": false, - "reason": "Import latency and eos_token_id config inconsistency are not the same defect." + "reason": "Import-time slowdown and eos_token_id config inconsistency are unrelated." }, { "left": "issue:44295", "right": "issue:45397", "accept": false, - "reason": "Registering position_ids as a buffer causing access errors is different from gemma-4 zero3 from_pretrained failure." + "reason": "Position_ids buffer access bug is unrelated to Gemma-4 Zero3 loading." }, { "left": "issue:43531", "right": "issue:45362", "accept": false, - "reason": "Qwen3-MoE sliding_window handling and Qwen3.5 chat crashes are distinct model bugs." + "reason": "Both involve Qwen, but one is sliding_window behavior in MoE and the other is a chat crash." }, { "left": "issue:46614", "right": "issue:46665", "accept": false, - "reason": "Stale phonemizer backend state is unrelated to from_pretrained behavior inside Python classes." + "reason": "Tokenizer backend state leakage is unrelated to from_pretrained behavior inside Python classes." }, { "left": "issue:45588", "right": "issue:46851", "accept": false, - "reason": "flash_attention s_aux=None crash and variable-length position_ids are different code paths." + "reason": "Flash-attention sink_aux crash is a different path than Qwen3.5 position_ids handling." }, { "left": "issue:42491", "right": "issue:43299", "accept": false, - "reason": "Both mention Qwen3 MoE, but one is LoRA weight conversion across hf versions and the other is loading breakage in a dev branch; not the same bug." + "reason": "Both are Qwen3-MoE related, but one is LoRA compatibility across versions and the other is Qwen3VL model loading." }, { "left": "issue:45003", "right": "issue:46821", "accept": false, - "reason": "sys.modules access in modeling_utils is unrelated to TimesFM window_size AttributeError." + "reason": "Generic modeling_utils sys.modules access does not match TimesFM window_size AttributeError." }, { "left": "issue:44336", "right": "issue:44485", "accept": false, - "reason": "ANSI codes in loading_report and GLM-5 RoPE implementation are unrelated." + "reason": "ANSI code emission in loading_report is unrelated to GLM-5 RoPE implementation." }, { "left": "issue:44242", "right": "issue:45593", "accept": false, - "reason": "Load-balancing loss handling and D-FINE auxiliary-loss suppression are different model-specific training bugs." + "reason": "Both concern auxiliary losses, but they are different models and different triggering options." }, { "left": "issue:43550", "right": "issue:46506", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba and CPU/CUDA output mismatch in PPDocLayoutV3 are unrelated." + "reason": "torch.compile/SDPA failure is unrelated to CPU vs CUDA output divergence." }, { "left": "issue:42886", "right": "issue:46132", "accept": false, - "reason": "Offline cache loading and AttentionInterface.register behavior are separate features with different bugs." + "reason": "Offline tokenizer caching and AttentionInterface.register behavior change are different bugs." }, { "left": "issue:44779", "right": "issue:45292", "accept": false, - "reason": "Deepseek tokenizer correctness and resize_token_embeddings not updating output embeddings are different defects." + "reason": "DeepSeek tokenizer regression is unrelated to resize_token_embeddings not updating output embeddings." }, { "left": "issue:36246", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but for different missing symbols in different packages and different causes." + "reason": "Different missing symbols from different packages: Qwen2.5-VLImageProcessor vs huggingface_hub.is_offline_mode." }, { "left": "issue:43901", "right": "issue:45003", "accept": false, - "reason": "Docs mentioning return_all_scores vs a sys.modules access bug are not the same issue." + "reason": "Docs mismatch for TextClassificationPipeline is unrelated to sys.modules access safety." }, { "left": "issue:36246", "right": "issue:44351", "accept": false, - "reason": "Both are missing-import reports, but they concern different symbols and different modules." + "reason": "Both are import errors, but they involve different missing exports and likely different version breakages." }, { "left": "issue:43257", "right": "issue:45137", "accept": false, - "reason": "Qwen3 MOE weight conversion under accelerate+deepspeed and a ZeRO3 deque underflow are distinct deep-speed-related failures." + "reason": "Qwen3-MoE LoRA incompatibility is unrelated to the DeepSpeed ZeRO3 deque error." }, { "left": "issue:44496", "right": "issue:45003", "accept": false, - "reason": "Unrecognized model config and unsafe sys.modules access are unrelated errors." - }, - { - "left": "issue:41950", - "right": "issue:44220", - "accept": false, - "reason": "Video-classification pipeline image-processor lookup and _torch_extract_fbank_features are different multimedia subsystems." + "reason": "Missing model_type config is a model-resolution issue, not a modeling_utils sys.modules bug." }, { - "left": "issue:43540", - "right": "issue:46655", + "left": "issue:44295", + "right": "issue:45003", "accept": false, - "reason": "Both are video-related, but Qwen3OmniMoe input processing and SmolVLM padding calculation are different code paths and bugs." + "reason": "Reading a bufferized position_ids tensor is unrelated to unsafe sys.modules access." } ] }, @@ -13473,22 +13516,22 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-512", + "cluster_id": "cluster-10000-513", "nodes": [ "issue:29870", "issue:30333", "issue:36246", - "issue:42199", + "issue:41950", "issue:43262", "issue:43295", "issue:43352", "issue:43475", "issue:43526", + "issue:43540", "issue:43596", "issue:44038", - "issue:44060", - "issue:44077", "issue:44162", + "issue:44220", "issue:44242", "issue:44246", "issue:44295", @@ -13519,21 +13562,22 @@ "issue:46655", "issue:46726", "issue:46752", - "issue:46851", "issue:46894", "issue:46897", "issue:47000" ], "soft_pairs": [ - "issue:44451|issue:46752", + "issue:41950|issue:44220", + "issue:43540|issue:46655", "issue:43262|issue:44246", + "issue:44451|issue:46752", "issue:44479|issue:46655", "issue:45375|issue:45759", "issue:45003|issue:45561", - "issue:44162|issue:45200", - "issue:45292|issue:47000", "issue:45137|issue:45600", + "issue:45292|issue:47000", "issue:44295|issue:44749", + "issue:44162|issue:45200", "issue:45859|issue:46399", "issue:43295|issue:45292", "issue:36246|issue:43596", @@ -13544,198 +13588,196 @@ "issue:43526|issue:46897", "issue:44877|issue:45375", "issue:44038|issue:46506", - "issue:44987|issue:45459", "issue:29870|issue:30333", + "issue:44987|issue:45459", "issue:43526|issue:46894", "issue:43352|issue:45250", - "issue:44479|issue:46170", - "issue:42199|issue:46851", - "issue:44060|issue:44077" + "issue:44479|issue:46170" ], - "prepared_review_unit_hash": "4dd5e347f484aa5b87054c27528f687321708d917a0d9ff0497b9fab55b0064c", + "prepared_review_unit_hash": "c7039ea9a42eb39a26f4fce9223e32fe6160134142ceac3b843d9feac3d25966", "component_budget": { - "node_count": 512, - "item_count": 512, - "soft_pair_count": 1882, - "serialized_chars": 976539, - "estimated_input_tokens": 244135, - "estimated_eval_tokens": 488526 + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 26, - "serialized_chars": 35699, - "estimated_input_tokens": 8925, - "estimated_eval_tokens": 18106 + "serialized_chars": 35004, + "estimated_input_tokens": 8751, + "estimated_eval_tokens": 17758 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the issues cover unrelated model bugs, config problems, performance regressions, and test/infrastructure failures. None of the soft pairs look like the same underlying bug/change, so no duplicate merge is justified.", - "confidence": 0.95, - "canonical_issue_reason": "No single canonical issue: the items span unrelated bugs across different models and subsystems, so this is not a true duplicate cluster.", + "summary": "These items do not form a duplicate cluster: the soft pairs mostly share only broad keywords like video, Qwen, config, or embeddings, but they describe different code paths and fixes.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue fits this set; the candidate pairs are heterogeneous and do not point to one underlying bug or change.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 is the strongest standalone report here: it is concrete, regression-framed, and clearly identifies affected models plus the failing video-input path.", + "best_issue_reason": "No issue is a good global representative for deduping here, because the items span unrelated regressions and subsystems.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44451", - "right": "issue:46752", + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Both are runtime errors, but one is about video-classification processor lookup and the other about audio feature extraction; different subsystems and fixes." + }, + { + "left": "issue:43540", + "right": "issue:46655", "accept": false, - "reason": "Different failures: model loading for ScandiBERT vs empty-chat-template handling in apply_chat_template()." + "reason": "Both mention video inputs, but the models and failure mechanisms differ: Qwen3OmniMoe validation vs SmolVLM padding calculation." }, { "left": "issue:43262", "right": "issue:44246", "accept": false, - "reason": "Audio sampling-rate default bug vs slow/occasional import time; unrelated symptoms and code paths." + "reason": "Audio template sampling-rate handling and slow import behavior are unrelated problems." + }, + { + "left": "issue:44451", + "right": "issue:46752", + "accept": false, + "reason": "Model loading failure and empty-list chat template crash are different code paths with no shared bug." }, { "left": "issue:44479", "right": "issue:46655", "accept": false, - "reason": "Both are video-related, but one is a broad v5.3.0 regression across Qwen VL models while the other is a SmolVLM video padding bug." + "reason": "Both are video-related regressions, but one is a Qwen-family pipeline issue and the other is a SmolVLM padding bug; not the same fix." }, { "left": "issue:45375", "right": "issue:45759", "accept": false, - "reason": "Both involve Qwen multimodal config handling, but one is a missing config field and the other is AutoModel text_config unwrapping; not the same bug." + "reason": "Both involve Qwen multimodal configs, but one is a missing config field dropped by strict parsing and the other is from_config text_config unwrapping." }, { "left": "issue:45003", "right": "issue:45561", "accept": false, - "reason": "Different subsystems: unsafe sys.modules access in modeling_utils vs a pytest-xdist file race in testing utils." + "reason": "Unsafe sys.modules access and a pytest-xdist file race are unrelated bugs." }, { - "left": "issue:44162", - "right": "issue:45200", + "left": "issue:45137", + "right": "issue:45600", "accept": false, - "reason": "ESM2 breakage vs Gemma 4 mm_token_type_ids defaulting; unrelated model families and failure modes." + "reason": "DeepSpeed ZeRO3 deque underflow and broken auto_mappings references are different failures in different areas." }, { "left": "issue:45292", "right": "issue:47000", "accept": false, - "reason": "Token embedding resize behavior vs RT-DETR loss infeasibility; no shared code-path." + "reason": "Token embedding resizing and RTDetr loss infeasibility are unrelated." }, { - "left": "issue:45137", - "right": "issue:45600", + "left": "issue:44295", + "right": "issue:44749", "accept": false, - "reason": "DeepSpeed ZeRO3 deque error vs broken auto_mappings references; different causes entirely." + "reason": "A position_ids buffer access error and a slowdown after upgrade are not the same underlying issue." }, { - "left": "issue:44295", - "right": "issue:44749", + "left": "issue:44162", + "right": "issue:45200", "accept": false, - "reason": "Position_ids buffer access error vs a transformer upgrade slowdown; not the same underlying issue." + "reason": "ESM2 breakage and Gemma 4 token-type defaults are different model-specific bugs." }, { "left": "issue:45859", "right": "issue:46399", "accept": false, - "reason": "Both touch Qwen3.5 rotary/kernel code, but one is CPU-offload incompatibility and the other is a registration/decorator crash." + "reason": "Both are Qwen3.5-related, but one is CPU offload compatibility for rotary embeddings and the other is a kernel registration crash; different causes." }, { "left": "issue:43295", "right": "issue:45292", "accept": false, - "reason": "Processor/tokenizer regression vs embedding resize propagation; unrelated behaviors." + "reason": "Custom processor/tokenizer regression and token embedding resizing are unrelated." }, { "left": "issue:36246", "right": "issue:43596", "accept": false, - "reason": "ImportError for Qwen2.5 VL image processor vs DeepSpeed/BertModel zero-size index error; unrelated bugs." + "reason": "Missing Qwen2.5-VL image processor import and a DeepSpeed/BertModel index error share nothing beyond being exceptions." }, { "left": "issue:43475", "right": "issue:46369", "accept": false, - "reason": "SAM3 vision encoder missing attribute vs SAM3 LiteText memory overflow; different failure modes." + "reason": "Both mention SAM3, but one is a missing attribute in SAM3 Video outputs and the other is a memory overflow in sam3-litetext." }, { "left": "issue:44466", "right": "issue:45335", "accept": false, - "reason": "Both concern weight/embedding consistency, but one is serialization depending on device and the other is resize_token_embeddings not updating decoder.embed_tokens." + "reason": "Serialization of tied weights and decoder embedding updates after resize_token_embeddings are different bugs." }, { "left": "issue:44623", "right": "issue:46726", "accept": false, - "reason": "Missing files on processor.save_pretrained() vs unrecognized image processor when a vision backend is missing; different paths." + "reason": "Missing files from save_pretrained and an AutoProcessor backend-missing error are unrelated." }, { "left": "issue:44242", "right": "issue:44857", "accept": false, - "reason": "Moe load-balancing loss omission vs LwDetrLoss AMP/CUDA crash; unrelated bugs." + "reason": "MoE router loss accounting and LwDetrImageLoss AMP crashes are not the same code path." }, { "left": "issue:43526", "right": "issue:46897", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug vs Florence2 training-loss double-shift bug; different model components." + "reason": "BeitImageProcessorFast label reduction and Florence2 training-loss double-shift are distinct issues." }, { "left": "issue:44877", "right": "issue:45375", "accept": false, - "reason": "Strict-config loading failure for granite_speech vs Qwen3.5 Moe vision config field dropping; not the same issue." + "reason": "Both involve config/strictness, but they affect different models and different missing fields." }, { "left": "issue:44038", "right": "issue:46506", "accept": false, - "reason": "Qwen3-VL-Moe bug in transformers 5.0 vs CPU/CUDA result mismatch in PPDocLayoutV3; unrelated." + "reason": "Qwen3-VL-Moe bug reports and PPDocLayoutV3 CPU/CUDA divergence are unrelated." }, { - "left": "issue:44987", - "right": "issue:45459", + "left": "issue:29870", + "right": "issue:30333", "accept": false, - "reason": "Model loading regression in transformers>=5.1.0 vs tokenizer error masking when protobuf is absent; different bugs." + "reason": "Bart generate() unbound local error and MLflow job-status reporting are completely unrelated." }, { - "left": "issue:29870", - "right": "issue:30333", + "left": "issue:44987", + "right": "issue:45459", "accept": false, - "reason": "BART generate() UnboundLocalError vs MLflow status reporting after failed training job; unrelated." + "reason": "Loading a specific model and hiding tokenizer errors when protobuf is absent are different problems." }, { "left": "issue:43526", "right": "issue:46894", "accept": false, - "reason": "Same broad double-shift pattern, but different model families and likely different implementations; not the same concrete bug." + "reason": "A Beit image-label bug and a CohereASR training-loss shift bug do not share the same root cause." }, { "left": "issue:43352", "right": "issue:45250", "accept": false, - "reason": "Specific model unsupported by Flash Attention 2.0 vs the general Flash Attention 2.0 topic; not duplicate reports." + "reason": "A concrete model not supporting Flash Attention 2.0 and a generic Flash Attention 2.0 issue are not the same underlying bug." }, { "left": "issue:44479", "right": "issue:46170", "accept": false, - "reason": "Video regression in Qwen models vs Windows/ROCm torch.distributed import issue; completely different code paths." - }, - { - "left": "issue:42199", - "right": "issue:46851", - "accept": false, - "reason": "DETR cardinality-background-class issue vs Qwen3.5 variable-length position_ids behavior; unrelated models and errors." - }, - { - "left": "issue:44060", - "right": "issue:44077", - "accept": false, - "reason": "Incorrect tied-weights warning in Qwen3-Next vs a PatchTSMixer post_init allowance change; unrelated subsystems." + "reason": "A video-input regression and a Windows/ROCm torch.distributed import problem are unrelated." } ] }, @@ -13757,20 +13799,22 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-512", + "cluster_id": "cluster-10000-513", "nodes": [ + "issue:42199", "issue:42886", "issue:43065", "issue:43408", "issue:43475", "issue:43540", - "issue:43646", "issue:43653", "issue:43701", "issue:43723", "issue:43906", "issue:43931", "issue:43994", + "issue:44060", + "issue:44077", "issue:44162", "issue:44188", "issue:44297", @@ -13801,13 +13845,14 @@ "issue:46431", "issue:46710", "issue:46726", - "issue:46752", "issue:46832", + "issue:46851", "issue:46858", - "issue:47020", "issue:47068" ], "soft_pairs": [ + "issue:42199|issue:46851", + "issue:44060|issue:44077", "issue:44368|issue:44977", "issue:43653|issue:44162", "issue:45412|issue:46123", @@ -13835,219 +13880,216 @@ "issue:44297|issue:44623", "issue:43994|issue:46726", "issue:44749|issue:45656", - "issue:43701|issue:44749", - "issue:43646|issue:44162", - "issue:44623|issue:45656", - "issue:46752|issue:47020" + "issue:43701|issue:44749" ], - "prepared_review_unit_hash": "f8dd854479cc662465d0e15536f55186d03c4a0f1122f494f5504958379fbcb8", + "prepared_review_unit_hash": "4813168dd0812fc36ea4b3eb0658a0daa8884583f970b5ae2b9a83fd038e3591", "component_budget": { - "node_count": 512, - "item_count": 512, - "soft_pair_count": 1882, - "serialized_chars": 976539, - "estimated_input_tokens": 244135, - "estimated_eval_tokens": 488526 + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36529, - "estimated_input_tokens": 9133, - "estimated_eval_tokens": 18522 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36876, + "estimated_input_tokens": 9219, + "estimated_eval_tokens": 18694 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is noisy and mostly spans unrelated model, tokenizer, config, and runtime issues. The most representative issue is the broad tokenizer-loading regression in v5, while no PRs are present.", - "confidence": 0.47, - "canonical_issue_reason": "issue:43723 is the broadest, most central tokenizer-loading regression in the set and best matches the cluster\u2019s recurring tokenizer/config-loading theme.", - "canonical_pr_reason": null, - "best_issue_reason": "issue:43723 is the best cluster anchor because it is generic, user-facing, and sits closest to the repeated tokenizer initialization/save/load failures in this cluster.", - "best_pr_reason": null, + "summary": "This cluster is heterogeneous: most items are distinct Transformer bugs spanning tokenizers, cache/compile behavior, config/loading, model-specific runtime errors, and memory/performance issues. None of the soft edges looks like the same underlying bug or a mergeable PR duplicate.", + "confidence": 0.94, + "canonical_issue_reason": "No clear canonical issue: the items do not share one concrete root cause or code path, so there is no safe umbrella duplicate representative.", + "canonical_pr_reason": "No PRs are present in this cluster.", + "best_issue_reason": "No single issue is a strong global representative; the cluster is too mixed across unrelated failure modes.", + "best_pr_reason": "No PRs are present in this cluster.", "soft_edge_verdicts": [ + { + "left": "issue:42199", + "right": "issue:46851", + "accept": false, + "reason": "Both are model-specific, but one is a DETR cardinality error and the other is a Qwen3.5 variable-length position_ids bug; different code paths and symptoms." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Both mention model/config warnings, but one is a Qwen3-Next tied-weights warning and the other is a PatchTSMixer post_init policy issue; not the same bug." + }, { "left": "issue:44368", "right": "issue:44977", "accept": false, - "reason": "Different bugs: a tie_word_embeddings warning versus a flash-attention generation failure." + "reason": "Shared Qwen3.5 branding is not enough; one is a tied-embeddings warning during LoRA fine-tuning, the other is a flash-attention generation failure." }, { "left": "issue:43653", "right": "issue:44162", "accept": false, - "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are different code paths and symptoms." + "reason": "Tokenizer special-token decoding issue vs a broad ESM2 regression; unrelated components and failure modes." }, { "left": "issue:45412", "right": "issue:46123", "accept": false, - "reason": "RT-DETR memory retention and partial-batch result dropping are unrelated issues." + "reason": "RT-DETR memory-release bug and MaskGenerationPipeline batch-finalization bug are different subsystems and causes." }, { "left": "issue:45397", "right": "issue:45656", "accept": false, - "reason": "Gemma-4 ZeRO3 loading and a double optimizer-step problem are not the same defect." + "reason": "Gemma-4 zero3 loading issue vs deepspeed double optimizer step; different runtime behaviors and likely different fixes." }, { "left": "issue:43065", "right": "issue:43408", "accept": false, - "reason": "Both touch SAM3, but one is a dummy Conv2d and the other is a model-type warning." + "reason": "Both are SAM3-related, but one is a dummy Conv2d in a pixel decoder and the other is a model-type mismatch warning; not the same underlying bug." }, { "left": "issue:44877", "right": "issue:46170", "accept": false, - "reason": "Strict config loading and Windows ROCm import/distributed failures are unrelated." + "reason": "Strict config loading for granite_speech vs Windows/ROCm torch.distributed import errors are unrelated." }, { "left": "issue:43475", "right": "issue:43540", "accept": false, - "reason": "Different models and failures: missing SAM3 output attribute versus Qwen3OmniMoe video processing error." + "reason": "SAM3 video attribute missing vs Qwen3OmniMoe video-input ValueError; different models and code paths." }, { "left": "issue:42886", "right": "issue:45229", "accept": false, - "reason": "Tokenizer cache/offline loading and Gemma multi-GPU OOM are not the same bug." + "reason": "Offline tokenizer cache loading vs Gemma4 multi-GPU CUDA OOM; one is I/O/cache logic, the other is memory pressure." }, { "left": "issue:46170", "right": "issue:46832", "accept": false, - "reason": "A platform import issue and an RT-DETR feature-level mismatch are distinct problems." + "reason": "Import/dependency failure on Windows/ROCm vs RT-DETR feature-level mismatch in forward; unrelated." }, { "left": "issue:43723", "right": "issue:46710", "accept": false, - "reason": "Tokenizer loading regression and accuracy regression after upgrade do not share the same underlying fix." + "reason": "Tokenizer loading regression in v5 vs accuracy regression after upgrade; different symptoms and no shared concrete code path." }, { "left": "issue:43931", "right": "issue:44368", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch is unrelated to a Qwen warning about tied embeddings." + "reason": "Qwen3-VL weight-shape mismatch and Qwen3.5 tied-embeddings warning are different model-loading concerns, not the same defect." }, { "left": "issue:44188", "right": "issue:46202", "accept": false, - "reason": "Attention-kernel divergence under torch.compile is unrelated to Gemma token roundtrip behavior." + "reason": "Torch.compile attention-kernel divergence vs Gemma pipeline roundtrip failure on \u2581; these are distinct issues." }, { "left": "issue:44368", "right": "issue:45563", "accept": false, - "reason": "A model config warning and a stale generate warning are different issues." + "reason": "Tied-embeddings warning during fine-tuning vs stale num_return_sequences warning in paged generate(); unrelated generate-time behavior." }, { "left": "issue:44995", "right": "issue:45200", "accept": false, - "reason": "Stale cache state on second forward pass is not the same as missing mm_token_type_ids defaults." + "reason": "GLM MoE stale indexer cache on second forward pass vs Gemma4 mm_token_type_ids defaulting; different bugs." }, { "left": "issue:44483", "right": "issue:46202", "accept": false, - "reason": "Chat/completions API rejection and tokenizer roundtrip failure are unrelated." + "reason": "Chat-completions API request handling vs Gemma pipeline token roundtrip failure; no shared underlying code path." }, { "left": "issue:43906", "right": "issue:46202", "accept": false, - "reason": "An isolated reproduction of a different issue is not the same as the Gemma roundtrip bug." + "reason": "Reproduction of a specific external issue vs Gemma pipeline token roundtrip failure; the titles suggest different models and bugs." }, { "left": "issue:44188", "right": "issue:46421", "accept": false, - "reason": "Both involve performance/caching, but the concrete failures and code paths differ." + "reason": "Both involve compile/perf concerns, but one is attention-kernel divergence and the other is cache lazy initialization causing recompilation; not the same fix." }, { "left": "issue:44995", "right": "issue:45588", "accept": false, - "reason": "Stale indexer-cache crash and s_aux=None flash-attention crash are different defects." + "reason": "GLM MoE stale cache bug vs flash_attention s_aux=None crash; different layers of the stack and different root causes." }, { "left": "issue:45593", "right": "issue:47068", "accept": false, - "reason": "Missing auxiliary losses and a CUDA-tensor conditional host sync are unrelated." + "reason": "D-FINE auxiliary-loss behavior vs deepspeed host-synchronization in loss computation; different models and mechanisms." }, { "left": "issue:45685", "right": "issue:46431", "accept": false, - "reason": "An MPS histogram limitation is unrelated to processor save_pretrained missing files." + "reason": "MPS histogram integer support issue vs missing chat template ValueError; unrelated functionality." }, { "left": "issue:45987", "right": "issue:46082", "accept": false, - "reason": "Cache length return type and LlamaConfig head_dim validation are separate bugs." + "reason": "StaticCache return-type contract bug vs LlamaConfig head_dim validation; one is cache API behavior, the other is config validation." }, { "left": "issue:45103", "right": "issue:46858", "accept": false, - "reason": "Docstring annotation handling and cache length device-tensor arithmetic are different failures." + "reason": "Docstring helper crash with future annotations vs cache.get_seq_length returning a device tensor on non-CUDA backends; different utilities and failures." }, { "left": "issue:44361", "right": "issue:44749", "accept": false, - "reason": "Tokenizer AttributeError and post-upgrade slowdown are not the same underlying issue." + "reason": "MLukeTokenizer task AttributeError vs a Transformer upgrade performance regression; unrelated symptoms and fix surface." }, { "left": "issue:43065", "right": "issue:46123", "accept": false, - "reason": "Dummy Conv2d in SAM3 and dropped partial-batch results are unrelated." + "reason": "SAM3 pixel-decoder dummy layer issue vs MaskGenerationPipeline partial-batch result loss; unrelated code paths." }, { "left": "issue:44297", "right": "issue:44623", "accept": false, - "reason": "Both are save_pretrained-related, but tokenizer_class mismatch and processor file omission are different bugs." + "reason": "Tokenizer class metadata mismatch on save vs processor.save_pretrained missing files; both are save-path issues but not the same defect." }, { "left": "issue:43994", "right": "issue:46726", "accept": false, - "reason": "Nonsensical outputs with AutoModel/pipeline and missing-vision-backend messaging are not the same issue." + "reason": "SigLIP2 nonsensical outputs with AutoModel/pipeline vs AutoProcessor missing-vision-backend error; different failure modes." }, { "left": "issue:44749", "right": "issue:45656", "accept": false, - "reason": "A slowdown regression and a double optimizer-step bug are unrelated." + "reason": "Upgrade-related filtering slowdown vs deepspeed double optimizer step; no shared underlying bug." }, { "left": "issue:43701", "right": "issue:44749", "accept": false, - "reason": "Checkpoint key mismatch and training slowdown are different failure modes." - }, - { - "left": "issue:43646", - "right": "issue:44162", - "accept": false, - "reason": "Custom model initialization breakage and ESM2 breakage are separate problems." - }, - { - "left": "issue:44623", - "right": "issue:45656", - "accept": false, - "reason": "Missing processor save files and deepspeed optimizer double-step do not share a code-path bug." + "reason": "Checkpoint key mismatch vs post-upgrade performance slowdown; unrelated issues." } ] }, @@ -14069,11 +14111,10 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-512", + "cluster_id": "cluster-10000-513", "nodes": [ "issue:28282", "issue:30990", - "issue:36010", "issue:39692", "issue:41628", "issue:42371", @@ -14083,17 +14124,17 @@ "issue:43482", "issue:43525", "issue:43643", + "issue:43646", "issue:43673", "issue:43723", "issue:43784", "issue:43873", "issue:43986", "issue:44038", + "issue:44162", "issue:44188", - "issue:44351", "issue:44373", "issue:44623", - "issue:44857", "issue:44869", "issue:44871", "issue:44933", @@ -14107,21 +14148,24 @@ "issue:45375", "issue:45397", "issue:45478", - "issue:45561", - "issue:45753", + "issue:45656", "issue:46132", "issue:46326", "issue:46399", "issue:46463", "issue:46726", + "issue:46752", "issue:46821", "issue:46851", "issue:46877", "issue:47000", - "issue:47059" + "issue:47020" ], "soft_pairs": [ + "issue:43646|issue:44162", + "issue:44623|issue:45656", "issue:44871|issue:46132", + "issue:46752|issue:47020", "issue:44964|issue:45137", "issue:45375|issue:45478", "issue:42994|issue:43482", @@ -14131,12 +14175,12 @@ "issue:43986|issue:46726", "issue:44188|issue:46851", "issue:28282|issue:30990", - "issue:43232|issue:43673", "issue:45230|issue:45397", + "issue:43232|issue:43673", "issue:46877|issue:47000", "issue:45310|issue:45375", - "issue:46463|issue:46877", "issue:44038|issue:44623", + "issue:46463|issue:46877", "issue:41628|issue:44933", "issue:44373|issue:46851", "issue:42994|issue:43525", @@ -14144,229 +14188,208 @@ "issue:43723|issue:46326", "issue:42371|issue:45092", "issue:43873|issue:44945", - "issue:43784|issue:46399", - "issue:45561|issue:47059", - "issue:45137|issue:47000", - "issue:41628|issue:44351", - "issue:36010|issue:41628", - "issue:44945|issue:45753", - "issue:44857|issue:46877" + "issue:43784|issue:46399" ], - "prepared_review_unit_hash": "bade61d48322804a153b803e418aa70184cf37724a5a6389738af80a1410763b", + "prepared_review_unit_hash": "4439a50c20f1cab3011ae02fec0c8732af7dc4c9393d86cff53fbd48527f74fd", "component_budget": { - "node_count": 512, - "item_count": 512, - "soft_pair_count": 1882, - "serialized_chars": 976539, - "estimated_input_tokens": 244135, - "estimated_eval_tokens": 488526 + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36354, - "estimated_input_tokens": 9089, - "estimated_eval_tokens": 18434 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 34857, + "estimated_input_tokens": 8715, + "estimated_eval_tokens": 17686 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous and mostly consists of distinct import/load regressions around Transformers v5. The strongest duplicate signal is the Qwen3.5 MoE `from_pretrained` regression, while the rest are separate issues in different code paths or model families.", - "confidence": 0.68, - "canonical_issue_reason": "Issue 45310 is the most canonical representative of the repeated Qwen3.5 MoE `from_pretrained` regression: it is concrete, version-scoped, and has a near-identical later duplicate (45478).", + "summary": "Mostly a loose cluster of distinct Transformers regression reports across v5 loading, generation, quantization, tokenizers, and processor/vision paths. One soft duplicate-looking pair stands out around AutoProcessor and missing vision backends; the rest are not the same underlying bug.", + "confidence": 0.57, + "canonical_issue_reason": "issue:43646 is the broadest and most representative report here: a general Transformers 5.0 breakage around model initialization, matching the cluster\u2019s repeated theme of v5 compatibility regressions.", "canonical_pr_reason": null, - "best_issue_reason": "45310 is the best overall issue in this set because it is the clearest concrete bug report with an obvious duplicate sibling and a well-scoped failure mode; the other items are either unrelated or only loosely similar.", + "best_issue_reason": "issue:43646 is the best single issue to anchor the cluster because it is general, centrally about v5 breakage, and closer to the repeated pattern than the narrowly scoped model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Different models and failure modes: generic custom model initialization vs ESM2-specific breakage." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Different subsystems: missing files from processor.save_pretrained vs DeepSpeed optimizer stepping twice." + }, { "left": "issue:44871", "right": "issue:46132", "accept": false, - "reason": "Different bugs: Gemma EOS-token config inconsistency vs an attention registration behavior change." + "reason": "Unrelated problems: eos_token_id config mismatch vs AttentionInterface.register behavior change." + }, + { + "left": "issue:46752", + "right": "issue:47020", + "accept": false, + "reason": "Different code paths: empty apply_chat_template input vs XLMRobertaTokenizer/Unigram constructor type mismatch." }, { "left": "issue:44964", "right": "issue:45137", "accept": false, - "reason": "Unrelated failures: multimodal model loading vs a DeepSpeed ZeRO3 deque error." + "reason": "Different stack areas: multimodal model loading regression vs DeepSpeed ZeRO3 deque error." }, { "left": "issue:45375", "right": "issue:45478", "accept": false, - "reason": "Same model family, but the symptoms are not specific enough to prove the same underlying bug; one is a missing config field, the other a generic `from_pretrained` error." + "reason": "Both involve Qwen3.5-MoE, but one is a specific missing config field while the other is a generic from_pretrained failure; too little evidence they are the same bug." }, { "left": "issue:42994", "right": "issue:43482", "accept": false, - "reason": "Both involve quantization/model loading, but they are different failure modes and model paths." + "reason": "Both relate to quantized models, but one is saving and the other is loading a specific GGUF model; not the same issue." }, { "left": "issue:39692", "right": "issue:46726", "accept": false, - "reason": "A doc example with model/processor mismatch and quantization issues is not the same as missing-vision-backend processor handling." + "reason": "Both mention vision/processor usage, but one is a documentation example with model/processor mismatch and quantization errors; not the same underlying bug." }, { "left": "issue:43475", "right": "issue:43643", "accept": false, - "reason": "One is a specific missing attribute in SAM 3 Video output; the other is a generic `trust_remote_code` config-field loss issue." + "reason": "Different attribute-missing failures in different objects and code paths; not the same root cause." }, { "left": "issue:43475", "right": "issue:46821", "accept": false, - "reason": "Different model families and different attributes; no clear shared code-path bug." + "reason": "Both are attribute errors, but they affect different models and different fields." }, { "left": "issue:43986", "right": "issue:46726", - "accept": false, - "reason": "Both concern missing vision-related dependencies, but they target different loaders and error cases; not enough evidence of one underlying bug." + "accept": true, + "reason": "Both describe AutoProcessor failing when the required vision backend is missing, with the same unrecognized-image-processor symptom and same underlying fix area." }, { "left": "issue:44188", "right": "issue:46851", "accept": false, - "reason": "Attention-kernel divergence under `torch.compile` is unrelated to Qwen3.5 variable-length position-id handling." + "reason": "Different bugs in different models: attention-kernel divergence under torch.compile vs Qwen3.5 variable-length position_ids handling." }, { "left": "issue:28282", "right": "issue:30990", "accept": false, - "reason": "An environment-level PyTorch import error is not the same as Sentence Transformers hanging during load." + "reason": "The first is a missing PyTorch dependency import error; the second is a loading hang. Similar area, different failure." }, { - "left": "issue:43232", - "right": "issue:43673", + "left": "issue:45230", + "right": "issue:45397", "accept": false, - "reason": "Both are generation-related, but they describe different generation internals and different failure modes." + "reason": "No meaningful overlap; one is a placeholder bug report, the other is a Gemma-4 ZeRO3 loading issue." }, { - "left": "issue:45230", - "right": "issue:45397", + "left": "issue:43232", + "right": "issue:43673", "accept": false, - "reason": "Generic bug report vs a specific Gemma-4 ZeRO3 loading issue; no duplicate evidence." + "reason": "Different generation-time regressions: sync_gpus/update_model_kwargs ordering vs missing GenerationMixin cache in chunked_prefill." }, { "left": "issue:46877", "right": "issue:47000", "accept": false, - "reason": "Import-time docstring diagnostics and RTDetr loss infeasibility are unrelated." + "reason": "Different kinds of issues: doc-lint stdout noise at import time vs RTDetrLoss infeasible cost matrix." }, { "left": "issue:45310", "right": "issue:45375", "accept": false, - "reason": "Related Qwen3.5 family, but one is a generic `from_pretrained` regression and the other is a specific config-field drop; not clearly the same bug." + "reason": "Same model family, but one is a generic from_pretrained error and the other is a specific config-field-strictness bug; not enough to merge." }, { - "left": "issue:46463", - "right": "issue:46877", + "left": "issue:44038", + "right": "issue:44623", "accept": false, - "reason": "A decoder-input validation message bug is unrelated to import-time doc-lint output." + "reason": "Different models and failure modes; Qwen3-VL-Moe bug is not the same as processor.save_pretrained missing files." }, { - "left": "issue:44038", - "right": "issue:44623", + "left": "issue:46463", + "right": "issue:46877", "accept": false, - "reason": "Qwen3.5-VL-Moe loading issues and processor save-pretrained file emission are different code paths." + "reason": "Incorrect decoder validation message vs docstring lint output; unrelated." }, { "left": "issue:41628", "right": "issue:44933", "accept": false, - "reason": "Different missing imports (`AutoImageProcessor` vs an image_utils symbol); same subsystem, but not the same bug." + "reason": "Both are import-related, but they refer to different missing symbols and different modules." }, { "left": "issue:44373", "right": "issue:46851", "accept": false, - "reason": "Docstring wording for `position_ids` is unrelated to variable-length-input generation failure." + "reason": "One is a docstring mistake; the other is a runtime position_ids bug in Qwen3.5." }, { "left": "issue:42994", "right": "issue:43525", "accept": false, - "reason": "Quantized model saving vs a missing `pad_token_id` attribute are separate issues." + "reason": "Quantized model saving vs missing pad_token_id in config are separate problems." }, { "left": "issue:44869", "right": "issue:45356", "accept": false, - "reason": "Whisper timestamp decoding and Kimi tokenizer codec handling are different tokenizer bugs." + "reason": "Different tokenizer/text-processing failures in different model families." }, { "left": "issue:43723", "right": "issue:46326", "accept": false, - "reason": "Tokenizer loading in v5 and `continue_final_message` for mistral_common are different behaviors and code paths." + "reason": "Tokenizer loading regression vs continue_final_message behavior for mistral_common tokenizers; not the same bug." }, { "left": "issue:42371", "right": "issue:45092", "accept": false, - "reason": "TF32 settings guidance is unrelated to InternVL2 remote-code/meta-init incompatibility." + "reason": "TF32 settings API guidance is unrelated to InternVL2 meta-initialization incompatibility." }, { "left": "issue:43873", "right": "issue:44945", "accept": false, - "reason": "Quantization/offloading behavior and pipeline-parallelism output errors are distinct failures." + "reason": "Quantization offloading behavior and pipeline-parallel output correctness are different issues." }, { "left": "issue:43784", "right": "issue:46399", "accept": false, - "reason": "Missing `nn` on import and a Qwen3.5 kernel-registration crash are different import/runtime bugs." - }, - { - "left": "issue:45561", - "right": "issue:47059", - "accept": false, - "reason": "A pytest-xdist file race is unrelated to a CLI completion attribute error from huggingface_hub." - }, - { - "left": "issue:45137", - "right": "issue:47000", - "accept": false, - "reason": "DeepSpeed ZeRO3 deque underflow is unrelated to RTDetr loss infeasibility." - }, - { - "left": "issue:41628", - "right": "issue:44351", - "accept": false, - "reason": "Both are import errors, but they concern different missing symbols and likely different fixes." - }, - { - "left": "issue:36010", - "right": "issue:41628", - "accept": false, - "reason": "Different missing imports: `GenerationMixin` from a generation submodule vs `AutoImageProcessor` from transformers." - }, - { - "left": "issue:44945", - "right": "issue:45753", - "accept": false, - "reason": "Pipeline-parallelism output corruption and an image-specific Qwen3.5 infinite loop are not the same bug." - }, - { - "left": "issue:44857", - "right": "issue:46877", - "accept": false, - "reason": "AMP/CUDA loss crashing and doc-lint stdout noise are unrelated." + "reason": "Sentence-transformers import NameError vs Qwen3.5 kernel registration crash; unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The canonical issue choice is reasonable, and the soft-edge verdicts avoid over-claiming duplicate status except for one clearly related AutoProcessor/vision-backend pair, which is supported by the titles." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -14381,12 +14404,14 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-512", + "cluster_id": "cluster-10000-513", "nodes": [ "issue:30333", "issue:30990", "issue:33290", "issue:35141", + "issue:36010", + "issue:41628", "issue:42175", "issue:42673", "issue:42831", @@ -14395,23 +14420,23 @@ "issue:43232", "issue:43479", "issue:43704", - "issue:43723", "issue:43824", "issue:43976", - "issue:44016", "issue:44038", - "issue:44186", "issue:44222", + "issue:44351", "issue:44496", "issue:44568", "issue:44623", "issue:44661", "issue:44743", "issue:44792", - "issue:44869", + "issue:44857", "issue:44933", + "issue:44945", "issue:45081", "issue:45103", + "issue:45137", "issue:45310", "issue:45405", "issue:45406", @@ -14419,20 +14444,24 @@ "issue:45593", "issue:45600", "issue:45712", - "issue:45812", - "issue:46077", - "issue:46123", + "issue:45753", "issue:46202", - "issue:46231", "issue:46693", "issue:46701", "issue:46829", "issue:46877", + "issue:47000", "issue:47059", "issue:47068", "issue:47085" ], "soft_pairs": [ + "issue:45561|issue:47059", + "issue:45137|issue:47000", + "issue:41628|issue:44351", + "issue:36010|issue:41628", + "issue:44945|issue:45753", + "issue:44857|issue:46877", "issue:44661|issue:47059", "issue:45406|issue:46202", "issue:42994|issue:43824", @@ -14458,243 +14487,225 @@ "issue:44568|issue:47085", "issue:44623|issue:45310", "issue:45600|issue:47059", - "issue:42673|issue:46693", - "issue:44186|issue:47085", - "issue:46077|issue:46123", - "issue:42898|issue:45812", - "issue:43479|issue:44869", - "issue:43723|issue:44568", - "issue:44016|issue:46231" + "issue:42673|issue:46693" ], - "prepared_review_unit_hash": "479d329570877c84c5ca638e4ce641d65aa762dafc8dfc973f7e34c463db170d", + "prepared_review_unit_hash": "ac0532e041af74ce70a764d28a36e3188fffc6a649495a9530289653b67ca019", "component_budget": { - "node_count": 512, - "item_count": 512, - "soft_pair_count": 1882, - "serialized_chars": 976539, - "estimated_input_tokens": 244135, - "estimated_eval_tokens": 488526 + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37400, - "estimated_input_tokens": 9350, - "estimated_eval_tokens": 18956 + "serialized_chars": 37178, + "estimated_input_tokens": 9295, + "estimated_eval_tokens": 18846 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous. The only confirmed duplicate pair is issue:42673 and issue:43704, which describe the same Qwen3ForCausalLM VRAM leak in multiple dataloader threads; the rest are broadly similar transformers bugs but not the same concrete defect.", - "confidence": 0.79, - "canonical_issue_reason": "issue:42673 is the best canonical issue because it is the earlier report and has substantially more discussion than issue:43704, and both describe the same Qwen3ForCausalLM VRAM leak when used in multiple dataloader threads.", + "summary": "The cluster is mostly heterogeneous; I only see one clear duplicate pair: the Qwen3ForCausalLM VRAM leak reports. The rest are related only by broad subsystem or model family, not the same underlying bug/change.", + "confidence": 0.94, + "canonical_issue_reason": "issue:42673 is the clearest and most detailed report of the exact same Qwen3ForCausalLM VRAM leak as issue:43704, so it is the best canonical issue.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42673 is the strongest representative of the only true duplicate pair here: it is earlier and more discussed than issue:43704, while the remaining items do not cohere around one bug.", + "best_issue_reason": "issue:42673 is the strongest issue to anchor this cluster because it matches its duplicate exactly and has the fuller reproduction/context.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45561", + "right": "issue:47059", + "accept": false, + "reason": "Different failures: xdist capture-file race vs CLI completion attribute error." + }, + { + "left": "issue:45137", + "right": "issue:47000", + "accept": false, + "reason": "Different code paths: DeepSpeed ZeRO3 deque underflow vs RTDetr loss assignment infeasibility." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and unrelated APIs." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Different missing imports: GenerationMixin vs AutoImageProcessor." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Both affect generation, but one is pipeline-parallel output corruption and the other is a model/image-specific infinite loop." + }, + { + "left": "issue:44857", + "right": "issue:46877", + "accept": false, + "reason": "Loss/AMP crash is unrelated to a docstring import-time stdout bug." + }, { "left": "issue:44661", "right": "issue:47059", "accept": false, - "reason": "Different failures: tokenizer/model mapping registration vs CLI completion attribute error." + "reason": "Tokenizer-mapping registration failure is unrelated to the CLI completion regression." }, { "left": "issue:45406", "right": "issue:46202", "accept": false, - "reason": "Different code paths: missing processor `_tokenizer` vs Gemma pipeline roundtrip/tokenization behavior." + "reason": "Gemma processor save/load attribute bug vs tokenizer roundtrip behavior; not the same bug." }, { "left": "issue:42994", "right": "issue:43824", "accept": false, - "reason": "Quantized save failure and missing Qwen vision import are unrelated defects." + "reason": "Quantized save failure and Qwen2.5-VL import failure are distinct issues." }, { "left": "issue:44038", "right": "issue:45310", "accept": false, - "reason": "Same model family, but distinct bugs: Qwen3-VL-Moe behavior vs Qwen3.5 MoE from_pretrained regression." + "reason": "Same broad model family, but different model variants and different loading failures." }, { "left": "issue:45081", "right": "issue:45103", "accept": false, - "reason": "Mistral tokenizer regex patch crash and auto-docstring annotation handling are unrelated." + "reason": "Tokenizer patch crash and auto-docstring annotation crash are unrelated." }, { "left": "issue:45593", "right": "issue:46877", "accept": false, - "reason": "D-FINE auxiliary-loss behavior and docstring lint output at import time are different subsystems." + "reason": "D-FINE auxiliary-loss behavior is unrelated to auto_docstring stderr/stdout output." }, { "left": "issue:44222", "right": "issue:45310", "accept": false, - "reason": "Both mention FP8/Qwen, but one is save_pretrained behavior and the other is model loading regression." + "reason": "FP8 save_pretrained failure is not the same as the Qwen3.5 MoE from_pretrained error." }, { "left": "issue:46202", "right": "issue:46701", "accept": false, - "reason": "Both involve Gemma-related pipelines, but the reported failures are different concrete bugs." + "reason": "Both involve Gemma, but one is tokenizer roundtrip and the other is pipeline output plumbing." }, { "left": "issue:42673", "right": "issue:43704", "accept": true, - "reason": "Same bug: both reports describe the Qwen3ForCausalLM VRAM leak when used in multiple dataloader threads." + "reason": "Same exact bug and model path: Qwen3ForCausalLM VRAM leak when used from multiple dataloader threads." }, { "left": "issue:43232", "right": "issue:44792", "accept": false, - "reason": "Generation kwargs after sync_gpus is unrelated to the janus image-generation test failure." + "reason": "Generation kwargs update after sync_gpus is unrelated to the Janus image-generation test failure." }, { "left": "issue:42831", "right": "issue:44222", "accept": false, - "reason": "FP8 accuracy regression and FP8 MoE save_pretrained failure are distinct issues." + "reason": "FP8 accuracy regression and FP8 save_pretrained failure are different problems." }, { "left": "issue:42175", "right": "issue:44933", "accept": false, - "reason": "Packaging/backend dependency issue is unrelated to the missing image_utils import." + "reason": "Backend dependency omission is unrelated to a missing image_utils import." }, { "left": "issue:44496", "right": "issue:45561", "accept": false, - "reason": "Model loading/config recognition and pytest-xdist file races are unrelated." + "reason": "Model config/import resolution bug vs xdist file race; not the same issue." }, { "left": "issue:45405", "right": "issue:46877", "accept": false, - "reason": "PEFT version mismatch and docstring lint import-time logging are unrelated." + "reason": "Package version pinning issue is unrelated to docstring logging at import time." }, { "left": "issue:30333", "right": "issue:33290", "accept": false, - "reason": "MLflow status reporting and deepspeed Adafactor OOM are unrelated." + "reason": "MLflow reporting on failed training jobs is unrelated to a Deepspeed/Adafactor OOM." }, { "left": "issue:44743", "right": "issue:47068", "accept": false, - "reason": "Both mention generation/cache behavior, but the bugs are different code paths." + "reason": "Recurrent-state reset in Qwen3.5 module and host synchronization in deepspeed_sp_compute_loss are different bugs." }, { "left": "issue:45561", "right": "issue:45600", "accept": false, - "reason": "Test-worker file races and stale auto_mappings references are separate CI problems." + "reason": "Test race in patched utils vs stale auto_mappings references; not the same underlying failure." }, { "left": "issue:43976", "right": "issue:44933", "accept": false, - "reason": "Python version compatibility issue is unrelated to a missing import symbol." + "reason": "Python version compatibility issue is unrelated to a missing image_utils import." }, { "left": "issue:30990", "right": "issue:35141", "accept": false, - "reason": "Loading stall and embedding reinitialization after resize are different failures." + "reason": "SentenceTransformers loading hang and embedding reinitialization are unrelated." }, { "left": "issue:43479", "right": "issue:46829", "accept": false, - "reason": "Phi4 multimodal config defaults and VideoPrism output field mismatch are unrelated." + "reason": "Config default initialization bug vs output field mismatch in classifier output." }, { "left": "issue:42898", "right": "issue:44568", "accept": false, - "reason": "Tokenizer cleanup behavior and BOS/EOS insertion regression are distinct issues." - }, - { - "left": "issue:42175", - "right": "issue:45712", - "accept": false, - "reason": "Dependency/backend packaging is unrelated to leftover dummy classes in dummy_pt_objects.py." - }, - { - "left": "issue:44568", - "right": "issue:47085", - "accept": false, - "reason": "Both involve tokenizers, but one is add_special_tokens behavior and the other is thread safety." + "reason": "Tokenizer cleanup behavior change and BOS/EOS insertion regression are different tokenizer issues." }, { "left": "issue:44623", "right": "issue:45310", "accept": false, - "reason": "Processor save_pretrained missing files is not the same as a Qwen3.5 MoE loading error." + "reason": "Processor.save_pretrained file omission is unrelated to Qwen3.5 MoE loading failure." }, { "left": "issue:45600", "right": "issue:47059", "accept": false, - "reason": "Stale auto_mappings references and CLI completion attribute errors are unrelated." + "reason": "Stale model mappings and CLI completion attribute error are unrelated." }, { "left": "issue:42673", "right": "issue:46693", "accept": false, - "reason": "VRAM leak in dataloader threads is unrelated to the FA2 long-context performance regression." - }, - { - "left": "issue:44186", - "right": "issue:47085", - "accept": false, - "reason": "LayoutLMv2Tokenizer batching crash and tokenizer thread safety are different bugs." - }, - { - "left": "issue:46077", - "right": "issue:46123", - "accept": false, - "reason": "Attention-mask construction and final-partial-batch handling are unrelated." - }, - { - "left": "issue:42898", - "right": "issue:45812", - "accept": false, - "reason": "Tokenizer cleanup behavior and Granite token-id regression are different regressions." - }, - { - "left": "issue:43479", - "right": "issue:44869", - "accept": false, - "reason": "Phi4 config defaults and Whisper timestamp decode crash are unrelated." - }, - { - "left": "issue:43723", - "right": "issue:44568", - "accept": false, - "reason": "Tokenizer loading in v5 and add_special_tokens BOS/EOS regression are separate issues." - }, - { - "left": "issue:44016", - "right": "issue:46231", - "accept": false, - "reason": "Notebook syntax error and training-doc parameter-name mismatch are unrelated documentation/notebook problems." + "reason": "Both are performance-related, but one is a VRAM leak and the other is a long-context slowdown regression." } ] }, "evaluator_result": { - "accept": false, - "feedback": "Rejecting because the summary overstates the evidence for issue:42673: the packet supports that it is earlier and has much more discussion than issue:43704, but not higher inbound references (both show 0). The rest of the assessment is reasonably conservative, and the duplicate pair looks valid, but the best_issue_reason is not fully grounded as written." + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted pair, issue:42673 and issue:43704, is an exact title match and clearly the same bug report. The false soft-edge verdicts are cautious and consistent with the titles; none overstate evidence beyond what is visible in the packet." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -14710,7 +14721,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-512", + "cluster_id": "cluster-10000-513", "nodes": [ "issue:22355", "issue:27957", @@ -14719,56 +14730,62 @@ "issue:34689", "issue:35141", "issue:39692", - "issue:41628", "issue:42222", "issue:42673", - "issue:42757", - "issue:42796", "issue:42831", "issue:42898", "issue:43116", "issue:43295", "issue:43479", - "issue:43644", "issue:43723", "issue:43784", "issue:43824", "issue:43874", + "issue:44016", "issue:44060", "issue:44075", "issue:44079", + "issue:44186", "issue:44190", "issue:44222", "issue:44295", "issue:44297", - "issue:44448", + "issue:44568", "issue:44623", "issue:44734", "issue:44779", "issue:44843", + "issue:44869", "issue:44933", "issue:45092", "issue:45103", "issue:45125", "issue:45200", - "issue:45245", "issue:45356", "issue:45405", "issue:45656", "issue:45712", - "issue:46132", + "issue:45812", + "issue:46077", + "issue:46123", "issue:46231", "issue:46909", "issue:47085" ], "soft_pairs": [ + "issue:44186|issue:47085", + "issue:46077|issue:46123", + "issue:43479|issue:44869", + "issue:42898|issue:45812", + "issue:43723|issue:44568", + "issue:44016|issue:46231", "issue:39692|issue:46909", "issue:43784|issue:43824", "issue:43479|issue:44079", "issue:42898|issue:44779", "issue:44843|issue:47085", - "issue:42673|issue:47085", "issue:27957|issue:30333", + "issue:42673|issue:47085", "issue:30333|issue:34689", "issue:42222|issue:45200", "issue:42898|issue:43295", @@ -14785,222 +14802,216 @@ "issue:44933|issue:45712", "issue:44297|issue:45656", "issue:42831|issue:44623", - "issue:44060|issue:45125", - "issue:44448|issue:46132", - "issue:42796|issue:43723", - "issue:44222|issue:44623", - "issue:43479|issue:43644", - "issue:45245|issue:46132", - "issue:41628|issue:42757" + "issue:44060|issue:45125" ], - "prepared_review_unit_hash": "05414b9fcd7a5e6199f4c2f0c7168c82803b800bdd47178ffaf6de36083e517c", + "prepared_review_unit_hash": "d9829e54923c6da19ba90b77e3f208eed2747e6ffce8d604b3becd604173665d", "component_budget": { - "node_count": 512, - "item_count": 512, - "soft_pair_count": 1882, - "serialized_chars": 976539, - "estimated_input_tokens": 244135, - "estimated_eval_tokens": 488526 + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36699, - "estimated_input_tokens": 9175, - "estimated_eval_tokens": 18606 + "serialized_chars": 36913, + "estimated_input_tokens": 9229, + "estimated_eval_tokens": 18714 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft pair looks like a true duplicate: the candidates are mostly unrelated issues that only share broad themes like tokenization, imports, docs, or v5 regressions.", - "confidence": 0.95, - "canonical_issue_reason": "No single canonical issue fits this set; the soft pairs do not share the same underlying bug or code path.", + "summary": "Mostly unrelated issues; reject all soft pairs. Several items share broad tokenizer or multimodal wording, but they point to different code paths, models, or documentation bugs rather than the same underlying defect.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue is safe here: the set is heterogeneous, and the apparent matches are only superficial similarities.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue: none of the issues is a clear duplicate target for the others, so picking one would be arbitrary.", + "best_issue_reason": "No global best issue stands out because the cluster does not cohere around one bug or one subsystem.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44186", + "right": "issue:47085", + "accept": false, + "reason": "LayoutLMv2Tokenizer NER/padding crash and fast tokenizer thread-safety are different bugs in different tokenizer stacks." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Gemma4 attention-mask construction and MaskGenerationPipeline batch handling are unrelated failure modes." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Phi4MultimodalConfig default-init bug and Whisper timestamp decode crash affect different components." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but one is a general v5 cleanup behavior change and the other is a Granite model ID regression." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "AutoTokenizer.from_pretrained loading issues and mdeberta add_special_tokens behavior are distinct bugs." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error and a doc parameter-name mismatch are unrelated documentation problems." + }, { "left": "issue:39692", "right": "issue:46909", "accept": false, - "reason": "Both are broken doc examples, but they concern different models and failure modes, not the same example." + "reason": "Different documentation examples for different models; not the same broken example." }, { "left": "issue:43784", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but for different symbols and different root causes." + "reason": "Sentence-transformers import NameError and Qwen2.5-VL import error are separate import-path failures." }, { "left": "issue:43479", "right": "issue:44079", "accept": false, - "reason": "One is config default initialization; the other is ModelOutput key handling. Different code paths." + "reason": "A multimodal config initialization bug does not match a ModelOutput key-assignment bug." }, { "left": "issue:42898", "right": "issue:44779", "accept": false, - "reason": "Both mention tokenizer regressions, but one is clean-up-space behavior and the other is Deepseek tokenization output." + "reason": "Both involve tokenizer regressions, but they target different models and different tokenizer behavior." }, { "left": "issue:44843", "right": "issue:47085", "accept": false, - "reason": "Offline-mode Mistral regex patch bug vs tokenizer thread-safety regression; unrelated." + "reason": "Offline hub model_info call and tokenizer thread-safety are unrelated." }, { - "left": "issue:42673", - "right": "issue:47085", + "left": "issue:27957", + "right": "issue:30333", "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM multi-threading is not the same as fast tokenizer thread safety." + "reason": "Flash Attention 2 on XLMRoberta and MLFlow reporting after failed training are unrelated." }, { - "left": "issue:27957", - "right": "issue:30333", + "left": "issue:42673", + "right": "issue:47085", "accept": false, - "reason": "Flash Attention 2 model support and MLflow reporting are unrelated." + "reason": "Both mention threading, but one is a VRAM leak in Qwen3ForCausalLM and the other is tokenizer concurrency safety." }, { "left": "issue:30333", "right": "issue:34689", "accept": false, - "reason": "Different failures: MLflow job state reporting vs Llama 3.2 Vision model loading." + "reason": "MLFlow status handling and Llama 3.2 Vision model loading are unrelated." }, { "left": "issue:42222", "right": "issue:45200", "accept": false, - "reason": "Different multimodal model bugs with different symptoms and fixes." + "reason": "Vitpose model breakage and Gemma 4 mm_token_type_ids defaults are different model-specific issues." }, { "left": "issue:42898", "right": "issue:43295", "accept": false, - "reason": "Both are v5 regressions around tokenization/processor APIs, but they are different breakages." + "reason": "Both are v5 tokenizer regressions, but one concerns tokenizer cleanup/output semantics and the other processor/tokenizer image-handling behavior." }, { "left": "issue:43874", "right": "issue:45092", "accept": false, - "reason": "Missing image-patch method vs remote-code meta-init incompatibility are distinct problems." + "reason": "Missing image-patch accessor and old InternVL2 meta-init incompatibility are different multimodal bugs." }, { "left": "issue:44295", "right": "issue:45656", "accept": false, - "reason": "Position_ids buffer access bug is unrelated to the deepspeed double optimizer step issue." + "reason": "Position_ids buffer access and double optimizer stepping with deepspeed are unrelated." }, { "left": "issue:44734", "right": "issue:45103", "accept": false, - "reason": "KV-cache continuation indexing and auto_docstring annotations are unrelated." + "reason": "Serve KV-cache tensor indexing and auto_docstring annotation handling are separate code paths." }, { "left": "issue:42898", "right": "issue:45356", "accept": false, - "reason": "Different tokenizer regressions: clean_up_tokenization_spaces vs Kimi codec handling." + "reason": "Tokenizer cleanup regression and Kimi-K2.5 codec/fix_mistral_regex regression are different tokenizer issues." }, { "left": "issue:30333", "right": "issue:35141", "accept": false, - "reason": "MLflow failure reporting and embedding resize reinitialization are unrelated." + "reason": "MLFlow reporting and embedding reinitialization after resize are unrelated." }, { "left": "issue:22355", "right": "issue:28282", "accept": false, - "reason": "Both are import errors, but one is a missing submodule and the other is a missing dependency warning." + "reason": "Missing transformers.onnx module and missing PyTorch dependency are different import errors." }, { "left": "issue:44222", "right": "issue:44297", "accept": false, - "reason": "Both involve save_pretrained, but one is FP8/MoE saving and the other is tokenizer config metadata." + "reason": "FP8 save_pretrained moe and tokenizer.save_pretrained class metadata are different save-pretrained bugs." }, { "left": "issue:44075", "right": "issue:46231", "accept": false, - "reason": "Optimizer argument usage and a doc parameter-name typo are not the same bug." + "reason": "Optimizer SGD args being ignored and a docs parameter-name typo are unrelated." }, { "left": "issue:43116", "right": "issue:44190", "accept": false, - "reason": "Different example scripts with different failures and data-loading paths." + "reason": "Example script multi-label output bug and local dataset loading failure are different issues in different scripts." }, { "left": "issue:45405", "right": "issue:45712", "accept": false, - "reason": "Unreleased dependency version bump vs leftover dummy classes are unrelated maintenance issues." + "reason": "A dependency-version bump and leftover dummy classes are unrelated maintenance issues." }, { "left": "issue:44933", "right": "issue:45712", "accept": false, - "reason": "Import exposure in image_utils and dummy class cleanup are separate problems." + "reason": "Nonexistent image_utils import and dummy_pt_objects cleanup are not the same bug." }, { "left": "issue:44297", "right": "issue:45656", "accept": false, - "reason": "Tokenizer save_pretrained metadata mismatch is unrelated to the deepspeed optimizer-step bug." + "reason": "Tokenizer save metadata mismatch and deepspeed double-step are unrelated." }, { "left": "issue:42831", "right": "issue:44623", "accept": false, - "reason": "FP8 accuracy regression and missing processor save files are different issues." + "reason": "FineGrainedFP8 accuracy and processor.save_pretrained missing files are separate bugs." }, { "left": "issue:44060", "right": "issue:45125", "accept": false, - "reason": "Incorrect tied-weights warning and missing tensor-parallel plan are distinct model-definition bugs." - }, - { - "left": "issue:44448", - "right": "issue:46132", - "accept": false, - "reason": "Pegasus v4/v5 output difference and AttentionInterface.register behavior change are unrelated." - }, - { - "left": "issue:42796", - "right": "issue:43723", - "accept": false, - "reason": "Both involve tokenizers, but one is a specific BPE-marker bug and the other is a from_pretrained loading issue." - }, - { - "left": "issue:44222", - "right": "issue:44623", - "accept": false, - "reason": "Different save_pretrained problems affecting different objects and outputs." - }, - { - "left": "issue:43479", - "right": "issue:43644", - "accept": false, - "reason": "Config None initialization and non-persistent buffer junk are unrelated." - }, - { - "left": "issue:45245", - "right": "issue:46132", - "accept": false, - "reason": "Category-count runtime limit and attention registration behavior are unrelated." - }, - { - "left": "issue:41628", - "right": "issue:42757", - "accept": false, - "reason": "Different import failures from different packages and symbols." + "reason": "Wrong tied-weights warning and missing _tp_plan are different Qwen3-family issues with different fixes." } ] }, @@ -15022,46 +15033,46 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-512", + "cluster_id": "cluster-10000-513", "nodes": [ "issue:22355", "issue:27957", "issue:30990", "issue:38175", + "issue:41628", + "issue:42757", + "issue:42796", "issue:42831", "issue:42907", "issue:43122", "issue:43232", "issue:43475", + "issue:43479", "issue:43504", + "issue:43644", "issue:43723", - "issue:44038", "issue:44190", "issue:44222", "issue:44263", - "issue:44279", "issue:44295", "issue:44297", "issue:44360", "issue:44373", - "issue:44483", + "issue:44448", "issue:44484", "issue:44485", "issue:44623", - "issue:44964", "issue:44977", "issue:45071", "issue:45092", + "issue:45245", "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", @@ -15074,9 +15085,15 @@ "issue:47059" ], "soft_pairs": [ + "issue:44448|issue:46132", + "issue:42796|issue:43723", + "issue:44222|issue:44623", + "issue:43479|issue:43644", + "issue:45245|issue:46132", + "issue:41628|issue:42757", "issue:44360|issue:46762", - "issue:46132|issue:46710", "issue:44373|issue:44485", + "issue:46132|issue:46710", "issue:44297|issue:45310", "issue:43504|issue:47059", "issue:45071|issue:46082", @@ -15090,229 +15107,230 @@ "issue:46209|issue:46431", "issue:43232|issue:45834", "issue:30990|issue:38175", - "issue:44190|issue:46082", "issue:44263|issue:44373", + "issue:44190|issue:46082", "issue:46369|issue:46909", "issue:43475|issue:46305", "issue:46305|issue:46655", "issue:42907|issue:46050", "issue:44263|issue:44360", "issue:42831|issue:45310", - "issue:22355|issue:27957", - "issue:45092|issue:45357", - "issue:44483|issue:45406", - "issue:44279|issue:46328", - "issue:44964|issue:47059", - "issue:42831|issue:44038" + "issue:22355|issue:27957" ], - "prepared_review_unit_hash": "75149526df945ac7faae496d9bd829cda34f87d6557106b6710b8336e3b365e8", + "prepared_review_unit_hash": "b95d278044856e864bf653ab26a0875ccd3b45ee3a4e5cb3fbc0bb12c1a86f7c", "component_budget": { - "node_count": 512, - "item_count": 512, - "soft_pair_count": 1882, - "serialized_chars": 976539, - "estimated_input_tokens": 244135, - "estimated_eval_tokens": 488526 + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36262, - "estimated_input_tokens": 9066, - "estimated_eval_tokens": 18388 + "soft_pair_count": 31, + "serialized_chars": 36538, + "estimated_input_tokens": 9135, + "estimated_eval_tokens": 18526 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Broad semantic cluster with many loosely related Transformers issues. The titles overlap around v5 regressions, save/load, generation, quantization, and multimodal models, but none of the soft pairs look like the same underlying bug or change.", - "confidence": 0.93, - "canonical_issue_reason": "No single canonical issue fits this cluster: the items split into multiple unrelated bug families, and the soft pairs are only superficially similar. If forced to anchor the cluster, issue:45071 is the broadest framework-level regression report.", + "summary": "This set is highly heterogeneous. None of the soft pairs look like the same underlying bug or change; most are only loosely similar by subsystem or wording. If one issue must serve as an anchor, issue:44263 is the most central by soft-link connectivity, but it is not a true duplicate representative of the whole set.", + "confidence": 0.35, + "canonical_issue_reason": "issue:44263 has the strongest soft-edge connectivity and the most concrete code-path bug surface (GlmMoeDsaIndexer), so it is the best anchor among otherwise unrelated items.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45071 is the best representative issue because it is the broadest, most general v5 regression report; the other items are mostly model-specific or subsystem-specific variants that do not unify cleanly.", + "best_issue_reason": "issue:44263 is the best representative because it is narrowly scoped, actionable, and sits at the center of the closest related cluster of DSA/indexer issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44360", - "right": "issue:46762", + "left": "issue:44448", + "right": "issue:46132", "accept": false, - "reason": "Both mention DSA/MSA attention, but one is a missing ReLU in the DSA indexer and the other is a numerical-difference report versus a reference implementation." + "reason": "Different problems: Pegasus output regression vs attention-registration behavior/type semantics." }, { - "left": "issue:46132", - "right": "issue:46710", + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "Both are tokenizer/import-related, but one is BPE marker handling and the other is AutoTokenizer loading in v5; not the same bug." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Both mention save_pretrained, but one is FP8 MoE saving and the other is processor file serialization; different code paths." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Config default initialization bug vs non-persistent buffer corruption; unrelated mechanisms." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-limit runtime error and attention interface behavior are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:42757", "accept": false, - "reason": "One concerns AttentionInterface.register behavior changes; the other is an accuracy regression in DeepSeek after upgrading Transformers." + "reason": "Both are import errors, but for different symbols/packages and different root causes." + }, + { + "left": "issue:44360", + "right": "issue:46762", + "accept": false, + "reason": "DSA indexer ReLU discussion vs Minimax attention numerical differences; different implementations and failures." }, { "left": "issue:44373", "right": "issue:44485", "accept": false, - "reason": "A docstring issue is not the same as a GLM-5 RoPE implementation bug." + "reason": "Wrong docstring for position_ids is documentation-only; GLM-5 RoPE is an implementation issue." + }, + { + "left": "issue:46132", + "right": "issue:46710", + "accept": false, + "reason": "AttentionInterface registration behavior vs model accuracy regression after upgrade; not the same change." }, { "left": "issue:44297", "right": "issue:45310", "accept": false, - "reason": "Tokenizer save_pretrained metadata mismatch and Qwen3.5 MoE from_pretrained loading failure are different failure modes." + "reason": "Tokenizer config serialization mismatch vs Qwen3.5 MoE from_pretrained error; different symptoms and likely fixes." }, { "left": "issue:43504", "right": "issue:47059", "accept": false, - "reason": "BEiT legacy-field loading and CLI breakage from huggingface_hub 1.22.0 are unrelated." + "reason": "Beit legacy-field loading bug vs CLI completion attribute failure; unrelated subsystems." }, { "left": "issue:45071", "right": "issue:46082", "accept": false, - "reason": "Both are config-related, but one is generic PretrainedConfig type checking and the other is LlamaConfig head_dim validation." + "reason": "Type checking breakage in PretrainedConfig vs LlamaConfig head_dim validation; different validations." }, { "left": "issue:43723", "right": "issue:44977", "accept": false, - "reason": "AutoTokenizer loading in v5 and Qwen3.5 flash-attention generation are distinct bugs." + "reason": "Tokenizer loading issue vs flash-attention generation failure; not the same code path." }, { "left": "issue:44222", "right": "issue:44484", "accept": false, - "reason": "FP8/MoE save_pretrained corruption is unrelated to the max_shard_size default question." + "reason": "Both involve save_pretrained, but one is a serialization bug and the other is a shard-size question/value choice." }, { "left": "issue:43122", "right": "issue:46209", "accept": false, - "reason": "Tokenizer output drift and FP8 inference failure on B200 are different problems." + "reason": "Tokenizer-version output drift vs FP8 inference failure on B200; unrelated." }, { "left": "issue:46614", "right": "issue:46932", "accept": false, - "reason": "Stale phonemizer backend state and Gemma4 quantized-embedder dtype casting are unrelated." + "reason": "Stale phonemizer backend state vs Gemma4 dtype casting; completely different areas." }, { "left": "issue:44263", "right": "issue:45092", "accept": false, - "reason": "GlmMoeDsaIndexer split handling and remote-code/meta-init incompatibility do not share the same code-path bug." + "reason": "DSA indexer split/return-value issue vs remote-code meta-init incompatibility; different bugs." }, { "left": "issue:43232", "right": "issue:46424", "accept": false, - "reason": "Generation kwargs propagation after sync_gpus is not the same as cache_length being honored only for quantized cache." + "reason": "Generation kwargs after sync_gpus vs cache-length honoring in quantized cache; different features." }, { "left": "issue:44295", "right": "issue:44623", "accept": false, - "reason": "Position_ids buffer access and processor.save_pretrained missing files are different bugs." + "reason": "Buffer read error for position_ids vs processor.save_pretrained missing files; unrelated." }, { "left": "issue:46209", "right": "issue:46431", "accept": false, - "reason": "FP8 inference on B200 and missing chat template errors are unrelated." + "reason": "FP8 B200 inference failure vs missing chat template on a processor; different failures." }, { "left": "issue:43232", "right": "issue:45834", "accept": false, - "reason": "Sync_gpus generation bug and Kosmos2.5 OCR index error are separate issues." + "reason": "Generation sync_gpus behavior vs OCR long-input index error; not the same issue." }, { "left": "issue:30990", "right": "issue:38175", "accept": false, - "reason": "Sentence Transformers loading hangs and SigLIP2 zero probabilities are different model behaviors." + "reason": "Sentence-transformers loading hang vs zero-probability output issue; different model behaviors." }, { - "left": "issue:44190", - "right": "issue:46082", + "left": "issue:44263", + "right": "issue:44373", "accept": false, - "reason": "Example-script local dataset loading and LlamaConfig head_dim validation are unrelated." + "reason": "DSA indexer bug vs docstring mismatch; not the same underlying change." }, { - "left": "issue:44263", - "right": "issue:44373", + "left": "issue:44190", + "right": "issue:46082", "accept": false, - "reason": "Same broad area, but one is a runtime DSA-indexer bug and the other is just a wrong docstring." + "reason": "Local dataset loading in a script vs LlamaConfig head_dim validation; unrelated." }, { "left": "issue:46369", "right": "issue:46909", "accept": false, - "reason": "SAM3 LiteText memory overflow and DIA documentation example breakage are not the same issue." + "reason": "Memory overflow in sam3-litetext vs broken DIA documentation example; unrelated." }, { "left": "issue:43475", "right": "issue:46305", "accept": false, - "reason": "SAM3 video attribute error and MoonshineStreaming off-by-one masking bug are different code paths." + "reason": "Missing attribute in SAM3 video output vs Moonshine sliding-window off-by-one; different code paths." }, { "left": "issue:46305", "right": "issue:46655", "accept": false, - "reason": "Both are video-processing related, but one is a sliding-window off-by-one and the other is incorrect padding calculation." + "reason": "Both are vision/video preprocessing bugs, but the off-by-one mask and padding calculation are distinct." }, { "left": "issue:42907", "right": "issue:46050", "accept": false, - "reason": "Different quantization round-trip bugs: dequantized Ministrals/Devstrals save failure versus sinq save_pretrained/from_pretrained breakage." + "reason": "Dequantized save failure for Ministral/Devstral vs sinq quantized save/load breakage; different quantization flows." }, { "left": "issue:44263", "right": "issue:44360", "accept": false, - "reason": "Both are DSA-related, but the concrete defects differ: torch.split return handling versus missing ReLU in the indexer." + "reason": "Same broad DSA/indexer area, but one is torch.split return handling and the other is a missing ReLU; not the same bug." }, { "left": "issue:42831", "right": "issue:45310", "accept": false, - "reason": "FineGrainedFP8 accuracy loss and Qwen3.5 MoE from_pretrained failure are not duplicates." + "reason": "FineGrainedFP8 accuracy issue vs Qwen3.5 MoE from_pretrained error; different root causes." }, { "left": "issue:22355", "right": "issue:27957", "accept": false, - "reason": "Missing transformers.onnx module and XLMRoberta Flash Attention 2 support are unrelated." - }, - { - "left": "issue:45092", - "right": "issue:45357", - "accept": false, - "reason": "Remote-code checkpoint/meta-init incompatibility is different from incorrect visual-encoder keys saved by save_pretrained." - }, - { - "left": "issue:44483", - "right": "issue:45406", - "accept": false, - "reason": "Chat-completions request handling and Gemma4Processor missing _tokenizer are separate bugs." - }, - { - "left": "issue:44279", - "right": "issue:46328", - "accept": false, - "reason": "A generic dependency complaint does not match a SequenceFeatureExtractor.pad performance issue." - }, - { - "left": "issue:44964", - "right": "issue:47059", - "accept": false, - "reason": "Phi-4 multimodal model loading and a CLI failure due to huggingface_hub are unrelated." - }, - { - "left": "issue:42831", - "right": "issue:44038", - "accept": false, - "reason": "FineGrainedFP8 accuracy regression and Qwen3-VL-Moe bug are different model-specific issues." + "reason": "Missing transformers.onnx module vs XLMRoberta Flash Attention 2 support; unrelated." } ] }, @@ -15334,7 +15352,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-512", + "cluster_id": "cluster-10000-513", "nodes": [ "issue:22355", "issue:27957", @@ -15353,39 +15371,44 @@ "issue:43066", "issue:43122", "issue:43232", - "issue:43329", "issue:43408", "issue:43540", - "issue:43576", "issue:43644", "issue:43646", - "issue:43784", "issue:43824", - "issue:43976", + "issue:44038", "issue:44188", "issue:44261", - "issue:44295", - "issue:44297", + "issue:44279", "issue:44327", "issue:44373", + "issue:44483", "issue:44568", "issue:44829", "issue:44945", "issue:44964", "issue:45092", "issue:45278", + "issue:45357", "issue:45381", + "issue:45406", "issue:45593", "issue:45753", "issue:46002", "issue:46172", "issue:46305", + "issue:46328", "issue:46369", "issue:46402", "issue:46909", "issue:47059" ], "soft_pairs": [ + "issue:45092|issue:45357", + "issue:44279|issue:46328", + "issue:44483|issue:45406", + "issue:44964|issue:47059", + "issue:42831|issue:44038", "issue:44829|issue:46002", "issue:41628|issue:43824", "issue:45381|issue:46305", @@ -15409,222 +15432,210 @@ "issue:43540|issue:46909", "issue:43646|issue:46002", "issue:42907|issue:44945", - "issue:30990|issue:33357", - "issue:44295|issue:44297", - "issue:42907|issue:44964", - "issue:43576|issue:43784", - "issue:43976|issue:44945", - "issue:43329|issue:47059", - "issue:41628|issue:45278" + "issue:30990|issue:33357" ], - "prepared_review_unit_hash": "3f32dfe2213c1c07ea3b8495eab673698077b8c6e69236fde61d03c1c7f55efd", + "prepared_review_unit_hash": "0fea559a42d1633e82f088d70bc260e2c87cc90c877a9b6da1f67ae4f05d9c41", "component_budget": { - "node_count": 512, - "item_count": 512, - "soft_pair_count": 1882, - "serialized_chars": 976539, - "estimated_input_tokens": 244135, - "estimated_eval_tokens": 488526 + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36337, - "estimated_input_tokens": 9085, - "estimated_eval_tokens": 18426 + "soft_pair_count": 29, + "serialized_chars": 35924, + "estimated_input_tokens": 8981, + "estimated_eval_tokens": 18218 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated issues. A few pairs share a loose subsystem theme (tokenizers, quantization/saving, import regressions), but none are strong duplicate matches from the available metadata. I\u2019d use the broad v5 import-regression report as the closest umbrella issue.", - "confidence": 0.43, - "canonical_issue_reason": "Issue 45278 is the broadest umbrella report here: it describes multiple import errors after a version upgrade, which makes it a more central triage target than the narrower, model-specific import issues.", + "summary": "These items are mostly unrelated standalone issues rather than true duplicates. None of the soft pairs look like the same concrete bug/change, so I would not merge any of them as duplicates. The clearest standalone issue in the set is the tokenizer spacing bug (#28218), but it is not a canonical duplicate target for the rest.", + "confidence": 0.84, + "canonical_issue_reason": "Issue #28218 is the most self-contained, concrete bug report here: it has a specific tokenizer repro, active discussion, and inbound references. The rest are either broader regressions or unrelated model/version-specific failures.", "canonical_pr_reason": null, - "best_issue_reason": "45278 is the best global issue candidate because it captures a user-facing regression with wider impact and could subsume narrower import-error reports if they are later confirmed related.", + "best_issue_reason": "Issue #28218 is the best representative issue because it is narrowly scoped, reproducible, and actionable. The other issues are too heterogeneous to serve as a single canonical duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Both involve multimodal/model-loading regressions in v5, but they describe different concrete failures: remote-code meta-init incompatibility vs incorrect visual-encoder keys on save_pretrained." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "Completely different problems: a generic dependency issue versus a SequenceFeatureExtractor.pad performance concern." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Both mention serving/runtime failures, but one is a /v1/chat/completions request rejection and the other is a Gemma4Processor attribute crash. Different code paths." + }, + { + "left": "issue:44964", + "right": "issue:47059", + "accept": false, + "reason": "Unrelated failures: loading a Phi-4 multimodal model versus a CLI breakage in huggingface_hub." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "Both are accuracy/regression-style reports, but they concern different models and different failure mechanisms." + }, { "left": "issue:44829", "right": "issue:46002", "accept": false, - "reason": "Both are training/initialization complaints, but one is about flash_attention_3 causing degenerate classification training and the other is about NaNs at checkout/init; different failure modes and likely different code paths." + "reason": "Different bugs: flash_attention_3 causes degenerate training, while the other reports NaNs during checkpoint/init for classification heads." }, { "left": "issue:41628", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols from different modules (`transformers` vs `Qwen2_5_VLForConditionalGeneration`) and do not point to the same bug." + "reason": "Both are import errors, but for different missing symbols/classes; no evidence they share the same underlying broken export path." }, { "left": "issue:45381", "right": "issue:46305", "accept": false, - "reason": "Both involve sequence/video logic, but one is about Qwen2.5-VL video position ids and the other is a MoonshineStreaming sliding-window off-by-one; unrelated models and code paths." + "reason": "Both are off-by-one-style complaints, but one is about Qwen2.5-VL video position ids and the other is MoonshineStreaming sliding-window masking. Different subsystems." }, { "left": "issue:43408", "right": "issue:46402", "accept": false, - "reason": "These are unrelated model-loading problems: one is a sam3_video/sam3_tracker type mismatch warning, the other is text encoder weights not loading in Sam3Model." + "reason": "Same model family (Sam3) but different issues: model-type mismatch warning versus missing text encoder weights on load." }, { "left": "issue:44261", "right": "issue:45092", "accept": false, - "reason": "Both mention model initialization/config incompatibilities, but one is an MLA LayerNorm epsilon precision issue and the other is meta-initialization incompatibility for old InternVL2 remote-code checkpoints." + "reason": "Different failure modes: missing rms_norm_eps precision mismatch versus remote-code/meta-init incompatibility." }, { "left": "issue:43644", "right": "issue:46305", "accept": false, - "reason": "Different areas and symptoms: non-persistent buffer corruption in Transformers 5.0.0 versus an off-by-one in MoonshineStreaming masking." + "reason": "A broad Transformers v5 buffer-initialization regression versus a specific streaming mask off-by-one bug." }, { "left": "issue:39379", "right": "issue:46172", "accept": false, - "reason": "Both are multimodal/model-implementation issues, but one is incorrect mask handling in mllama and the other is a deepseek-v4 tensor transpose bug; not the same change or defect." + "reason": "Different model internals and different bugs: incorrect mllama mask handling versus a DeepSeek-V4 tensor operation issue." }, { "left": "issue:22355", "right": "issue:28218", "accept": false, - "reason": "The first is an import failure for `transformers.onnx`; the second is a tokenizer spacing bug after added tokens. No shared code-path evidence." + "reason": "Both are tokenizer-related, but one is an import failure for transformers.onnx and the other is an added-token spacing bug." }, { "left": "issue:42831", "right": "issue:45753", "accept": false, - "reason": "Both mention accuracy/runtime oddities, but one is a FineGrainedFP8 accuracy issue and the other is an infinite loop on a specific image in Qwen3_5; not the same bug." + "reason": "Both are Qwen-related quality regressions, but one is a FineGrainedFP8 accuracy issue and the other is an infinite loop for a specific image." }, { "left": "issue:44327", "right": "issue:47059", "accept": false, - "reason": "These are unrelated: one is a QA pipeline top-k bounds crash, the other is a CLI test failure due to a huggingface_hub API change." + "reason": "QA top-k bounds crash versus a CLI attribute error; no shared bug path." }, { "left": "issue:39401", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer behavior regressions, but one is wrong offset mapping for Qwen3 and the other is missing BOS/EOS addition for mdeberta-v3-base; separate tokenizer implementations/issues." + "reason": "Both are tokenizer behavior regressions, but they affect different tokenizers and different output properties (offset mappings vs BOS/EOS insertion)." }, { "left": "issue:42757", "right": "issue:45278", "accept": false, - "reason": "Both are import-related regressions, but 42757 is a specific `huggingface_hub` symbol import failure while 45278 is a broad collection of import errors after upgrading Transformers; too broad and not clearly the same defect." + "reason": "The broader import-error report may mention dependency breakage, but it is not the same concrete bug as a specific missing is_offline_mode import." }, { "left": "issue:43408", "right": "issue:46369", "accept": false, - "reason": "Different Sam3 problems: a model-type warning versus memory overflow when calling sam3-litetext. No evidence of a shared root cause." + "reason": "Same Sam3 family, but a warning about model type mismatch is not the same as memory overflow during sam3-litetext execution." }, { "left": "issue:44188", "right": "issue:44373", "accept": false, - "reason": "One is an attention-kernel divergence under torch.compile; the other is a docstring issue. Not duplicates." + "reason": "Torch.compile attention-kernel divergence is unrelated to a docstring issue." }, { "left": "issue:42886", "right": "issue:42994", "accept": false, - "reason": "Both involve saving/loading or offline behavior, but one is tokenizer cache loading with HF_HUB_OFFLINE and the other is quantized model saving failure; different subsystems and symptoms." + "reason": "Both concern saving/loading, but one is offline cache loading for tokenizers and the other is quantized model save failure." }, { "left": "issue:27957", "right": "issue:30990", "accept": false, - "reason": "Both mention loading/attention performance, but XLMRoberta Flash Attention 2 and Sentence Transformers getting stuck loading are not the same bug." + "reason": "Both mention loading-related issues, but one is XLMRoberta Flash Attention 2 and the other is Sentence Transformers hanging while loading." }, { "left": "issue:42886", "right": "issue:43066", "accept": false, - "reason": "Tokenizer-related, but one is offline cache loading and the other is a wrong tokenizer decoder type in v5; separate issues." + "reason": "Offline tokenizer cache loading and wrong tokenizer decoder type in v5 are distinct bugs." }, { "left": "issue:42796", "right": "issue:43122", "accept": false, - "reason": "Both are tokenizer behavior regressions, but one is BPE marker handling for Ministral and the other is changed tokenization across versions; not enough evidence of a shared underlying bug." + "reason": "Both are tokenizer regressions, but one is a specific BPE-marker handling bug and the other is a broader tokenization difference across versions." }, { "left": "issue:45381", "right": "issue:46909", "accept": false, - "reason": "Different problem classes: Qwen2.5-VL video position ids versus a broken documentation example for DIA." + "reason": "Unrelated: Qwen2.5-VL video position-id bug versus a broken DIA documentation example." }, { "left": "issue:43232", "right": "issue:45593", "accept": false, - "reason": "One is a generation kwarg update issue after sync_gpus; the other is D-FINE auxiliary losses not applied when denoising is off. Unrelated." + "reason": "Generation kwargs synchronization and D-FINE auxiliary-loss behavior are unrelated code paths." }, { "left": "issue:43540", "right": "issue:46909", "accept": false, - "reason": "Video input processing failure in Qwen3OmniMoe versus a documentation example bug for DIA; no shared code path." + "reason": "A memory overflow in sam3-litetext is unrelated to a documentation example bug." }, { "left": "issue:43646", "right": "issue:46002", "accept": false, - "reason": "Different classes of bugs: non-persistent buffer corruption in v5 versus NaNs in classification heads during checkout/init." + "reason": "Custom model initialization breakage in v5 is not the same as NaNs appearing in classification heads after checkout/init." }, { "left": "issue:42907", "right": "issue:44945", "accept": false, - "reason": "Saving dequantized Ministral/Devstral models and incorrect LLM output under pipeline parallelism are unrelated." + "reason": "Quantized-model save failure versus incorrect output under pipeline parallelism; different symptoms and layers." }, { "left": "issue:30990", "right": "issue:33357", "accept": false, - "reason": "Both are runtime/loading failures, but Sentence Transformers hanging on load and a MacOS bus error on a CLIP model are different failure modes and likely different roots." - }, - { - "left": "issue:44295", - "right": "issue:44297", - "accept": false, - "reason": "One is a position_ids buffer access error; the other is tokenizer_class mismatch when saving. Different code paths." - }, - { - "left": "issue:42907", - "right": "issue:44964", - "accept": false, - "reason": "Saving dequantized Ministral/Devstral models versus loading Phi-4 multimodal with latest Transformers are distinct model-specific issues." - }, - { - "left": "issue:43576", - "right": "issue:43784", - "accept": false, - "reason": "A broken `transformers env` CLI command and a sentence-transformers import NameError are unrelated." - }, - { - "left": "issue:43976", - "right": "issue:44945", - "accept": false, - "reason": "Python version compatibility in Transformers 5.1.0 and incorrect output under pipeline parallelism are not the same bug." - }, - { - "left": "issue:43329", - "right": "issue:47059", - "accept": false, - "reason": "A multimodal token-counting bug in video routing versus a CLI test failure from a huggingface_hub API change; unrelated." - }, - { - "left": "issue:41628", - "right": "issue:45278", - "accept": false, - "reason": "Both are import-related regressions, but 41628 is a single missing `AutoImageProcessor` import while 45278 is a broad upgrade regression with many import errors; too general to merge as one duplicate." + "reason": "Both are loading/runtime failures, but one is a hang and the other is a macOS bus error with a pretrained community CLIP model." } ] }, @@ -15646,29 +15657,27 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-512", + "cluster_id": "cluster-10000-513", "nodes": [ "issue:22355", - "issue:29127", "issue:29159", - "issue:36296", - "issue:39379", "issue:39401", - "issue:42175", + "issue:41628", "issue:42371", "issue:42757", "issue:42907", "issue:43116", "issue:43122", - "issue:43232", - "issue:43278", + "issue:43329", "issue:43408", "issue:43452", "issue:43475", + "issue:43576", "issue:43756", "issue:43784", "issue:43824", "issue:43937", + "issue:43976", "issue:44038", "issue:44060", "issue:44117", @@ -15685,23 +15694,31 @@ "issue:44704", "issue:44779", "issue:44829", - "issue:44938", "issue:44945", + "issue:44964", "issue:45200", "issue:45216", + "issue:45278", "issue:45290", "issue:45478", "issue:45600", "issue:46172", "issue:46326", "issue:46614", - "issue:46762" + "issue:46762", + "issue:47059" ], "soft_pairs": [ + "issue:44295|issue:44297", + "issue:42907|issue:44964", + "issue:43576|issue:43784", + "issue:43976|issue:44945", + "issue:43329|issue:47059", + "issue:41628|issue:45278", "issue:43756|issue:44060", "issue:42371|issue:44263", - "issue:42907|issue:43937", "issue:44117|issue:44704", + "issue:42907|issue:43937", "issue:39401|issue:44488", "issue:43784|issue:45600", "issue:39401|issue:44521", @@ -15722,221 +15739,216 @@ "issue:43116|issue:45200", "issue:39401|issue:46614", "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:39379|issue:43232" + "issue:42757|issue:44351" ], - "prepared_review_unit_hash": "7865cf939643c884cebea12d5b41a52773f712cb3b906428c176d717d9d91efc", + "prepared_review_unit_hash": "58945f128fed8afc7385099bd8637adbe8b814633ed5be161c8d5b13142b309a", "component_budget": { - "node_count": 512, - "item_count": 512, - "soft_pair_count": 1882, - "serialized_chars": 976539, - "estimated_input_tokens": 244135, - "estimated_eval_tokens": 488526 + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36409, - "estimated_input_tokens": 9103, - "estimated_eval_tokens": 18462 + "soft_pair_count": 31, + "serialized_chars": 36824, + "estimated_input_tokens": 9206, + "estimated_eval_tokens": 18668 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a mixed set of mostly unrelated regression reports; the soft-similarity pairs share broad themes like tokenizers, model loading, or serialization, but not the same concrete bug path, so none should be merged as duplicates.", - "confidence": 0.93, - "canonical_issue_reason": "issue:43122 is the clearest self-contained regression report in the set, with a reproducible tokenizer behavior change across versions and broad user impact; it is the best representative issue for this heterogeneous cluster.", + "summary": "This cluster is a heterogeneous mix of unrelated transformers issues; none of the soft edges look like true duplicates on titles alone, so I would not merge any pair. The broadest issue is the generic import-regression report (45278), but it is only an umbrella/meta ticket rather than the same bug as the more specific import failures.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 45278 is the broadest, most umbrella-style report in the set ('many import errors after update from 4.57.0 to 5.5.0') and is the most plausible anchor if the import-related tickets were being organized, but it is not a duplicate of the more specific failures.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43122 has the strongest bug signal and a clear versioned regression narrative, making it the most suitable issue to anchor triage even though the cluster itself is not a duplicate group.", + "best_issue_reason": "Issue 45278 is the best overall issue candidate because it is the most general regression report and can subsume the broad import-error theme better than the narrowly scoped model/tokenizer bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Different subsystems: one is a position_ids buffer/readback bug, the other is tokenizer_class metadata written by save_pretrained." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Different model/loading paths: dequantized Ministrals/Devstrals save failure vs loading Phi-4 multimodal instruct." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "One is the transformers env CLI, the other is an import-time NameError in sentence-transformers integration." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Unrelated problems: Python version compatibility vs incorrect outputs under pipeline parallelism." + }, + { + "left": "issue:43329", + "right": "issue:47059", + "accept": false, + "reason": "Different failures entirely: multimodal token counting video-path bug vs a CLI/huggingface_hub incompatibility." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "The latter is a broad import-regression umbrella, but this specific AutoImageProcessor import error is a distinct concrete failure." + }, { "left": "issue:43756", "right": "issue:44060", "accept": false, - "reason": "Different models and failure modes: RoPE layer dropping vs incorrect tied-weights warning in Qwen3-Next." + "reason": "Different model-specific logic: RoPE layer dropping vs an incorrect tied-weights warning in Qwen3-Next." }, { "left": "issue:42371", "right": "issue:44263", "accept": false, - "reason": "Unrelated topics: TF32 backend settings vs a torch.split indexing/value issue." + "reason": "TF32 API guidance and a torch.split return-value issue in a DSA indexer are unrelated." }, { - "left": "issue:42907", - "right": "issue:43937", + "left": "issue:44117", + "right": "issue:44704", "accept": false, - "reason": "Different subsystems: dequantized save_pretrained failure vs invalid GenerationConfig in GLM-5." + "reason": "TOKENIZER_MAPPING_NAMES/ from_pretrained fallback logic is a different code path from AutoProcessor argument forwarding." }, { - "left": "issue:44117", - "right": "issue:44704", + "left": "issue:42907", + "right": "issue:43937", "accept": false, - "reason": "Tokenizer mapping None handling is not the same bug as AutoProcessor dropping kwargs to cached_file." + "reason": "Different bugs: save/dequantization failure vs invalid GenerationConfig for GLM-5." }, { "left": "issue:39401", "right": "issue:44488", "accept": false, - "reason": "Both involve tokenizers, but one is offset_mapping correctness and the other is model loading for a specific corpus/model." + "reason": "Qwen3 offset_mapping corruption is unrelated to loading cjvt/sleng-bert failing in the current version." }, { "left": "issue:43784", "right": "issue:45600", "accept": false, - "reason": "A sentence-transformers import NameError is unrelated to stale auto_mappings references for Sam3LiteText configs." + "reason": "Importing sentence-transformers with latest transformers and auto_mappings.py CI breakage are different import-time issues." }, { "left": "issue:39401", "right": "issue:44521", "accept": false, - "reason": "Different code paths: tokenizer offset mappings vs multimodal assistant masks in apply_chat_template." + "reason": "Tokenizer offset_mapping bug and apply_chat_template assistant_mask bug are separate tokenizer features." }, { "left": "issue:44625", "right": "issue:44829", "accept": false, - "reason": "Qwen3.5 num_labels propagation is unrelated to flash_attention_3 causing degenerate training." + "reason": "Qwen3.5 num_labels propagation and flash_attention_3 training degeneration are unrelated model/training issues." }, { "left": "issue:44704", "right": "issue:45290", "accept": false, - "reason": "Different API surfaces: cached_file kwargs forwarding vs chat templating crash on tool-call assistant messages." + "reason": "Passing kwargs to cached_file and crashing on assistant tool-call messages are different apply_chat_template/loader behaviors." }, { "left": "issue:46172", "right": "issue:46762", "accept": false, - "reason": "Both are numerical issues, but for different models and attention implementations; no shared concrete bug path." + "reason": "Deepseek-v4 transpose/type issue and Minimax attention numerical mismatch are different model implementations." }, { "left": "issue:43122", "right": "issue:46326", "accept": false, - "reason": "Both are tokenizer-related, but one is a version regression in tokenization while the other is continue_final_message behavior for mistral_common." + "reason": "Tokenizer version drift vs continue_final_message on mistral_common are distinct tokenizer behaviors." }, { "left": "issue:43408", "right": "issue:43475", "accept": false, - "reason": "Same SAM 3 family, but one is a model-type warning and the other is a missing attribute on a vision encoder output." + "reason": "Wrong model type warning for sam3_tracker and missing fpn_position_embeddings are separate SAM3 video bugs." }, { "left": "issue:44360", "right": "issue:44485", "accept": false, - "reason": "DSA indexer/ReLU discussion is unrelated to GLM-5 RoPE implementation." + "reason": "A missing ReLU in the DSA indexer and GLM-5 RoPE implementation are unrelated algorithmic issues." }, { "left": "issue:43122", "right": "issue:44521", "accept": false, - "reason": "Tokenizer regression and multimodal assistant_mask generation are different bugs." + "reason": "Different tokenizer features: general tokenization drift vs multimodal assistant_mask generation." }, { "left": "issue:44038", "right": "issue:44297", "accept": false, - "reason": "Qwen3-VL-Moe loading in transformers 5.0 is unrelated to tokenizer.save_pretrained writing the wrong tokenizer_class." + "reason": "Qwen3-VL-Moe loading and tokenizer save_pretrained metadata mismatch are not the same failure." }, { "left": "issue:42907", "right": "issue:43452", "accept": false, - "reason": "Saving dequantized Ministrals/Devstrals and gguf_file loading failures involve different loaders and different failure modes." + "reason": "Dequantized model save failure is separate from gguf_file breaking from_pretrained loading." }, { "left": "issue:22355", "right": "issue:29159", "accept": false, - "reason": "Module import failure for transformers.onnx is unrelated to slow/fast tokenizer inconsistency." + "reason": "Module import failure for transformers.onnx and slow/fast tokenizer inconsistency are unrelated issues." }, { "left": "issue:44038", - "right": "issue:44295", + "right": "issue:44222", "accept": false, - "reason": "Qwen3-VL-Moe loading and position_ids buffer reading are different problems." + "reason": "Qwen3-VL-Moe load failure and FP8 save_pretrained for moe are different code paths." }, { "left": "issue:45216", "right": "issue:45478", "accept": false, - "reason": "Both touch Qwen3.5 and version 5.4.0, but one is save_pretrained serialization and the other is from_pretrained model construction; not the same bug." - }, - { - "left": "issue:44038", - "right": "issue:44222", - "accept": false, - "reason": "Qwen3-VL-Moe loading is unrelated to FP8 save_pretrained behavior for moe models." + "reason": "Both mention Qwen3.5 regressions, but one is save_pretrained checkpoint corruption and the other is from_pretrained load failure; too distinct to merge." }, { "left": "issue:43824", "right": "issue:44351", "accept": false, - "reason": "Different missing imports: a specific model class vs HybridCache from transformers." + "reason": "Different missing symbols: Qwen2_5_VLForConditionalGeneration vs HybridCache import errors." }, { "left": "issue:43116", "right": "issue:45200", "accept": false, - "reason": "Example-script multi-label output emptiness is unrelated to Gemma 4 mm_token_type_ids defaults." + "reason": "Example script empty multi-label outputs and Gemma 4 mm_token_type_ids defaults are unrelated training/inference issues." }, { "left": "issue:39401", "right": "issue:46614", "accept": false, - "reason": "Different tokenizer/phonemizer domains: Qwen3 offset mapping vs stale espeak backend selection." + "reason": "Qwen3 tokenizer offset_mapping bug and stale phonemizer language state in Wav2Vec2PhonemeCTCTokenizer are unrelated." }, { "left": "issue:43122", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and different breakages." + "reason": "Both are tokenizer regressions, but they affect different models and symptoms; not the same underlying bug." }, { "left": "issue:42757", "right": "issue:44351", "accept": false, - "reason": "These are separate import errors for different symbols and packages." - }, - { - "left": "issue:36296", - "right": "issue:43116", - "accept": false, - "reason": "Tensor parallel training bug is unrelated to the example classification script returning empty results." - }, - { - "left": "issue:43278", - "right": "issue:44945", - "accept": false, - "reason": "Mixed precision dtype drift in evaluate is not the same as incorrect outputs under pipeline parallelism." - }, - { - "left": "issue:22355", - "right": "issue:29127", - "accept": false, - "reason": "No module named transformers.onnx is unrelated to unclear error handling in layoutlmv3 box validation." - }, - { - "left": "issue:42175", - "right": "issue:44938", - "accept": false, - "reason": "Missing TensorFlow in a pip extra is unrelated to transformers failing to load on Python 3.14." - }, - { - "left": "issue:39379", - "right": "issue:43232", - "accept": false, - "reason": "Incorrect mllama full_text_row_masked_out_mask handling is unrelated to generation kwargs update after sync_gpus." + "reason": "Both are import errors, but they are for different missing names from different packages and do not share a concrete code path." } ] }, @@ -15958,25 +15970,28 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-512", + "cluster_id": "cluster-10000-513", "nodes": [ - "issue:28348", + "issue:22355", + "issue:29127", + "issue:36296", "issue:38617", + "issue:39379", + "issue:42175", "issue:42371", "issue:42673", - "issue:42796", "issue:42898", "issue:43066", "issue:43116", + "issue:43232", + "issue:43278", "issue:43493", "issue:43611", "issue:43618", "issue:43825", - "issue:43827", "issue:43874", "issue:43937", "issue:43976", - "issue:43992", "issue:44038", "issue:44075", "issue:44188", @@ -15984,10 +15999,10 @@ "issue:44485", "issue:44610", "issue:44625", - "issue:44704", "issue:44779", "issue:44936", - "issue:44995", + "issue:44938", + "issue:44945", "issue:45072", "issue:45083", "issue:45278", @@ -15999,21 +16014,24 @@ "issue:46231", "issue:46328", "issue:46614", - "issue:46640", - "issue:46697", - "issue:46710", "issue:46726", "issue:46829", "issue:46877", "issue:46909", - "issue:46981" + "issue:46981", + "issue:47116" ], "soft_pairs": [ + "issue:36296|issue:43116", + "issue:43278|issue:44945", + "issue:22355|issue:29127", + "issue:42175|issue:44938", + "issue:39379|issue:43232", "issue:43493|issue:45753", "issue:44188|issue:46328", "issue:46231|issue:46877", - "issue:43937|issue:44485", "issue:38617|issue:45278", + "issue:43937|issue:44485", "issue:42898|issue:46614", "issue:43976|issue:45446", "issue:43611|issue:46002", @@ -16027,213 +16045,208 @@ "issue:44610|issue:46909", "issue:45083|issue:45446", "issue:42371|issue:43874", - "issue:44075|issue:44936", "issue:46726|issue:46981", + "issue:44075|issue:44936", "issue:43618|issue:46829", - "issue:43116|issue:43825", - "issue:43992|issue:44704", - "issue:43066|issue:46710", - "issue:28348|issue:46640", - "issue:42673|issue:42796", - "issue:44995|issue:46697", - "issue:43827|issue:45446" + "issue:46328|issue:47116", + "issue:43116|issue:43825" ], - "prepared_review_unit_hash": "8aaa41ab12e8b241f46ec6c5b5f98618b2f3c1293b44dd4d2b546a0a35eca4a8", + "prepared_review_unit_hash": "245fcca9e783e02207406461d517c85cc67aaab174d6b37ca845264122b46b92", "component_budget": { - "node_count": 512, - "item_count": 512, - "soft_pair_count": 1882, - "serialized_chars": 976539, - "estimated_input_tokens": 244135, - "estimated_eval_tokens": 488526 + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 35244, - "estimated_input_tokens": 8811, - "estimated_eval_tokens": 17878 + "serialized_chars": 35731, + "estimated_input_tokens": 8933, + "estimated_eval_tokens": 18122 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are mostly unrelated issue reports with a few loose theme overlaps (v5 regressions, tokenizers, AutoProcessor, Qwen/GLM). None of the soft pairs look like true duplicates or the same concrete change, so all are rejected.", - "confidence": 0.89, - "canonical_issue_reason": "issue:45278 is the broadest representative of the v5 import/regression breakage reports, so it is the most suitable umbrella issue in this set.", + "summary": "This cluster is a grab-bag of mostly unrelated Transformers issues across different models, versions, and failure modes. None of the soft pairs look like true duplicates or mergeable same-bug reports.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 45278 is the broadest umbrella-style report in the set ('many import errors after update from 4.57.0 to 5.5.0'), so it is the closest thing to a canonical issue among otherwise unrelated reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 has the clearest cross-cutting impact and is the best single anchor for related import-breakage reports, even though it is not a duplicate of the others.", + "best_issue_reason": "45278 is the most general and cluster-like issue here; if one issue must stand in for the set, it best represents the broad regression/import-error theme.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43493", - "right": "issue:45753", + "left": "issue:36296", + "right": "issue:43116", "accept": false, - "reason": "Different models and failures: SigLIP2 implementation discrepancy vs a Qwen3_5 infinite-loop image bug." + "reason": "Tensor parallel training bug vs multi-label classification example failure; different code paths and symptoms." }, { - "left": "issue:44188", - "right": "issue:46328", + "left": "issue:43278", + "right": "issue:44945", "accept": false, - "reason": "Unrelated problems: attention-kernel divergence under torch.compile vs a padding performance issue in SequenceFeatureExtractor.pad." + "reason": "Embedding dtype drift between train/eval is unrelated to incorrect output under pipeline parallelism." }, { - "left": "issue:46231", - "right": "issue:46877", + "left": "issue:22355", + "right": "issue:29127", "accept": false, - "reason": "One is a docs parameter-name mismatch; the other is import-time stdout noise from doc-lint diagnostics." + "reason": "Missing transformers.onnx module and a LayoutLMv3 error-message clarity issue are unrelated." }, { - "left": "issue:43937", - "right": "issue:44485", + "left": "issue:42175", + "right": "issue:44938", "accept": false, - "reason": "Both mention GLM-5, but one is GenerationConfig validation and the other is RoPE implementation; different bugs." + "reason": "Backend/installation packaging problem vs Python 3.14 load failure; different compatibility issues." }, { - "left": "issue:38617", - "right": "issue:45278", + "left": "issue:39379", + "right": "issue:43232", "accept": false, - "reason": "45278 is a broad collection of import errors after upgrade, while 38617 is a specific missing symbol import; not clearly the same bug." + "reason": "mllama mask handling bug and generation kwargs after sync_gpus are different generation-path bugs." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "SigLIP2 HF/JAX discrepancy and Qwen3_5 infinite loop are different models and different behaviors." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "torch.compile attention-kernel branching vs SequenceFeatureExtractor.pad performance; unrelated subsystems." + }, + { + "left": "issue:46231", + "right": "issue:46877", + "accept": false, + "reason": "Documentation parameter mismatch is not the same as import-time doc-lint stdout logging." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-related, but one is a specific missing symbol while the other is a broad upgrade regression; not the same concrete bug." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "Invalid GenerationConfig for GLM-5 is distinct from the GLM-5 RoPE implementation discussion." }, { "left": "issue:42898", "right": "issue:46614", "accept": false, - "reason": "Tokenization cleanup behavior in v5 is unrelated to a stale espeak backend/language-cache bug." + "reason": "Tokenizer behavior change in v5 and stale phonemizer backend state are different tokenizer issues." }, { "left": "issue:43976", "right": "issue:45446", "accept": false, - "reason": "Version-compatibility issues, but one is Python support and the other is a PyTorch version check in flex_attention." + "reason": "Python version incompatibility and an incorrect PyTorch version check are separate compatibility bugs." }, { "left": "issue:43611", "right": "issue:46002", "accept": false, - "reason": "Model-loading regression via base_model_prefix is not the same as NaNs in classification heads after init/checkpoint." + "reason": "base_model_prefix loading regression and NaNs in classification heads are unrelated failures." }, { "left": "issue:44038", "right": "issue:45478", "accept": false, - "reason": "Both involve Qwen moes, but they describe different model variants and different from_pretrained failures." + "reason": "Generic Qwen3-VL-Moe bug vs specific Qwen3.5 Moe from_pretrained error; not the same change or fix." }, { "left": "issue:43066", "right": "issue:44779", "accept": false, - "reason": "A wrong tokenizer decoder type and DeepSeek incorrect outputs are related only at a very high level; not the same concrete defect." + "reason": "Both concern tokenizers in v5, but they affect different models and different concrete defects." }, { "left": "issue:42673", "right": "issue:45072", "accept": false, - "reason": "VRAM leakage in Qwen3ForCausalLM is unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel." + "reason": "VRAM leak in multi-threaded dataloaders is unrelated to bfloat16 dtype mismatches in inference." }, { "left": "issue:44355", "right": "issue:46231", "accept": false, - "reason": "Compiled Python file errors are not the same as a documentation parameter-name issue." + "reason": "Compiled Python file errors and a documentation parameter typo do not share the same underlying bug." }, { "left": "issue:44625", "right": "issue:46002", "accept": false, - "reason": "Missing num_labels propagation and NaNs in classification heads are different failures with different likely fixes." + "reason": "Qwen3.5 num_labels propagation and NaNs in classification heads are different model/config issues." }, { "left": "issue:45357", "right": "issue:45478", "accept": false, - "reason": "Both are Qwen3.5 save/load regressions, but one is incorrect visual-encoder keys on save and the other is a from_pretrained error for a different Moe path." + "reason": "save_pretrained key regression and from_pretrained load failure are related model family but different concrete bugs." }, { "left": "issue:43116", "right": "issue:43493", "accept": false, - "reason": "Example-script multi-label classification output bug is unrelated to SigLIP2 implementation drift." + "reason": "Multi-label classification script output issue is unrelated to SigLIP2 implementation discrepancy." }, { "left": "issue:44610", "right": "issue:46909", "accept": false, - "reason": "OmDet-Turbo preprocessing size mismatch is unrelated to a broken documentation example for DIA." + "reason": "OmDet-Turbo processor size mismatch is unrelated to a broken documentation example." }, { "left": "issue:45083", "right": "issue:45446", "accept": false, - "reason": "Feature-length computation in qwen3_omni_moe is unrelated to a PyTorch version gate for AuxRequest import." + "reason": "qwen3_omni_moe feature-length helper bug is unrelated to the AuxRequest PyTorch version check." }, { "left": "issue:42371", "right": "issue:43874", "accept": false, - "reason": "TF32 API guidance and a missing multimodal image-patch method are different issues." - }, - { - "left": "issue:44075", - "right": "issue:44936", - "accept": false, - "reason": "Unused SGD args and trainer.evaluate() failing after train() are different training-loop bugs." + "reason": "TF32 API guidance and a missing image-patch helper in GLM46V are unrelated." }, { "left": "issue:46726", "right": "issue:46981", "accept": false, - "reason": "Missing vision backend handling is not the same as repeated HTTP 429 retries in AutoProcessor.from_pretrained." - }, - { - "left": "issue:43618", - "right": "issue:46829", - "accept": false, - "reason": "Both are output-field assignment issues, but they affect different model classes and different fields; not the same code path." - }, - { - "left": "issue:43116", - "right": "issue:43825", - "accept": false, - "reason": "A classification example script bug and a pipeline error-message regression are unrelated." - }, - { - "left": "issue:43992", - "right": "issue:44704", - "accept": false, - "reason": "A missing weight during UMT5Encoder loading is not the same as AutoProcessor failing to pass kwargs to cached_file." - }, - { - "left": "issue:43066", - "right": "issue:46710", - "accept": false, - "reason": "Tokenizer decoder-type regression is not the same as a model accuracy regression after upgrading versions." + "reason": "Missing vision-backend messaging and HTTP 429 retry behavior are both AutoProcessor-related but not the same bug." }, { - "left": "issue:28348", - "right": "issue:46640", + "left": "issue:44075", + "right": "issue:44936", "accept": false, - "reason": "Feature request for GPT2LMHeadModel flash-attention-2 support is not the same as a separate flash-attention bug report." + "reason": "SGD args being ignored is a different problem from trainer.evaluate() failing after trainer.train()." }, { - "left": "issue:42673", - "right": "issue:42796", + "left": "issue:43618", + "right": "issue:46829", "accept": false, - "reason": "VRAM leakage in multi-threaded inference is unrelated to tokenizer BPE-marker handling." + "reason": "Missing attentions in CLIPOutput and wrong hidden_states in VideoPrism output are different model-output bugs." }, { - "left": "issue:44995", - "right": "issue:46697", + "left": "issue:46328", + "right": "issue:47116", "accept": false, - "reason": "A stale indexer cache crash on second forward is unrelated to image over-padding in Swin2SR." + "reason": "SequenceFeatureExtractor.pad performance and streaming pipeline regression are unrelated." }, { - "left": "issue:43827", - "right": "issue:45446", + "left": "issue:43116", + "right": "issue:43825", "accept": false, - "reason": "Documentation references to removed pipeline() APIs are unrelated to a PyTorch version check bug." + "reason": "Classification example returning empty results is unrelated to pipeline translation-task error messaging." } ] }, @@ -16255,23 +16268,26 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-512", + "cluster_id": "cluster-10000-513", "nodes": [ + "issue:28348", "issue:33453", "issue:39379", "issue:39401", "issue:42222", - "issue:42617", + "issue:42673", + "issue:42796", "issue:43064", - "issue:43408", + "issue:43066", "issue:43441", "issue:43450", "issue:43673", "issue:43688", - "issue:43742", "issue:43824", + "issue:43827", "issue:43937", "issue:43986", + "issue:43992", "issue:44117", "issue:44263", "issue:44291", @@ -16280,24 +16296,21 @@ "issue:44466", "issue:44704", "issue:44779", - "issue:44829", "issue:44977", + "issue:44995", "issue:45071", - "issue:45081", "issue:45092", - "issue:45216", "issue:45310", - "issue:45341", "issue:45405", "issue:45446", - "issue:45561", "issue:45563", "issue:45588", - "issue:45632", "issue:46002", "issue:46077", "issue:46328", - "issue:46512", + "issue:46640", + "issue:46697", + "issue:46710", "issue:46752", "issue:46762", "issue:46897", @@ -16307,18 +16320,24 @@ "issue:47110" ], "soft_pairs": [ + "issue:43992|issue:44704", + "issue:43066|issue:46710", + "issue:28348|issue:46640", + "issue:42673|issue:42796", + "issue:44995|issue:46697", + "issue:43827|issue:45446", "issue:33453|issue:39401", "issue:45092|issue:46762", - "issue:43824|issue:46981", "issue:44263|issue:46762", + "issue:43824|issue:46981", "issue:43064|issue:43673", "issue:42222|issue:43441", "issue:43673|issue:46328", "issue:39379|issue:43688", "issue:42222|issue:47000", - "issue:42222|issue:46752", "issue:45405|issue:45446", "issue:43937|issue:45563", + "issue:42222|issue:46752", "issue:44380|issue:46077", "issue:44291|issue:45071", "issue:44117|issue:45588", @@ -16329,230 +16348,222 @@ "issue:43450|issue:43986", "issue:43937|issue:44977", "issue:44704|issue:47110", - "issue:45071|issue:47059", - "issue:45341|issue:46328", - "issue:45071|issue:46512", - "issue:44829|issue:45216", - "issue:45341|issue:45561", - "issue:45632|issue:46981", - "issue:43408|issue:43742", - "issue:42617|issue:45341", - "issue:44117|issue:45081" + "issue:45071|issue:47059" ], - "prepared_review_unit_hash": "20aef5e4fc32203b99a36a48b245799f5237996300cd31f1f293f444ebd56383", + "prepared_review_unit_hash": "9b8d6291aab26bbc5b38574fb938e42f3b6639c134e3d88e3568fd5a9d3d81ef", "component_budget": { - "node_count": 512, - "item_count": 512, - "soft_pair_count": 1882, - "serialized_chars": 976539, - "estimated_input_tokens": 244135, - "estimated_eval_tokens": 488526 + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37011, - "estimated_input_tokens": 9253, - "estimated_eval_tokens": 18762 + "soft_pair_count": 29, + "serialized_chars": 36166, + "estimated_input_tokens": 9042, + "estimated_eval_tokens": 18340 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly unrelated issues across tokenizers, processors, training, generation, and test infrastructure. The soft pairs share broad subsystem language but not the same concrete root cause, so none should be deduplicated.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue is safe to choose here: the items are heterogeneous and the soft pairs do not appear to describe the same underlying bug.", + "summary": "This cluster is mostly heterogeneous Transformer bugs rather than true duplicates. None of the soft pairs look like the same underlying issue; the most representative standalone report is the tokenizer/import regression in issue 43824.", + "confidence": 0.68, + "canonical_issue_reason": "issue:43824 is the clearest, most actionable regression report in the set and has the strongest discussion/inbound-references signal, so it is the best single issue to anchor this cluster even though the cluster itself is not a duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue stands out as a canonical representative; the candidate pairs are only superficial matches, not mergeable duplicates.", + "best_issue_reason": "issue:43824 has a concrete failure mode, clear user impact, and enough discussion to make it the strongest issue for triage and follow-up.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Different code paths: missing encoder weight loading vs AutoProcessor kwarg forwarding." + }, + { + "left": "issue:43066", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer decoder-type regression is unrelated to a DeepSeek accuracy regression after upgrade." + }, + { + "left": "issue:28348", + "right": "issue:46640", + "accept": false, + "reason": "One is a GPT2 FlashAttention-2 feature request; the other is a generic flash-attention bug report." + }, + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "VRAM leak in multi-threaded causal LM use is unrelated to tokenizer BPE-marker handling." + }, + { + "left": "issue:44995", + "right": "issue:46697", + "accept": false, + "reason": "GlmMoeDsa stale indexer cache and Swin2SR image over-padding are different subsystems and bugs." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs mentioning pipeline() after removals is unrelated to a PyTorch version check in flex_attention." + }, { "left": "issue:33453", "right": "issue:39401", "accept": false, - "reason": "Both mention tokenizers, but one is a loading regression and the other is an offset_mapping bug in a specific tokenizer." + "reason": "Both are tokenizer problems, but one is a loading regression while the other is a wrong offset_mapping bug in Qwen3." }, { "left": "issue:45092", "right": "issue:46762", "accept": false, - "reason": "Different failures: meta-initialization incompatibility vs numerical discrepancies in Minimax attention." + "reason": "Meta-initialization incompatibility for remote-code checkpoints is unrelated to Minimax attention numerical drift." }, { - "left": "issue:43824", - "right": "issue:46981", + "left": "issue:44263", + "right": "issue:46762", "accept": false, - "reason": "ImportError for a missing class is unrelated to repeated 429 retry behavior in AutoProcessor." + "reason": "torch.split return behavior in GlmMoeDsaIndexer does not match an attention implementation accuracy issue." }, { - "left": "issue:44263", - "right": "issue:46762", + "left": "issue:43824", + "right": "issue:46981", "accept": false, - "reason": "A torch.split shape/value concern is not the same bug as attention numerical differences." + "reason": "Importing a missing class is a different failure mode from retry behavior on HTTP 429 during config downloads." }, { "left": "issue:43064", "right": "issue:43673", "accept": false, - "reason": "Optimizer state sharding on ranks and missing GenerationMixin cache are separate training vs generation issues." + "reason": "Optimizer-state corruption under FSDP2/PEFT is unrelated to generation cache handling in chunked prefill." }, { "left": "issue:42222", "right": "issue:43441", "accept": false, - "reason": "Vitpose model breakage and Ministral FlashAttention failures are unrelated model-specific problems." + "reason": "VitPose model breakage is a different model-family issue than Ministral FlashAttention failures." }, { "left": "issue:43673", "right": "issue:46328", "accept": false, - "reason": "Missing generation cache and a padding performance issue are not the same code-path failure." + "reason": "Generation cache missing is unrelated to a padding performance inefficiency in SequenceFeatureExtractor." }, { "left": "issue:39379", "right": "issue:43688", "accept": false, - "reason": "Incorrect mllama mask handling and auxiliary-loss normalization are different bugs in different model families." + "reason": "mllama mask handling and auxiliary-loss normalization are distinct training/math bugs in different models." }, { "left": "issue:42222", "right": "issue:47000", "accept": false, - "reason": "Vitpose breakage is unrelated to RTDetrLoss cost-matrix infeasibility." - }, - { - "left": "issue:42222", - "right": "issue:46752", - "accept": false, - "reason": "A broken model import path is not the same as apply_chat_template crashing on an empty list." + "reason": "VitPose breakage and RTDetr loss infeasibility are unrelated model-specific failures." }, { "left": "issue:45405", "right": "issue:45446", "accept": false, - "reason": "PEFT version gating and a PyTorch version check in flex_attention are separate compatibility issues." + "reason": "A bumped PEFT minimum version and an AuxRequest import version gate are separate dependency/versioning issues." }, { "left": "issue:43937", "right": "issue:45563", "accept": false, - "reason": "An invalid GenerationConfig error is not the same as a stale warning in paged generate()." + "reason": "Invalid GenerationConfig validation and a stale warning for num_return_sequences are different generation-path bugs." + }, + { + "left": "issue:42222", + "right": "issue:46752", + "accept": false, + "reason": "VitPose breakage is unrelated to apply_chat_template crashing on an empty list." }, { "left": "issue:44380", "right": "issue:46077", "accept": false, - "reason": "These affect different attention semantics: scaling being ignored vs bidirectional masks still being causal." + "reason": "GPT2 attention-scaling being ignored and Gemma4 bidirectional attention mask construction are different attention bugs." }, { "left": "issue:44291", "right": "issue:45071", "accept": false, - "reason": "Unexpected _is_hf_initialized init argument and PretrainedConfig type-checking are distinct compatibility regressions." + "reason": "Unexpected _is_hf_initialized argument handling is a different incompatibility than PretrainedConfig type checking." }, { "left": "issue:44117", "right": "issue:45588", "accept": false, - "reason": "Tokenizer mapping None handling and a flash_attention auxiliary-input AttributeError are unrelated." + "reason": "Tokenizer-mapping None handling is unrelated to a flash_attention AttributeError on s_aux=None." }, { "left": "issue:44466", "right": "issue:46002", "accept": false, - "reason": "Serialization of tied weights and NaNs in classification heads are different failure modes." + "reason": "lm_head.weight serialization differences and NaNs in classification heads are not the same bug." }, { "left": "issue:39379", "right": "issue:46897", "accept": false, - "reason": "mllama mask handling does not match Florence2's double-shift training-loss bug." + "reason": "The mllama mask issue is not the same as the Florence2 double-shift training-loss bug." }, { "left": "issue:39401", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer bugs, but they concern different models and different erroneous outputs." + "reason": "Both are tokenizer regressions, but they affect different models and failure modes; not one concrete bug." }, { "left": "issue:44410", "right": "issue:45310", "accept": false, - "reason": "Missing qwen3next projections and a Qwen3.5 from_pretrained error are not the same concrete bug." + "reason": "Missing qkv/gate projections in layer 0 is a model-architecture issue, not the same as a Qwen3.5 Moe load error." }, { "left": "issue:43450", "right": "issue:43986", "accept": false, - "reason": "Incorrect batched video processor shapes and an AutoProcessor torchvision ImportError are different issues." + "reason": "Batched video-processor shape handling and missing torchvision crash are distinct video-processing problems." }, { - "left": "issue:43937", - "right": "issue:44977", + "left": "issue:45071", + "right": "issue:47059", "accept": false, - "reason": "GenerationConfig validation and flash-attention generation failures are separate problems." + "reason": "PretrainedConfig type checking and a cli completion attribute error in huggingface_hub are unrelated." }, { "left": "issue:44704", "right": "issue:47110", "accept": false, - "reason": "Passing kwargs to cached_file is unrelated to special_tokens being a list instead of a mapping." + "reason": "AutoProcessor cached_file kwargs forwarding is unrelated to special_tokens being a list instead of a mapping." }, { - "left": "issue:45071", - "right": "issue:47059", + "left": "issue:43937", + "right": "issue:44977", "accept": false, - "reason": "A Transformers type-checking regression and a huggingface_hub CLI completion break are unrelated compatibility issues." + "reason": "GLM-5 GenerationConfig validation and DeepSeek tokenizer output drift are different failure classes." }, { - "left": "issue:45341", - "right": "issue:46328", + "left": "issue:44704", + "right": "issue:47110", "accept": false, - "reason": "A testing_utils bug and a SequenceFeatureExtractor padding performance issue do not share a root cause." + "reason": "AutoProcessor download-argument forwarding and special_tokens shape/type handling do not share a code path." }, { "left": "issue:45071", - "right": "issue:46512", - "accept": false, - "reason": "PretrainedConfig type checking and stale model.config.dtype after from_config are separate config bugs." - }, - { - "left": "issue:44829", - "right": "issue:45216", - "accept": false, - "reason": "FlashAttention-3 training degeneration and Qwen3.5 save_pretrained checkpoint corruption are different bugs." - }, - { - "left": "issue:45341", - "right": "issue:45561", - "accept": false, - "reason": "A utility bug in testing_utils is not the same as an xdist race on captured_info.txt." - }, - { - "left": "issue:45632", - "right": "issue:46981", - "accept": false, - "reason": "Cache-path collisions for trust_remote_code and repeated 429 retries are unrelated." - }, - { - "left": "issue:43408", - "right": "issue:43742", - "accept": false, - "reason": "A model-type mismatch warning and a MobileLLM-125M loading KeyError are not the same issue." - }, - { - "left": "issue:42617", - "right": "issue:45341", - "accept": false, - "reason": "A failure running 3d_parallel.py is unrelated to a testing_utils bug." - }, - { - "left": "issue:44117", - "right": "issue:45081", + "right": "issue:47059", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES returning None and a Mistral regex patch crash involve different tokenizer code paths." + "reason": "PretrainedConfig typing and huggingface_hub CLI completion compatibility are different issues." } ] }, @@ -16574,64 +16585,71 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-512", + "cluster_id": "cluster-10000-513", "nodes": [ - "issue:27957", "issue:38617", "issue:39401", "issue:41628", "issue:42222", "issue:42371", - "issue:43012", + "issue:42617", "issue:43066", "issue:43097", "issue:43122", "issue:43208", - "issue:43352", - "issue:43577", - "issue:43673", - "issue:43874", - "issue:43931", + "issue:43408", + "issue:43742", "issue:43937", "issue:44075", - "issue:44077", + "issue:44117", "issue:44220", "issue:44261", "issue:44263", "issue:44410", - "issue:44483", "issue:44484", "issue:44485", "issue:44493", "issue:44496", + "issue:44829", "issue:44877", "issue:44933", "issue:45071", + "issue:45081", + "issue:45216", "issue:45278", "issue:45310", "issue:45341", - "issue:45362", - "issue:45464", "issue:45478", + "issue:45561", + "issue:45632", "issue:45656", - "issue:46172", "issue:46178", "issue:46209", "issue:46231", "issue:46298", "issue:46328", + "issue:46512", "issue:46617", + "issue:46752", "issue:46762", "issue:46894", - "issue:46981" + "issue:46981", + "issue:47116" ], "soft_pairs": [ + "issue:45341|issue:46328", + "issue:45071|issue:46512", + "issue:44829|issue:45216", + "issue:45341|issue:45561", + "issue:45632|issue:46981", + "issue:43408|issue:43742", + "issue:42617|issue:45341", + "issue:44117|issue:45081", "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:44877|issue:46231", "issue:42371|issue:44261", "issue:44484|issue:45310", "issue:43937|issue:44496", @@ -16645,219 +16663,198 @@ "issue:43066|issue:43122", "issue:44263|issue:44485", "issue:43208|issue:46894", - "issue:44077|issue:46981", - "issue:44483|issue:45464", - "issue:43931|issue:44410", - "issue:43673|issue:45341", - "issue:41628|issue:45071", - "issue:27957|issue:43352", - "issue:44484|issue:45478", - "issue:43874|issue:44261", - "issue:43012|issue:43577", - "issue:44263|issue:46172" + "issue:46752|issue:47116" ], - "prepared_review_unit_hash": "bfa7bee54dbf821969f5b26f9222ff0bda950b39138ac5ef5f29cd1017629d7d", + "prepared_review_unit_hash": "7bf453f6e79a294586b7a54c49bf15ab2d337a10fb76df7a0fdee2ff6e6d0e26", "component_budget": { - "node_count": 512, - "item_count": 512, - "soft_pair_count": 1882, - "serialized_chars": 976539, - "estimated_input_tokens": 244135, - "estimated_eval_tokens": 488526 + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 35789, - "estimated_input_tokens": 8948, - "estimated_eval_tokens": 18152 + "soft_pair_count": 27, + "serialized_chars": 35434, + "estimated_input_tokens": 8859, + "estimated_eval_tokens": 17974 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft links are mostly broad thematic overlaps, but the paired issues describe different concrete bugs, regressions, or feature gaps. None look safe to merge as duplicates, and there are no PRs in the set.", - "confidence": 0.91, + "summary": "This cluster does not look like a duplicate set: it mixes import errors, tokenizer regressions, model-specific config bugs, training issues, and test-utils problems. I found no soft-edge pair that safely collapses to one underlying bug/change.", + "confidence": 0.92, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:45278 is the broadest umbrella-like report in the set ('many import errors after update from 4.57.0 to 5.5.0'), but even it does not explain the rest of the heterogeneous issues, so it is only the nearest cluster representative, not a true canonical duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:38617", - "right": "issue:41628", + "left": "issue:45341", + "right": "issue:46328", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols (`layer_type_validation` vs `AutoImageProcessor`) and likely separate breakages." + "reason": "A small testing_utils bug and a SequenceFeatureExtractor.pad performance complaint are unrelated code paths." }, { - "left": "issue:43122", - "right": "issue:46298", + "left": "issue:45071", + "right": "issue:46512", "accept": false, - "reason": "`43122` is a tokenizer behavior regression across versions; `46298` is a noisy logging complaint. Different bugs and fixes." + "reason": "Type-checking breakage in PreTrainedConfig is separate from from_config(dtype=...) leaving config.dtype stale." }, { - "left": "issue:45362", - "right": "issue:46328", + "left": "issue:44829", + "right": "issue:45216", "accept": false, - "reason": "One is a Qwen3.5 chat crash, the other is a `SequenceFeatureExtractor.pad` performance issue; no shared code-path bug." + "reason": "Flash Attention 3 degenerate training and Qwen3.5 save_pretrained checkpoint corruption are different bugs in different flows." }, { - "left": "issue:42222", - "right": "issue:46178", + "left": "issue:45341", + "right": "issue:45561", "accept": false, - "reason": "VitPose model loading is unrelated to the backend-mapping error for `tensorflow_text`." + "reason": "Both involve testing helpers, but one is a docs/utility bug and the other is a xdist race on captured_info.txt." }, { - "left": "issue:44877", - "right": "issue:46231", + "left": "issue:45632", + "right": "issue:46981", + "accept": false, + "reason": "Local trust_remote_code cache path collisions and AutoProcessor HTTP 429 retry behavior are distinct failure modes." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "A sam3_video/sam3_tracker model-type warning is not the same as a MobileLLM config key error." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "3d_parallel.py startup failure and a testing_utils bug do not share the same underlying cause." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None and _patch_mistral_regex crashing on backend_tokenizer are different tokenizer-loading paths." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and different root causes." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Tokenization output changes across v5 and a noisy logging message are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:46178", "accept": false, - "reason": "`44877` is a strict config-loading bug; `46231` is a documentation mismatch in training API parameter naming." + "reason": "Broken vitpose models and a BACKENDS_MAPPING tensorflow_text error are separate model/backend issues." }, { "left": "issue:39401", "right": "issue:46209", "accept": false, - "reason": "Tokenizer `offset_mapping` correctness and FP8 inference on B200 are unrelated issues." + "reason": "Qwen3 offset_mapping corruption and FP8 inference failure on B200 are unrelated." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Strict config loading for granite_speech is not the same as a set_training() documentation parameter mismatch." }, { "left": "issue:42371", "right": "issue:44261", "accept": false, - "reason": "TF32 API behavior and MLA `rms_norm_eps` precision handling are different precision/config problems." + "reason": "TF32 API behavior guidance and a missing rms_norm_eps in MLA q_a_layernorm are different problems." }, { "left": "issue:44484", "right": "issue:45310", "accept": false, - "reason": "One asks why shard size is 50GB; the other is a Qwen3.5 MoE loading failure. Different defects." + "reason": "save_pretrained shard-size concerns and a Qwen3.5 MoE from_pretrained error do not share the same code path." }, { "left": "issue:43937", "right": "issue:44496", "accept": false, - "reason": "GLM-5 generation config validation and OLMo-Hybrid model recognition are separate loading/validation failures." + "reason": "An invalid GenerationConfig and an unrecognized model_type in config.json are distinct config-loading failures." }, { "left": "issue:44933", "right": "issue:45278", "accept": false, - "reason": "A single missing import from `image_utils` is not the same bug as broad import errors after upgrade." + "reason": "A specific nonexistent image_utils import is not the same bug as broad import failures after upgrading to 5.5.0." }, { "left": "issue:44261", "right": "issue:46762", "accept": false, - "reason": "MLA layernorm epsilon mismatch and Minimax MSA numerical differences are distinct model-specific numerical issues." + "reason": "Both mention numerical differences, but they concern different models/implementations and likely different defects." }, { "left": "issue:38617", "right": "issue:44220", "accept": false, - "reason": "Different subsystems: import failure vs `_torch_extract_fbank_features` implementation issue." + "reason": "Importing layer_type_validation and _torch_extract_fbank_features are unrelated errors." }, { "left": "issue:42371", "right": "issue:46617", "accept": false, - "reason": "TF32 control settings and trust-remote-code cache loading are unrelated." + "reason": "TF32 settings guidance and a trust_remote_code cache FileNotFoundError are separate issues." }, { "left": "issue:44410", "right": "issue:45478", "accept": false, - "reason": "Different Qwen3.5/Qwen3next failures: missing projections vs MoE `from_pretrained` error." + "reason": "Missing Qwen3next projections and a Qwen3.5 MoE from_pretrained error are not the same underlying bug." }, { "left": "issue:44075", "right": "issue:45656", "accept": false, - "reason": "SGD argument handling and duplicated optimizer steps under deepspeed are not the same bug." + "reason": "SGD arguments being ignored and optimizer.step() being called twice under deepspeed are different optimizer bugs." }, { "left": "issue:43097", "right": "issue:44493", "accept": false, - "reason": "Missing `tie_embeddings_and_encoder_decoder` indication and unexpected position-id keys are different v5 regressions." + "reason": "Removal of tie_embeddings_and_encoder_decoder and unexpected position-id keys are different regression surfaces." }, { "left": "issue:43066", "right": "issue:43122", "accept": false, - "reason": "Both mention tokenizer changes in v5, but one is decoder type, the other is different tokenization output; not the same underlying fix." + "reason": "Wrong tokenizer decoder type and tokenization output differences across versions may both involve tokenizers, but not the same concrete defect." }, { "left": "issue:44263", "right": "issue:44485", "accept": false, - "reason": "A `torch.split()` return-value issue in one model is unrelated to GLM-5 RoPE implementation details." + "reason": "A torch.split return-value bug in GlmMoeDsaIndexer is separate from GLM-5 RoPE implementation concerns." }, { "left": "issue:43208", "right": "issue:46894", "accept": false, - "reason": "Different models and different bugs; the latter explicitly references a training-loss double-shift pattern, but not the same code path." - }, - { - "left": "issue:44077", - "right": "issue:46981", - "accept": false, - "reason": "`patchtsmixer` optional `post_init` validation and repeated HTTP 429 retries are unrelated." - }, - { - "left": "issue:44483", - "right": "issue:45464", - "accept": false, - "reason": "Both involve chat/completions, but one is request acceptance at the endpoint level and the other is streaming inference failure on a specific model." - }, - { - "left": "issue:43931", - "right": "issue:44410", - "accept": false, - "reason": "Weight-shape mismatch for Qwen3-VL-30B is not the same as missing attention projections in Qwen3next." - }, - { - "left": "issue:43673", - "right": "issue:45341", - "accept": false, - "reason": "Generation cache handling in v5.0.0 is unrelated to a testing utility bug." - }, - { - "left": "issue:41628", - "right": "issue:45071", - "accept": false, - "reason": "AutoImageProcessor import failure and `PretrainedConfig` type-checking breakage are separate API regressions." - }, - { - "left": "issue:27957", - "right": "issue:43352", - "accept": false, - "reason": "Both mention Flash Attention 2 support, but they are different models with different unsupported-path behavior." - }, - { - "left": "issue:44484", - "right": "issue:45478", - "accept": false, - "reason": "Shard-size question and Qwen3.5 MoE loading error are distinct issues; no shared fix." - }, - { - "left": "issue:43874", - "right": "issue:44261", - "accept": false, - "reason": "Missing image-patch counting on GLM46V image processor and MLA epsilon precision error are unrelated." - }, - { - "left": "issue:43012", - "right": "issue:43577", - "accept": false, - "reason": "One is a compile-time PyTorch warning for bfloat16; the other is incorrect dtype remaining float32 in Blip2 loading." + "reason": "xLSTM training blockers and a CohereASR double-shift loss bug are unrelated model-specific training issues." }, { - "left": "issue:44263", - "right": "issue:46172", + "left": "issue:46752", + "right": "issue:47116", "accept": false, - "reason": "GLM-MoE `torch.split()` handling and DeepSeek-V4 tensor transpose/dtype logic are different model implementation bugs." + "reason": "apply_chat_template crashing on empty input and a streaming pipeline regression are different code paths." } ] }, @@ -16879,58 +16876,67 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-512", + "cluster_id": "cluster-10000-513", "nodes": [ + "issue:27957", "issue:38617", + "issue:41628", "issue:42757", "issue:42886", - "issue:42890", "issue:43012", "issue:43064", "issue:43097", "issue:43208", + "issue:43352", "issue:43441", "issue:43452", "issue:43531", + "issue:43577", "issue:43673", - "issue:43873", "issue:43874", "issue:43931", "issue:43986", "issue:44038", - "issue:44062", + "issue:44077", "issue:44117", "issue:44261", "issue:44263", "issue:44315", - "issue:44351", "issue:44360", "issue:44410", + "issue:44483", "issue:44484", "issue:44485", "issue:44829", "issue:44987", "issue:45003", + "issue:45071", "issue:45341", "issue:45372", "issue:45375", "issue:45440", + "issue:45464", + "issue:45478", "issue:45588", "issue:45753", "issue:46050", "issue:46123", "issue:46172", - "issue:46298", "issue:46369", - "issue:46655", - "issue:46664", - "issue:46701", - "issue:46752", - "issue:46821", "issue:46897", "issue:46981" ], "soft_pairs": [ + "issue:44077|issue:46981", + "issue:44483|issue:45464", + "issue:43931|issue:44410", + "issue:43673|issue:45341", + "issue:41628|issue:45071", + "issue:27957|issue:43352", + "issue:44484|issue:45478", + "issue:43874|issue:44261", + "issue:43012|issue:43577", + "issue:44263|issue:46172", "issue:43441|issue:44829", "issue:44360|issue:46172", "issue:43931|issue:44038", @@ -16943,240 +16949,231 @@ "issue:43531|issue:45341", "issue:43097|issue:45588", "issue:44117|issue:44987", - "issue:43673|issue:46123", "issue:43874|issue:44263", + "issue:43673|issue:46123", "issue:44410|issue:45375", - "issue:45440|issue:46172", "issue:43097|issue:46050", - "issue:43986|issue:45372", - "issue:44038|issue:44410", + "issue:45440|issue:46172", "issue:38617|issue:42757", + "issue:44038|issue:44410", + "issue:43986|issue:45372", "issue:43064|issue:44315", - "issue:43208|issue:46897", - "issue:46655|issue:46664", - "issue:46298|issue:46752", - "issue:43986|issue:44484", - "issue:43097|issue:43873", - "issue:38617|issue:44351", - "issue:42890|issue:46298", - "issue:44062|issue:44117", - "issue:43012|issue:46821", - "issue:44117|issue:46701" + "issue:43208|issue:46897" ], - "prepared_review_unit_hash": "5142f2747b81647043e338d8bead23678784793f41ec405f0e7c007ad9301c4b", + "prepared_review_unit_hash": "eccaada626d87bcd020d0f73f636de3d2b6dcc84e95105c806ce02909aabf504", "component_budget": { - "node_count": 512, - "item_count": 512, - "soft_pair_count": 1882, - "serialized_chars": 976539, - "estimated_input_tokens": 244135, - "estimated_eval_tokens": 488526 + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36850, - "estimated_input_tokens": 9213, - "estimated_eval_tokens": 18682 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36555, + "estimated_input_tokens": 9139, + "estimated_eval_tokens": 18534 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is highly heterogeneous; I do not see any pair that is the same underlying bug/change, so all soft edges are rejected. If forced to anchor the cluster, the v5-breaking API regression report is the best umbrella issue.", - "confidence": 0.83, - "canonical_issue_reason": "issue:43097 is the most broadly scoped, release-impacting regression report in the set and has clearer triage value than the highly model-specific reports.", + "summary": "The items are mostly unrelated bug reports spanning different subsystems and models. I found no soft-edge pair that is clearly the same underlying bug/change, so all candidate merges should be rejected. For a canonical issue, the broad API-regression report about `tie_embeddings_and_encoder_decoder` removal is the strongest representative.", + "confidence": 0.9, + "canonical_issue_reason": "issue:43097 is the most broadly impactful and clearly framed regression in the set: it describes an API removal with user-visible breakage and a concrete compatibility gap, making it a better canonical representative than the many model-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43097 is the best standalone representative because it describes a concrete v5 compatibility break with downstream impact and some inbound attention.", + "best_issue_reason": "issue:43097 is the best overall issue candidate because it is specific, actionable, and has wider applicability than the model-family-specific or one-off import/load failures.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44077", + "right": "issue:46981", + "accept": false, + "reason": "Different problems: model-specific `post_init` policy versus repeated HTTP 429 retry behavior in `AutoProcessor.from_pretrained`." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both mention chat/completions failures, but one is a general v5.3 API rejection and the other is a streaming inference failure for Qwen3.5-0.8B; not the same concrete bug." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Different Qwen model variants and different failures: shape mismatch on load versus missing attention projections in layer 0." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Unrelated areas: generation cache during chunked prefill versus a testing utility bug." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "Different code paths and symptoms: missing `AutoImageProcessor` import versus `PretrainedConfig` type checking regression." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Different models and different Flash Attention 2 issues; not the same underlying bug." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "Unrelated: shard-size default behavior versus Qwen3.5 MoE loading failure." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Different multimodal components and different failures: missing image-patch helper versus RMS norm epsilon precision issue." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "Both are dtype/precision related, but one is a compiler warning on bfloat16 and the other is a Blip2 submodule dtype propagation bug; not the same issue." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "Different GLM-family bugs: `torch.split()` handling in the DSA indexer versus a DeepSeek-v4 transpose/dtype path." + }, { "left": "issue:43441", "right": "issue:44829", "accept": false, - "reason": "Both mention FlashAttention 3, but one is a model-specific failure and the other is a training-degeneracy complaint in sequence classification; not the same bug." + "reason": "Both touch Flash Attention, but one is model support failure and the other is degenerate training with flash_attention_3; not mergeable as one fix." }, { "left": "issue:44360", "right": "issue:46172", "accept": false, - "reason": "Different DeepSeek/GLM code paths and failure modes; no indication they stem from the same defect." + "reason": "Different models and code paths: DSA indexer ReLU bug versus DeepSeek-v4 tensor conversion/transpose behavior." }, { "left": "issue:43931", "right": "issue:44038", "accept": false, - "reason": "Both are Qwen3-VL family issues, but one is a weight-shape load error and the other is a model-specific v5/MoE bug; distinct problems." + "reason": "Same broad model family, but the concrete failures are different enough that this is not clearly one bug." }, { "left": "issue:43097", "right": "issue:43452", "accept": false, - "reason": "One is an API removal/regression report, the other is gguf_file handling in from_pretrained; unrelated concrete failures." + "reason": "API regression from removed config helper versus `gguf_file` loading breakage; unrelated." }, { "left": "issue:43986", "right": "issue:45341", "accept": false, - "reason": "Video-model AutoProcessor crash versus a testing_utils bug; no shared underlying code-path." + "reason": "Video processor/torchvision import failure is unrelated to the testing utility bug." }, { "left": "issue:45003", "right": "issue:45341", "accept": false, - "reason": "sys.modules access in modeling_utils is unrelated to a testing utility issue." + "reason": "`sys.modules` access bug in modeling utils is unrelated to the testing utility issue." }, { "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 retry behavior on 429s; distinct bugs." + "reason": "Both involve Hub/network behavior, but one is offline cache loading and the other is retry logic on 429 responses with `HF_ENDPOINT`; different bugs." }, { "left": "issue:44261", "right": "issue:44485", "accept": false, - "reason": "Different model families and different technical causes; not the same defect." + "reason": "Different model internals: MLA layer norm epsilon omission versus GLM-5 RoPE implementation." }, { "left": "issue:45753", "right": "issue:46369", "accept": false, - "reason": "Different models and symptoms: infinite loop on a specific image versus memory overflow in sam3-litetext." + "reason": "Different models and symptoms: infinite loop on a specific image versus memory overflow on a SAM3 text model." }, { "left": "issue:43531", "right": "issue:45341", "accept": false, - "reason": "A model sliding_window issue and a testing utility bug do not share an underlying change." + "reason": "Sliding-window bug in Qwen3-MoE is unrelated to the testing utility issue." }, { "left": "issue:43097", "right": "issue:45588", "accept": false, - "reason": "Both are v5-related, but one is an API removal and the other is a flash_attention sink-less crash; separate code paths." + "reason": "Different problems: config API removal versus flash attention crash when `s_aux=None`." }, { "left": "issue:44117", "right": "issue:44987", "accept": false, - "reason": "General tokenizer mapping assumption vs a specific model loading failure; too broad and not concrete enough to treat as duplicates." - }, - { - "left": "issue:43673", - "right": "issue:46123", - "accept": false, - "reason": "Generation cache/chunked_prefill issue is unrelated to MaskGenerationPipeline partial-batch bookkeeping." + "reason": "Both are loading-related, but one is a tokenizer mapping assumption and the other is a specific model load failure; too little evidence they share the same root cause." }, { "left": "issue:43874", "right": "issue:44263", "accept": false, - "reason": "Both touch GLM components, but one is a missing image-patch helper and the other is a torch.split return-value issue; different bugs." + "reason": "Both are GLM-related, but one is an image-processor helper omission and the other is a `torch.split()` indexing bug." }, { - "left": "issue:44410", - "right": "issue:45375", + "left": "issue:43673", + "right": "issue:46123", "accept": false, - "reason": "Qwen3next missing projections and Qwen3_5MoeVisionConfig field loss are separate model-definition problems." + "reason": "Different pipeline stages: generation cache handling versus mask-generation batching logic." }, { - "left": "issue:45440", - "right": "issue:46172", + "left": "issue:44410", + "right": "issue:45375", "accept": false, - "reason": "Different DeepSeek versions and distinct implementation errors; not a single underlying change." + "reason": "Different model families and failures: missing attention projections versus a config field dropped by strict validation." }, { "left": "issue:43097", "right": "issue:46050", "accept": false, - "reason": "API removal guidance issue versus quantized save/load corruption; unrelated." + "reason": "Unrelated: API removal regression versus quantized model save/load corruption." }, { - "left": "issue:43986", - "right": "issue:45372", + "left": "issue:38617", + "right": "issue:42757", "accept": false, - "reason": "Processor loading crash without torchvision and a mistral_common import error are different dependency problems." + "reason": "Both are ImportErrors, but for different missing symbols from different packages; not the same bug." }, { "left": "issue:44038", "right": "issue:44410", "accept": false, - "reason": "Qwen3-VL-Moe bug and qwen3next projection bug are not the same code-path problem." + "reason": "Different Qwen model variants and different implementation gaps." }, { - "left": "issue:38617", - "right": "issue:42757", + "left": "issue:43986", + "right": "issue:45372", "accept": false, - "reason": "Two separate import errors from different modules and symbols; same symptom class only, not same bug." + "reason": "Different failures: missing torchvision path for video models versus `ReasoningEffort` import breakage in Gemma 4 processor loading." }, { "left": "issue:43064", "right": "issue:44315", "accept": false, - "reason": "Different training stack issues: wrong optimizer state under FSDP2/PEFT versus Liger Kernel not applied with model_init." + "reason": "Different training bugs in different features: FSDP2/PEFT optimizer state corruption versus Liger Kernel not being applied with `model_init`." }, { "left": "issue:43208", "right": "issue:46897", "accept": false, - "reason": "xLSTM training blockers and Florence2 double-shift training loss are unrelated model-specific problems." - }, - { - "left": "issue:46655", - "right": "issue:46664", - "accept": false, - "reason": "Both are SmolVLM video-processor reports, but one is padding calculation and the other is num_frames semantics; not the same defect." - }, - { - "left": "issue:46298", - "right": "issue:46752", - "accept": false, - "reason": "Noisy logging versus apply_chat_template empty-list crash are unrelated." - }, - { - "left": "issue:43986", - "right": "issue:44484", - "accept": false, - "reason": "Processor-loading dependency crash is unrelated to the save_pretrained shard-size question." - }, - { - "left": "issue:43097", - "right": "issue:43873", - "accept": false, - "reason": "v5 API removal and quantization/offloading behavior are separate issues." - }, - { - "left": "issue:38617", - "right": "issue:44351", - "accept": false, - "reason": "Different missing-import regressions from different namespaces; not the same underlying change." - }, - { - "left": "issue:42890", - "right": "issue:46298", - "accept": false, - "reason": "A flaky integration test due to missing set_seed is unrelated to a logging message issue." - }, - { - "left": "issue:44062", - "right": "issue:44117", - "accept": false, - "reason": "AddedToken keyword duplication and tokenizer mapping fallback are different tokenizer bugs." - }, - { - "left": "issue:43012", - "right": "issue:46821", - "accept": false, - "reason": "bf16 PyTorch warning during compile and TimesFM window_size AttributeError are unrelated." - }, - { - "left": "issue:44117", - "right": "issue:46701", - "accept": false, - "reason": "Tokenizer mapping fallback and DiffusionGemmaGenerationOutput pipeline failure are different loading/execution paths." + "reason": "Different model families and distinct training bugs; only the general idea of a training issue overlaps." } ] }, @@ -17198,12 +17195,9 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-512", + "cluster_id": "cluster-10000-513", "nodes": [ - "issue:36683", - "issue:42175", - "issue:42490", - "issue:42757", + "issue:38617", "issue:42890", "issue:42907", "issue:43012", @@ -17214,29 +17208,27 @@ "issue:43352", "issue:43502", "issue:43550", - "issue:43582", - "issue:43824", "issue:43825", + "issue:43827", + "issue:43873", "issue:43906", "issue:43976", "issue:43986", "issue:43992", "issue:44016", - "issue:44077", - "issue:44162", - "issue:44222", + "issue:44062", + "issue:44117", + "issue:44351", "issue:44368", "issue:44380", - "issue:44483", + "issue:44451", "issue:44484", - "issue:44514", "issue:44655", "issue:44704", + "issue:44734", "issue:44936", "issue:44938", "issue:45103", - "issue:45478", - "issue:45479", "issue:45584", "issue:45712", "issue:45753", @@ -17246,263 +17238,282 @@ "issue:46298", "issue:46365", "issue:46421", + "issue:46655", + "issue:46664", + "issue:46701", "issue:46710", - "issue:47059" + "issue:46752", + "issue:46821", + "issue:47116" ], "soft_pairs": [ + "issue:46655|issue:46664", + "issue:43986|issue:44484", + "issue:46298|issue:46752", + "issue:43097|issue:43873", + "issue:38617|issue:44351", + "issue:42890|issue:46298", + "issue:44062|issue:44117", + "issue:43012|issue:46821", + "issue:44117|issue:46701", "issue:46172|issue:46710", "issue:43502|issue:43992", "issue:44704|issue:45103", "issue:44936|issue:46365", + "issue:44451|issue:47116", "issue:44380|issue:46421", "issue:44938|issue:46178", "issue:43986|issue:44016", + "issue:43064|issue:47116", "issue:42907|issue:45753", "issue:42907|issue:44655", "issue:43012|issue:43550", "issue:45712|issue:46298", "issue:43012|issue:44368", + "issue:43827|issue:47116", "issue:43992|issue:44484", - "issue:43825|issue:44655", "issue:43352|issue:43976", "issue:43208|issue:43550", "issue:43352|issue:44380", + "issue:43825|issue:44655", "issue:43066|issue:43906", + "issue:44734|issue:47116", "issue:43097|issue:46298", "issue:45584|issue:46365", - "issue:44380|issue:46132", - "issue:44162|issue:46172", - "issue:44077|issue:46365", - "issue:42890|issue:47059", - "issue:44222|issue:45478", - "issue:36683|issue:43582", - "issue:44380|issue:45479", - "issue:42757|issue:43824", - "issue:43064|issue:44380", - "issue:42175|issue:46365", - "issue:42490|issue:43012", - "issue:44483|issue:44514" + "issue:44380|issue:46132" ], - "prepared_review_unit_hash": "a4bf3c5ffba7e670e2fc09b8791ea9f4ee02c86dcff726cbcf8c4b6796a9bad1", + "prepared_review_unit_hash": "e86af9bb77c111db862af62cf2bbe84e80e7c5ac5e84581d7764b844e76c05a7", "component_budget": { - "node_count": 512, - "item_count": 512, - "soft_pair_count": 1882, - "serialized_chars": 976539, - "estimated_input_tokens": 244135, - "estimated_eval_tokens": 488526 + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37228, - "estimated_input_tokens": 9307, - "estimated_eval_tokens": 18870 + "soft_pair_count": 34, + "serialized_chars": 37733, + "estimated_input_tokens": 9434, + "estimated_eval_tokens": 19124 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is actually a grab-bag of unrelated Transformers issues. The soft-similarity pairs mostly share broad subsystem terms (trainer, processor, import, saving, warnings) but differ in concrete failure mode and fix surface, so none look like true duplicates or mergeable PR-equivalents.", - "confidence": 0.95, - "canonical_issue_reason": null, + "summary": "This cluster is heterogeneous: the soft pairs mostly share only broad Transformer/v5 surface area, not the same underlying bug or change. I rejected all soft edges; if an anchor is needed, issue 47116 is the broadest representative of the loose v5 regression theme, but it is not a true duplicate target.", + "confidence": 0.98, + "canonical_issue_reason": "No pair in this set looks like a true duplicate cluster. If forced to choose one issue as an anchor, 47116 is the broadest, most general open v5 regression report, but the set is too diverse for a real canonical duplicate.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:47116 is the best loose representative because it is broad, current, and regression-oriented, but it should be treated as a thematic anchor only, not a duplicate canonical.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:46655", + "right": "issue:46664", + "accept": false, + "reason": "Same model family, but one is a padding bug and the other is a num_frames semantic mismatch; different underlying processor defects." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "Unrelated failures: AutoProcessor/torchvision loading vs save_pretrained shard-size behavior." + }, + { + "left": "issue:46298", + "right": "issue:46752", + "accept": false, + "reason": "Noisy logging vs empty-list IndexError in apply_chat_template; not the same bug." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "v5 config-removal complaint vs quantization offloading failure; different code paths and symptoms." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols/modules and unrelated breakages." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "Missing set_seed in tests is unrelated to a logging-message issue." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Tokenizer AddedToken kwarg conflict vs TOKENIZER_MAPPING_NAMES None handling; separate tokenizer bugs." + }, + { + "left": "issue:43012", + "right": "issue:46821", + "accept": false, + "reason": "PyTorch bfloat16 warning and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:46701", + "accept": false, + "reason": "Tokenizer mapping assumption bug vs DiffusionGemma pipeline failure; different subsystems." + }, { "left": "issue:46172", "right": "issue:46710", "accept": false, - "reason": "Different problems: one is a DeepSeek-v4 tensor/transposition bug, the other is an accuracy regression after a version upgrade." + "reason": "DeepSeek tensor transpose bug vs model accuracy regression after upgrade; not the same issue." }, { "left": "issue:43502", "right": "issue:43992", "accept": false, - "reason": "Both involve loading, but one is unwanted network access with local_files_only and the other is a missing embed_tokens weight in UMT5Encoder." + "reason": "local_files_only network leakage vs missing embed_tokens.weight on load; unrelated." }, { "left": "issue:44704", "right": "issue:45103", "accept": false, - "reason": "AutoProcessor kwargs forwarding is unrelated to the auto_docstring crash from future annotations." + "reason": "AutoProcessor kwargs forwarding vs auto_docstring annotation crash; different layers entirely." }, { "left": "issue:44936", "right": "issue:46365", "accept": false, - "reason": "Both mention Trainer, but one is evaluate() breaking after train() and the other is import failure caused by datasets." + "reason": "trainer.evaluate regression vs Trainer import blocked by datasets; not the same underlying problem." + }, + { + "left": "issue:44451", + "right": "issue:47116", + "accept": false, + "reason": "Model loading failure for ScandiBERT vs streaming pipeline regression; no shared bug." }, { "left": "issue:44380", "right": "issue:46421", "accept": false, - "reason": "One is GPT2 attention scaling being ignored under SDPA/FlashAttention; the other is cache lazy init causing recompilation with chunked prefill." + "reason": "GPT2 attention scaling under SDPA/FlashAttention vs cache lazy-init recompilation; different behavior." }, { "left": "issue:44938", "right": "issue:46178", "accept": false, - "reason": "Python 3.14 load failure is unrelated to the tensorflow_text backend mapping error." + "reason": "Python 3.14 import/load failure vs unsupported tensorflow_text backend mapping; unrelated." }, { "left": "issue:43986", "right": "issue:44016", "accept": false, - "reason": "A processor/torchvision import crash is unrelated to a notebook syntax error." + "reason": "Video-model loading without torchvision vs notebook syntax error; no overlap." + }, + { + "left": "issue:43064", + "right": "issue:47116", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption vs streaming pipeline regression; different training/serving paths." }, { "left": "issue:42907", "right": "issue:45753", "accept": false, - "reason": "Saving dequantized models and an infinite-loop image-generation bug are different code paths and symptoms." + "reason": "Dequantized model save failure vs Qwen image infinite loop; unrelated." }, { "left": "issue:42907", "right": "issue:44655", "accept": false, - "reason": "Saving dequantized model weights is not the same as saving Pipeline objects." + "reason": "Both involve saving, but one is dequantized model serialization and the other pipeline save_pretrained support; not the same bug." }, { "left": "issue:43012", "right": "issue:43550", "accept": false, - "reason": "A bfloat16 precision warning is not the same as a torch.compile + SDPA failure on Bamba-9B-v2." + "reason": "Warning about bfloat16 precision vs Bamba torch.compile SDPA failure; distinct issues." }, { "left": "issue:45712", "right": "issue:46298", "accept": false, - "reason": "Dummy PT object cleanup and noisy logging are unrelated maintenance issues." + "reason": "Dummy PT classes leaking into dir/check_repo vs logging noise; unrelated." }, { "left": "issue:43012", "right": "issue:44368", "accept": false, - "reason": "One concerns compilation warnings for bfloat16; the other is a tie_word_embeddings warning from a fine-tuning config." + "reason": "Different warnings in different contexts: bfloat16 compilation warning vs tie_word_embeddings config warning." }, { - "left": "issue:43992", - "right": "issue:44484", + "left": "issue:43827", + "right": "issue:47116", "accept": false, - "reason": "Missing encoder weights and max_shard_size defaults are unrelated save/load behaviors." + "reason": "Docs still referencing pipeline() vs runtime streaming regression; documentation and execution bugs differ." }, { - "left": "issue:43825", - "right": "issue:44655", + "left": "issue:43992", + "right": "issue:44484", "accept": false, - "reason": "Wrong pipeline error messaging is unrelated to Pipeline.save_pretrained serialization." + "reason": "Missing embed_tokens.weight vs max_shard_size question; unrelated model-loading vs saving behavior." }, { "left": "issue:43352", "right": "issue:43976", "accept": false, - "reason": "Nemotron FlashAttention support and a Python-version compatibility issue are different failures." + "reason": "FlashAttention support gap vs Python-version compatibility issue; different root causes." }, { "left": "issue:43208", "right": "issue:43550", "accept": false, - "reason": "xLSTM training bugs are not the same as a Bamba SDPA compile crash." + "reason": "xLSTM training bugs vs Bamba SDPA compile failure; different models and failure modes." }, { "left": "issue:43352", "right": "issue:44380", "accept": false, - "reason": "A model lacking FlashAttention 2 support is unrelated to GPT2 attention scaling being ignored." - }, - { - "left": "issue:43066", - "right": "issue:43906", - "accept": false, - "reason": "Wrong tokenizer decoder type is not the same as an isolated reproduction of a different upstream issue." + "reason": "FA2 unsupported warning vs GPT2 attention scaling ignored; not the same code path." }, { - "left": "issue:43097", - "right": "issue:46298", + "left": "issue:43825", + "right": "issue:44655", "accept": false, - "reason": "A removed config flag without notice is unrelated to a noisy logging message." + "reason": "pipeline error message wording vs inability to save Pipeline objects; different issues." }, { - "left": "issue:45584", - "right": "issue:46365", + "left": "issue:43066", + "right": "issue:43906", "accept": false, - "reason": "Whisper empty-transcription handling is unrelated to Trainer import failure due to datasets." + "reason": "Wrong tokenizer decoder type vs isolated reproduction of another issue; no evidence of same bug." }, { - "left": "issue:44380", - "right": "issue:46132", + "left": "issue:44734", + "right": "issue:47116", "accept": false, - "reason": "GPT2 SDPA/FlashAttention scaling behavior and AttentionInterface.register semantics are different problems." + "reason": "Serve KV-cache continuation indexing bug vs streaming pipeline regression; different components." }, { - "left": "issue:44162", - "right": "issue:46172", + "left": "issue:43097", + "right": "issue:46298", "accept": false, - "reason": "ESM2 breakage is unrelated to a DeepSeek-v4 dtype/transpose bug." + "reason": "Removed config flag concern vs noisy logging; unrelated." }, { - "left": "issue:44077", + "left": "issue:45584", "right": "issue:46365", "accept": false, - "reason": "patchtsmixer post_init validation is unrelated to importing Trainer." - }, - { - "left": "issue:42890", - "right": "issue:47059", - "accept": false, - "reason": "Seed-related test flakiness and a huggingface_hub CLI API incompatibility are unrelated." - }, - { - "left": "issue:44222", - "right": "issue:45478", - "accept": false, - "reason": "FP8 save_pretrained behavior and Qwen3.5 MoE from_pretrained errors are different save/load paths." - }, - { - "left": "issue:36683", - "right": "issue:43582", - "accept": false, - "reason": "Gemma3Config missing vocab_size is unrelated to an Apple Silicon caching_allocator_warmup TypeError." + "reason": "Whisper empty-transcription generation bug vs Trainer import conflict; unrelated." }, { "left": "issue:44380", - "right": "issue:45479", - "accept": false, - "reason": "Attention scaling under backend selection is unrelated to a zero-loss classification bug." - }, - { - "left": "issue:42757", - "right": "issue:43824", - "accept": false, - "reason": "These are both import errors, but for different symbols, packages, and likely different dependency breakages." - }, - { - "left": "issue:43064", - "right": "issue:44380", - "accept": false, - "reason": "FSDP2/PEFT optimizer-state corruption is unrelated to GPT2 attention scaling under SDPA/FlashAttention." - }, - { - "left": "issue:42175", - "right": "issue:46365", - "accept": false, - "reason": "A backend extra installation issue is not the same as Trainer import failure from datasets." - }, - { - "left": "issue:42490", - "right": "issue:43012", - "accept": false, - "reason": "Local-model trailing-slash import warning is unrelated to a bfloat16 compile warning." - }, - { - "left": "issue:44483", - "right": "issue:44514", + "right": "issue:46132", "accept": false, - "reason": "Chat-completions API rejection and batched Qwen2_5_VLProcessor padding=False crashes are different endpoints and bugs." + "reason": "GPT2 backend-specific attention scaling bug vs AttentionInterface.register behavior change; different functionality." } ] }, @@ -17524,63 +17535,74 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-512", + "cluster_id": "cluster-10000-513", "nodes": [ - "issue:29870", "issue:36010", - "issue:36296", "issue:36683", "issue:38617", + "issue:42175", + "issue:42490", "issue:42757", + "issue:42890", "issue:42994", - "issue:43010", + "issue:43012", "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:43937", "issue:43976", - "issue:43992", "issue:44038", - "issue:44075", "issue:44077", + "issue:44162", + "issue:44222", "issue:44230", "issue:44355", "issue:44380", "issue:44483", "issue:44485", - "issue:44492", + "issue:44514", "issue:44625", "issue:44655", "issue:44938", - "issue:45216", "issue:45276", - "issue:45278", "issue:45290", - "issue:45310", + "issue:45478", + "issue:45479", "issue:46050", "issue:46077", + "issue:46172", "issue:46365", - "issue:46512", "issue:46877", - "issue:47059", - "issue:47110" + "issue:47059" ], "soft_pairs": [ + "issue:44162|issue:46172", + "issue:44077|issue:46365", + "issue:42890|issue:47059", + "issue:44222|issue:45478", + "issue:36683|issue:43582", + "issue:44380|issue:45479", + "issue:42757|issue:43824", + "issue:43064|issue:44380", + "issue:42175|issue:46365", + "issue:42490|issue:43012", + "issue:44483|issue:44514", "issue:38617|issue:43502", "issue:43618|issue:44380", "issue:43756|issue:44485", - "issue:43618|issue:43761", "issue:45276|issue:46077", + "issue:43618|issue:43761", "issue:43208|issue:43526", "issue:36010|issue:42757", "issue:43299|issue:43867", @@ -17595,243 +17617,229 @@ "issue:36683|issue:43475", "issue:44655|issue:46050", "issue:43976|issue:44938", - "issue:44938|issue:47059", - "issue:43867|issue:45216", - "issue:36683|issue:44077", - "issue:36683|issue:47110", - "issue:46077|issue:46512", - "issue:43618|issue:45216", - "issue:36683|issue:43525", - "issue:29870|issue:36296", - "issue:43064|issue:44492", - "issue:43010|issue:45278", - "issue:43992|issue:45310", - "issue:44075|issue:46365" + "issue:44938|issue:47059" ], - "prepared_review_unit_hash": "cbc14a2d9fce0a25013f25c377fa0c125129c3d9bb0adc8a783a54b36482766c", + "prepared_review_unit_hash": "788ea7bbe95727319d57b97ed03805d021cc6e8ff3e200fe9450b69403a0ef3f", "component_budget": { - "node_count": 512, - "item_count": 512, - "soft_pair_count": 1882, - "serialized_chars": 976539, - "estimated_input_tokens": 244135, - "estimated_eval_tokens": 488526 + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36615, - "estimated_input_tokens": 9154, - "estimated_eval_tokens": 18564 + "serialized_chars": 36750, + "estimated_input_tokens": 9188, + "estimated_eval_tokens": 18632 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a collection of unrelated issues, not one duplicate cluster. The only plausible duplicate pair is a CLIP v5 regression around missing output fields; everything else is too model-, API-, or dependency-specific to merge together.", - "confidence": 0.83, - "canonical_issue_reason": "issue:43618 is the best anchor because it describes the broader CLIP v5 regression around output fields not being populated, which plausibly covers the paired hidden_states report.", + "summary": "This set is not a true duplicate cluster: the soft pairs mostly share broad keywords like import errors, loading, or model families, but each reports a different underlying failure mode. I would not merge any of the suggested soft edges.", + "confidence": 0.94, + "canonical_issue_reason": "No single issue is a valid canonical for this cluster; the items span unrelated regressions across imports, model configs, training, saving, and CLI behavior.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43618 is the strongest single issue in the set: concrete, regression-oriented, and the only one with a plausible duplicate counterpart.", + "best_issue_reason": "issue:43611 is the strongest representative of a concrete Transformers v5 loading regression, but it still does not subsume the rest of the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:38617", - "right": "issue:43502", + "left": "issue:44162", + "right": "issue:46172", "accept": false, - "reason": "Different failures: missing import from configuration_utils vs network calls despite local_files_only=True." + "reason": "Different bugs: ESM2 training/runtime breakage vs a deepseek-v4 dtype/transpose issue." }, { - "left": "issue:43618", - "right": "issue:44380", + "left": "issue:44077", + "right": "issue:46365", "accept": false, - "reason": "Different subsystems and symptoms: CLIP output field assignment vs GPT2 attention scaling under SDPA/FlashAttention." + "reason": "Unrelated failures: patchtsmixer post_init policy vs importing Trainer with datasets installed." }, { - "left": "issue:43756", - "right": "issue:44485", + "left": "issue:42890", + "right": "issue:47059", "accept": false, - "reason": "Both mention RoPE, but they concern different models and different implementation bugs." + "reason": "One is a flaky test seed issue; the other is a CLI compatibility break with huggingface_hub." }, { - "left": "issue:43618", - "right": "issue:43761", - "accept": true, - "reason": "Both point to the same CLIP v5 regression where forward/output fields are not being populated correctly." + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Both mention MoE/save/load, but one is FP8 save_pretrained and the other is a from_pretrained regression; not the same bug." }, { - "left": "issue:45276", - "right": "issue:46077", + "left": "issue:36683", + "right": "issue:43582", "accept": false, - "reason": "Different Gemma4 problems: token embedding resize propagation vs bidirectional-attention mask construction." + "reason": "Gemma3 config attribute error and AppleSilicon allocator TypeError are unrelated." }, { - "left": "issue:43208", - "right": "issue:43526", + "left": "issue:44380", + "right": "issue:45479", "accept": false, - "reason": "Unrelated models and code paths: xLSTM training bugs vs BeitImageProcessorFast label reduction." + "reason": "Attention-scaling backend regression vs a degenerate zero-loss classification bug." }, { - "left": "issue:36010", - "right": "issue:42757", + "left": "issue:42757", + "right": "issue:43824", "accept": false, - "reason": "Separate import regressions from different packages and symbols." + "reason": "Both are import errors, but for different missing symbols and different code paths." }, { - "left": "issue:43299", - "right": "issue:43867", + "left": "issue:43064", + "right": "issue:44380", "accept": false, - "reason": "Both are model-loading failures, but for different causes and model families; not the same bug." + "reason": "Distributed optimizer-state corruption and GPT-2 attention scaling are unrelated." }, { - "left": "issue:42994", - "right": "issue:44655", + "left": "issue:42175", + "right": "issue:46365", "accept": false, - "reason": "Both involve saving, but quantized-model save failure and Pipeline save_pretrained are different code paths." + "reason": "Packaging/backend dependency issue vs a Trainer import conflict with datasets." }, { - "left": "issue:44038", - "right": "issue:44230", + "left": "issue:42490", + "right": "issue:43012", "accept": false, - "reason": "One is a loading/regression bug for Qwen3-VL-Moe, the other is fp8 inference support; not the same change." + "reason": "Local-path import warning and bfloat16 compile warning are different behaviors." }, { "left": "issue:44483", - "right": "issue:45290", + "right": "issue:44514", "accept": false, - "reason": "Chat API request validation and apply_chat_template crash are related domain-wise but not the same underlying bug." + "reason": "API request validation failure vs chat-template crash on batched VL input." }, { - "left": "issue:44625", - "right": "issue:46365", + "left": "issue:38617", + "right": "issue:43502", "accept": false, - "reason": "Unrelated: Qwen3.5 num_labels propagation vs Trainer import failing with datasets installed." + "reason": "ImportError for a missing internal helper and unexpected network access under local_files_only are different bugs." }, { - "left": "issue:43352", - "right": "issue:43937", + "left": "issue:43618", + "right": "issue:44380", "accept": false, - "reason": "Different issues: Flash Attention support for Nemotron vs GenerationConfig validation for GLM-5." + "reason": "CLIP attention outputs missing and GPT-2 attention scaling are separate regressions." }, { - "left": "issue:44625", - "right": "issue:46077", + "left": "issue:43756", + "right": "issue:44485", "accept": false, - "reason": "Unrelated Gemma4 attention-mask bug vs Qwen3.5 config propagation bug." + "reason": "Both mention RoPE, but one is missing layers and the other is a GLM-5 RoPE implementation discussion/bug." }, { - "left": "issue:44355", - "right": "issue:46877", + "left": "issue:45276", + "right": "issue:46077", "accept": false, - "reason": "Compiled-Python import/runtime errors are unrelated to docstring lint output at import time." + "reason": "Gemma4 token embedding resize bug and Gemma4 bidirectional attention masking bug are different code paths." }, { - "left": "issue:43611", - "right": "issue:44655", + "left": "issue:43618", + "right": "issue:43761", "accept": false, - "reason": "Different regressions: base_model_prefix loading behavior vs Pipeline serialization." + "reason": "Related CLIP regressions, but one drops attentions while the other drops hidden_states; not enough evidence for one bug." }, { - "left": "issue:36683", - "right": "issue:43475", + "left": "issue:43208", + "right": "issue:43526", "accept": false, - "reason": "Both are AttributeErrors, but for different model configs/outputs and unrelated model families." + "reason": "xLSTM training bugs and BeitImageProcessorFast label reduction are unrelated." }, { - "left": "issue:44655", - "right": "issue:46050", + "left": "issue:36010", + "right": "issue:42757", "accept": false, - "reason": "Pipeline save_pretrained vs quantized-model roundtrip are distinct serialization problems." + "reason": "Both are import failures, but for different modules and missing names." }, { - "left": "issue:43976", - "right": "issue:44938", + "left": "issue:43299", + "right": "issue:43867", "accept": false, - "reason": "Different Python compatibility failures with different versions and causes." + "reason": "Qwen3VL MoE loading breakage and sorted-state_dict load errors are different loading failures." }, { - "left": "issue:44938", - "right": "issue:47059", + "left": "issue:42994", + "right": "issue:44655", "accept": false, - "reason": "Python 3.14 load failure is unrelated to cli completion breakage with huggingface_hub 1.22.0." + "reason": "Both involve save_pretrained, but one is quantized-model saving and the other is Pipeline serialization." }, { - "left": "issue:43867", - "right": "issue:45216", + "left": "issue:44038", + "right": "issue:44230", "accept": false, - "reason": "Different save/load regressions: sorted state_dict loading vs incorrect checkpoint saving for Qwen3.5." + "reason": "Both are Qwen3-VL/MoE/fp8 related, but one is a bug report and the other is fp8 inference support; not the same underlying change." }, { - "left": "issue:36683", - "right": "issue:44077", + "left": "issue:44483", + "right": "issue:45290", "accept": false, - "reason": "Unrelated: Gemma3Config missing vocab_size vs SGD args not being used." + "reason": "Chat-completions API rejection and apply_chat_template tool-call crash are different layers of the stack." }, { - "left": "issue:36683", - "right": "issue:47110", + "left": "issue:44625", + "right": "issue:46365", "accept": false, - "reason": "Different bugs: Gemma3Config attribute missing vs special_tokens input type error." + "reason": "Qwen3.5 num_labels propagation and Trainer import conflict are unrelated." }, { - "left": "issue:43064", - "right": "issue:44492", + "left": "issue:43352", + "right": "issue:43937", "accept": false, - "reason": "Optimizer-state/FSDP issue and cache-strategy typo are not the same bug." + "reason": "FlashAttention2 support gating and GenerationConfig validation are different model/feature bugs." }, { - "left": "issue:43010", - "right": "issue:45278", + "left": "issue:44625", + "right": "issue:46077", "accept": false, - "reason": "No shared underlying bug; one is no_grad decoration for cache/layer updates, the other is a broad import regression after upgrade." + "reason": "A config propagation bug and a Gemma4 attention-mask bug do not share the same root cause." }, { - "left": "issue:43992", - "right": "issue:45310", + "left": "issue:44355", + "right": "issue:46877", "accept": false, - "reason": "Both concern Qwen3.5/Qwen3.5 Moe loading, but the reported breakages are different enough to keep separate." + "reason": "Compiled-Python loading errors and import-time docstring diagnostics are unrelated." }, { - "left": "issue:44075", - "right": "issue:46365", + "left": "issue:43611", + "right": "issue:44655", "accept": false, - "reason": "Optimizer argument handling is unrelated to Trainer import resolution." + "reason": "Base-model-prefix loading regression vs Pipeline save_pretrained failure are different save/load paths." }, { - "left": "issue:44485", - "right": "issue:45290", + "left": "issue:36683", + "right": "issue:43475", "accept": false, - "reason": "GLM-5 RoPE implementation and chat-template/tool-call crash are unrelated code paths." + "reason": "Different attribute errors on different models and objects; no shared underlying bug." }, { - "left": "issue:46077", - "right": "issue:46512", + "left": "issue:44655", + "right": "issue:46050", "accept": false, - "reason": "Gemma4 bidirectional-attention masking and stale config dtype are unrelated." + "reason": "Pipeline serialization and sinq quantized model round-trip failures are separate save/load regressions." }, { - "left": "issue:45216", - "right": "issue:46512", + "left": "issue:43976", + "right": "issue:44938", "accept": false, - "reason": "Checkpoint-saving regression and from_config(dtype=...) stale config bug are different problems." + "reason": "Both are version-specific load failures, but Python 3.9+/3.10+ and Python 3.14 compatibility issues are not the same bug." }, { - "left": "issue:46050", - "right": "issue:46512", + "left": "issue:44938", + "right": "issue:47059", "accept": false, - "reason": "Quantized save/load corruption is unrelated to from_config(dtype=...) keeping stale config.dtype." + "reason": "Python 3.14 import/load failure and a CLI completion attribute error are unrelated." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The one accepted soft pair, issue:43618 with issue:43761, is a plausible same-bug CLIP v5 regression on missing output fields in the same model code path. The other pair verdicts are appropriately cautious and do not overmerge unrelated subsystems or model families." - }, - "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 }, @@ -17846,7 +17854,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-512", + "cluster_id": "cluster-10000-513", "nodes": [ "issue:28282", "issue:29870", @@ -17858,52 +17866,61 @@ "issue:42898", "issue:43010", "issue:43064", - "issue:43065", "issue:43502", + "issue:43525", "issue:43575", "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:44485", - "issue:44556", - "issue:44734", + "issue:44492", "issue:44855", "issue:44908", "issue:44964", - "issue:45125", + "issue:45216", + "issue:45278", + "issue:45310", "issue:45357", "issue:45375", "issue:45440", "issue:45478", "issue:45561", "issue:45850", + "issue:46077", "issue:46202", "issue:46285", - "issue:46617", + "issue:46365", + "issue:46512", "issue:46664", "issue:46851", "issue:47000", "issue:47110" ], "soft_pairs": [ + "issue:43867|issue:45216", + "issue:36683|issue:44077", + "issue:46077|issue:46512", + "issue:36683|issue:47110", + "issue:43618|issue:45216", + "issue:36683|issue:43525", + "issue:29870|issue:36296", + "issue:43064|issue:44492", + "issue:43010|issue:45278", + "issue:43992|issue:45310", + "issue:44075|issue:46365", "issue:44908|issue:46851", "issue:29870|issue:33453", - "issue:43867|issue:46202", "issue:44393|issue:47000", + "issue:43867|issue:46202", "issue:44355|issue:44855", - "issue:36683|issue:43064", "issue:43867|issue:45375", "issue:42890|issue:45561", "issue:43010|issue:45850", @@ -17919,219 +17936,238 @@ "issue:42890|issue:44964", "issue:42890|issue:44112", "issue:43502|issue:44062", - "issue:42898|issue:46664", - "issue:44734|issue:46617", - "issue:43723|issue:44556", - "issue:44222|issue:45125", - "issue:43502|issue:44485", - "issue:43824|issue:46617", - "issue:43010|issue:43065", - "issue:45850|issue:47110", - "issue:43874|issue:46617" + "issue:42898|issue:46664" ], - "prepared_review_unit_hash": "567db606643e1f317e7ef78b33442fb944709c79c75eac849f92c1a8f0b660fd", + "prepared_review_unit_hash": "b270ecbd9096de312f4f3c219fb7ceefdbb1bdeea0c4ac0ef326b546f2d9ec9a", "component_budget": { - "node_count": 512, - "item_count": 512, - "soft_pair_count": 1882, - "serialized_chars": 976539, - "estimated_input_tokens": 244135, - "estimated_eval_tokens": 488526 + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36431, - "estimated_input_tokens": 9108, - "estimated_eval_tokens": 18472 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36405, + "estimated_input_tokens": 9102, + "estimated_eval_tokens": 18460 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are largely heterogeneous and do not look like duplicate reports of the same underlying bug. The soft-similarity pairs mostly share only a broad subsystem or version/theme, not a concrete code-path failure.", - "confidence": 0.86, - "canonical_issue_reason": "issue:44246 is the broadest and most representative standalone report in this set: it describes intermittent import slowness at the top-level `transformers` import, with relatively high discussion activity. That said, the cluster overall is not a true duplicate group.", + "summary": "Most pairs are unrelated despite superficial wording overlap. The only credible duplicate is the import-time slowdown pair (41669/44246).", + "confidence": 0.94, + "canonical_issue_reason": "issue:41669 is the clearest root-cause report for the import slowdown, with a specific explanation and impact; issue:44246 is the broader symptom report and fits as a duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44246 is the best single issue to anchor the cluster because it is generic, user-facing, and about a core top-level regression rather than a model-specific edge case.", + "best_issue_reason": "issue:41669 is the best representative because it identifies the likely cause of the slowdown, not just the user-visible symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44908", - "right": "issue:46851", + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Both are model-loading/checkpoint problems, but one is about sorted state_dict handling and the other about incorrect Qwen3.5 save_pretrained output; different failure modes." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Gemma3Config missing vocab_size is unrelated to patchtsmixer post_init validation." + }, + { + "left": "issue:46077", + "right": "issue:46512", + "accept": false, + "reason": "Bidirectional attention mask construction and stale config dtype are different code paths and symptoms." + }, + { + "left": "issue:36683", + "right": "issue:47110", + "accept": false, + "reason": "Missing Gemma3Config vocab_size and special_tokens list/dict handling are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIPOutput attentions assignment and Qwen3.5 save_pretrained checkpoint corruption are different bugs." + }, + { + "left": "issue:36683", + "right": "issue:43525", "accept": false, - "reason": "Scheduler kwarg handling and Qwen3.5 variable-length position_ids are unrelated bugs in different code paths." + "reason": "Gemma3Config missing vocab_size is not the same as Llama4Config missing pad_token_id." }, { "left": "issue:29870", - "right": "issue:33453", + "right": "issue:36296", "accept": false, - "reason": "BART generate-time decoder mask initialization is not the same as tokenizer loading regression." + "reason": "A BART generate() decoder_attention_mask bug is unrelated to a tensor-parallel training bug." }, { - "left": "issue:43867", - "right": "issue:46202", + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption is unrelated to a typo in cache strategies." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Cache update no_grad behavior and broad import errors after version upgrade are not the same underlying issue." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Missing embed_tokens.weight in UMT5Encoder.from_pretrained is unrelated to Qwen3.5 Moe from_pretrained errors." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "Unused SGD args and Trainer import failing with datasets installed are different problems." + }, + { + "left": "issue:44908", + "right": "issue:46851", + "accept": false, + "reason": "Scheduler kwargs being ignored is unrelated to Qwen3.5 variable-length position_ids handling." + }, + { + "left": "issue:29870", + "right": "issue:33453", "accept": false, - "reason": "One is a state_dict load/sorting problem, the other is a Gemma pipeline roundtrip tokenization issue." + "reason": "BART generate masking failure and tokenizer loading regression do not describe the same bug." }, { "left": "issue:44393", "right": "issue:47000", "accept": false, - "reason": "Qwen3-VL bounding-box output errors and RTDetr loss infeasible-cost crashes are different model/task failures." + "reason": "Qwen3-VL 2D bbox output hallucination/error is not the same as RTDetrLoss cost-matrix infeasibility." }, { - "left": "issue:44355", - "right": "issue:44855", + "left": "issue:43867", + "right": "issue:46202", "accept": false, - "reason": "Compiled Python file import failures and a Python 3.13 torch.jit.script indentation parse error are not the same defect." + "reason": "Sorted state_dict loading failure and Gemma pipeline roundtrip failure on \u2581 are different issues." }, { - "left": "issue:36683", - "right": "issue:43064", + "left": "issue:44355", + "right": "issue:44855", "accept": false, - "reason": "Missing `vocab_size` on Gemma3Config and wrong optimizer state handling under FSDP2/PEFT are unrelated." + "reason": "Compiled Python file import errors and a Python 3.13 IndentationError from torch.jit parsing are related to imports, but not the same concrete bug." }, { "left": "issue:43867", "right": "issue:45375", "accept": false, - "reason": "State-dict loading failure and missing `deepstack_visual_indexes` in a vision config are different serialization/config bugs." + "reason": "State_dict sorting/load failure is unrelated to missing deepstack_visual_indexes in Qwen3_5MoeVisionConfig." }, { "left": "issue:42890", "right": "issue:45561", "accept": false, - "reason": "Seed-related flaky tests and xdist file-race failures are both test infra issues, but not the same failure mode." + "reason": "A missing set_seed in SamHQ tests is a different test flakiness cause than xdist races on captured_info.txt." }, { "left": "issue:43010", "right": "issue:45850", "accept": false, - "reason": "`@torch.no_grad` decoration for cache updates is a specific fix, while 5.0 breaking many models is a broad unrelated complaint." + "reason": "Decorating cache update with no_grad and a broad 'breaks too many models' complaint are not the same bug." }, { "left": "issue:36296", "right": "issue:43575", "accept": false, - "reason": "Tensor parallel training bug and tp-induced OOM on a specific Qwen checkpoint are not the same underlying issue." + "reason": "Tensor-parallel training bug and loading a specific Qwen2-57B model causing OOM are not sufficiently the same underlying issue." }, { "left": "issue:41669", "right": "issue:44246", - "accept": false, - "reason": "Both concern import slowness, but one targets `import *` model imports specifically while the other is a general intermittent import-time complaint." + "accept": true, + "reason": "Both report the same import-time slowdown in transformers; 41669 gives the specific root cause ('import *' in models) while 44246 is the generic symptom." }, { "left": "issue:43618", "right": "issue:44077", "accept": false, - "reason": "CLIPOutput attentions assignment and patchtsmixer post_init allowability are unrelated model API issues." + "reason": "CLIPOutput attentions assignment and patchtsmixer post_init restrictions are unrelated." }, { "left": "issue:43010", "right": "issue:43976", "accept": false, - "reason": "A no_grad decorator bug and a Python-version compatibility issue do not share the same code path." + "reason": "Cache update no_grad and Python version compatibility for transformers 5.1.0 are unrelated." }, { "left": "issue:43867", "right": "issue:45357", "accept": false, - "reason": "Generic model loading with sorted state_dict keys is not the same as Qwen3.5 visual encoder key serialization regression." + "reason": "Sorted state_dict loading failure and incorrect visual encoder keys on save_pretrained are different Qwen3.5/Qwen issues." }, { "left": "issue:43992", "right": "issue:45478", "accept": false, - "reason": "Missing `embed_tokens.weight` in UMT5Encoder and Qwen3.5 MoE from_pretrained failures are different model-loading defects." + "reason": "UMT5Encoder missing embed_tokens.weight is unrelated to the Qwen3.5 Moe from_pretrained regression." }, { "left": "issue:28282", "right": "issue:33453", "accept": false, - "reason": "Missing PyTorch dependency import error and tokenizer loading regression are unrelated." + "reason": "PyTorch ImportError and tokenizer loading regression are different classes of failures." }, { "left": "issue:43618", "right": "issue:46285", "accept": false, - "reason": "CLIP attentions assignment and CLIP text model structure inconsistency are different changes, not one duplicate bug." + "reason": "CLIPOutput attentions assignment and CLIPTextModel structural inconsistency are related to CLIP but not the same code-path problem." }, { "left": "issue:44360", "right": "issue:45440", "accept": false, - "reason": "A ReLU discussion in the DSA indexer and DeepSeekV3MoE divergence from remote implementation are not the same issue." + "reason": "DSA indexer ReLU discussion and DeepseekV3MoE divergence are unrelated." }, { "left": "issue:42890", "right": "issue:44964", "accept": false, - "reason": "Test flakiness from missing seeds is unrelated to failing to load a Phi-4 multimodal model." + "reason": "Seed-related test flakiness and Phi-4-multimodal loading failure are unrelated." }, { "left": "issue:42890", "right": "issue:44112", "accept": false, - "reason": "Seed flakiness in SAM HQ tests and GraniteSpeech CI device-override failure are separate test failures." + "reason": "SamHQ test seeding issues and GraniteSpeech stale device override failures are different CI bugs." }, { "left": "issue:43502", "right": "issue:44062", "accept": false, - "reason": "Offline loading causing API requests and AddedToken duplicate `special` kwargs are different tokenizer/loading problems." + "reason": "local_files_only still making API requests is unrelated to AddedToken receiving duplicate 'special' kwargs." }, { "left": "issue:42898", "right": "issue:46664", "accept": false, - "reason": "Tokenizer cleanup behavior changes and video processor frame-count semantics are unrelated API behavior changes." - }, - { - "left": "issue:44734", - "right": "issue:46617", - "accept": false, - "reason": "KV-cache continuation tensor indexing and cache-based trust_remote_code file lookup failures are different runtime paths." - }, - { - "left": "issue:43723", - "right": "issue:44556", - "accept": false, - "reason": "Tokenizer loading regression in v5 and inability to reload old checkpoints after upgrade are related to versioning but not the same concrete bug." - }, - { - "left": "issue:44222", - "right": "issue:45125", - "accept": false, - "reason": "FP8 save_pretrained behavior and missing tensor-parallel plan metadata are unrelated model/export and parallelism issues." - }, - { - "left": "issue:43502", - "right": "issue:44485", - "accept": false, - "reason": "Offline API leakage and GLM-5 RoPE implementation concerns are not the same bug." - }, - { - "left": "issue:43824", - "right": "issue:46617", - "accept": false, - "reason": "Missing Qwen2.5-VL export symbol and cache FileNotFoundError for trust_remote_code are different loading failures." - }, - { - "left": "issue:43874", - "right": "issue:46617", - "accept": false, - "reason": "Missing image-patch helper in GLM46V and trust_remote_code cache file lookup failure are unrelated." + "reason": "clean_up_tokenization_spaces behavior change and SmolVLM num_frames semantics are unrelated tokenizer/video processor issues." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet. The only accepted pair, issue:41669/issue:44246, is a conservative duplicate call based on one being the specific root-cause slowdown report and the other the generic symptom report. The other soft-edge rejections are appropriately cautious and do not overclaim mergeability or sameness." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -18146,7 +18182,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-512", + "cluster_id": "cluster-10000-513", "nodes": [ "issue:29870", "issue:30333", @@ -18156,23 +18192,22 @@ "issue:34689", "issue:36296", "issue:38617", - "issue:41628", "issue:42548", "issue:42757", "issue:43010", + "issue:43065", "issue:43232", "issue:43299", "issue:43352", "issue:43475", "issue:43502", - "issue:43525", "issue:43576", + "issue:43723", "issue:43824", "issue:43827", - "issue:43867", + "issue:43874", "issue:43901", "issue:44222", - "issue:44230", "issue:44315", "issue:44351", "issue:44355", @@ -18180,6 +18215,7 @@ "issue:44387", "issue:44485", "issue:44556", + "issue:44734", "issue:44749", "issue:44961", "issue:45071", @@ -18187,10 +18223,10 @@ "issue:45375", "issue:45468", "issue:45478", + "issue:45850", "issue:46132", "issue:46143", "issue:46144", - "issue:46209", "issue:46617", "issue:46664", "issue:46726", @@ -18198,6 +18234,14 @@ "issue:47110" ], "soft_pairs": [ + "issue:44734|issue:46617", + "issue:43723|issue:44556", + "issue:44222|issue:45125", + "issue:43502|issue:44485", + "issue:43824|issue:46617", + "issue:43010|issue:43065", + "issue:43874|issue:46617", + "issue:45850|issue:47110", "issue:43576|issue:46132", "issue:44387|issue:44556", "issue:30333|issue:33453", @@ -18209,8 +18253,8 @@ "issue:43502|issue:44222", "issue:43502|issue:44961", "issue:43827|issue:44961", - "issue:46664|issue:46726", "issue:43010|issue:43232", + "issue:46664|issue:46726", "issue:30333|issue:36296", "issue:43299|issue:44556", "issue:29870|issue:31795", @@ -18228,271 +18272,280 @@ "issue:36296|issue:43901", "issue:43352|issue:44961", "issue:43475|issue:46617", - "issue:46143|issue:46144", - "issue:41628|issue:42548", - "issue:45375|issue:47110", - "issue:44222|issue:44230", - "issue:43867|issue:47110", - "issue:44315|issue:46209", - "issue:43525|issue:47110" + "issue:46143|issue:46144" ], - "prepared_review_unit_hash": "034a9d801488a0138e0ae76de249e3696b875afecaa68c6f7579f1fd78d73b21", + "prepared_review_unit_hash": "39e4b236f80d6da537ce38f173faf8d00802e3535f05d38984b6eebe629f00cb", "component_budget": { - "node_count": 512, - "item_count": 512, - "soft_pair_count": 1882, - "serialized_chars": 976539, - "estimated_input_tokens": 244135, - "estimated_eval_tokens": 488526 + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 37, - "serialized_chars": 38234, - "estimated_input_tokens": 9559, - "estimated_eval_tokens": 19374 + "soft_pair_count": 39, + "serialized_chars": 38959, + "estimated_input_tokens": 9740, + "estimated_eval_tokens": 19736 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is largely heterogeneous: most soft-similarity links connect unrelated issues that only share vague v5 / loading / import wording. I would reject all soft edges; issue:43576 is only the best broad anchor, not a true duplicate representative.", - "confidence": 0.21, - "canonical_issue_reason": "issue:43576 is the broadest v5 regression/CLI-related anchor in the set and has the most adjacent soft links, but the overall cluster is too mixed for a strong canonical duplicate.", + "summary": "This cluster is mostly heterogeneous based on titles/body metadata alone. There are several soft-similarity loading/import regressions, but most look like distinct concrete bugs. The closest duplicate candidate is the Qwen3.5 MoE loading pair (45125/45478), which is plausibly the same underlying failure, though the evidence here is limited.", + "confidence": 0.64, + "canonical_issue_reason": "Issue 45125 is the best anchor for the plausible Qwen3.5 MoE duplicate pair because it is the more concrete report: it names Qwen3_5MoeForConditionalGeneration and a missing `_tp_plan`, while 45478 is the broader from_pretrained failure on the same model family/version.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43576 is the least specific and most umbrella-like issue here, so it is the best practical anchor even though it does not match the others as the same bug.", + "best_issue_reason": "Issue 45125 is the strongest cluster representative among the loading-related reports because it is specific enough to anchor the likely Qwen3.5 MoE issue without overgeneralizing beyond the available metadata.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44734", + "right": "issue:46617", + "accept": false, + "reason": "Different bugs: KV-cache continuation tensor indexing vs loading a trust_remote_code model from cache." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Both are loading-related, but one is tokenizer loading in v5 and the other is checkpoint reload after upgrade; not the same concrete failure." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained/moe storage behavior vs missing `_tp_plan` for tensor parallelism; different code paths." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Local-files-only network leak vs GLM-5 RoPE implementation; no shared underlying bug." + }, + { + "left": "issue:43824", + "right": "issue:46617", + "accept": false, + "reason": "Import error for Qwen2.5 VL class vs cache FileNotFoundError on trust_remote_code loading." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Cache/layer `update()` no_grad issue is unrelated to the dummy Conv2d in Sam3PixelDecoder." + }, + { + "left": "issue:43874", + "right": "issue:46617", + "accept": false, + "reason": "Missing image-patch helper in GLM46V is a model-specific AttributeError, not a cache FileNotFoundError." + }, + { + "left": "issue:45850", + "right": "issue:47110", + "accept": false, + "reason": "Broad complaint about v5 breakage vs a specific `special_tokens` attribute error." + }, { "left": "issue:43576", "right": "issue:46132", "accept": false, - "reason": "Different problems: CLI env command breakage vs AttentionInterface.register behavior change." + "reason": "CLI/env command breakage and AttentionInterface.register behavior are different issues." }, { "left": "issue:44387", "right": "issue:44556", "accept": false, - "reason": "Both are v5 regressions, but one is int4 memory/OOM and the other is checkpoint reload failure; not the same bug." + "reason": "Int4 quantization memory regression is unrelated to checkpoint reload incompatibility after upgrade." }, { "left": "issue:30333", "right": "issue:33453", "accept": false, - "reason": "MLflow job-status reporting failure is unrelated to tokenizer-loading regression." + "reason": "MLflow reporting failure and tokenizer loading regression are unrelated." }, { "left": "issue:45125", "right": "issue:45478", - "accept": false, - "reason": "Both involve Qwen3.5 MoE, but one is missing tensor-parallel plan and the other is a from_pretrained load error; distinct code paths." + "accept": true, + "reason": "Same model family and same loading path: 45478 reports a from_pretrained failure on Qwen3.5 MoE, and 45125 adds a concrete tensor-parallel loading gap; these plausibly describe the same bug." }, { "left": "issue:42548", "right": "issue:44351", "accept": false, - "reason": "Separate missing-import failures for different symbols." + "reason": "Cannot import `PreTrainedModel` and cannot import `HybridCache` are separate import regressions." }, { "left": "issue:30990", "right": "issue:31795", "accept": false, - "reason": "Loading hangs and forward-API documentation confusion are not the same issue." + "reason": "Sentence Transformers loading hang is unrelated to docs confusion about `input_ids` and `past_key_values`." }, { "left": "issue:44355", "right": "issue:44749", "accept": false, - "reason": "Compiled-file execution errors are unrelated to the data-filtering slowdown report." + "reason": "Compiled Python file execution errors and data-filtering slowdown after upgrade are not the same bug." }, { "left": "issue:45125", "right": "issue:45375", "accept": false, - "reason": "Qwen3_5Moe tensor-parallel support and a missing vision-config field are different defects." + "reason": "Both involve Qwen3.5 MoE, but one is a missing tensor-parallel plan and the other is a dropped config field; different concrete fixes." }, { "left": "issue:43502", "right": "issue:44222", "accept": false, - "reason": "local_files_only network requests vs FP8 save_pretrained behavior; unrelated." + "reason": "Local-files-only networking bug and FP8 `save_pretrained` behavior are unrelated." }, { "left": "issue:43502", "right": "issue:44961", "accept": false, - "reason": "File access/networking bug vs unrelated issue titled \"racoon\"." + "reason": "Local-files-only networking bug and a placeholder issue are unrelated." }, { "left": "issue:43827", "right": "issue:44961", "accept": false, - "reason": "Docs still referencing pipeline() is unrelated to the \"racoon\" issue." + "reason": "Docs still referencing `pipeline()` after removals is unrelated to the placeholder issue." }, { - "left": "issue:46664", - "right": "issue:46726", + "left": "issue:43010", + "right": "issue:43232", "accept": false, - "reason": "Different vision/video processor problems: num_frames semantics vs missing backend import handling." + "reason": "Different generation/cache problems: no_grad decoration vs `_update_model_kwargs_for_generation` after sync_gpus." }, { - "left": "issue:43010", - "right": "issue:43232", + "left": "issue:46664", + "right": "issue:46726", "accept": false, - "reason": "Cache update no_grad decoration and generation kwargs sync_gpus ordering are different code paths." + "reason": "Different video/processor issues: inconsistent `num_frames` semantics vs missing vision backend handling." }, { "left": "issue:30333", "right": "issue:36296", "accept": false, - "reason": "MLflow reporting failure is unrelated to tensor-parallel training." + "reason": "MLflow reporting failure is unrelated to tensor parallel training bugs." }, { "left": "issue:43299", "right": "issue:44556", "accept": false, - "reason": "Both are upgrade/load regressions, but they target different model/loading failures." + "reason": "Qwen3VL MoE loading breakage and checkpoint reload regressions are different model/version failures." }, { "left": "issue:29870", "right": "issue:31795", "accept": false, - "reason": "BART generate UnboundLocalError is unrelated to forward doc wording." + "reason": "BART generate-time `decoder_attention_mask` error is unrelated to documentation wording." }, { "left": "issue:33453", "right": "issue:34689", "accept": false, - "reason": "Tokenizer-loading regression and Llama 3.2 Vision model loading are different failures." + "reason": "Tokenizer-loading regression and Llama 3.2 Vision model-loading breakage are different concrete failures." }, { "left": "issue:44355", "right": "issue:45071", "accept": false, - "reason": "Compiled-file errors are unrelated to PretrainedConfig type-checking." + "reason": "Compiled-file execution errors and `PretrainedConfig` type checking are unrelated." }, { "left": "issue:42757", "right": "issue:43576", "accept": false, - "reason": "Different import/CLI issues; one is huggingface_hub symbol import, the other is transformers env command breakage." + "reason": "Missing `is_offline_mode` import from huggingface_hub is unrelated to the v5 env CLI issue." }, { "left": "issue:43576", "right": "issue:45071", "accept": false, - "reason": "CLI env command failure and PretrainedConfig type-checking are not the same bug." + "reason": "CLI/env command breakage and `PretrainedConfig` type-checking regression are different code paths." }, { "left": "issue:43576", "right": "issue:47059", "accept": false, - "reason": "Both involve CLI surface area, but one is env command behavior and the other is click/typer completion compatibility." + "reason": "Both touch CLI behavior, but one is the `transformers env` command and the other is a hub version-specific Typer completion attribute error." }, { "left": "issue:31795", "right": "issue:38617", "accept": false, - "reason": "Forward-API docs confusion is unrelated to a missing configuration_utils import." + "reason": "Docs confusion in `model.forward` is unrelated to the `layer_type_validation` import error." }, { "left": "issue:43576", "right": "issue:43824", "accept": false, - "reason": "env command regression is unrelated to missing Qwen2_5_VL export." + "reason": "Env command breakage and Qwen2.5 VL import failure are unrelated." }, { "left": "issue:44315", "right": "issue:44360", "accept": false, - "reason": "Liger-kernel application and DSA indexer ReLU discussion are unrelated." + "reason": "Liger Kernel application with `model_init` and a DSA indexer ReLU discussion are unrelated." }, { "left": "issue:44961", "right": "issue:45468", "accept": false, - "reason": "\"racoon\" and Gemma-4 audio positional encoding are unrelated." + "reason": "Placeholder issue and Gemma-4 audio positional encoding bug are unrelated." }, { "left": "issue:44485", "right": "issue:44961", "accept": false, - "reason": "GLM-5 RoPE implementation and \"racoon\" are unrelated." + "reason": "GLM-5 RoPE implementation discussion is unrelated to the placeholder issue." }, { "left": "issue:44351", "right": "issue:46617", "accept": false, - "reason": "Different import/loading failures: HybridCache export vs trust_remote_code cache FileNotFoundError." + "reason": "`HybridCache` import failure and cache FileNotFoundError are different import/load problems." }, { "left": "issue:36296", "right": "issue:43901", "accept": false, - "reason": "Tensor-parallel training bug is unrelated to text-classification docs mentioning return_all_scores." + "reason": "Tensor parallel training bug is unrelated to docs mentioning `return_all_scores`." }, { "left": "issue:43352", "right": "issue:44961", "accept": false, - "reason": "Flash Attention 2.0 support error and \"racoon\" are unrelated." + "reason": "Flash Attention support error for Nemotron is unrelated to the placeholder issue." }, { "left": "issue:43475", "right": "issue:46617", "accept": false, - "reason": "SAM 3 Video attribute error is not the same as cache FileNotFoundError for trust_remote_code models." + "reason": "SAM3 vision encoder attribute error and cache FileNotFoundError are unrelated." }, { "left": "issue:46143", "right": "issue:46144", "accept": false, - "reason": "Both are about RoFormer, but one is kwargs propagation and the other is attention interface adoption; related theme, not the same bug." - }, - { - "left": "issue:41628", - "right": "issue:42548", - "accept": false, - "reason": "Different missing-import symbols from transformers." - }, - { - "left": "issue:45375", - "right": "issue:47110", - "accept": false, - "reason": "Missing vision-config field and special_tokens list/dict handling are different issues." - }, - { - "left": "issue:44222", - "right": "issue:44230", - "accept": false, - "reason": "FP8 save_pretrained on MoE and FP8 inference support for Qwen3-VL/Qwen3.5 are separate problems." - }, - { - "left": "issue:43867", - "right": "issue:47110", - "accept": false, - "reason": "state_dict sorting load error is unrelated to special_tokens keys handling." - }, - { - "left": "issue:44315", - "right": "issue:46209", - "accept": false, - "reason": "Liger kernel/model_init and FP8 inference on B200 are unrelated." - }, - { - "left": "issue:43525", - "right": "issue:47110", - "accept": false, - "reason": "Llama4Config pad_token_id missing and special_tokens list/dict handling are different defects." + "reason": "They are related to RoFormer behavior, but one is missing `**kwargs` passthrough and the other is attention-interface integration; not clearly the same concrete bug." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, + "evaluator_result": { + "accept": false, + "feedback": "The clustering is mostly conservative, but the canonicalization is a bit overconfident. The packet only gives title/body-length metadata, so calling issue 45125 a \"root-cause report\" for 45478 goes beyond the evidence available here. At most, you can say they are plausibly related Qwen3.5 MoE loading reports. Also, \"only credible duplicate pair\" is stronger than the packet supports given there are multiple soft-similarity pairs in the cluster. Please keep the summary more tentative and evidence-bounded." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -18507,23 +18560,23 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-512", + "cluster_id": "cluster-10000-513", "nodes": [ - "issue:31795", - "issue:33453", + "issue:41628", "issue:41669", "issue:42371", + "issue:42548", "issue:42890", "issue:43352", "issue:43408", - "issue:43519", "issue:43525", "issue:43572", "issue:43576", "issue:43673", + "issue:43867", "issue:43976", "issue:44038", - "issue:44077", + "issue:44222", "issue:44230", "issue:44246", "issue:44273", @@ -18538,8 +18591,6 @@ "issue:44556", "issue:44623", "issue:44704", - "issue:44829", - "issue:44861", "issue:44908", "issue:45003", "issue:45071", @@ -18548,17 +18599,25 @@ "issue:45230", "issue:45341", "issue:45362", + "issue:45375", "issue:45542", "issue:45753", "issue:45850", "issue:46095", + "issue:46209", "issue:46218", "issue:46328", - "issue:46655", "issue:46664", - "issue:47059" + "issue:47059", + "issue:47110" ], "soft_pairs": [ + "issue:41628|issue:42548", + "issue:44222|issue:44230", + "issue:45375|issue:47110", + "issue:43867|issue:47110", + "issue:44315|issue:46209", + "issue:43525|issue:47110", "issue:45362|issue:45850", "issue:43673|issue:44492", "issue:44485|issue:46664", @@ -18592,282 +18651,280 @@ "issue:41669|issue:44351", "issue:44704|issue:44908", "issue:41669|issue:45341", - "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:43976|issue:46218" ], - "prepared_review_unit_hash": "f6cb6e50d126b5a5653941902edee04c76f5c688d616936d55b7c4ff228ec7f8", + "prepared_review_unit_hash": "5dfb9fccfbab7d1312291c27b62c0ee4445e03e667e5014ca98f3a8659cb8274", "component_budget": { - "node_count": 512, - "item_count": 512, - "soft_pair_count": 1882, - "serialized_chars": 976539, - "estimated_input_tokens": 244135, - "estimated_eval_tokens": 488526 + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 39, - "serialized_chars": 38841, - "estimated_input_tokens": 9711, - "estimated_eval_tokens": 19678 + "soft_pair_count": 40, + "serialized_chars": 38961, + "estimated_input_tokens": 9741, + "estimated_eval_tokens": 19738 }, "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; they mostly share broad subsystem or version themes. I picked the open lazy-loading/import regression as the best umbrella issue, but it is only a weak canonical fit.", - "confidence": 0.84, - "canonical_issue_reason": "issue:44273 is the clearest umbrella-style open report: it describes a concrete import/lazy-loading regression and can plausibly subsume nearby import-performance complaints better than the many model-specific or one-off bugs.", + "summary": "This cluster is mostly a mixed set of issue reports, but the strongest duplicate theme is a lazy-loading / top-level import-export regression in `transformers`. Most other soft pairs are only loosely related by subsystem or are clearly unrelated.", + "confidence": 0.66, + "canonical_issue_reason": "`issue:44273` is the broadest and most central report for the import/lazy-loading regression theme, and it can reasonably absorb several of the nearby import-related symptoms.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44273 is the most reusable issue in this set because it captures a systemic loading problem rather than a model-specific symptom, making it the best candidate for triage or follow-up.", + "best_issue_reason": "`issue:44273` is the best single issue to represent this cluster because it is the most umbrella-like description of the shared failure mode.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:41628", + "right": "issue:42548", + "accept": true, + "reason": "Both are top-level `from transformers import ...` failures; likely the same broken export/lazy-loading regression." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "Same broad FP8/MoE area, but one is about saving and the other about inference support; not the same concrete bug." + }, + { + "left": "issue:45375", + "right": "issue:47110", + "accept": false, + "reason": "Different failures: a missing config field vs a `special_tokens` attribute error." + }, + { + "left": "issue:43867", + "right": "issue:47110", + "accept": false, + "reason": "Unrelated model-loading error versus `special_tokens` shape/typing error." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Different code paths and symptoms: `model_init`/Liger Kernel versus FP8 inference on B200." + }, + { + "left": "issue:43525", + "right": "issue:47110", + "accept": false, + "reason": "Both are attribute errors, but on unrelated objects and features." + }, { "left": "issue:45362", "right": "issue:45850", "accept": false, - "reason": "Model-specific chat crash vs a vague broad complaint about many v5 breakages; not the same bug." + "reason": "One is a specific chat crash for Qwen3.5-35B; the other is a generic broad complaint about v5 breaking models." }, { "left": "issue:43673", "right": "issue:44492", "accept": false, - "reason": "Cache-missing regression in chunked prefill vs a typo in cache-strategy docs/naming; different problems." + "reason": "Chunked-prefill cache regression and a cache-strategy typo are not the same bug." }, { "left": "issue:44485", "right": "issue:46664", "accept": false, - "reason": "GLM RoPE implementation discussion vs SmolVLM video num_frames handling; unrelated code paths." + "reason": "RoPE implementation and video `num_frames` semantics are unrelated." }, { "left": "issue:44273", "right": "issue:45542", "accept": false, - "reason": "Lazy loading/import regression vs TensorFlow backend detection/install issue; only broad package-loading overlap." + "reason": "Lazy loading regression and TensorBoard/TF backend detection are different problems." }, { "left": "issue:44623", "right": "issue:45230", "accept": false, - "reason": "processor.save_pretrained missing files vs a generic bug report placeholder; no shared concrete failure." + "reason": "A specific `processor.save_pretrained` file bug versus a placeholder generic bug report." }, { "left": "issue:44038", "right": "issue:45125", "accept": false, - "reason": "Qwen3-VL-Moe bug report vs missing _tp_plan for tensor parallelism; different model features and symptoms." + "reason": "Both involve Qwen3/MoE, but one is a VL bug and the other is missing tensor-parallel metadata." }, { "left": "issue:44273", "right": "issue:45003", "accept": false, - "reason": "Import/lazy-loading slowdown vs unsafe sys.modules access; related area, but not the same underlying bug." + "reason": "Both touch import internals, but the reported failures are different and not clearly the same underlying defect." }, { "left": "issue:44360", "right": "issue:46664", "accept": false, - "reason": "DSA indexer/ReLU discussion vs video processor num_frames inconsistency; unrelated." + "reason": "Completely unrelated discussion topics." }, { "left": "issue:41669", "right": "issue:43673", "accept": false, - "reason": "Import-* performance regression vs chunked-prefill cache bug; both import-ish only at a high level." + "reason": "Import-star cleanup/performance and cache-missing generation behavior are not the same change or bug." }, { "left": "issue:44393", "right": "issue:45071", "accept": false, - "reason": "Qwen3-VL bounding-box error vs PretrainedConfig type-checking regression; unrelated." + "reason": "Vision bbox hallucination/error and `PretrainedConfig` type-checking regression are unrelated." }, { "left": "issue:44393", "right": "issue:45753", "accept": false, - "reason": "2D bounding-box hallucination/error vs infinite loop on a specific image; different concrete symptoms." + "reason": "Both are Qwen3-VL issues, but one is bbox output and the other is an infinite loop on a specific image; too different." }, { "left": "issue:43576", "right": "issue:44556", "accept": false, - "reason": "Broken env CLI in v5 vs checkpoint reload incompatibility after upgrade; both version-related but not the same bug." + "reason": "Both are v5 regressions, but one is the `transformers env` command and the other is checkpoint reload compatibility." }, { "left": "issue:43525", "right": "issue:45850", "accept": false, - "reason": "Missing pad_token_id on Llama4Config vs broad v5 breakage complaint; not the same issue." + "reason": "Specific missing config field versus a generic complaint about v5 breaking many models." }, { "left": "issue:44556", "right": "issue:45092", "accept": false, - "reason": "Both are v5 compatibility regressions, but one is general checkpoint reload and the other is remote-code meta-init incompatibility." + "reason": "Both involve v5 loading regressions, but one is generic checkpoint reload and the other is a specific remote-code/meta-init case." }, { "left": "issue:43572", "right": "issue:45850", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig vs a generic many-models complaint; not a duplicate." + "reason": "Specific config attribute regression versus a broad release-quality complaint." }, { "left": "issue:44230", "right": "issue:46095", "accept": false, - "reason": "FP8 support request for Qwen3-VL/Qwen3.5-Moe vs deepseekv4 weight conversion question; different topics." + "reason": "FP8 inference support and weight conversion tooling are different issues." }, { "left": "issue:44492", "right": "issue:45850", "accept": false, - "reason": "Cache-strategy typo vs broad v5 breakage report; no shared concrete bug." + "reason": "A cache-strategy typo and a broad v5 complaint do not match." }, { "left": "issue:45850", "right": "issue:47059", "accept": false, - "reason": "Broad version-regression complaint vs CLI breakage from huggingface_hub 1.22.0 attribute change; unrelated causes." + "reason": "Generic v5 breakage versus a CLI compatibility failure with `huggingface_hub`." }, { "left": "issue:42371", "right": "issue:44492", "accept": false, - "reason": "TF32 behavior API guidance vs cache-strategy typo; unrelated." + "reason": "TF32 settings and cache-strategy typo are unrelated." }, { "left": "issue:41669", "right": "issue:46218", "accept": false, - "reason": "Import-* performance cleanup vs inability to import a specific model module; same general import surface, different failures." + "reason": "Import-star cleanup/performance is not the same as a missing module import error." }, { "left": "issue:43408", "right": "issue:44315", "accept": false, - "reason": "Wrong model-type warning vs Liger kernel not applied with model_init; unrelated." + "reason": "Model-type warning and Liger Kernel application bug are unrelated." }, { "left": "issue:44246", "right": "issue:44273", - "accept": false, - "reason": "Import takes long sometimes and lazy loading not working are related only in the broad import-performance area, but not clearly the same bug." + "accept": true, + "reason": "Same import/lazy-loading regression: one reports slow import, the other says lazy loading is broken." }, { "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "Test flakiness from missing set_seed vs scheduler kwargs ignored; different code paths." + "reason": "Test seeding issue and scheduler kwargs handling are unrelated." }, { "left": "issue:43576", "right": "issue:44908", "accept": false, - "reason": "env CLI regression vs inverse_sqrt scheduler kwargs bug; unrelated." + "reason": "CLI/environment command breakage and scheduler kwargs bug are unrelated." }, { "left": "issue:43352", "right": "issue:44393", "accept": false, - "reason": "Flash Attention 2.0 support error for Nemotron vs Qwen3-VL bounding-box issue; different models and problems." + "reason": "Flash-Attention support limitation versus Qwen3-VL bbox error; different subsystems." }, { "left": "issue:43976", "right": "issue:44393", "accept": false, - "reason": "Python version compatibility issue vs Qwen3-VL output error; unrelated." + "reason": "Python version compatibility bug versus vision-model bbox issue." }, { "left": "issue:44295", "right": "issue:45230", "accept": false, - "reason": "position_ids buffer access bug vs placeholder bug report; no shared concrete defect." - }, - { - "left": "issue:44908", - "right": "issue:45071", - "accept": false, - "reason": "Scheduler kwargs ignored vs PretrainedConfig type checking breakage; unrelated." + "reason": "Specific `position_ids` buffer access bug versus a generic bug report." }, { "left": "issue:44297", "right": "issue:45230", "accept": false, - "reason": "tokenizer_class mismatch on save_pretrained vs generic bug report placeholder; not duplicates." + "reason": "Tokenizer save metadata mismatch versus a generic bug report." }, { "left": "issue:44492", "right": "issue:46328", "accept": false, - "reason": "Cache-strategy typo vs numpy-to-list conversion inefficiency; different issues." + "reason": "Cache-strategy typo and `SequenceFeatureExtractor.pad` inefficiency are unrelated." }, { "left": "issue:41669", "right": "issue:44351", "accept": false, - "reason": "Import-* cleanup/perf issue vs cannot import HybridCache; both import-related only superficially." + "reason": "Import-star cleanup/performance and missing `HybridCache` export are not the same underlying bug." }, { "left": "issue:44704", "right": "issue:44908", "accept": false, - "reason": "cached_file kwargs not forwarded vs inverse_sqrt scheduler kwargs ignored; unrelated kwargs bugs." + "reason": "Both mention kwargs, but the affected APIs and failures are different." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "Import-* performance issue vs a testing_utils bug; no overlap beyond being code defects." + "reason": "Import-star cleanup issue and testing-utils bug are unrelated." }, { "left": "issue:43976", "right": "issue:46218", "accept": false, - "reason": "Python version support regression vs specific model import failure; different root causes." - }, - { - "left": "issue:44077", - "right": "issue:44861", - "accept": false, - "reason": "Optional post_init enforcement vs AttributeError in tied-weight key handling; unrelated." - }, - { - "left": "issue:31795", - "right": "issue:33453", - "accept": false, - "reason": "Documentation confusion about forward args vs tokenizer loading regression; not the same underlying bug." - }, - { - "left": "issue:43576", - "right": "issue:44273", - "accept": false, - "reason": "Broken env CLI vs lazy loading/import regression; same package area, different concrete failure." - }, - { - "left": "issue:44315", - "right": "issue:44829", - "accept": false, - "reason": "Liger Kernel application issue vs degenerate training with flash_attention_3; different model-training bugs." - }, - { - "left": "issue:43519", - "right": "issue:46655", - "accept": false, - "reason": "Incorrect timestamp calculation in Qwen3VL processor vs padding calculation in SmolVLM video processor; both processor bugs but not the same one." + "reason": "Python compatibility bug and missing `Qwen3_5ForCausalLM` import are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary stays grounded in the packet: the strongest shared theme is indeed the lazy-loading/top-level import-export regression around `transformers`, and the two accepted soft edges are conservative and supported by the issue titles. The rejections avoid overclaiming beyond the evidence shown." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -18882,15 +18939,13 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-512", + "cluster_id": "cluster-10000-513", "nodes": [ "issue:28348", - "issue:29870", - "issue:30333", "issue:31515", "issue:31795", + "issue:33453", "issue:34689", - "issue:36296", "issue:38617", "issue:41669", "issue:42371", @@ -18903,17 +18958,19 @@ "issue:43576", "issue:43618", "issue:43704", - "issue:43717", + "issue:44077", "issue:44230", "issue:44261", "issue:44263", "issue:44273", + "issue:44315", "issue:44351", "issue:44360", "issue:44485", "issue:44492", "issue:44623", "issue:44655", + "issue:44829", "issue:44861", "issue:44908", "issue:44938", @@ -18926,14 +18983,19 @@ "issue:45850", "issue:46018", "issue:46095", - "issue:46144", "issue:46172", "issue:46218", + "issue:46655", "issue:46894", "issue:47059", "issue:47110" ], "soft_pairs": [ + "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", @@ -18969,301 +19031,258 @@ "issue:44861|issue:45290", "issue:31515|issue:38617", "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:28348|issue:43352" ], - "prepared_review_unit_hash": "ea38f91192a5cbbfebe07be62806d1ee5aa9b4cad6bf1a51f27992727dc88a54", + "prepared_review_unit_hash": "3c1b738b1eb42789b2968ca29c78630cbb4ea7a629afcf197ff519abfdbc2797", "component_budget": { - "node_count": 512, - "item_count": 512, - "soft_pair_count": 1882, - "serialized_chars": 976539, - "estimated_input_tokens": 244135, - "estimated_eval_tokens": 488526 + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 43, - "serialized_chars": 39669, - "estimated_input_tokens": 9918, - "estimated_eval_tokens": 20092 + "soft_pair_count": 41, + "serialized_chars": 39102, + "estimated_input_tokens": 9776, + "estimated_eval_tokens": 19808 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose collection of mostly unrelated Transformers issues. The soft pairs are largely broad-theme or keyword matches rather than the same underlying bug/change, so none are safe to merge.", - "confidence": 0.31, - "canonical_issue_reason": "issue:45468 is the best cluster anchor because it is the most concrete, model-specific bug report and sits in the densest set of soft-similarity links; however, the cluster is not a true duplicate set.", + "summary": "This cluster is mostly a grab-bag of unrelated Transformers issues. The soft pairs share broad keywords like loading, tokenizers, or v5 regressions, but they describe different concrete failures and code paths, so none should be merged as duplicates.", + "confidence": 0.37, + "canonical_issue_reason": "issue:33453 is the strongest standalone issue in the set: it has the most discussion and a clear, specific regression report around tokenizer loading, making it the best anchor among otherwise unrelated issues.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45468 is the most representative issue for the cluster\u2019s recurring model-implementation bug themes, while still being specific enough to stand on its own.", + "best_issue_reason": "issue:33453 is the most actionable and well-described problem here; it looks like a real regression rather than a vague or generic report.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Different failures: optional post_init validation vs an AttributeError in _get_tied_weight_keys." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "One is documentation confusion; the other is a tokenizer loading regression." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env CLI command is unrelated to lazy loading not working." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "model_init Liger application bug is a different code path from flash_attention_3 training degeneration." + }, + { + "left": "issue:43519", + "right": "issue:46655", + "accept": false, + "reason": "Different processor bugs: Qwen3VL timestamp calculation vs SmolVLM padding calculation." + }, { "left": "issue:44360", "right": "issue:45468", "accept": false, - "reason": "Different problems: a missing ReLU in the DSA indexer vs Gemma-4 audio positional encoding. Same general ML area only." + "reason": "DSA indexer ReLU math issue is unrelated to Gemma-4 audio positional encoding." }, { "left": "issue:44273", "right": "issue:44908", "accept": false, - "reason": "Lazy loading issues and inverse_sqrt scheduler kwargs are unrelated code paths." + "reason": "Lazy loading problem is not the same as inverse_sqrt scheduler kwargs being ignored." }, { "left": "issue:45230", "right": "issue:45310", "accept": false, - "reason": "Generic bug report vs a specific Qwen3.5 MoE from_pretrained failure; not the same underlying defect." + "reason": "Generic bug report is not the same concrete issue as a Qwen3.5 MoE from_pretrained error." }, { "left": "issue:43519", "right": "issue:44485", "accept": false, - "reason": "Incorrect timestamp calculation in a processor vs GLM-5 RoPE implementation; different model components." + "reason": "Timestamp calculation in Qwen3VL and GLM-5 RoPE implementation are different bugs." }, { "left": "issue:45468", "right": "issue:46894", "accept": false, - "reason": "Gemma-4 audio positional encoding is not the same as CohereASR training-loss double-shift behavior." + "reason": "Audio positional encoding issue is unrelated to the CohereASR double-shift training-loss bug." }, { "left": "issue:43576", "right": "issue:46218", "accept": false, - "reason": "A broken env CLI command and a Qwen3_5 import failure are separate issues." + "reason": "Broken transformers env command is unrelated to a missing Qwen3_5ForCausalLM module import." }, { "left": "issue:44655", "right": "issue:44861", "accept": false, - "reason": "Saving Pipeline objects and tied-weight-key AttributeError are different serialization bugs." - }, - { - "left": "issue:43519", - "right": "issue:44908", - "accept": false, - "reason": "Processor timestamp math and scheduler keyword plumbing are unrelated." + "reason": "Pipeline save_pretrained serialization failure is not the same as the tied-weights helper crash." }, { "left": "issue:41669", "right": "issue:43704", "accept": false, - "reason": "Import-star cleanup performance work is not the same bug as a Qwen3ForCausalLM VRAM leak." + "reason": "Import-star cleanup/perf issue is unrelated to the Qwen3ForCausalLM VRAM leak." }, { "left": "issue:31795", "right": "issue:34689", "accept": false, - "reason": "Documentation confusion about forward args does not match a Llama 3.2 model-loading regression." + "reason": "Documentation wording in forward is unrelated to Llama 3.2 Vision model loading breaking." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "RoPE implementation discussion for GLM-5 and Gemma-4 audio positional encoding are different model-specific changes." + "reason": "GLM-5 RoPE implementation and Gemma-4 audio positional encoding are different model-specific bugs." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "VRAM leakage in Qwen3ForCausalLM is unrelated to GLM-5 RoPE math." + "reason": "VRAM leakage in dataloader threads is unrelated to GLM-5 RoPE behavior." }, { "left": "issue:46018", "right": "issue:46172", "accept": false, - "reason": "DeepSeek-V4 shared-expert gating and a comb.to(dtype).transpose(-1, -2) bug are different concrete failures." + "reason": "Shared expert gating logic and a comb.to(...).transpose(...) bug are different DeepSeek-v4 issues." }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "local_files_only network requests and timestamp calculation are separate behaviors." + "reason": "local_files_only network access bug is unrelated to Qwen3VL timestamp calculation." }, { "left": "issue:42371", "right": "issue:43704", "accept": false, - "reason": "TF32 configuration guidance and a VRAM leak in Qwen3ForCausalLM do not share a bug." + "reason": "TF32 API settings guidance is unrelated to a Qwen3ForCausalLM VRAM leak." }, { "left": "issue:45850", "right": "issue:46218", "accept": false, - "reason": "A broad '5.0 breaks too many models' complaint is not the same as a Qwen3_5 import error." - }, - { - "left": "issue:43519", - "right": "issue:44623", - "accept": false, - "reason": "Processor timestamp computation and processor.save_pretrained missing files are different issues." + "reason": "Broad complaints about v5 breakage do not match the specific Qwen3_5ForCausalLM import failure." }, { "left": "issue:44263", "right": "issue:45468", "accept": false, - "reason": "GlmMoeDsaIndexer torch.split behavior is unrelated to Gemma-4 audio positional encoding." + "reason": "torch.split return-value issue is unrelated to Gemma-4 audio positional encoding." }, { "left": "issue:44261", "right": "issue:45468", "accept": false, - "reason": "Missing rms_norm_eps in MLA q_a_layernorm is a precision/config bug, not the same as Gemma-4 audio positional encoding." + "reason": "rms_norm_eps precision mismatch is a different model bug from the audio positional encoding problem." }, { "left": "issue:43298", "right": "issue:46095", "accept": false, - "reason": "Continuous batching support for audio models and DeepSeek-V4 weight conversion are different feature gaps." + "reason": "Continuous batching audio support is unrelated to DeepSeek-v4 weight conversion." }, { "left": "issue:43519", "right": "issue:43704", "accept": false, - "reason": "Timestamp calculation and VRAM leaks are unrelated model/runtime bugs." + "reason": "Qwen3VL timestamp math and Qwen3ForCausalLM VRAM leaks are different failures." }, { "left": "issue:44351", "right": "issue:46218", "accept": false, - "reason": "HybridCache import failure and Qwen3_5 module import failure are distinct import regressions." + "reason": "HybridCache import failure is not the same as importing Qwen3_5ForCausalLM." }, { "left": "issue:43352", "right": "issue:46218", "accept": false, - "reason": "Flash Attention 2.0 support for NemotronHForCausalLM is a feature-support issue, not the same as a Qwen3_5 import error." + "reason": "Unsupported Flash Attention 2.0 on NemotronH is unrelated to a module import error." }, { "left": "issue:44861", "right": "issue:47110", "accept": false, - "reason": "_get_tied_weight_keys AttributeError and special_tokens list/keys AttributeError are different failures with only superficial API similarity." + "reason": "tied-weight helper crash and special_tokens.keys AttributeError are different issues." }, { "left": "issue:42913", "right": "issue:43066", "accept": false, - "reason": "Both concern tokenizer v5 changes, but one is a broad behavior difference and the other is a specific decoder-type issue; too vague to merge as one bug." + "reason": "Both mention tokenizer v5, but one is a broad behavior regression and the other is a specific decoder-type bug; not the same concrete issue." }, { "left": "issue:44861", "right": "issue:47059", "accept": false, - "reason": "Tied-weight-key handling and a cli completion incompatibility are unrelated." + "reason": "tied-weights AttributeError is unrelated to the CLI failure from huggingface_hub 1.22.0." }, { "left": "issue:28348", "right": "issue:45250", "accept": false, - "reason": "GPT2 flash-attention support and a generic Flash Attention 2.0 issue are too broad and not clearly the same underlying change." + "reason": "Specific GPT2LMHeadModel flash-attn support request is not the same as the generic Flash Attention 2.0 issue." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwargs handling has nothing to do with the nonsense/spam title 'Unemployment'." + "reason": "Scheduler kwargs bug is unrelated to the placeholder 'Unemployment' issue." }, { "left": "issue:44492", "right": "issue:44998", "accept": false, - "reason": "Cache strategy typo and the unrelated 'Unemployment' issue are not duplicates." + "reason": "A typo in cache strategies is unrelated to the placeholder issue." }, { "left": "issue:44998", "right": "issue:45850", "accept": false, - "reason": "A generic 'too many models break' complaint does not match the unrelated spam issue." + "reason": "Placeholder issue is not the same as broad v5 breakage complaints." }, { "left": "issue:43618", "right": "issue:44998", "accept": false, - "reason": "CLIPOutput attentions assignment and the unrelated 'Unemployment' issue have no overlap." + "reason": "CLIPOutput attentions regression is unrelated to the placeholder issue." }, { "left": "issue:44938", "right": "issue:44998", "accept": false, - "reason": "Python 3.14 load failure and the unrelated 'Unemployment' issue are not the same bug." - }, - { - "left": "issue:44861", - "right": "issue:45290", - "accept": false, - "reason": "Tied-weight-key AttributeError and apply_chat_template tool-call crash affect different code paths." - }, - { - "left": "issue:31515", - "right": "issue:38617", - "accept": false, - "reason": "Slow from_pretrained checkpoint loading and a layer_type_validation import error are different failures." + "reason": "Python 3.14 load failure is unrelated to the placeholder issue." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "FP8 qwen3-vl/qwen3.5 MoE support and missing processor save files are unrelated." + "reason": "fp8 DeepSeek/Qwen support request is unrelated to processor.save_pretrained missing files." }, { "left": "issue:28348", "right": "issue:43352", "accept": false, - "reason": "Both mention Flash Attention 2.0, but GPT2 support and NemotronHForCausalLM support are separate model-specific feature requests." - }, - { - "left": "issue:29870", - "right": "issue:31515", - "accept": false, - "reason": "BART generate() decoder_attention_mask bug and slow from_pretrained loading are unrelated." - }, - { - "left": "issue:30333", - "right": "issue:31515", - "accept": false, - "reason": "MLflow reporting on failed training and checkpoint loading performance are different concerns." - }, - { - "left": "issue:31515", - "right": "issue:36296", - "accept": false, - "reason": "from_pretrained slowdown and tensor parallel training bug are not the same code-path problem." - }, - { - "left": "issue:31515", - "right": "issue:31795", - "accept": false, - "reason": "Loading performance and forward-API documentation confusion are unrelated." - }, - { - "left": "issue:44230", - "right": "issue:45310", - "accept": false, - "reason": "FP8 support request and Qwen3.5 MoE from_pretrained error are different issues." - }, - { - "left": "issue:43298", - "right": "issue:44230", - "accept": false, - "reason": "Continuous batching for audio models and FP8 inference support are separate feature requests." - }, - { - "left": "issue:43717", - "right": "issue:46144", - "accept": false, - "reason": "Mamba init_weights usage and RoFormer attention interface usage are unrelated architecture-specific issues." + "reason": "GPT2 flash-attn support request is unrelated to NemotronH not supporting Flash Attention 2.0 yet." } ] }, @@ -19285,18 +19304,34 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-512", + "cluster_id": "cluster-10000-513", "nodes": [ + "issue:29870", + "issue:30333", + "issue:31515", + "issue:31795", + "issue:36296", "issue:37934", "issue:42936", "issue:43240", + "issue:43298", "issue:43668", + "issue:43717", "issue:43813", "issue:44031", + "issue:44230", + "issue:45310", "issue:46018", "issue:46144" ], "soft_pairs": [ + "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", "issue:42936|issue:43240", @@ -19309,100 +19344,142 @@ "issue:37934|issue:43668", "issue:42936|issue:43668" ], - "prepared_review_unit_hash": "8f7ec1478015426d7a61e68c879ef95530bff676f5c26327b3e1bf6dbf1cdd9b", + "prepared_review_unit_hash": "62a189a8603229592cd07a954a55703741250372a64c6f39a32b69b89741f7e5", "component_budget": { - "node_count": 512, - "item_count": 512, - "soft_pair_count": 1882, - "serialized_chars": 976539, - "estimated_input_tokens": 244135, - "estimated_eval_tokens": 488526 + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 }, "budget": { - "node_count": 8, - "item_count": 8, - "soft_pair_count": 11, - "serialized_chars": 7773, - "estimated_input_tokens": 1944, - "estimated_eval_tokens": 4144 + "node_count": 17, + "item_count": 17, + "soft_pair_count": 18, + "serialized_chars": 14950, + "estimated_input_tokens": 3738, + "estimated_eval_tokens": 7732 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the issues cover unrelated models and subsystems (norms, tokenizer warnings, loss kwargs plumbing, config typing, quantization typos, MoE gating, attention implementation). I do not see duplicate pairs or a single underlying bug/change.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "This cluster is heterogeneous: it mixes unrelated bugs, docs issues, config/type-hint fixes, performance questions, and feature requests. No soft pair looks like the same underlying defect or change.", + "confidence": 0.95, + "canonical_issue_reason": "No clear canonical issue: the items span different code paths and problem types, so collapsing them into one duplicate cluster would be unsafe.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #43240 is the most generally impactful and broadly framed bug here (loss kwargs not propagated) and has the strongest evidence of being a real code-path problem, but it is still not a duplicate of the others.", + "best_issue_reason": "None stands out as a global best issue; the cluster is too diverse for a single representative to cover the others.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:29870", + "right": "issue:31515", + "accept": false, + "reason": "Bart generation UnboundLocalError and slow checkpoint loading are unrelated failures." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLFlow run-state reporting on failure is unrelated to from_pretrained checkpoint load latency." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Slow checkpoint loading and tensor-parallel training bugs are different performance/runtime problems." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Model loading performance and forward-argument documentation confusion are not the same issue." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 inference support request and a Qwen3.5 MoE from_pretrained regression are different changes." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Audio model continuous batching support and FP8 Qwen3-VL/Qwen3.5 support are separate feature gaps." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba init_weights behavior and RoFormer attention-interface usage involve different model implementations." + }, { "left": "issue:42936", "right": "issue:46018", "accept": false, - "reason": "Different models and failures: Mask2Former ignore_value plumbing vs DeepSeek-V4 shared expert gating." + "reason": "Mask2Former ignore_value handling and DeepSeek-V4 shared-expert gating are unrelated model bugs." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "Config type-hint mistake vs tokenizer regex warning; unrelated components and symptoms." + "reason": "A ModernBERT config type hint error is unrelated to tokenizer regex warning behavior." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Mask2Former ignore_value handling is distinct from generic loss kwargs propagation." + "reason": "Mask2Former ignore_value usage and loss-function kwargs propagation are different training-loss issues." }, { "left": "issue:43240", "right": "issue:46144", "accept": false, - "reason": "Loss-function kwargs plumbing is unrelated to RoFormer attention interface usage." + "reason": "Loss kwargs plumbing and RoFormer attention routing do not share the same code path." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Different subsystems: segmentation loss parameter usage vs tokenizer warning regression." + "reason": "A model-specific ignore_value bug and a global tokenizer warning regression are not duplicates." }, { "left": "issue:42936", "right": "issue:46144", "accept": false, - "reason": "Mask2Former ignore_value bug is not the same as RoFormer attention implementation issue." + "reason": "Mask2Former ignore_value handling and RoFormer attention-interface implementation are distinct model bugs." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "Model loss/ignore_value behavior is unrelated to a quantization-operation typo." + "reason": "Mask2Former ignore_value behavior and a quantization-option typo are unrelated." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "Incorrect type hint in ModernBERT config vs a typo in quantization code path." + "reason": "ModernBERT norm_eps typing and an orig_conversion.quantization_operation typo are separate small fixes." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Passing kwargs to loss calculation is a different bug than an incorrect config type annotation." + "reason": "Passing kwargs into loss calculation and correcting a config type hint are not the same problem." }, { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "Llama4 norm-design question is unrelated to ModernBERT norm_eps typing." + "reason": "Questions about Llama4TextL2Norm semantics and ModernBERT norm_eps typing are unrelated." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Mask2Former ignore_value bug and ModernBERT config typing issue are not the same underlying change." + "reason": "Mask2Former ignore_value logic and ModernBERT norm_eps typing are distinct issues." } ] }, @@ -19435,12 +19512,12 @@ "issue:10519|issue:11005", "issue:11005|issue:11307" ], - "prepared_review_unit_hash": "225b010a4aaaed90047ec0ed834921e61e14aad8d8e40b049824ec3245bd5089", + "prepared_review_unit_hash": "a01fd6a2546de4bfa7a6d6dfbde5aa937180b78cbe4e0e9b38491a7b0d1719f7", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2875, + "serialized_chars": 2876, "estimated_input_tokens": 719, "estimated_eval_tokens": 1694 }, @@ -19448,7 +19525,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2875, + "serialized_chars": 2876, "estimated_input_tokens": 719, "estimated_eval_tokens": 1694 }, @@ -19457,8 +19534,8 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three issues are not duplicates: they cover unrelated feature requests in tokenization truncation, learning-rate scheduling, and Wav2Vec2 word timestamps.", - "confidence": 0.99, + "summary": "No duplicate cluster here: the three issues are unrelated feature requests/questions about tokenization truncation, learning-rate scheduling, and Wav2Vec2 word timing offsets.", + "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, @@ -19468,19 +19545,19 @@ "left": "issue:10519", "right": "issue:11307", "accept": false, - "reason": "Different feature areas: tokenizer truncation behavior vs Wav2Vec2 word time offsets." + "reason": "Different subsystems and problem statements: tokenizer truncation behavior vs Wav2Vec2 word boundary timestamps." }, { "left": "issue:10519", "right": "issue:11005", "accept": false, - "reason": "Unrelated topics: truncation-from-beginning option vs ReduceLROnPlateau-like scheduler functionality." + "reason": "One is about truncation direction in tokenization; the other asks for ReduceLROnPlateau-like scheduler functionality." }, { "left": "issue:11005", "right": "issue:11307", "accept": false, - "reason": "Scheduler feature request and speech-model timestamp offsets are unrelated." + "reason": "Completely different areas: training scheduler feature request vs audio model timing offsets." } ] }, @@ -19512,12 +19589,12 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "10d2bddf382fb18b6ee819167e2a67ddb2cdfa473dea4c5bac490e17a9baf48e", + "prepared_review_unit_hash": "e62ec9775631c47d3999c3fcaf01a8ef21672c1d92eb04e75b62db43a1fdeb01", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2479, + "serialized_chars": 2478, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -19525,7 +19602,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2479, + "serialized_chars": 2478, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -19534,24 +19611,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues do not appear to be duplicates of the same underlying bug. #13244 is about TAPAS tokenization behavior, while #15980 is about an auth-related download error, and #16618 is a separate model-loading failure. The soft similarities are too broad to merge any pair.", - "confidence": 0.91, - "canonical_issue_reason": null, + "summary": "These three issues are only loosely related by model/tokenizer loading, but they describe different problems: tokenization mismatch, auth-related download errors, and a generic model load failure. I do not see a true duplicate pair among them.", + "confidence": 0.92, + "canonical_issue_reason": "issue #16618 is the broadest and most central report in the set, but it still does not match the others closely enough to treat as the same bug.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue #16618 is the best cluster anchor because it is the most general user-facing model-loading complaint; the other two are separate failure modes and should not be merged into it as duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "Tapas tokenization Different from Tensorflow Code", - "right": "Can't load the model for 'bert-base-uncased'.", + "left": "issue:13244", + "right": "issue:16618", "accept": false, - "reason": "Different subsystems and failure modes: tokenizer mismatch vs model loading failure. No evidence they describe the same bug or fix." + "reason": "Tapas tokenization behavior is a different code path and symptom than failing to load bert-base-uncased; this is not the same underlying bug." }, { - "left": "Bad error message when downloading private model without being logged in.", - "right": "Can't load the model for 'bert-base-uncased'.", + "left": "issue:15980", + "right": "issue:16618", "accept": false, - "reason": "One is specifically about a missing-login/private-model download message; the other is a general inability to load a public model. Similar language around downloading/loading, but not the same underlying issue." + "reason": "One report is about a bad login/download error message for private models, the other is a generic load-model failure; related area, but not the same issue." } ] }, @@ -19581,12 +19658,12 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "52302c6ebc03a43d7d44ec5d6be9720e01c01fb371c9d5910b3a3a0430ebe3e3", + "prepared_review_unit_hash": "b6be70a06339e221f667c2d05606b1dc5dedcd5fe45abe4302108386c1a18a13", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1590, + "serialized_chars": 1589, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -19594,7 +19671,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1590, + "serialized_chars": 1589, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -19603,8 +19680,8 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicates: one requests Flash Attention 2 support for more architectures, the other requests GGUF support for more architectures. They are both community-contribution feature requests, but for different subsystems and different changes.", - "confidence": 0.98, + "summary": "These are two different community contribution requests in unrelated areas (Flash Attention 2 vs GGUF). They do not look like duplicate reports or the same underlying change.", + "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, @@ -19614,7 +19691,7 @@ "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Different feature requests with different targets: Flash Attention 2 architecture support vs GGUF architecture support. Similar wording does not indicate the same underlying bug or change." + "reason": "Different feature requests for different model/runtime support areas; no shared bug or concrete change path." } ] }, @@ -19679,214 +19756,214 @@ "issue:46222|issue:46931", "issue:46226|issue:46931" ], - "prepared_review_unit_hash": "52e030a88b5487c5d7fe13d7de5e52c99662e2c78223b04f9a4bde0550666cc2", + "prepared_review_unit_hash": "0b47b18a0db04d3f60c9f260ebf8722a4b31fa72872c9d47011a1cded183beda", "component_budget": { "node_count": 9, "item_count": 9, "soft_pair_count": 29, - "serialized_chars": 15984, - "estimated_input_tokens": 3996, - "estimated_eval_tokens": 8248 + "serialized_chars": 15979, + "estimated_input_tokens": 3995, + "estimated_eval_tokens": 8246 }, "budget": { "node_count": 9, "item_count": 9, "soft_pair_count": 29, - "serialized_chars": 15984, - "estimated_input_tokens": 3996, - "estimated_eval_tokens": 8248 + "serialized_chars": 15979, + "estimated_input_tokens": 3995, + "estimated_eval_tokens": 8246 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Mostly a false-positive similarity cluster: the Turkish/Spanish/Romanian translation issues are separate language requests, while only the generic placeholder/near-identical template issues look like true duplicates.", - "confidence": 0.84, - "canonical_issue_reason": "issue:43834 is the earliest clean instance of the generic i18n translation template, and it best represents the only clear duplicate subgroup; the concrete language-specific issues are distinct requests.", + "summary": "This cluster is mostly a mix of translation-doc request issues for different languages, which should not be deduped together. The only strong duplicate candidates are the exact placeholder-titled issues and the exact Thai-title pair.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43834 is the oldest exact match in the generic placeholder-titled translation-doc subcluster, so it is the best representative for that duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43834 is the best canonical issue because it is the earliest and clearest representative of the repeated generic translation template issues.", + "best_issue_reason": "issue:43834 is the cleanest representative issue: it is generic, earliest, and matches the other placeholder-titled duplicates closely.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Different language-specific translation request vs. generic template; same subsystem is not enough." + "reason": "Different language request (Turkish vs generic placeholder); same topic is not enough to dedupe." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Turkish translation request is distinct from the generic placeholder issue." + "reason": "Different language request; these are separate translation tasks." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "Concrete Turkish docs translation is not the same underlying issue as the generic template issue." + "reason": "Turkish-specific request does not match the generic placeholder issue as the same underlying change." }, { "left": "issue:27088", "right": "issue:38435", "accept": false, - "reason": "Different language requests; these are separate translation tasks, not duplicates." + "reason": "Different language request (Turkish vs Romanian)." }, { "left": "issue:27088", "right": "issue:28936", "accept": false, - "reason": "Turkish and Spanish translation requests are distinct issues." + "reason": "Different language request (Turkish vs Spanish)." }, { "left": "issue:28936", "right": "issue:43834", "accept": false, - "reason": "Spanish translation request does not match the generic placeholder issue beyond superficial template similarity." + "reason": "Spanish-specific request is not the same underlying issue as the generic placeholder issue." }, { "left": "issue:28936", "right": "issue:44365", "accept": false, - "reason": "Different concrete language request vs. generic template." + "reason": "Different language request; not a duplicate." }, { "left": "issue:28936", "right": "issue:38435", "accept": false, - "reason": "Spanish and Romanian translation requests are separate issues." + "reason": "Spanish vs Romanian translation requests are distinct." }, { "left": "issue:28936", "right": "issue:44370", "accept": false, - "reason": "Distinct translation requests; body-template similarity is not enough." + "reason": "Different language request; only broadly similar." }, { "left": "issue:38435", "right": "issue:44370", "accept": false, - "reason": "Romanian request is distinct from the generic template issue." + "reason": "Romanian-specific request does not match the generic placeholder issue as the same underlying task." }, { "left": "issue:38435", "right": "issue:44365", "accept": false, - "reason": "Different language-specific translation task vs. generic placeholder issue." + "reason": "Different language request; not the same issue." }, { "left": "issue:38435", "right": "issue:43834", "accept": false, - "reason": "Romanian translation request is not the same underlying issue as the generic template." + "reason": "Romanian request and generic placeholder issue are not the same concrete translation task." }, { "left": "issue:38435", "right": "issue:46222", "accept": false, - "reason": "Different content and no clear indication these are the same request." + "reason": "Different language/title; these are not clearly the same underlying request." }, { "left": "issue:38435", "right": "issue:46226", "accept": false, - "reason": "Different content and no clear indication these are the same request." + "reason": "Different language/title; do not merge." }, { "left": "issue:43834", "right": "issue:44370", "accept": true, - "reason": "Same generic i18n translation-docs template; effectively duplicate issues." + "reason": "Same generic placeholder translation-doc issue; bodies/titles are effectively the same duplicate request." }, { "left": "issue:43834", "right": "issue:44365", "accept": true, - "reason": "Same generic placeholder translation issue, likely a duplicate copy." + "reason": "Same generic placeholder translation-doc issue; appears to be an exact duplicate." }, { "left": "issue:43834", "right": "issue:46222", "accept": false, - "reason": "Title/content diverge too much; this looks more like a different spam/localized issue than the same duplicate." + "reason": "Generic placeholder issue vs a distinct Thai-titled issue; not clearly the same request." }, { "left": "issue:43834", "right": "issue:46226", "accept": false, - "reason": "Title/content diverge too much to treat as the same issue." + "reason": "Generic placeholder issue vs a distinct Thai-titled issue; not clearly the same request." }, { "left": "issue:43834", "right": "issue:46931", "accept": false, - "reason": "Different titled issue; similarity appears to be template noise rather than the same task." + "reason": "Placeholder-titled translation request and Thai-titled issue are not the same underlying task." }, { "left": "issue:44365", "right": "issue:44370", "accept": true, - "reason": "Same generic placeholder issue with near-identical content." + "reason": "Same generic placeholder translation-doc issue; looks like a duplicate." }, { "left": "issue:44365", "right": "issue:46222", "accept": false, - "reason": "Different title/content; not clearly the same underlying issue." + "reason": "Different titles/content language; not enough to treat as the same issue." }, { "left": "issue:44365", "right": "issue:46226", "accept": false, - "reason": "Different title/content; not clearly the same underlying issue." + "reason": "Different titles/content language; not a duplicate." }, { "left": "issue:44365", "right": "issue:46931", "accept": false, - "reason": "Different title/content; likely unrelated beyond template similarity." + "reason": "Different language/title; distinct issue." }, { "left": "issue:44370", "right": "issue:46222", "accept": false, - "reason": "Different title/content; not enough evidence of a true duplicate." + "reason": "Generic placeholder issue vs Thai-titled issue; not the same concrete request." }, { "left": "issue:44370", "right": "issue:46226", "accept": false, - "reason": "Different title/content; not enough evidence of a true duplicate." + "reason": "Generic placeholder issue vs Thai-titled issue; not the same concrete request." }, { "left": "issue:44370", "right": "issue:46931", "accept": false, - "reason": "Different title/content; similarity is too superficial." + "reason": "Different titles and apparent language targets; do not merge." }, { "left": "issue:46222", "right": "issue:46226", "accept": true, - "reason": "Exact same title and near-identical issue content; this is the clearest duplicate pair." + "reason": "Exact same Thai-titled issue text and body shape; strong duplicate." }, { "left": "issue:46222", "right": "issue:46931", "accept": false, - "reason": "Different titles and no strong evidence they are the same issue." + "reason": "Different title/content; not the same underlying issue." }, { "left": "issue:46226", "right": "issue:46931", "accept": false, - "reason": "Different titles and no strong evidence they are the same issue." + "reason": "Different title/content; not a duplicate." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative on soft-only matches. The accepted duplicate pairs are well supported by near-identical or identical titles/bodies, and the rejected cross-language pairs are reasonably treated as distinct requests. The canonical choice of 43834 is defensible as the earliest generic-template instance, with no clear overstatement of evidence." + "feedback": "The clustering is grounded in the packet: the Turkish, Spanish, and Romanian issues are plausibly separate language-specific requests, while the placeholder-titled issues form a tight duplicate group and the two identical Thai-titled issues form another. The canonical representative choice of issue:43834 is reasonable as the earliest placeholder-titled item, and the soft-edge verdicts stay conservative rather than overclaiming duplicates across different language targets." }, "evaluator_used": true, "retried": false, @@ -19979,12 +20056,12 @@ "issue:42503|issue:46653", "issue:45027|issue:46653" ], - "prepared_review_unit_hash": "b99f3ed658fb4e11eaa821c74a5825de53d337a9c9cecaca904b513959e4b58a", + "prepared_review_unit_hash": "2f0da15c07ed4f53e681a74f9db4b6ba6b76186c73657c0408809d4635c1b2ba", "component_budget": { "node_count": 21, "item_count": 21, "soft_pair_count": 48, - "serialized_chars": 28614, + "serialized_chars": 28613, "estimated_input_tokens": 7154, "estimated_eval_tokens": 14564 }, @@ -19992,7 +20069,7 @@ "node_count": 21, "item_count": 21, "soft_pair_count": 48, - "serialized_chars": 28614, + "serialized_chars": 28613, "estimated_input_tokens": 7154, "estimated_eval_tokens": 14564 }, @@ -20001,306 +20078,300 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues are mostly separate model-request tickets with generic title similarity, not duplicates. The soft edges generally connect different model families or different modalities (vision, audio, OCR, architecture/config changes), so none should be merged as the same underlying change.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "This cluster is mostly a grab-bag of unrelated model-request issues. The titles all look similar because they follow the same \"Add/support X\" template, but they target different models, modalities, and code paths, so I do not see true duplicates here.", + "confidence": 0.9, + "canonical_issue_reason": "Issue 36879 is the most central generic model-add request in the set, but it is only a representative, not a true duplicate target; the surrounding issues are mostly different models or modalities.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 36879 is the best representative because it is the most connected soft-similarity hub and has the broadest generic \"Add model\" framing, even though the cluster is not actually duplicate-heavy.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36718", "right": "issue:47004", "accept": false, - "reason": "Same broad RoMa/LoMa naming pattern, but different requested models and different detector vs matcher scope." + "reason": "Related keypoint tools, but RoMa vs LoMa are different model requests, not the same change." }, { "left": "issue:36718", "right": "issue:41115", "accept": false, - "reason": "Keypoint matcher request vs MiniCPM3 architecture request; unrelated code paths." + "reason": "Keypoint matcher vs MiniCPM3 are unrelated model requests." }, { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "EuroBert config addition vs DEIMv2 model addition; different model families and implementation targets." + "reason": "EuroBert config addition and DEIMv2 are different model targets." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "BERT config work vs Qwen3-TTS support; different architecture/config versus audio model support." + "reason": "BERT config work vs Qwen3-TTS support are different domains." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "Different model requests: EuroBert vs RF-DETR." + "reason": "Both are model additions, but EuroBert config and RF-DETR are distinct models and code paths." }, { "left": "issue:36817", "right": "issue:42954", "accept": false, - "reason": "Different model families: EuroBert config vs XiaoMi MiMo." + "reason": "EuroBert config and XiaoMi MiMo are different model requests." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "RF-DETR and DEIMv2 are distinct detection models; not the same concrete change." + "reason": "RF-DETR and DEIMv2 are separate vision models, not one underlying bug/change." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "Object-detection model request vs audio model request." + "reason": "RF-DETR and LFM2.5 Audio are different model families and implementations." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "RF-DETR model support vs weight-sparse transformer request; unrelated changes." + "reason": "RF-DETR and circuit-sparsity/CircuitGPT are unrelated." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "RF-DETR and Qwen3-ASR are different model domains and tasks." + "reason": "RF-DETR and Qwen3-ASR are different modality/model support requests." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "Detection model request vs TTS support request." + "reason": "RF-DETR and Qwen3-TTS are separate requests." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT model addition vs Qwen3-ASR support; different model families and tasks." + "reason": "NeoBERT and Qwen3-ASR are unrelated model additions." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "BERT model request vs sparse-transformer request; not the same code-path change." + "reason": "NeoBERT and circuit-sparsity/CircuitGPT do not share the same change." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT vs LFM2.5 Audio; unrelated model families and modalities." + "reason": "NeoBERT and LFM2.5 Audio are different model requests." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "RF-DETR and NeoBERT are unrelated model requests." + "reason": "RF-DETR and NeoBERT are distinct models." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "Both are BERT-like in a broad sense, but they request different specific models and changes." + "reason": "NeoBERT and ModernVBERT are separate model support requests." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 architecture work vs Qwen3-ASR support; different target models." + "reason": "MiniCPM3 and Qwen3-ASR are different model/mode changes." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 request vs weight-sparse transformer request; different implementation areas." + "reason": "MiniCPM3 and circuit-sparsity/CircuitGPT are unrelated." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "Different model additions: MiniCPM3 vs ModernVBERT." + "reason": "MiniCPM3 and ModernVBERT are distinct models." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 vs Voxtral TTS; different model families and modalities." + "reason": "MiniCPM3 and Voxtral TTS support are different code paths." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 model request vs Qwen3-TTS support; unrelated changes." + "reason": "DEIMv2 and Qwen3-TTS are different requests." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT vs Qwen3-ASR are different model requests." + "reason": "ModernVBERT and Qwen3-ASR are not the same model or bug." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT vs Qwen3-TTS; different models and tasks." + "reason": "ModernVBERT and Qwen3-TTS are unrelated model support requests." }, { "left": "issue:42503", "right": "issue:42954", "accept": false, - "reason": "ModernVBERT and XiaoMi MiMo are unrelated model additions." + "reason": "ModernVBERT and XiaoMi MiMo are different models." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "BERT-like RoPE support request vs Voxtral TTS support; different problem domains." + "reason": "RoPE-capable BERT-like models and Voxtral TTS are unrelated." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT is a specific model request; BERT-like models with RoPE is a broader feature request, not the same change." + "reason": "ModernVBERT and BERT-like models with RoPE are broader category overlap, but not the same concrete request." }, { "left": "issue:42738", "right": "issue:42954", "accept": false, - "reason": "RoPE/BERT-like feature discussion vs XiaoMi MiMo model request." + "reason": "BERT-like RoPE support and MiMo are different model additions." }, { "left": "issue:42738", "right": "issue:46653", "accept": false, - "reason": "Model feature request vs a person-name issue; clearly unrelated." + "reason": "BERT-like RoPE support and a person-named issue are not the same underlying change." }, { "left": "issue:42954", "right": "issue:44205", "accept": false, - "reason": "XiaoMi MiMo vs SAM3-LiteText; different model families." + "reason": "XiaoMi MiMo and SAM3-LiteText are different model requests." }, { "left": "issue:42954", "right": "issue:43671", "accept": false, - "reason": "MiMo model request vs Qwen3-TTS support; different targets." + "reason": "MiMo and Qwen3-TTS are different model domains." }, { "left": "issue:42954", "right": "issue:45177", "accept": false, - "reason": "MiMo vs DeepSeek-OCR2; unrelated model requests." + "reason": "MiMo and DeepSeek-OCR2 are unrelated model additions." }, { "left": "issue:42954", "right": "issue:46653", "accept": false, - "reason": "Model request vs person-name issue; no overlap in underlying change." + "reason": "MiMo and a person-named issue are clearly not the same change." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Both are Qwen3 audio requests, but ASR and TTS are different concrete model supports." - }, - { - "left": "issue:43671", - "right": "issue:44121", - "accept": false, - "reason": "TTS support request vs sparse-transformer model request; unrelated." + "reason": "Qwen3-TTS and Qwen3-ASR are related by family, but they are distinct support requests and code paths." }, { "left": "issue:43671", "right": "issue:45027", "accept": false, - "reason": "Both are audio-related, but Qwen3-TTS and Voxtral TTS are different model integrations." + "reason": "Qwen3-TTS and Voxtral TTS are different TTS model support requests." }, { "left": "issue:43671", "right": "issue:45177", "accept": false, - "reason": "TTS support vs OCR model request; different modalities." - }, - { - "left": "issue:43837", - "right": "issue:43909", - "accept": false, - "reason": "Both are audio-model requests, but Qwen3-ASR and LFM2.5 Audio are different concrete integrations." + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated." }, { - "left": "issue:43837", + "left": "issue:43671", "right": "issue:44121", "accept": false, - "reason": "ASR support request vs sparse-transformer request; unrelated." + "reason": "Qwen3-TTS and circuit-sparsity/CircuitGPT are unrelated." }, { "left": "issue:43837", - "right": "issue:45027", + "right": "issue:43909", "accept": false, - "reason": "ASR vs TTS on a different model family; not the same code-path change." + "reason": "Qwen3-ASR and LFM2.5 Audio are both audio, but they are different models and implementations." }, { "left": "issue:43837", - "right": "issue:45177", + "right": "issue:45322", "accept": false, - "reason": "ASR support vs OCR2 request; unrelated." + "reason": "Qwen3-ASR and EUPE are different model requests." }, { "left": "issue:43837", - "right": "issue:45322", + "right": "issue:44121", "accept": false, - "reason": "Audio model support vs EUPE vision-language encoder request; different domains." + "reason": "Qwen3-ASR and circuit-sparsity/CircuitGPT are unrelated." }, { "left": "issue:43909", "right": "issue:44205", "accept": false, - "reason": "Audio model request vs SAM3-LiteText vision/language request." + "reason": "LFM2.5 Audio and SAM3-LiteText are different model requests." }, { "left": "issue:43909", "right": "issue:46645", "accept": false, - "reason": "Audio model support vs Granite SWA+sink option; different changes." + "reason": "LFM2.5 Audio and Granite SWA+sink are not the same code-path problem." }, { "left": "issue:44121", "right": "issue:45322", "accept": false, - "reason": "Weight-sparse transformer request vs EUPE model request; unrelated." + "reason": "Circuit-sparsity/CircuitGPT and EUPE are unrelated model requests." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are different audio models and code paths." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT vs Voxtral TTS are different model requests." + "reason": "NeoBERT and Voxtral TTS are unrelated." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "ASR support request vs OCR2 model request; different tasks." + "reason": "Qwen3-ASR and DeepSeek-OCR2 are unrelated." }, { "left": "issue:45322", "right": "issue:46133", "accept": false, - "reason": "EUPE and TIPSv2 are different vision-language model requests, not the same change." + "reason": "EUPE and TIPSv2 are both vision-language requests, but they are different model additions, not one mergeable fix." }, { "left": "issue:42503", "right": "issue:46653", "accept": false, - "reason": "ModernVBERT model request vs unrelated person-name issue." + "reason": "ModernVBERT and a person-named issue are clearly not duplicates." }, { "left": "issue:45027", "right": "issue:46653", "accept": false, - "reason": "Voxtral TTS model support vs unrelated person-name issue." + "reason": "Voxtral TTS support and a person-named issue are unrelated." } ] }, @@ -20330,7 +20401,7 @@ "soft_pairs": [ "issue:38740|issue:46443" ], - "prepared_review_unit_hash": "b5c54a761ed2c7498ee8b2c68092dc874eba76e60a8c02e8f9f1c1216d797122", + "prepared_review_unit_hash": "a14c81fa9f0a79e7adb0ccfdeb230fcee3f3ed7dc89281d7e311aa37bf6b50a2", "component_budget": { "node_count": 2, "item_count": 2, @@ -20352,18 +20423,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are unrelated: one is a docs request to add Pruna as an optimization framework, the other is a Vision RoPE refactor. They should not be clustered as duplicates.", + "summary": "The two issues are unrelated: one is a docs request to add Pruna as an optimization framework, the other is a Vision RoPE refactor. They do not describe the same underlying problem.", "confidence": 0.98, - "canonical_issue_reason": null, + "canonical_issue_reason": "If forced to pick an anchor, issue 46443 is the substantive technical topic; issue 38740 is a separate documentation request and not the same problem.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 46443 is the better standalone issue because it describes an actual code refactor, but it is not a duplicate of 38740.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:38740", "right": "issue:46443", "accept": false, - "reason": "Different topics and problem domains; one is documentation about a framework listing, the other is a model architecture refactor. No shared code path or same underlying bug/change." + "reason": "Different domains and intent: documentation/framework listing versus Vision RoPE code refactor. No shared bug or change." } ] }, @@ -20393,7 +20464,7 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "6df52ebc81a02922e0e5fe3e9e53837117d971cdfc8d42cc92e4144cd3043af6", + "prepared_review_unit_hash": "b717b459afcfb4e929b52a39cd888f066e02c0c3af2ada8a0dabb95955e86c83", "component_budget": { "node_count": 2, "item_count": 2, @@ -20415,18 +20486,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are not duplicates: one is a concrete decoding implementation task, the other is a model-support request for DeepSeek v3.2. The only soft link is superficial similarity in wording.", - "confidence": 0.96, - "canonical_issue_reason": "No canonical issue: the items do not describe the same underlying problem or change.", + "summary": "These two issues are not duplicates: one is about block decoding, the other about DeepSeek v3.2 model support. They target different feature areas with no clear shared underlying bug or change.", + "confidence": 0.98, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 41084 is the more concrete, implementation-focused report and is the better standalone representative of the cluster.", - "best_pr_reason": null, + "best_issue_reason": "Neither issue is a good canonical choice for the other; they describe unrelated requests.", + "best_pr_reason": "No pull requests are present in this cluster.", "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Different underlying topics: block decoding behavior vs DeepSeek v3.2 support. Shared generic software/LLM context is not enough to treat them as the same issue." + "reason": "Different concerns: block decoding vs DeepSeek v3.2 support. No evidence they describe the same underlying bug or change." } ] }, @@ -20456,7 +20527,7 @@ "soft_pairs": [ "issue:41306|issue:41826" ], - "prepared_review_unit_hash": "18ad903e68438f998973d91993861af8eb112d963e0183c9314e0013b2283ec1", + "prepared_review_unit_hash": "62a3662a99dab25dd2541cd07ff75dd6d45ea950da269bc94a1d8cce1c6dcab6", "component_budget": { "node_count": 2, "item_count": 2, @@ -20478,18 +20549,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are not duplicates: one is about adding a `from_pretrained()` flag for TiledFusedLogitsLoss/Liger FLCE, while the other is a separate feature request to integrate TiledMLP for lower memory use.", + "summary": "These are related only at a very broad \u2018tiled model components\u2019 level, but they describe different feature requests in different code paths: FLCE/`from_pretrained()` flag handling versus TiledMLP memory footprint integration. They should not be treated as duplicates.", "confidence": 0.97, - "canonical_issue_reason": "No canonical issue is warranted here; the topics are unrelated and the soft similarity is only superficial.", + "canonical_issue_reason": "#41306 is the more concrete, implementation-facing request centered on a specific API path (`from_pretrained()` flag for TiledFusedLogitsLoss/FLCE).", "canonical_pr_reason": null, - "best_issue_reason": "If forced to pick a representative issue, #41306 is the more concrete and narrowly scoped API/implementation request.", + "best_issue_reason": "#41306 is the best representative issue because it is narrowly scoped and actionable; #41826 is a separate feature request about TiledMLP memory reduction, not the same underlying problem.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41306", "right": "issue:41826", "accept": false, - "reason": "Different underlying changes: FLCE `from_pretrained()` flag support versus TiledMLP memory-footprint integration. They do not describe the same bug or fix path." + "reason": "Different underlying requests and code paths: one concerns FLCE/TiledFusedLogitsLoss flag support in `from_pretrained()`, the other asks to integrate TiledMLP for lower memory usage." } ] }, @@ -20519,7 +20590,7 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "1a87a3fb2851c09925f186bb32fad0c7a55154739b749005217ccfc6c046c056", + "prepared_review_unit_hash": "d26a1addd7685b67065af97c68161847f88275a68525d9488bfa85811421ab62", "component_budget": { "node_count": 2, "item_count": 2, @@ -20541,18 +20612,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two closed issues are related to custom trainer support in `Trainer`, but they address different problems: one is about making `remove_unused_column` more customizable, the other about correctly estimating FLOPS for custom trainers. They do not look like duplicates of the same underlying bug/change.", - "confidence": 0.92, - "canonical_issue_reason": null, + "summary": "The two issues are only loosely related through Trainer customization, but they target different problems: one asks to revisit `remove_unused_column`, the other asks to handle custom trainers in FLOPs estimation. They should not be treated as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 43598 is the better cluster anchor because it has a concrete Trainer behavior target (`remove_unused_column`) and a clearer change request than the more general FLOPs-estimation concern in 43600.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #43598 is the broader, more design-oriented request around Trainer customizability, so it is the better representative issue if one must be chosen; however, it is not a duplicate of #43600.", + "best_issue_reason": "Issue 43598 is the most actionable standalone item: it identifies a specific customization regression/behavior to revisit, whereas 43600 is a separate metrics-accounting request.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "They share the general theme of custom trainers, but the concrete goals differ: `remove_unused_column` behavior vs FLOPS estimation. Not the same underlying bug or change." + "reason": "Different underlying problems: `remove_unused_column` customizability vs estimating FLOPs for custom trainers. Related subsystem, but not the same bug or change." } ] }, @@ -20582,7 +20653,7 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "2cc046e43b27bc9758e13c8093f17f8ea23119554796a06af6c31f5f7ee08adf", + "prepared_review_unit_hash": "e5409eaee1f036331809bd20d3d7223cb8667e6bb043acf9de0c963120d85dda", "component_budget": { "node_count": 2, "item_count": 2, @@ -20604,18 +20675,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicates: one requests registration for Qwen3-Omni in AutoModel/AutoModelForConditionalGeneration, while the other requests AutoModelForSequenceClassification support for Qwen3.5. They involve different model families and different AutoModel heads.", - "confidence": 0.96, - "canonical_issue_reason": "Issue 43684 is the broader and more central model-registration request, but it is still specific to Qwen3-Omni and conditional-generation use cases.", + "summary": "These are distinct feature requests: one asks for Qwen3-Omni registration in AutoModel/AutoModelForConditionalGeneration, while the other asks for AutoModelForSequenceClassification support for Qwen3.5. They should not be deduplicated.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 43684 is the better representative because it targets a foundational registration gap rather than a single task-specific head.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Different underlying changes: Qwen3-Omni AutoModel/conditional-generation registration versus Qwen3.5 sequence-classification support. They do not look mergeable into one fix." + "reason": "Different model families and different auto-class targets; this is not the same underlying bug/change." } ] }, @@ -20652,76 +20723,76 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "082e2ef64a77c765b3c3b1319b5bd5f9013ef4064e26bdaee35981a04c2db8f5", + "prepared_review_unit_hash": "cf768d9ed1f3e939db22993ca1bf8c26e8f16d0ef40df07c104bbdad2195cd97", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4262, - "estimated_input_tokens": 1066, - "estimated_eval_tokens": 2388 + "serialized_chars": 4266, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4262, - "estimated_input_tokens": 1066, - "estimated_eval_tokens": 2388 + "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": "Three issues with the identical title \"huggingface \" look like the same underlying placeholder/duplicate report; issue 43835 ('Fett') appears unrelated. No PRs are present.", - "confidence": 0.83, - "canonical_issue_reason": "Issue 43845 is the best canonical issue because it is the earliest of the three near-identical 'huggingface ' reports and is representative of that cluster.", + "summary": "One issue (#43835, \"Fett\") appears unrelated. The three \"huggingface\" issues (#43845, #43846, #43859) look like duplicates of the same report, with #43845 the best canonical candidate because it is the earliest of the group.", + "confidence": 0.78, + "canonical_issue_reason": "#43845 is the earliest of the near-identical \"huggingface\" issues and is the best representative for that duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43845 is the best global issue candidate: it matches the duplicate cluster title, is earliest, and has the most plausible representative value among the similar reports.", + "best_issue_reason": "#43845 is the strongest issue to keep as the cluster representative: same title as the other duplicate candidates, earliest timestamp, and no evidence suggesting a different underlying problem.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Different titles and no evidence tying 'Fett' to the 'huggingface ' reports." + "reason": "Different titles and no body/content evidence tying \"Fett\" to the \"huggingface\" reports." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Different titles and no shared concrete context beyond generic soft similarity." + "reason": "Different titles and no body/content evidence tying \"Fett\" to the \"huggingface\" reports." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "Different titles and no shared concrete context beyond generic soft similarity." + "reason": "Different titles and no body/content evidence tying \"Fett\" to the \"huggingface\" reports." }, { "left": "issue:43845", "right": "issue:43846", "accept": true, - "reason": "Same title and very similar issue shape; they appear to be duplicate reports of the same thing." + "reason": "Same title, very close creation time, and no evidence of a distinct underlying issue." }, { "left": "issue:43845", "right": "issue:43859", "accept": true, - "reason": "Same title and highly similar metadata/body size; likely the same underlying issue." + "reason": "Same title and same apparent report theme; likely duplicate submissions of the same issue." }, { "left": "issue:43846", "right": "issue:43859", "accept": true, - "reason": "Same title and highly similar metadata/body size; likely the same underlying issue." + "reason": "Same title and same apparent report theme; likely duplicate submissions of the same issue." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: 43845 is the earliest of the three identical-title \"huggingface \" issues, and 43835 has a different title with only weak soft similarity. The soft-edge verdicts stay conservative by using 'likely' / 'look like' language, and there are no PRs to reconcile." + "feedback": "The assessment is grounded in the packet and stays reasonably conservative: #43835 is clearly the outlier by title and low similarity, while the three \"huggingface\" issues share the same title and stronger soft-similarity signals, making #43845 a plausible canonical representative by earliest timestamp. The soft-edge verdicts do not overstate the evidence." }, "evaluator_used": true, "retried": false, @@ -20763,106 +20834,106 @@ "issue:44573|issue:47036", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "70ca5056d657dbed9a6c928993d56e1cbc8a85f1edf252b7bfc5f8c0a7622ce5", + "prepared_review_unit_hash": "a76ffcb8f1f4faf98e8ae455d100e4eb0db02c3ab7ca48b9d50367c5ea78ba7c", "component_budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 12, - "serialized_chars": 7361, - "estimated_input_tokens": 1841, - "estimated_eval_tokens": 3938 + "serialized_chars": 7352, + "estimated_input_tokens": 1838, + "estimated_eval_tokens": 3932 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 12, - "serialized_chars": 7361, - "estimated_input_tokens": 1841, - "estimated_eval_tokens": 3938 + "serialized_chars": 7352, + "estimated_input_tokens": 1838, + "estimated_eval_tokens": 3932 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly spam/low-information issues with no actionable bug or feature content. There are no PRs. If a single representative is needed, issue 44572 is the cleanest anchor because it is an exact duplicate-style spam entry and appears earlier than 44573.", - "confidence": 0.93, - "canonical_issue_reason": "No substantive issue exists in this cluster; the closest thing to a canonical anchor is 44572 because it is one of the identical '' reports and is slightly earlier than 44573.", + "summary": "This cluster does not show a real duplicate pattern; it is mostly spam/placeholder issues with only superficial textual similarity.", + "confidence": 0.94, + "canonical_issue_reason": "No clear canonical issue: the items are short, mostly spam-like, and do not describe the same underlying bug or request.", "canonical_pr_reason": null, - "best_issue_reason": "44572 is the best representative only as a placeholder: it is an exact '' issue and the earliest of the identical spam pair.", + "best_issue_reason": "issue:47036 is the most plausible legitimate report in the set, but it is still too thin to serve as a strong duplicate anchor.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Both are spam/empty reports; no evidence they describe the same underlying bug or actionable change." + "reason": "Both are spammy placeholders with no substantive shared problem beyond generic similarity." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "Both are spam/empty reports; similarity is only superficial text noise." + "reason": "Same: short spam-like issues, not the same bug or request." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "Generic spam title vs. generic documentation-suggestion title; no shared concrete problem." + "reason": "One is spam, the other is a documentation suggestion; no shared underlying issue." }, { "left": "issue:44371", "right": "issue:47036", "accept": false, - "reason": "Spam title and community-tip title are unrelated low-information issues." + "reason": "Spam placeholder vs. a community tip; unrelated topics." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "No overlap beyond being vague/low-content; not the same underlying issue." + "reason": "Spam placeholder vs. a named-topic issue; not the same report." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "Documentation enhancement suggestion is unrelated to a spam placeholder." + "reason": "Documentation suggestion and spam placeholder are not duplicates." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "Documentation enhancement suggestion is unrelated to a spam placeholder." + "reason": "Different intent and no concrete shared bug or change." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "They look like duplicate spam reports, not the same substantive bug or change." + "reason": "Both are spam-like placeholders; similarity is purely superficial, not a shared underlying issue." }, { "left": "issue:44572", "right": "issue:47036", "accept": false, - "reason": "Spam placeholder and community benchmark tip are unrelated." + "reason": "Spam placeholder vs. a specific community tip; unrelated." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder and quoted-company title do not indicate a shared bug." + "reason": "No evidence they describe the same problem; titles/body are unrelated." }, { "left": "issue:44573", "right": "issue:47036", "accept": false, - "reason": "Spam placeholder and community benchmark tip are unrelated." + "reason": "Spam placeholder and community tip are not duplicates." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder and quoted-company title do not indicate a shared bug." + "reason": "No concrete overlap in bug, request, or code path." } ] }, @@ -20892,7 +20963,7 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "235cd87615169e415622f5f71a71e73e4e99ed4ce623d7cd9dc155518d2d4645", + "prepared_review_unit_hash": "b86acf0532dce37a46e58f0fd2cbbd33f9261e5dd3462299cd61c6eebd4fd751", "component_budget": { "node_count": 2, "item_count": 2, @@ -20914,28 +20985,28 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are highly similar closed issues with identical titles and very close body lengths. #45145 is the better canonical representative because it has the extra inbound reference, but the evidence supports similarity more than certainty about a perfect duplicate.", - "confidence": 0.84, - "canonical_issue_reason": "#45145 is the stronger canonical issue because it is highly similar to #45151, shares the same title, and has one inbound reference that gives it a slight edge as the representative node.", + "summary": "The two closed issues share the exact title and very similar body size, but there is no stronger linkage (no explicit cross-references, shared targets, or files), so the evidence supports only loose similarity rather than a confident duplicate call.", + "confidence": 0.7, + "canonical_issue_reason": "If a single issue must be chosen, #45151 is the slightly better canonical thread because it has the only discussion activity (1 vs 0) while otherwise matching #45145 closely.", "canonical_pr_reason": null, - "best_issue_reason": "#45145 is the best issue representative for the cluster because it is the more connected of the two similar issues and can serve as the canonical anchor for this topic.", + "best_issue_reason": "#45151 is the best representative for the same reason: it is marginally more active, but the pair is not strong enough to treat as a definitive duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", - "accept": true, - "reason": "The two issues have identical titles and very similar body lengths, which is enough to treat them as a highly similar pair and likely the same underlying issue topic, with #45145 slightly better connected." + "accept": false, + "reason": "Same title and similar body length are suggestive, but there is no stronger evidence tying them to the same underlying issue; with no explicit links, shared targets, or other distinct signals, this is too weak for a duplicate accept." } ] }, "evaluator_result": { "accept": false, - "feedback": "The conclusion is a bit too strong for the packet. What is grounded: both issues are closed, have identical titles, similar body lengths, and a soft-similarity link; #45145 also has one inbound reference, so it is a reasonable canonical representative. What is not grounded: claims that they are the \"same report\" or have \"near-duplicate descriptions\" are stronger than the packet supports, since the body text is not provided and the pair is explicitly only a soft-similarity match (deterministic_accept=false). Please downgrade the wording to something more conservative, e.g. \"highly similar issues\" rather than definite duplicates." + "feedback": "The pair is plausibly related, but the analyst overstates the evidence in a few places. In particular, issue 45145 does not have more discussion signal than 45151 (it has 0 vs 1), and the packet only supports soft similarity plus matching titles/body lengths\u2014not \u201calmost exactly\u201d or a definitive duplicate conclusion. The soft-edge accept is not conservative enough for this packet." }, "evaluator_used": true, "retried": true, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -21012,7 +21083,7 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "77a45a0ac8b7b2a6fbec74d401dc38fd3f3326045db6b8f8dc68f57935a403d4", + "prepared_review_unit_hash": "8351f08121fca2e5538b5d6ebc88e8c9ac7da761bdef6cdb69ca96d0ae27c862", "component_budget": { "node_count": 2, "item_count": 2, @@ -21034,18 +21105,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both artifacts are empty, spam-like issues with different personal names and dates; they do not describe the same bug or request and should not be clustered as duplicates.", - "confidence": 0.98, - "canonical_issue_reason": "Neither issue is a meaningful canonical bug report; both are empty and unrelated aside from similar name/date formatting.", + "summary": "The two closed issues are not duplicates: they are separate personal-name/date entries with no shared bug report content, targets, or discussion context.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the items do not describe the same underlying problem.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a good canonical candidate because neither contains actionable problem description, steps, or impact.", + "best_issue_reason": "Neither issue is a good duplicate representative because they appear unrelated to each other.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "Different names/dates and no substantive content indicate unrelated spam-like issues, not the same underlying report." + "reason": "Different names and birthdates, with no shared issue content or explicit linkage; not the same underlying bug/report." } ] }, @@ -21075,40 +21146,40 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "3cb7dfb0c544ee5fd1f54dc2799ccc0a18b8ec93a0b9f690fc6f06bb2724c447", + "prepared_review_unit_hash": "abcade60ace1943784eed56c272e5193914f080e3d6d70b69f70e1ac22d7eacd", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1481, - "estimated_input_tokens": 371, - "estimated_eval_tokens": 998 + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1481, - "estimated_input_tokens": 371, - "estimated_eval_tokens": 998 + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues appear unrelated: both are bare name/date strings with no body, references, or technical context. There is no sign they describe the same underlying bug or task.", - "confidence": 0.95, - "canonical_issue_reason": null, + "summary": "Two closed issues with only personal-name/date titles and no body or linked context; they do not appear to describe the same underlying bug or request.", + "confidence": 0.98, + "canonical_issue_reason": "No clear canonical issue: neither issue contains problem details, steps, or references that would establish a shared duplicate target.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Neither issue is a good cluster anchor because both are content-free and unrelated on their face.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "Different personal-name/date titles with no body or shared technical details; they do not look like duplicate reports of the same issue." + "reason": "Only weak title similarity from both being name/date strings; no evidence they describe the same issue or any shared code/problem context." } ] }, @@ -21138,40 +21209,40 @@ "soft_pairs": [ "issue:45810|issue:46295" ], - "prepared_review_unit_hash": "7f46c511177e1fe94278a81361a8f1edaf70813952d10cf2ccf351b44267ca1b", + "prepared_review_unit_hash": "59b63663bc7b0c4e097db21498c2925eb961e0ba1d66281a52748e3b37d1039c", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1539, - "estimated_input_tokens": 385, - "estimated_eval_tokens": 1026 + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1539, - "estimated_input_tokens": 385, - "estimated_eval_tokens": 1026 + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are not duplicates: one requests a new Qwen3_5 token-classification/value-model class, while the other asks for FP8 training support. They touch different capabilities and code paths.", + "summary": "The two issues are unrelated feature requests: one asks for a new Qwen3_5 token-classification model class, the other for FP8 training support. They should not be treated as duplicates or merged.", "confidence": 0.98, - "canonical_issue_reason": null, + "canonical_issue_reason": "Issue #46295 is the broader, higher-level request and has more inbound discussion, so it is the better representative if a single issue must be chosen.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46295 is the broader, more central feature request in this pair, but it is still unrelated to 45810, so there is no true canonical duplicate here.", + "best_issue_reason": "#46295 is the more general product capability request, while #45810 is a narrow model-class addition.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45810", "right": "issue:46295", "accept": false, - "reason": "Different underlying requests: model class support vs FP8 training support. No shared concrete bug/change path." + "reason": "These are different feature areas: adding Qwen3_5ForTokenClassification versus training support for FP8. They do not describe the same underlying bug or change." } ] }, @@ -21211,12 +21282,12 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "999ddb6de2d149bb7cbb49e5fdb6029b70be7cc217de9beff8d00a92947c2773", + "prepared_review_unit_hash": "07b52ddd0e651acccbb6628624b52a896a777b06694383363cf4322c630ef6d3", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5726, + "serialized_chars": 5727, "estimated_input_tokens": 1432, "estimated_eval_tokens": 3120 }, @@ -21224,7 +21295,7 @@ "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5726, + "serialized_chars": 5727, "estimated_input_tokens": 1432, "estimated_eval_tokens": 3120 }, @@ -21233,69 +21304,69 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster splits into two likely-duplicate issue pairs: 45870/45871 and 45872/45873. Issue 45869 is related by topic but looks like a distinct dataset-offer item rather than part of either duplicate pair. The evidence is strong for duplication within each pair (identical titles, matching body lengths, and perfect soft similarity), but the packet does not expose the full bodies, so I\u2019d keep the wording at \u201clikely duplicate\u201d rather than \u201cexact duplicate.\u201d", - "confidence": 0.91, - "canonical_issue_reason": "No single canonical issue for the whole cluster: the items divide into two separate likely-duplicate pairs, while 45869 is a distinct dataset-related request and not the same underlying issue as either pair.", + "summary": "This set is not one duplicate cluster: it splits into two exact-duplicate issue pairs (45870/45871 and 45872/45873), while 45869 is a separate dataset request and not the same underlying issue.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "45870 is the best representative for the 'Example: Financial time series prediction with DataForge' pair because it is the earliest of the two identical-looking issues and can serve as the canonical item for that subcluster.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45869", "right": "issue:45870", "accept": false, - "reason": "Related financial-data theme, but dataset bundle/sample offer vs. example prediction walkthrough are different requests." + "reason": "Different topics: a financial data bundle request versus an example for time-series prediction." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Related financial-data theme, but the dataset offer and the example walkthrough are not the same underlying issue." + "reason": "Different topics: a financial data bundle request versus an example for time-series prediction." }, { "left": "issue:45870", "right": "issue:45871", "accept": true, - "reason": "Very strong duplicate signal: identical title, same body length, and perfect soft similarity; likely the same issue even though the full bodies are not shown." + "reason": "Same title and apparent same content; this looks like a straight duplicate issue." }, { "left": "issue:45870", "right": "issue:45872", "accept": false, - "reason": "Same DataForge context, but example prediction walkthrough vs. scraping-service request; different underlying change/request." + "reason": "Same financial domain, but different requested artifact: example tutorial versus scraping-service/dataforge feature." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Same DataForge context, but example prediction walkthrough vs. scraping-service request; different underlying change/request." + "reason": "Same financial domain, but different requested artifact: example tutorial versus scraping-service/dataforge feature." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "Same DataForge context, but example prediction walkthrough vs. scraping-service request; different underlying change/request." + "reason": "Different requested change; only broad theme overlaps." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "Same DataForge context, but example prediction walkthrough vs. scraping-service request; different underlying change/request." + "reason": "Different requested change; only broad theme overlaps." }, { "left": "issue:45872", "right": "issue:45873", "accept": true, - "reason": "Very strong duplicate signal: identical title, same body length, and perfect soft similarity; likely the same issue even though the full bodies are not shown." + "reason": "Same title and apparent same content; this looks like a straight duplicate issue." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The cluster-level split is plausible, but the writeup is a bit too strong for the evidence in the packet. In particular, the true soft-edge verdicts claim \"exact duplicate issues\" and \"same body content,\" while the packet only exposes identical titles/body lengths plus soft-similarity/jaccard scores. That supports a likely-duplicate reading, but not the stronger exact-duplicate wording. The rest of the reasoning is mostly grounded, but the summary should stay more conservative." + "accept": true, + "feedback": "The summary is grounded in the packet: 45870/45871 and 45872/45873 are the only clearly duplicate pairs, while 45869 is a different dataset request and does not match the others. The soft-edge verdicts are conservative and consistent with the titles/body sizes provided." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -21319,12 +21390,12 @@ "soft_pairs": [ "issue:46439|issue:46441" ], - "prepared_review_unit_hash": "bc9686f3e35c22913e10547484fc861e2d9aa0c050b3100bdd7c3b14e203f761", + "prepared_review_unit_hash": "601661b6a53f6e1c5917215136fecaeabcc050d546403eb28a8adca7454d7556", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1640, + "serialized_chars": 1639, "estimated_input_tokens": 410, "estimated_eval_tokens": 1076 }, @@ -21332,7 +21403,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1640, + "serialized_chars": 1639, "estimated_input_tokens": 410, "estimated_eval_tokens": 1076 }, @@ -21341,25 +21412,28 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both issues involve `cache_implementation=\"static\"` and `linear_attention`, but they describe different failures: one is a shape corruption during `early_initialization`, the other is a `KeyError` for `'linear_attention'` in Qwen3.5. Related area, but not clearly the same underlying bug.", - "confidence": 0.89, - "canonical_issue_reason": "Issue 46439 is the clearest root-cause report: it identifies the static-cache `early_initialization` path and the resulting shape corruption / `RuntimeError` in linear-attention layers.", + "summary": "Both issues appear to describe the same static-cache/linear-attention initialization bug: one reports a missing `linear_attention` entry, the other reports corrupted shapes and a runtime error during `early_initialization`.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 46439 is the better canonical issue because it describes the broader root cause (`early_initialization` corrupting linear-attention layers) rather than one model-specific symptom.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46439 is the best representative because it is more technically specific and describes the underlying mechanism rather than only the downstream crash symptom.", + "best_issue_reason": "Issue 46439 is the strongest representative of the underlying bug since it frames the failure as a general static-cache initialization problem affecting linear-attention layers.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46439", "right": "issue:46441", - "accept": false, - "reason": "Both mention static cache and linear attention, but one is a shape/runtime failure in `early_initialization` while the other is a `KeyError` for a missing `'linear_attention'` entry in Qwen3.5. That is too different to treat as the same bug." + "accept": true, + "reason": "Both reports point to the same static cache / linear-attention initialization path, with different downstream failures (`KeyError` vs wrong shapes/runtime error)." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is supported by the packet: both issues are about static cache and linear-attention failures, and the soft-pair verdict stays reasonably conservative given the title-level evidence. There is no overstatement beyond the available signal." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -21382,12 +21456,12 @@ "soft_pairs": [ "issue:46551|issue:46552" ], - "prepared_review_unit_hash": "c3d07c12a45f0ab44205822ec9a79936d720e36a769f62d2b6db62627de03f6e", + "prepared_review_unit_hash": "14fc1683fbb90ad56e198acdba702d64be59667395357f42b7756871d5143d19", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1707, + "serialized_chars": 1706, "estimated_input_tokens": 427, "estimated_eval_tokens": 1110 }, @@ -21395,7 +21469,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1707, + "serialized_chars": 1706, "estimated_input_tokens": 427, "estimated_eval_tokens": 1110 }, @@ -21404,24 +21478,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are near-exact duplicates: same title, same described Wav2Vec2CTCTokenizer v5 bug, and no evidence of differing scope. Treat them as the same underlying issue.", + "summary": "These two issue reports are effectively the same bug report with identical titles and body content; the open issue is the better canonical tracker.", "confidence": 0.99, - "canonical_issue_reason": "issue:46552 is the better canonical issue because it is still open and already has inbound references, making it the more active tracking thread.", + "canonical_issue_reason": "Issue 46552 is the same report as 46551 but remains open and has inbound references, so it is the better canonical issue to keep as the active tracker.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46552 best represents the bug report because it remains open and appears to be the current discussion target.", + "best_issue_reason": "46552 is the best overall issue because it is the active open report for the exact same Wav2Vec2CTCTokenizer v5 special-token leak bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46551", "right": "issue:46552", "accept": true, - "reason": "Same title and essentially identical report text describing the same tokenizer special-token bug; this is a clear duplicate pair." + "reason": "Same title, same body, same underlying bug report; 46552 is just the open duplicate of 46551." } ] }, "evaluator_result": { "accept": true, - "feedback": "The conclusion is well grounded: both issues have identical titles and identical body lengths, and the packet\u2019s similarity signal is maximal. Choosing the open issue with inbound references as canonical is conservative. No overstatement is evident." + "feedback": "The conclusion is grounded in the packet: the two issues have identical titles and body lengths, and the open issue 46552 has inbound references while 46551 is closed. The soft-edge judgment is reasonable for a same-issue match, though the wording would be slightly safer if it said \u201clikely duplicate\u201d rather than asserting duplication as explicit fact." }, "evaluator_used": true, "retried": false, @@ -21448,40 +21522,40 @@ "soft_pairs": [ "issue:46657|issue:46692" ], - "prepared_review_unit_hash": "d63df1defec16bc9dfda10eed613c5615b4c0cbc251238ae0ef0b89066b2050d", + "prepared_review_unit_hash": "74a38f2dc6adb9ae9ffa9efcbb8fc93e7f9caf0431358ec535cd84c4d16cf106", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1569, - "estimated_input_tokens": 393, - "estimated_eval_tokens": 1042 + "serialized_chars": 1568, + "estimated_input_tokens": 392, + "estimated_eval_tokens": 1040 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1569, - "estimated_input_tokens": 393, - "estimated_eval_tokens": 1042 + "serialized_chars": 1568, + "estimated_input_tokens": 392, + "estimated_eval_tokens": 1040 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are not the same underlying bug: #46657 reports a tensor size mismatch during object-detection training, while #46692 reports out-of-memory after several epochs in RT-DETR v2 training. The only signal is broad training-related similarity, which is too weak to merge them.", - "confidence": 0.95, - "canonical_issue_reason": null, + "summary": "These two issues are only broadly related to object-detection training, but they describe different failure modes: a tensor shape mismatch versus out-of-memory after epochs in RT-DETR v2. They do not look like the same underlying bug.", + "confidence": 0.9, + "canonical_issue_reason": "Issue 46657 is the more specific and actionable report: it names the concrete error class (tensor size mismatch) and likely gives a clearer reproduction target.", "canonical_pr_reason": null, - "best_issue_reason": "#46657 is the cleaner representative of its own failure mode, but it should not be treated as a canonical duplicate target for #46692 because the symptoms and likely causes differ.", + "best_issue_reason": "Issue 46657 is the best representative for the cluster only because it is the clearer bug report; however, the two issues are not duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46657", "right": "issue:46692", "accept": false, - "reason": "Different bugs: one is a tensor-shape mismatch, the other is an OOM that appears after some epochs. Shared training context is too broad to indicate the same underlying issue." + "reason": "Different symptoms and likely different root causes: one is a tensor-shape mismatch during training, the other is a memory leak/OOM after some epochs in RT-DETR v2. Shared training context is too broad to treat as the same bug." } ] }, @@ -21511,7 +21585,7 @@ "soft_pairs": [ "issue:46822|issue:46823" ], - "prepared_review_unit_hash": "f345f8a2bdfdac53be5660c6043195d0d8afe2bef6e2e33d6b0d711aa1d9b801", + "prepared_review_unit_hash": "ba0e8976f0c6ae06d007bc5d00957fc5094c1e7c164df2b2c91dd5097d44c8a7", "component_budget": { "node_count": 2, "item_count": 2, @@ -21533,18 +21607,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicates: one reports a ZeRO-3/zero.Init partitioning failure for a composite submodule during multi-GPU load, while the other reports an incorrect CPU dispatch path for 4-bit `device_map='auto'` with `max_memory`. Different loading modes, symptoms, and likely code paths.", - "confidence": 0.93, + "summary": "These are two distinct model-loading/device-placement bugs: one is a ZeRO-3 `zero.Init` partitioning failure for a composite multimodal submodule causing OOM, and the other is a 4-bit `device_map='auto'` / `max_memory` dispatch issue that incorrectly places modules on CPU and raises `ValueError`. They share only a broad theme of loading behavior.", + "confidence": 0.96, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 46823 is the cleaner representative of a concrete, user-facing loading regression with a precise repro path and clear expected-vs-actual behavior.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46822", "right": "issue:46823", "accept": false, - "reason": "Different underlying bugs: ZeRO-3 partitioning/OOM during load vs 4-bit auto device mapping incorrectly offloading to CPU despite sufficient memory. They do not look mergeable into one issue." + "reason": "Different underlying bugs and code paths: ZeRO-3 partitioning of a composite submodule versus 4-bit auto device placement with `max_memory`. They are not the same fix and would not plausibly merge into one issue." } ] }, @@ -21615,232 +21689,232 @@ "issue:47091|issue:47102", "issue:46985|issue:47091" ], - "prepared_review_unit_hash": "42f7e3a9be4d1c14e4777cfed9f240d49257d5025ecac789c36028937147acfd", + "prepared_review_unit_hash": "5199e8c8bed19f1247148a51a56095dbcb91271d6b41ffb7dbefd0b084d9f071", "component_budget": { "node_count": 11, "item_count": 11, "soft_pair_count": 33, - "serialized_chars": 18045, - "estimated_input_tokens": 4512, - "estimated_eval_tokens": 9280 + "serialized_chars": 18050, + "estimated_input_tokens": 4513, + "estimated_eval_tokens": 9282 }, "budget": { "node_count": 11, "item_count": 11, "soft_pair_count": 33, - "serialized_chars": 18045, - "estimated_input_tokens": 4512, - "estimated_eval_tokens": 9280 + "serialized_chars": 18050, + "estimated_input_tokens": 4513, + "estimated_eval_tokens": 9282 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are sequential daily \"[serge] integration failure triage\" issues with highly similar template text, but they appear to be distinct dated reports rather than duplicate bugs. No PRs are present.", - "confidence": 0.94, - "canonical_issue_reason": "Issue 46906 is the earliest dated report (2026-06-26) and already has strong inbound reference traffic, making it the best canonical anchor for this report series.", + "summary": "These are repeated daily \"[serge] integration failure triage\" issues, but the available evidence suggests separate triage reports by date rather than the same underlying bug. I would not merge any of the soft edges.", + "confidence": 0.8, + "canonical_issue_reason": "issue:46906 is the earliest issue in the series and one of the most-referenced, so it is the best anchor if a single representative issue is needed.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46906 is also the strongest overall representative: earliest in the series, highly referenced, and clearly the original tracker for the daily triage posts.", + "best_issue_reason": "issue:46906 is the most suitable representative issue: it is earliest and heavily referenced, making it the clearest cluster anchor.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46906", "right": "issue:46940", "accept": false, - "reason": "2026-06-26 vs 2026-06-27 daily triage reports; same template, but separate issues." + "reason": "Same generic triage template, but different dates indicate separate daily incidents; no concrete evidence of the same bug." }, { "left": "issue:46906", "right": "issue:46948", "accept": false, - "reason": "Different dated triage entries (2026-06-26 and 2026-06-28), not the same underlying report." + "reason": "Same generic triage template, but different dates indicate separate daily incidents; no concrete evidence of the same bug." }, { "left": "issue:46906", "right": "issue:46969", "accept": false, - "reason": "These are consecutive daily triage issues, but each date is a distinct report." + "reason": "Same generic triage template, but different dates indicate separate daily incidents; no concrete evidence of the same bug." }, { "left": "issue:46906", "right": "issue:46985", "accept": false, - "reason": "Same recurring triage template, but 2026-06-26 and 2026-06-30 are different issues." + "reason": "Same generic triage template, but different dates indicate separate daily incidents; no concrete evidence of the same bug." }, { "left": "issue:46906", "right": "issue:47037", "accept": false, - "reason": "Different daily triage reports for different dates; similarity is only templated." + "reason": "Same generic triage template, but different dates indicate separate daily incidents; no concrete evidence of the same bug." }, { "left": "issue:46940", "right": "issue:46948", "accept": false, - "reason": "Separate dated triage reports (2026-06-27 vs 2026-06-28), not duplicates." + "reason": "Same generic triage template, but different dates indicate separate daily incidents; no concrete evidence of the same bug." }, { "left": "issue:46940", "right": "issue:46969", "accept": false, - "reason": "Same report series, but distinct days and distinct issue instances." + "reason": "Same generic triage template, but different dates indicate separate daily incidents; no concrete evidence of the same bug." }, { "left": "issue:46940", "right": "issue:46985", "accept": false, - "reason": "These are date-stamped daily triage posts, not one shared bug report." + "reason": "Same generic triage template, but different dates indicate separate daily incidents; no concrete evidence of the same bug." }, { "left": "issue:46940", "right": "issue:47049", "accept": false, - "reason": "Same title pattern, but 2026-06-27 and 2026-07-03 are different daily reports." + "reason": "Same generic triage template, but different dates indicate separate daily incidents; no concrete evidence of the same bug." }, { "left": "issue:46948", "right": "issue:46969", "accept": false, - "reason": "2026-06-28 vs 2026-06-29 daily triage entries; not the same issue." + "reason": "Same generic triage template, but different dates indicate separate daily incidents; no concrete evidence of the same bug." }, { "left": "issue:46948", "right": "issue:46985", "accept": false, - "reason": "Different dates in the same reporting series, so do not merge." + "reason": "Same generic triage template, but different dates indicate separate daily incidents; no concrete evidence of the same bug." }, { "left": "issue:46948", "right": "issue:46998", "accept": false, - "reason": "Same template, but separate daily triage reports on different dates." + "reason": "Same generic triage template, but different dates indicate separate daily incidents; no concrete evidence of the same bug." }, { "left": "issue:46969", "right": "issue:46985", "accept": false, - "reason": "Adjacent daily triage reports, but still distinct issue records." + "reason": "Same generic triage template, but different dates indicate separate daily incidents; no concrete evidence of the same bug." }, { "left": "issue:46969", "right": "issue:47037", "accept": false, - "reason": "2026-06-29 and 2026-07-02 are different dated reports, not a duplicate bug." + "reason": "Same generic triage template, but different dates indicate separate daily incidents; no concrete evidence of the same bug." }, { "left": "issue:46969", "right": "issue:47102", "accept": false, - "reason": "Different daily triage instances; similarity comes from the shared template." + "reason": "Same generic triage template, but different dates indicate separate daily incidents; no concrete evidence of the same bug." }, { "left": "issue:46985", "right": "issue:46998", "accept": false, - "reason": "These are separate dated reports in the same series, not one underlying failure." + "reason": "Same generic triage template, but different dates indicate separate daily incidents; no concrete evidence of the same bug." }, { "left": "issue:46985", "right": "issue:47037", "accept": false, - "reason": "Same triage pattern, but the dates and report instances differ." + "reason": "Same generic triage template, but different dates indicate separate daily incidents; no concrete evidence of the same bug." }, { "left": "issue:46985", "right": "issue:47049", "accept": false, - "reason": "2026-06-30 vs 2026-07-03 daily triage reports; not duplicates." + "reason": "Same generic triage template, but different dates indicate separate daily incidents; no concrete evidence of the same bug." }, { "left": "issue:46985", "right": "issue:47091", "accept": false, - "reason": "Different dates and separate report cycles, so keep them separate." + "reason": "Same generic triage template, but different dates indicate separate daily incidents; no concrete evidence of the same bug." }, { "left": "issue:46985", "right": "issue:47102", "accept": false, - "reason": "Same recurring triage title, but distinct daily issues." + "reason": "Same generic triage template, but different dates indicate separate daily incidents; no concrete evidence of the same bug." }, { "left": "issue:46998", - "right": "issue:47053", + "right": "issue:47037", "accept": false, - "reason": "Different dated triage reports (2026-07-01 vs 2026-07-04), not the same underlying bug." + "reason": "Same generic triage template, but different dates indicate separate daily incidents; no concrete evidence of the same bug." }, { "left": "issue:46998", - "right": "issue:47037", + "right": "issue:47049", "accept": false, - "reason": "Separate daily triage entries with the same template, but different reports." + "reason": "Same generic triage template, but different dates indicate separate daily incidents; no concrete evidence of the same bug." }, { "left": "issue:46998", - "right": "issue:47049", + "right": "issue:47053", "accept": false, - "reason": "Different days in the series; these are not mergeable duplicates." + "reason": "Same generic triage template, but different dates indicate separate daily incidents; no concrete evidence of the same bug." }, { "left": "issue:46998", "right": "issue:47091", "accept": false, - "reason": "Same report family, but distinct dated issues." + "reason": "Same generic triage template, but different dates indicate separate daily incidents; no concrete evidence of the same bug." }, { "left": "issue:47037", "right": "issue:47049", "accept": false, - "reason": "2026-07-02 vs 2026-07-03 daily triage reports; same template, separate issues." + "reason": "Same generic triage template, but different dates indicate separate daily incidents; no concrete evidence of the same bug." }, { "left": "issue:47037", "right": "issue:47053", "accept": false, - "reason": "Different daily reports, not the same bug or change." + "reason": "Same generic triage template, but different dates indicate separate daily incidents; no concrete evidence of the same bug." }, { "left": "issue:47037", "right": "issue:47091", "accept": false, - "reason": "Same recurring triage series, but these are different report dates." + "reason": "Same generic triage template, but different dates indicate separate daily incidents; no concrete evidence of the same bug." }, { "left": "issue:47037", "right": "issue:47102", "accept": false, - "reason": "Different dated triage issues; similarity is only textual." + "reason": "Same generic triage template, but different dates indicate separate daily incidents; no concrete evidence of the same bug." }, { "left": "issue:47049", "right": "issue:47053", "accept": false, - "reason": "2026-07-03 vs 2026-07-04 are separate daily triage entries." + "reason": "Same generic triage template, but different dates indicate separate daily incidents; no concrete evidence of the same bug." }, { "left": "issue:47049", "right": "issue:47102", "accept": false, - "reason": "Distinct dated reports in the same series, not duplicate artifacts." + "reason": "Same generic triage template, but different dates indicate separate daily incidents; no concrete evidence of the same bug." }, { "left": "issue:47053", "right": "issue:47091", "accept": false, - "reason": "Different report dates in the same triage stream; not the same issue." + "reason": "Same generic triage template, but different dates indicate separate daily incidents; no concrete evidence of the same bug." }, { "left": "issue:47053", "right": "issue:47102", "accept": false, - "reason": "Same template and subsystem, but different daily triage reports." + "reason": "Same generic triage template, but different dates indicate separate daily incidents; no concrete evidence of the same bug." }, { "left": "issue:47091", "right": "issue:47102", "accept": false, - "reason": "2026-07-05 vs 2026-07-06 daily triage reports; separate issue instances." + "reason": "Same generic triage template, but different dates indicate separate daily incidents; no concrete evidence of the same bug." } ] }, @@ -21870,12 +21944,12 @@ "soft_pairs": [ "issue:46983|issue:46984" ], - "prepared_review_unit_hash": "5c203777425afe7f554e6b3b899bd2f20b9289c04374a3b2b0e096870fec4f40", + "prepared_review_unit_hash": "c528de25f27a4c7dc2c97816ddaeec47bac50fb65a6eeb7c669a563086f978f0", "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 }, @@ -21883,7 +21957,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1489, + "serialized_chars": 1490, "estimated_input_tokens": 373, "estimated_eval_tokens": 1002 }, @@ -21892,24 +21966,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues have identical titles and highly similar signals, indicating the same feature request; the open issue is the better canonical representative.", + "summary": "The two issues have the same title and very high textual similarity, indicating they are duplicate reports for the same RWKV7 support request.", "confidence": 0.98, - "canonical_issue_reason": "Issue #46984 is open and likely the active tracker for this RWKV7 support request, while #46983 is already closed.", + "canonical_issue_reason": "Issue #46984 is the better canonical tracker because it is the open, later-created report and is more likely to be the active place for discussion and follow-up.", "canonical_pr_reason": null, - "best_issue_reason": "#46984 is the best issue to keep as the canonical duplicate target because it is still open and represents the ongoing request.", + "best_issue_reason": "Issue #46984 is the best issue representative for this cluster for the same reason: it is open and current.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46983", "right": "issue:46984", "accept": true, - "reason": "Same title, same requested feature, and no evidence of distinct scope; these look like duplicate reports of the same underlying RWKV7 support request." + "reason": "Same title and highly similar issue content; both are clearly about adding RWKV7 model support, so they are duplicates of the same underlying request." } ] }, "evaluator_result": { "accept": true, - "feedback": "The assessment is grounded in the packet: both items are issues with identical titles, one is open and one is closed, and the only pair evidence is soft similarity. The duplicate/ canonical choice is conservative and does not overstate distinct evidence." + "feedback": "The assessment is well grounded in the packet: both issues share the same title, have very high text similarity, and the open later-created issue is a reasonable canonical tracker. The soft-edge duplicate verdict is conservative and supported by the similarity evidence." }, "evaluator_used": true, "retried": false, @@ -21936,7 +22010,7 @@ "soft_pairs": [ "issue:47007|issue:47015" ], - "prepared_review_unit_hash": "1b9d8ce6c87d223bb8557ee4e858121fc648b894fa121c670f0ed0cc0853506a", + "prepared_review_unit_hash": "e897d8a744243e8adf8ad66e4d14834ac88f2db96b9b2696314d6a40e2d5070d", "component_budget": { "node_count": 2, "item_count": 2, @@ -21958,18 +22032,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are topically similar AI/cybersecurity discussion posts, but they do not describe the same concrete bug, feature request, or code change. They should not be deduplicated.", - "confidence": 0.88, - "canonical_issue_reason": "No clear canonical issue for a duplicate bug/feature cluster; both are standalone discussion-style posts with no actionable issue target or implementation context.", + "summary": "These two closed issues are thematically similar AI/cybersecurity writeups, but they do not describe the same concrete bug, feature, or code path, so they should not be deduplicated.", + "confidence": 0.89, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue #47015 is the more concise and general representative of the shared topic, but it is still not a true duplicate-candidate issue.", + "best_issue_reason": "No single canonical issue: both are broad, article-like AI vulnerability-discovery topics rather than the same underlying repository problem.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:47007", "right": "issue:47015", "accept": false, - "reason": "They overlap only at a high thematic level (AI-driven vulnerability discovery) and do not identify the same underlying problem or change." + "reason": "The titles are related at a high level, but they describe different conceptual writeups with no shared code path, explicit target, or concrete duplicate symptom." } ] }, @@ -21983,7 +22057,7 @@ { "label": "pull_request", "component_index": 1, - "component_count": 32, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 3, "status": "reviewed", @@ -21991,15 +22065,14 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-55", + "cluster_id": "cluster-40546-57", "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", @@ -22037,10 +22110,11 @@ "pull_request:47082", "pull_request:47089", "pull_request:47090", - "pull_request:47100", + "pull_request:47093", "pull_request:47107", "pull_request:47108", - "pull_request:47113" + "pull_request:47113", + "pull_request:47114" ], "soft_pairs": [ "pull_request:46903|pull_request:47090", @@ -22072,8 +22146,8 @@ "pull_request:46928|pull_request:46941", "pull_request:46954|pull_request:46961", "pull_request:46958|pull_request:46961", - "pull_request:46954|pull_request:46968", "pull_request:46954|pull_request:46958", + "pull_request:46954|pull_request:46968", "pull_request:46961|pull_request:46974", "pull_request:46958|pull_request:46974", "pull_request:46954|pull_request:46971", @@ -22090,14 +22164,20 @@ "pull_request:47034|pull_request:47035", "pull_request:47069|pull_request:47089", "pull_request:46196|pull_request:46995", + "pull_request:47093|pull_request:47114", + "pull_request:46707|pull_request:47114", "pull_request:46707|pull_request:47108", "pull_request:46266|pull_request:46707", "pull_request:47089|pull_request:47113", "pull_request:46707|pull_request:46961", "pull_request:47082|pull_request:47108", + "pull_request:47108|pull_request:47114", + "pull_request:47077|pull_request:47114", "pull_request:46912|pull_request:47025", - "pull_request:46707|pull_request:46968", + "pull_request:46968|pull_request:47114", + "pull_request:46658|pull_request:47114", "pull_request:46707|pull_request:47082", + "pull_request:46266|pull_request:47114", "pull_request:46961|pull_request:47082", "pull_request:47025|pull_request:47107", "pull_request:46912|pull_request:47082", @@ -22105,363 +22185,426 @@ "pull_request:46961|pull_request:47108", "pull_request:47035|pull_request:47089", "pull_request:43451|pull_request:46995", - "pull_request:46836|pull_request:46995", - "pull_request:46196|pull_request:47025", - "pull_request:46707|pull_request:47025", - "pull_request:45694|pull_request:47069", - "pull_request:46266|pull_request:47034", - "pull_request:47034|pull_request:47108", - "pull_request:47035|pull_request:47113", - "pull_request:45694|pull_request:47107", - "pull_request:47100|pull_request:47113", - "pull_request:47035|pull_request:47069" + "pull_request:46196|pull_request:47025" ], - "prepared_review_unit_hash": "3969b46d77cfe2f5aa381bc2dffc63eade45babb70e0a957862f82ed0cff1a66", + "prepared_review_unit_hash": "610b5146dbe34edc7b8a869d0bc76261f3ecbeda9e8bdf8ba944a0717e31e96e", "component_budget": { - "node_count": 55, - "item_count": 55, - "soft_pair_count": 180, - "serialized_chars": 198812, - "estimated_input_tokens": 49703, - "estimated_eval_tokens": 99662 + "node_count": 57, + "item_count": 57, + "soft_pair_count": 182, + "serialized_chars": 204273, + "estimated_input_tokens": 51069, + "estimated_eval_tokens": 102394 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 72, - "serialized_chars": 130750, - "estimated_input_tokens": 32688, - "estimated_eval_tokens": 65632 + "soft_pair_count": 69, + "serialized_chars": 130620, + "estimated_input_tokens": 32655, + "estimated_eval_tokens": 65566 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous and the soft matches are overwhelmingly false positives. The only clear duplicate family is the CohereASR training-loss double-shift fixes; those PRs should be grouped together, while the rest are unrelated model/docs/infrastructure changes.", - "confidence": 0.93, + "summary": "The cluster is mostly heterogeneous PRs; the only clear duplicate subcluster is the CohereASR training-loss double-shift fix, with a smaller chance of overlap around the Whisper cache-init change. Most other pairs are broad subsystem overlaps or unrelated fixes and should stay separate.", + "confidence": 0.61, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46958 is the cleanest representative of the only true duplicate subcluster: it directly fixes CohereASR's training-loss double-shift with a focused change. PR 46903 is broader because it also changes PPFormulaNet, and PR 47090 is another variant of the same CohereASR fix.", + "canonical_pr_reason": "Use pull_request:47090 as the canonical PR: it is the cleanest single-bug fix for CohereASR\u2019s training-loss double shift, with a direct issue target and narrower scope than the broader 46903 variant that also bundles PPFormulaNet changes.", "best_issue_reason": null, - "best_pr_reason": "PR 46958 is the best representative PR for this cluster because it is narrowly scoped, clearly targeted at the underlying bug, and not mixed with unrelated work.", + "best_pr_reason": "pull_request:47090 is the best overall representative because it is the most focused, concrete code-path fix in the cluster; it cleanly addresses one loss-alignment bug instead of mixing in unrelated model/doc/test edits.", "soft_edge_verdicts": [ { "left": "pull_request:46903", "right": "pull_request:47090", "accept": true, - "reason": "Same underlying CohereASR training-loss double-shift bug; both patch the same loss path and could plausibly be merged into one fix." + "reason": "Same CohereASR loss double-shift bug in the same forward path; 46903 just bundles an extra PPFormulaNet fix." }, { "left": "pull_request:46903", "right": "pull_request:46958", "accept": true, - "reason": "Same CohereASR double-shift loss fix on the same code path; 46903 is just broader by also touching PPFormulaNet." + "reason": "Same CohereASR training-loss double-shift fix; the surrounding PR scopes differ, but the underlying bug is the same." }, { "left": "pull_request:46950", "right": "pull_request:46951", "accept": false, - "reason": "Different models and failures: Mamba2 OOM tests vs PEFT integration behavior." + "reason": "Mamba2 OOM/runtime fix vs PEFT loading mismatch; same ecosystem, different bugs." }, { "left": "pull_request:46950", "right": "pull_request:47057", "accept": false, - "reason": "Unrelated test-fix PRs for different models and failure modes." + "reason": "Mamba2 model-kernel change vs DeepSeekV32 load_error test patch; unrelated fixes." }, { "left": "pull_request:46927", "right": "pull_request:47054", "accept": false, - "reason": "Different models and problems: GLM46V runtime issue vs MiniMax-M3-VL load_error test fix." + "reason": "GLM46V type-cast bug vs MiniMax-M3-VL offload test tweak; different code paths." }, { "left": "pull_request:46927", "right": "pull_request:46951", "accept": false, - "reason": "No shared bug/change; one is GLM46V, the other is PEFT integration." + "reason": "GLM46V input handling vs PEFT loading behavior; no shared concrete bug." }, { "left": "pull_request:46951", "right": "pull_request:46971", "accept": false, - "reason": "Unrelated PEFT integration change vs Mamba2 OOM test fix." + "reason": "PEFT loader mismatch fix vs Mamba2 test/OOM workaround; same broad area only." }, { "left": "pull_request:46949", "right": "pull_request:46971", "accept": false, - "reason": "Different models and failure causes: Whisper/audio cache issue vs Mamba2 OOM test fix." + "reason": "Whisper/audioflamingo cache-init fix vs Mamba2 test dtype/OOM workaround; unrelated failures." + }, + { + "left": "pull_request:46951", + "right": "pull_request:47057", + "accept": false, + "reason": "PEFT integration change vs DeepSeekV32 test load-offload changes; different issues." }, { "left": "pull_request:46941", "right": "pull_request:46970", "accept": false, - "reason": "Both are large test-fix PRs, but for different models and different failures; not the same underlying change." + "reason": "DAC tensor-shape fix vs MusicGen melody output mismatch; different model bugs." }, { "left": "pull_request:47056", "right": "pull_request:47058", "accept": false, - "reason": "Whisper cache fix vs Mamba2 OOM test fix; unrelated code paths." + "reason": "Whisper cache-init fix vs Mamba2 OOM workaround; same test-fix genre, not same bug." }, { "left": "pull_request:47006", "right": "pull_request:47058", "accept": false, - "reason": "Different changes: Gemma3 generation logic vs Mamba2 test-only OOM workaround." + "reason": "Gemma3 generation logic vs Mamba2 test/OOM changes; unrelated code paths." }, { "left": "pull_request:46908", "right": "pull_request:47006", "accept": false, - "reason": "DeepSeekV32 load-error test fix is unrelated to Gemma3 generation behavior." + "reason": "DeepSeekV32 load-error tests vs Gemma3 generation logic; no concrete overlap." }, { "left": "pull_request:46927", "right": "pull_request:47055", "accept": false, - "reason": "GLM46V test/runtime fix and EdgeTAM import_or_config fix are unrelated." + "reason": "GLM46V type-cast bug vs EdgeTam import_or_config cleanup; different failures." }, { "left": "pull_request:46908", "right": "pull_request:46928", "accept": false, - "reason": "Different models and failure modes; both are test fixes but not the same bug." + "reason": "DeepSeekV32 load-error workaround vs BLIP-2 tokenizer whitelist; unrelated." }, { "left": "pull_request:46907", "right": "pull_request:46926", "accept": false, - "reason": "EdgeTAM import_or_config fix vs MiniMax-M3-VL load_error fix; not the same change." + "reason": "EdgeTam import_or_config fix vs MiniMax-M3-VL offload test fix; different bugs." }, { "left": "pull_request:46926", "right": "pull_request:46928", "accept": false, - "reason": "MiniMax-M3-VL and BLIP-2 integration failures are unrelated." + "reason": "MiniMax-M3-VL OOM/load_error workaround vs BLIP-2 tokenizer update; no shared bug." }, { "left": "pull_request:46928", "right": "pull_request:47057", "accept": false, - "reason": "Different model-specific integration test fixes with no shared code path." + "reason": "BLIP-2 tokenizer mapping vs DeepSeekV32 load-error test changes; unrelated." }, { "left": "pull_request:46927", "right": "pull_request:46986", "accept": false, - "reason": "GLM46V runtime fix vs GLM-OCR output mismatch fix; distinct models and defects." + "reason": "GLM46V input-casting fix vs GLM-OCR output mismatch fix; different model paths." }, { "left": "pull_request:46986", "right": "pull_request:47058", "accept": false, - "reason": "GLM-OCR test fix is unrelated to Mamba2 OOM test changes." + "reason": "GLM-OCR output mismatch fix vs Mamba2 OOM/test workaround; not the same change." }, { "left": "pull_request:46926", "right": "pull_request:46941", "accept": false, - "reason": "Different models and issues; no duplicate evidence beyond being test-fix PRs." + "reason": "MiniMax-M3-VL load_error workaround vs DAC runtime fix; different failures." + }, + { + "left": "pull_request:46908", + "right": "pull_request:47058", + "accept": false, + "reason": "DeepSeekV32 test load/offload fix vs Mamba2 OOM/test changes; unrelated." + }, + { + "left": "pull_request:46928", + "right": "pull_request:47054", + "accept": false, + "reason": "BLIP-2 tokenizer update vs MiniMax-M3-VL offload workaround; no duplicate bug." + }, + { + "left": "pull_request:46941", + "right": "pull_request:46986", + "accept": false, + "reason": "DAC fix vs GLM-OCR list-output mismatch; different concrete bugs." + }, + { + "left": "pull_request:46941", + "right": "pull_request:47006", + "accept": false, + "reason": "DAC tensor fix vs Gemma3 generation cache logic; unrelated code paths." + }, + { + "left": "pull_request:46928", + "right": "pull_request:46941", + "accept": false, + "reason": "BLIP-2 tokenizer mapping vs DAC runtime fix; same broad repo area only." }, { "left": "pull_request:46954", "right": "pull_request:46961", "accept": false, - "reason": "Pytest-v9 compatibility fix vs workflow for Serge patch normalization; unrelated." + "reason": "Pytest-v9 fp32-module cleanup vs Serge workflow normalization; unrelated." }, { "left": "pull_request:46958", "right": "pull_request:46961", "accept": false, - "reason": "CohereASR loss fix and Serge workflow cleanup are unrelated." + "reason": "CohereASR loss fix vs Serge workflow normalization; no shared bug." + }, + { + "left": "pull_request:46954", + "right": "pull_request:46958", + "accept": false, + "reason": "Pytest-v9 fp32-module cleanup vs CohereASR loss double-shift fix; different issues." + }, + { + "left": "pull_request:46954", + "right": "pull_request:46968", + "accept": false, + "reason": "Pytest-v9 cleanup vs docs autolink fixes; unrelated." }, { "left": "pull_request:46961", "right": "pull_request:46974", "accept": false, - "reason": "Workflow cleanup vs Musicgen generate typo fix; different concerns." + "reason": "Serge workflow plumbing vs Musicgen generate typo; different concerns." }, { "left": "pull_request:46958", "right": "pull_request:46974", "accept": false, - "reason": "Different subsystems: CohereASR training loss vs Musicgen generation logic." + "reason": "CohereASR loss fix vs Musicgen cache-length typo; different code paths." + }, + { + "left": "pull_request:46954", + "right": "pull_request:46971", + "accept": false, + "reason": "Pytest-v9 cleanup vs Mamba2 OOM test workaround; unrelated." + }, + { + "left": "pull_request:46971", + "right": "pull_request:46974", + "accept": false, + "reason": "Mamba2 test OOM fix vs Musicgen generate typo; different bugs." + }, + { + "left": "pull_request:46968", + "right": "pull_request:46974", + "accept": false, + "reason": "Docs autolink cleanup vs Musicgen generation bug; unrelated." }, { "left": "pull_request:46961", "right": "pull_request:46968", "accept": false, - "reason": "Workflow hygiene vs docs autolink cleanup; not the same underlying change." + "reason": "Workflow automation vs docs autolink cleanup; no duplicate change." }, { "left": "pull_request:46958", "right": "pull_request:46968", "accept": false, - "reason": "Training-loss bug fix vs documentation link cleanup; unrelated." + "reason": "CohereASR loss fix vs docs autolink cleanup; unrelated." }, { "left": "pull_request:46961", - "right": "pull_request:47082", + "right": "pull_request:46971", + "accept": false, + "reason": "Workflow automation vs Mamba2 test workaround; different targets." + }, + { + "left": "pull_request:46949", + "right": "pull_request:46968", "accept": false, - "reason": "Workflow cleanup is unrelated to adding RoMa model support." + "reason": "Whisper/audioflamingo cache-init fix vs docs autolink cleanup; unrelated." }, { "left": "pull_request:47072", "right": "pull_request:47089", "accept": false, - "reason": "Chat schema enum parsing fix vs AqlmConfig error-message wording; different bugs." + "reason": "Chat schema crash fix vs AqlmConfig error-message wording; different bugs." }, { "left": "pull_request:47077", "right": "pull_request:47078", "accept": false, - "reason": "Both touch Japanese docs, but one is a DistilBERT translation set and the other is wording cleanup; not the same change." + "reason": "Both are Japanese docs edits, but one adds DistilBERT translation pages and the other is a wording cleanup; not the same change." }, { "left": "pull_request:46266", "right": "pull_request:46957", "accept": false, - "reason": "Different model families and fixes; DINO modernization vs finegrained FP8/generation work." + "reason": "DINO conversion-mapping work vs finegrained FP8 decode optimization; unrelated model systems." }, { "left": "pull_request:44517", "right": "pull_request:47082", "accept": false, - "reason": "Both add model docs/auto mappings, but for different models and different features; not duplicates." + "reason": "Qwen3-TTS model addition vs RoMa keypoint matcher addition; same codegen pattern, different features." }, { "left": "pull_request:47034", "right": "pull_request:47035", "accept": false, - "reason": "Neuron SFT experiment vs torch-compile backend defaulting; related ecosystem, but distinct changes." + "reason": "Neuron SFT experiment draft vs torch-compile backend default tweak; related platform, but not the same bug/change." + }, + { + "left": "pull_request:47069", + "right": "pull_request:47089", + "accept": false, + "reason": "num_labels property typing vs AqlmConfig error-message text; unrelated fixes." }, { "left": "pull_request:46196", "right": "pull_request:46995", "accept": false, - "reason": "Wav2Vec2 SDPA dispatch support and MLU flash-linear-attention availability are separate feature additions." + "reason": "Wav2vec2 SDPA dispatch vs MLU flash-linear-attention support; different backend support changes." }, { - "left": "pull_request:46707", - "right": "pull_request:47108", + "left": "pull_request:47093", + "right": "pull_request:47114", "accept": false, - "reason": "Native FSDP2 implementation vs doc-builder pin comment tweak; unrelated." + "reason": "OpenPangu-V2 model addition vs docs about custom-code conversion lookup; unrelated." }, { - "left": "pull_request:46266", - "right": "pull_request:46707", + "left": "pull_request:46707", + "right": "pull_request:47114", "accept": false, - "reason": "DINO modernization PR vs FSDP2 integration PR; no shared underlying bug/change." + "reason": "Native FSDP2 module work vs docs conversion-mapping clarification; different concerns." }, { "left": "pull_request:47089", "right": "pull_request:47113", "accept": false, - "reason": "AqlmConfig validation messages vs audio feature/processor requirements; unrelated." + "reason": "AqlmConfig type-check wording vs audio feature/proc requirements cleanup; unrelated." }, { "left": "pull_request:46707", - "right": "pull_request:46961", + "right": "pull_request:47108", "accept": false, - "reason": "FSDP2 migration and Serge workflow normalization are unrelated." + "reason": "FSDP2 migration vs doc-builder pin comment cleanup; no duplicate change." }, { "left": "pull_request:47082", "right": "pull_request:47108", "accept": false, - "reason": "RoMa model addition vs doc-builder comment pin cleanup; unrelated." + "reason": "RoMa model addition vs doc-builder workflow comment tweak; unrelated." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47114", + "accept": false, + "reason": "Japanese DistilBERT docs vs conversion-mapping docs; different documentation topics." }, { "left": "pull_request:46912", "right": "pull_request:47025", "accept": false, - "reason": "RoPE behavior/test changes in different models and test suites; not the same bug." - }, - { - "left": "pull_request:46707", - "right": "pull_request:47082", - "accept": false, - "reason": "FSDP2 migration vs RoMa keypoint matcher addition are unrelated." + "reason": "RoPE test/code sweep vs diffusion_gemma test skip; broad testing only, not same bug." }, { - "left": "pull_request:46961", - "right": "pull_request:47108", + "left": "pull_request:46968", + "right": "pull_request:47114", "accept": false, - "reason": "Workflow normalization vs documentation workflow comment cleanup; distinct changes." + "reason": "Docs autolink cleanup vs conversion-mapping docs; unrelated docs changes." }, { - "left": "pull_request:47035", - "right": "pull_request:47089", + "left": "pull_request:46658", + "right": "pull_request:47114", "accept": false, - "reason": "Torch-compile backend default and AqlmConfig error-message wording are unrelated." + "reason": "Step 3.7 Flash model/bootstrap work vs conversion-mapping docs; different features." }, { - "left": "pull_request:43451", - "right": "pull_request:46995", + "left": "pull_request:46707", + "right": "pull_request:47082", "accept": false, - "reason": "Molmo2 model addition and MLU flash-linear-attention support are unrelated." + "reason": "FSDP2 migration vs RoMa model addition; unrelated." }, { - "left": "pull_request:46836", - "right": "pull_request:46995", + "left": "pull_request:46266", + "right": "pull_request:47114", "accept": false, - "reason": "Unlimited OCR model addition vs flash-linear-attention availability check; unrelated." + "reason": "DINO conversion-mapping modernization vs docs conversion-mapping explanation; not the same artifact." }, { - "left": "pull_request:46196", - "right": "pull_request:47025", + "left": "pull_request:46961", + "right": "pull_request:47082", "accept": false, - "reason": "Wav2Vec2 SDPA support vs Diffusion Gemma test skips; different models and changes." + "reason": "Workflow automation vs RoMa model addition; unrelated." }, { - "left": "pull_request:46707", - "right": "pull_request:47025", + "left": "pull_request:47025", + "right": "pull_request:47107", "accept": false, - "reason": "FSDP2 migration vs Diffusion Gemma test fixes; unrelated." + "reason": "Diffusion-gemma test skip vs MoE decode optimization; different failures." }, { - "left": "pull_request:45694", - "right": "pull_request:47069", + "left": "pull_request:46912", + "right": "pull_request:47082", "accept": false, - "reason": "TrainingArguments batch-size bug fix vs num_labels property typing fix; different code paths." + "reason": "RoPE tests vs RoMa model addition; unrelated." }, { - "left": "pull_request:46266", - "right": "pull_request:47034", + "left": "pull_request:46912", + "right": "pull_request:47078", "accept": false, - "reason": "DINO modernization vs Neuron SFT experiment; unrelated." + "reason": "RoPE tests vs Japanese docs wording cleanup; different scopes." }, { - "left": "pull_request:47034", + "left": "pull_request:46961", "right": "pull_request:47108", "accept": false, - "reason": "Neuron experiment vs doc-builder comment tweak; no shared bug/change." + "reason": "Workflow normalization vs doc-builder pin comment cleanup; unrelated." }, { "left": "pull_request:47035", - "right": "pull_request:47113", - "accept": false, - "reason": "Torch-compile backend default vs audio requirements fix; unrelated." - }, - { - "left": "pull_request:45694", - "right": "pull_request:47107", + "right": "pull_request:47089", "accept": false, - "reason": "TrainingArguments batch-size semantics and MoE decode optimization are different issues." + "reason": "Neuron compile backend default vs AqlmConfig error text; different code paths." }, { - "left": "pull_request:47100", - "right": "pull_request:47113", + "left": "pull_request:43451", + "right": "pull_request:46995", "accept": false, - "reason": "kernels API compatibility fix vs audio feature/processor requirements; unrelated." + "reason": "Molmo2 model addition vs MLU flash-linear-attention availability; unrelated features." }, { - "left": "pull_request:47035", - "right": "pull_request:47069", + "left": "pull_request:46196", + "right": "pull_request:47025", "accept": false, - "reason": "Torch compile backend defaulting and num_labels return type are unrelated." + "reason": "Wav2vec2 SDPA dispatch vs diffusion_gemma test skip; different model fixes." } ] }, @@ -22475,7 +22618,7 @@ { "label": "pull_request", "component_index": 1, - "component_count": 32, + "component_count": 34, "review_unit_index": 2, "review_unit_count": 3, "status": "reviewed", @@ -22483,7 +22626,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-55", + "cluster_id": "cluster-40546-57", "nodes": [ "pull_request:43451", "pull_request:44517", @@ -22506,12 +22649,10 @@ "pull_request:46957", "pull_request:46958", "pull_request:46961", - "pull_request:46970", "pull_request:46971", - "pull_request:46986", "pull_request:46995", "pull_request:47003", - "pull_request:47006", + "pull_request:47025", "pull_request:47034", "pull_request:47035", "pull_request:47054", @@ -22533,8 +22674,16 @@ "pull_request:47113" ], "soft_pairs": [ + "pull_request:46836|pull_request:46995", + "pull_request:46707|pull_request:47025", + "pull_request:45694|pull_request:47069", + "pull_request:46266|pull_request:47034", + "pull_request:45694|pull_request:47107", + "pull_request:47034|pull_request:47108", + "pull_request:47035|pull_request:47113", + "pull_request:47100|pull_request:47113", + "pull_request:47035|pull_request:47069", "pull_request:46995|pull_request:47096", - "pull_request:46957|pull_request:47108", "pull_request:46995|pull_request:47003", "pull_request:46836|pull_request:46961", "pull_request:47069|pull_request:47113", @@ -22546,7 +22695,6 @@ "pull_request:45694|pull_request:47035", "pull_request:46196|pull_request:46961", "pull_request:43451|pull_request:46266", - "pull_request:46266|pull_request:47096", "pull_request:43451|pull_request:47107", "pull_request:43451|pull_request:47078", "pull_request:47078|pull_request:47096", @@ -22555,8 +22703,8 @@ "pull_request:47092|pull_request:47107", "pull_request:46658|pull_request:46961", "pull_request:46912|pull_request:47113", - "pull_request:43451|pull_request:44517", "pull_request:46836|pull_request:47107", + "pull_request:43451|pull_request:44517", "pull_request:45694|pull_request:46707", "pull_request:46912|pull_request:47100", "pull_request:46961|pull_request:47113", @@ -22566,13 +22714,13 @@ "pull_request:44517|pull_request:47003", "pull_request:43451|pull_request:46957", "pull_request:46957|pull_request:47096", + "pull_request:46658|pull_request:46895", "pull_request:43451|pull_request:46961", "pull_request:46961|pull_request:47096", "pull_request:46961|pull_request:47003", "pull_request:46961|pull_request:47034", "pull_request:46961|pull_request:47092", "pull_request:46912|pull_request:46961", - "pull_request:46658|pull_request:46895", "pull_request:43451|pull_request:47089", "pull_request:46196|pull_request:47100", "pull_request:43451|pull_request:47100", @@ -22585,8 +22733,8 @@ "pull_request:46895|pull_request:46958", "pull_request:46958|pull_request:47090", "pull_request:46907|pull_request:47055", - "pull_request:46950|pull_request:46971", "pull_request:46949|pull_request:47056", + "pull_request:46950|pull_request:46971", "pull_request:46950|pull_request:47058", "pull_request:46971|pull_request:47058", "pull_request:46926|pull_request:47054", @@ -22597,391 +22745,384 @@ "pull_request:46927|pull_request:46949", "pull_request:46907|pull_request:46927", "pull_request:46908|pull_request:47054", - "pull_request:46926|pull_request:47057", - "pull_request:46927|pull_request:46971", - "pull_request:46908|pull_request:46926", - "pull_request:46986|pull_request:47006", - "pull_request:47054|pull_request:47055", - "pull_request:46970|pull_request:47006", - "pull_request:46970|pull_request:46986", - "pull_request:47057|pull_request:47058" + "pull_request:46926|pull_request:47057" ], - "prepared_review_unit_hash": "92c88760cea67b489461c73d1e5cfee39a1c832e1ba7a0be8c23a0323b6449f8", + "prepared_review_unit_hash": "7218ba276e9f267b31d9becff08cdc41c77e1b44f101e796265f30baadf1449d", "component_budget": { - "node_count": 55, - "item_count": 55, - "soft_pair_count": 180, - "serialized_chars": 198812, - "estimated_input_tokens": 49703, - "estimated_eval_tokens": 99662 + "node_count": 57, + "item_count": 57, + "soft_pair_count": 182, + "serialized_chars": 204273, + "estimated_input_tokens": 51069, + "estimated_eval_tokens": 102394 }, "budget": { - "node_count": 46, - "item_count": 46, + "node_count": 44, + "item_count": 44, "soft_pair_count": 72, - "serialized_chars": 127874, - "estimated_input_tokens": 31969, - "estimated_eval_tokens": 64194 + "serialized_chars": 121069, + "estimated_input_tokens": 30268, + "estimated_eval_tokens": 60792 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous overall, but it contains a few clear duplicate subclusters: CohereASR loss-shift fixes, EdgeTam post-processing kwarg cleanup, DeepSeekV32/MiniMax test load fixes, Whisper cache init, and a small Mamba2 test OOM subcluster. Most other pairs are unrelated.", - "confidence": 0.93, + "summary": "This cluster is mostly a set of weakly similar but unrelated PRs, with a handful of true duplicate/follow-up chains in cohere_asr, edgetam, whisper, mamba2, minimax_m3_vl, and deepseek_v32.", + "confidence": 0.81, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR for the whole cluster: the items split into several unrelated subclusters, so there is no global representative PR.", + "canonical_pr_reason": "No single PR cleanly represents the whole cluster because it mixes unrelated changes. If a single anchor is needed, 47090 is the best representative of the only clearly coherent duplicate chain (CohereASR double-shift), with the most focused fix and an explicit issue target.", "best_issue_reason": null, - "best_pr_reason": "No global best PR; the only valid duplicate candidates are local to specific model/test subclusters rather than this entire set.", + "best_pr_reason": "47090 is the strongest standalone PR in the cluster: it directly fixes the underlying CohereASR training-loss double-shift bug, has an explicit issue target, and is the cleanest version of that change family.", "soft_edge_verdicts": [ { - "left": "pull_request:46995", - "right": "pull_request:47096", + "left": "pull_request:46836", + "right": "pull_request:46995", "accept": false, - "reason": "Different changes: flash-linear-attention availability vs Kimi exportability work." + "reason": "Different features/models; only broad PR-title similarity." }, { - "left": "pull_request:46957", + "left": "pull_request:46707", + "right": "pull_request:47025", + "accept": false, + "reason": "Unrelated subsystems and bugs." + }, + { + "left": "pull_request:45694", + "right": "pull_request:47069", + "accept": false, + "reason": "Different changes: training-batch sizing vs num_labels typing." + }, + { + "left": "pull_request:46266", + "right": "pull_request:47034", + "accept": false, + "reason": "Different model families and unrelated fixes." + }, + { + "left": "pull_request:45694", + "right": "pull_request:47107", + "accept": false, + "reason": "No shared code-path; unrelated training_args vs MoE decode logic." + }, + { + "left": "pull_request:47034", "right": "pull_request:47108", "accept": false, - "reason": "Unrelated fixes: FP8 decode optimization vs doc-builder comment wording." + "reason": "Unrelated automation/workflow change vs Neuron training experiment." + }, + { + "left": "pull_request:47035", + "right": "pull_request:47113", + "accept": false, + "reason": "Different concerns: torch-compile backend default vs audio feature/proc requirements." + }, + { + "left": "pull_request:47100", + "right": "pull_request:47113", + "accept": false, + "reason": "Different library areas; not the same bug." + }, + { + "left": "pull_request:47035", + "right": "pull_request:47069", + "accept": false, + "reason": "Unrelated config default vs property typing fix." + }, + { + "left": "pull_request:46995", + "right": "pull_request:47096", + "accept": false, + "reason": "Different targets: MLU availability check vs exportable kimi." }, { "left": "pull_request:46995", "right": "pull_request:47003", "accept": false, - "reason": "Different features in import_utils vs OpenVINO exporter docs/code." + "reason": "Unrelated utility check vs exporter/docs PR." }, { "left": "pull_request:46836", "right": "pull_request:46961", "accept": false, - "reason": "Unlimited OCR model addition is unrelated to Serge workflow normalization." + "reason": "Different model addition vs workflow normalization." }, { "left": "pull_request:47069", "right": "pull_request:47113", "accept": false, - "reason": "num_labels typing fix is unrelated to audio feature/proc requirements." + "reason": "No shared underlying bug." }, { "left": "pull_request:46957", "right": "pull_request:46961", "accept": false, - "reason": "Different problems: decode optimization vs branch-normalization workflow." + "reason": "Different code areas; weak title similarity only." }, { "left": "pull_request:46961", "right": "pull_request:47035", "accept": false, - "reason": "Workflow cleanup vs torch-compile backend defaulting; unrelated." + "reason": "Different automation vs compile-backend behavior." }, { "left": "pull_request:46912", "right": "pull_request:47077", "accept": false, - "reason": "RoPE testing changes are unrelated to Japanese doc translation." + "reason": "RoPE tests vs Japanese docs translation are unrelated." }, { "left": "pull_request:46707", "right": "pull_request:47077", "accept": false, - "reason": "Native FSDP2 migration is unrelated to doc translation." + "reason": "Unrelated distributed/FSDP work vs docs translation." }, { "left": "pull_request:47069", "right": "pull_request:47082", "accept": false, - "reason": "Configuration property typing vs adding a new keypoint matcher; unrelated." + "reason": "Unrelated config property typing vs new model addition." }, { "left": "pull_request:45694", "right": "pull_request:47035", "accept": false, - "reason": "Batch-size split-batches fix is unrelated to Neuron torch-compile defaults." + "reason": "Different training-arg fixes, not one bug." }, { "left": "pull_request:46196", - "right": "pull_request:46961", + "right": "pull_request:47100", "accept": false, - "reason": "wav2vec2 SDPA dispatch vs workflow normalization; unrelated." + "reason": "Audio/wav2vec SDPA support vs kernels API cleanup." }, { "left": "pull_request:43451", "right": "pull_request:46266", "accept": false, - "reason": "Molmo2 model addition and Dino modernization are different model ports." - }, - { - "left": "pull_request:46266", - "right": "pull_request:47096", - "accept": false, - "reason": "Dino modernization and Kimi exportability are unrelated changes." + "reason": "Different model additions and conversion paths." }, { "left": "pull_request:43451", "right": "pull_request:47107", "accept": false, - "reason": "Molmo2 model addition is unrelated to MoE decode optimization." + "reason": "Molmo2 add PR vs MoE decode optimization are unrelated." }, { "left": "pull_request:43451", "right": "pull_request:47078", "accept": false, - "reason": "Model addition vs Japanese wording edit; unrelated." - }, - { - "left": "pull_request:47078", - "right": "pull_request:47096", - "accept": false, - "reason": "Japanese doc wording vs exportable Kimi changes; unrelated." - }, - { - "left": "pull_request:46707", - "right": "pull_request:46957", - "accept": false, - "reason": "FSDP2 migration and FP8 decode optimization are different code paths." - }, - { - "left": "pull_request:47003", - "right": "pull_request:47078", - "accept": false, - "reason": "OpenVINO exporter work and Japanese docs wording are unrelated." - }, - { - "left": "pull_request:47092", - "right": "pull_request:47107", - "accept": false, - "reason": "MiniCPM3 XPU expectations are unrelated to MoE decode optimization." - }, - { - "left": "pull_request:46658", - "right": "pull_request:46961", - "accept": false, - "reason": "Step 3.7 Flash scaffolding is unrelated to workflow normalization." - }, - { - "left": "pull_request:46912", - "right": "pull_request:47113", - "accept": false, - "reason": "RoPE tests and audio feature/proc requirements are unrelated." + "reason": "Unrelated PRs: model addition vs docs wording." }, { "left": "pull_request:43451", - "right": "pull_request:44517", + "right": "pull_request:47096", "accept": false, - "reason": "Molmo2 and Qwen3-TTS are different model additions." + "reason": "No shared bug or code path." }, { - "left": "pull_request:46836", - "right": "pull_request:47107", + "left": "pull_request:44517", + "right": "pull_request:46836", "accept": false, - "reason": "Unlimited OCR model port and MoE decode optimization are unrelated." + "reason": "Different model/doc additions; not a duplicate." }, { "left": "pull_request:45694", "right": "pull_request:46707", "accept": false, - "reason": "TrainingArguments batch-size fix vs FSDP2 module addition; unrelated." + "reason": "Training-args bug vs FSDP2 module migration." }, { "left": "pull_request:46912", - "right": "pull_request:47100", + "right": "pull_request:46961", "accept": false, - "reason": "RoPE tests are unrelated to kernels deprecation cleanup." + "reason": "Different topics: RoPE tests vs cleanup workflow." }, { "left": "pull_request:46961", - "right": "pull_request:47113", + "right": "pull_request:47096", "accept": false, - "reason": "Workflow normalization and audio backend requirements are unrelated." + "reason": "Automation workflow vs exportability change." }, { "left": "pull_request:46961", "right": "pull_request:47003", "accept": false, - "reason": "Workflow normalization vs OpenVINO exporter; unrelated." + "reason": "Workflow normalization vs exporter docs/code." }, { "left": "pull_request:46961", "right": "pull_request:47034", "accept": false, - "reason": "Workflow normalization vs Neuron LoRA finetuning experiment; unrelated." + "reason": "Unrelated workflow and training experiment." }, { "left": "pull_request:46961", "right": "pull_request:47092", "accept": false, - "reason": "Workflow normalization vs MiniCPM3 XPU expectations; unrelated." + "reason": "No same underlying bug." }, { "left": "pull_request:46912", - "right": "pull_request:46961", + "right": "pull_request:47113", "accept": false, - "reason": "RoPE tests and workflow normalization are unrelated." + "reason": "RoPE tests vs audio requirement annotations." }, { - "left": "pull_request:46658", - "right": "pull_request:46895", + "left": "pull_request:46836", + "right": "pull_request:47107", "accept": false, - "reason": "Step 3.7 Flash scaffolding is unrelated to CohereASR loss-shift fix." + "reason": "Different model addition vs decode optimization." }, { "left": "pull_request:43451", - "right": "pull_request:47089", - "accept": false, - "reason": "Model addition and AqlmConfig error-message cleanup are unrelated." - }, - { - "left": "pull_request:46196", - "right": "pull_request:47100", + "right": "pull_request:44517", "accept": false, - "reason": "wav2vec2 SDPA dispatch and kernels error-message cleanup are unrelated." + "reason": "Both add models, but different models and implementations." }, { "left": "pull_request:43451", - "right": "pull_request:47100", + "right": "pull_request:46957", "accept": false, - "reason": "Molmo2 model addition is unrelated to kernels API cleanup." + "reason": "Molmo2 addition vs FP8 generation optimization are unrelated." }, { "left": "pull_request:43451", - "right": "pull_request:45694", + "right": "pull_request:47089", "accept": false, - "reason": "Molmo2 model addition and batch-size split-batches fix are unrelated." + "reason": "Different docs/model work vs AqlmConfig error-message cleanup." }, { - "left": "pull_request:43451", - "right": "pull_request:46895", + "left": "pull_request:46196", + "right": "pull_request:46961", "accept": false, - "reason": "Molmo2 model addition is unrelated to CohereASR training-loss fix." + "reason": "Audio-model SDPA work vs workflow normalization." }, { - "left": "pull_request:46895", - "right": "pull_request:47096", + "left": "pull_request:46658", + "right": "pull_request:46961", "accept": false, - "reason": "CohereASR loss fix and exportable Kimi are unrelated code paths." + "reason": "Step 3.7 Flash work vs workflow normalization are unrelated." }, { - "left": "pull_request:46880", - "right": "pull_request:47092", + "left": "pull_request:46912", + "right": "pull_request:47054", "accept": false, - "reason": "Cosmos3_omni XPU expectation and MiniCPM3 XPU expectations are different test suites." + "reason": "Different models and failure modes." }, { "left": "pull_request:46895", "right": "pull_request:47090", "accept": true, - "reason": "Same CohereASR double-shift bug and same code/test files." + "reason": "Same CohereASR double-shift fix; 47090 is a refined version of the same bug." }, { "left": "pull_request:46895", "right": "pull_request:46958", "accept": true, - "reason": "Same CohereASR loss double-shift fix, with the same affected files." + "reason": "Same CohereASR training-loss double-shift issue and same files." }, { "left": "pull_request:46958", "right": "pull_request:47090", "accept": true, - "reason": "Same CohereASR training-loss double-shift issue; these are duplicate fixes." + "reason": "Same concrete CohereASR loss-shift bug; mergeable into one PR." }, { "left": "pull_request:46907", "right": "pull_request:47055", "accept": true, - "reason": "Same EdgeTam post-processing kwarg cleanup in the same backbone forward path." - }, - { - "left": "pull_request:46950", - "right": "pull_request:46971", - "accept": false, - "reason": "Both concern Mamba2 OOMs, but one is a model-code change and the other is only a test-load tweak." + "reason": "Same EdgeTam forward-kwargs cleanup for post-processing keys." }, { "left": "pull_request:46949", "right": "pull_request:47056", "accept": true, - "reason": "Same Whisper cache-state initialization bug in the attention forward path." + "reason": "Both patch the Whisper attention state update path; same underlying code-path bug." + }, + { + "left": "pull_request:46950", + "right": "pull_request:46971", + "accept": true, + "reason": "Same Mamba2 integration/OOM-related test fix family." }, { "left": "pull_request:46950", "right": "pull_request:47058", - "accept": false, - "reason": "Same model family, but different fixes: kernel/forward behavior vs test loading and cleanup." + "accept": true, + "reason": "Same Mamba2 OOM/test-loading issue; compatible fixes." }, { "left": "pull_request:46971", "right": "pull_request:47058", "accept": true, - "reason": "Both are the same Mamba2 integration-test OOM workaround in the test file." + "reason": "Same Mamba2 test memory/load problem, just different harness tweaks." }, { "left": "pull_request:46926", "right": "pull_request:47054", "accept": true, - "reason": "Same MiniMax-M3-VL load_error test fix using offload_folder." + "reason": "Same MiniMax-M3-VL load_error/offload-folder workaround in the same test file." }, { "left": "pull_request:46908", "right": "pull_request:47057", "accept": true, - "reason": "Same DeepSeekV32 load_error test workaround in the same test file." + "reason": "Same DeepSeek-V3.2 load_error/offload-folder test fix." }, { "left": "pull_request:46949", "right": "pull_request:46950", "accept": false, - "reason": "Whisper cache init fix and Mamba2 OOM fix are unrelated." + "reason": "Different models and unrelated failures." }, { - "left": "pull_request:46907", - "right": "pull_request:46927", + "left": "pull_request:47054", + "right": "pull_request:47057", "accept": false, - "reason": "EdgeTam post-processing kwarg cleanup and GLM46V input casting fix are unrelated." + "reason": "Different models and unrelated test failures." }, { - "left": "pull_request:46908", - "right": "pull_request:46926", + "left": "pull_request:46949", + "right": "pull_request:46951", "accept": false, - "reason": "DeepSeekV32 and MiniMax-M3-VL are different models with different test failures." + "reason": "Whisper/audio model fix vs PEFT integration change are unrelated." }, { - "left": "pull_request:46970", - "right": "pull_request:47006", + "left": "pull_request:46927", + "right": "pull_request:46949", "accept": false, - "reason": "Different models and different fixes; both are output-mismatch reports only at a high level." + "reason": "GLM46V input-id cast fix is unrelated to Whisper/audio caching." }, { - "left": "pull_request:47054", - "right": "pull_request:47055", + "left": "pull_request:46907", + "right": "pull_request:46927", "accept": false, - "reason": "Same family of integration failures, but MiniMax load_error and EdgeTam import_or_config are different problems." + "reason": "Different models and bugs." }, { - "left": "pull_request:46970", - "right": "pull_request:46986", + "left": "pull_request:46908", + "right": "pull_request:47054", "accept": false, - "reason": "MusicGen-Melody and GLM-OCR output-mismatch fixes are unrelated model-specific changes." + "reason": "DeepSeek-V3.2 load fix vs MiniMax-M3-VL load fix are different models." }, { - "left": "pull_request:47057", - "right": "pull_request:47058", + "left": "pull_request:46926", + "right": "pull_request:47057", "accept": false, - "reason": "DeepSeekV32 load_error and Mamba2 OOM are different models and different failure modes." + "reason": "MiniMax-M3-VL vs DeepSeek-V3.2 are unrelated." }, { - "left": "pull_request:46970", - "right": "pull_request:46957", + "left": "pull_request:47092", + "right": "pull_request:47107", "accept": false, - "reason": "MusicGen-Melody output mismatch and FP8 decode optimization are unrelated." + "reason": "Test expectations vs MoE decode optimization; unrelated." }, { - "left": "pull_request:46912", - "right": "pull_request:47057", + "left": "pull_request:47096", + "right": "pull_request:47107", "accept": false, - "reason": "RoPE tests and DeepSeekV32 test-load workaround are unrelated." + "reason": "Exporter/codegen work vs MoE decode optimization are unrelated." } ] }, @@ -22995,7 +23136,7 @@ { "label": "pull_request", "component_index": 1, - "component_count": 32, + "component_count": 34, "review_unit_index": 3, "review_unit_count": 3, "status": "reviewed", @@ -23003,7 +23144,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-55", + "cluster_id": "cluster-40546-57", "nodes": [ "pull_request:40546", "pull_request:43451", @@ -23012,8 +23153,12 @@ "pull_request:46707", "pull_request:46836", "pull_request:46907", + "pull_request:46908", "pull_request:46912", + "pull_request:46926", + "pull_request:46927", "pull_request:46970", + "pull_request:46971", "pull_request:46986", "pull_request:47003", "pull_request:47006", @@ -23030,6 +23175,13 @@ "pull_request:47096" ], "soft_pairs": [ + "pull_request:46927|pull_request:46971", + "pull_request:46908|pull_request:46926", + "pull_request:46986|pull_request:47006", + "pull_request:47054|pull_request:47055", + "pull_request:46970|pull_request:47006", + "pull_request:46970|pull_request:46986", + "pull_request:47057|pull_request:47058", "pull_request:46907|pull_request:47054", "pull_request:47055|pull_request:47056", "pull_request:46907|pull_request:47056", @@ -23047,14 +23199,12 @@ "pull_request:46836|pull_request:47092", "pull_request:43451|pull_request:47077", "pull_request:46836|pull_request:47096", - "pull_request:46836|pull_request:47077", - "pull_request:40546|pull_request:43451", "pull_request:43451|pull_request:46196", "pull_request:46196|pull_request:47096", + "pull_request:40546|pull_request:43451", "pull_request:46196|pull_request:47003", "pull_request:43451|pull_request:46658", "pull_request:46658|pull_request:47096", - "pull_request:46658|pull_request:47003", "pull_request:43451|pull_request:47092", "pull_request:43451|pull_request:47096", "pull_request:43451|pull_request:47003", @@ -23067,238 +23217,244 @@ "pull_request:46836|pull_request:47003", "pull_request:47003|pull_request:47034" ], - "prepared_review_unit_hash": "d818c70c60a88722f6c1f70c8e48bcd61c13b5e7c9cd590fb25701113d97748c", + "prepared_review_unit_hash": "efa8588aa645432c08151d0aa0ee2050daff16c15be32d784851d108be6a283a", "component_budget": { - "node_count": 55, - "item_count": 55, - "soft_pair_count": 180, - "serialized_chars": 198812, - "estimated_input_tokens": 49703, - "estimated_eval_tokens": 99662 + "node_count": 57, + "item_count": 57, + "soft_pair_count": 182, + "serialized_chars": 204273, + "estimated_input_tokens": 51069, + "estimated_eval_tokens": 102394 }, "budget": { - "node_count": 23, - "item_count": 23, - "soft_pair_count": 36, - "serialized_chars": 67553, - "estimated_input_tokens": 16889, - "estimated_eval_tokens": 34034 + "node_count": 27, + "item_count": 27, + "soft_pair_count": 41, + "serialized_chars": 76898, + "estimated_input_tokens": 19225, + "estimated_eval_tokens": 38706 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a false-positive mix of unrelated PRs across model additions, test fixes, docs, exporters, and training infra. The only clear duplicate-like pair is the two Edgetam kwargs-cleanup fixes; most other soft links should be rejected.", - "confidence": 0.76, + "summary": "This set is heterogeneous: new model add-ons, exporter/runtime changes, training tweaks, docs updates, and many unrelated test-only fixes. None of the proposed soft edges look like the same underlying bug or change.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No single underlying change unifies the cluster; PR 43451 is the broadest and most central node by soft-link connectivity, so it is the best representative despite the cluster being noisy.", + "canonical_pr_reason": "No canonical PR: the items span distinct models and subsystems, with only superficial overlap such as test failures or registration/docs work.", "best_issue_reason": null, - "best_pr_reason": "PR 43451 is the strongest cluster anchor because it is a substantial, self-contained change with the most apparent connectivity to other items, even though those links are mostly superficial.", + "best_pr_reason": "No global best PR: there is no single representative duplicate because the cluster is not one coherent change.", "soft_edge_verdicts": [ + { + "left": "pull_request:46927", + "right": "pull_request:46971", + "accept": false, + "reason": "Different model families and different fixes; one is GLM46V test/model behavior, the other is a Mamba2 OOM test patch." + }, + { + "left": "pull_request:46908", + "right": "pull_request:46926", + "accept": false, + "reason": "Both are test-fix PRs, but for unrelated models and unrelated failure modes (DeepSeekV32 load error vs MiniMax-M3-VL load error)." + }, + { + "left": "pull_request:46986", + "right": "pull_request:47006", + "accept": false, + "reason": "Same broad symptom class, but different models and code paths (glm_ocr vs gemma3); not a duplicate change." + }, + { + "left": "pull_request:47054", + "right": "pull_request:47055", + "accept": false, + "reason": "Different models and different failure causes; only the triage label is similar." + }, + { + "left": "pull_request:46970", + "right": "pull_request:47006", + "accept": false, + "reason": "Unrelated model fixes (musicgen_melody vs gemma3); shared output-mismatch wording is too broad." + }, + { + "left": "pull_request:46970", + "right": "pull_request:46986", + "accept": false, + "reason": "Different models and test targets; no common code-path bug." + }, + { + "left": "pull_request:47057", + "right": "pull_request:47058", + "accept": false, + "reason": "Both touch integration tests, but one is DeepSeekV32 load_error and the other is Mamba2 OOM; unrelated." + }, { "left": "pull_request:46907", "right": "pull_request:47054", "accept": false, - "reason": "Different models and failure modes: Edgetam import_or_config cleanup vs MiniMax-M3-VL load_error. Not the same bug or mergeable change." + "reason": "Different models and different issues; one patches EdgeTam import/config handling, the other MiniMax-M3-VL loading." }, { "left": "pull_request:47055", "right": "pull_request:47056", "accept": false, - "reason": "Edgetam kwargs cleanup vs Whisper unrelated runtime fix; different code paths and symptoms." + "reason": "Different models and fixes; EdgeTam post-processing kwargs cleanup is unrelated to Whisper attention behavior." }, { "left": "pull_request:46907", "right": "pull_request:47056", "accept": false, - "reason": "Edgetam post-processing-arg fix and Whisper attention tweak are unrelated." + "reason": "No shared concrete bug: EdgeTam import/config handling vs Whisper attention state handling." }, { "left": "pull_request:47054", "right": "pull_request:47056", "accept": false, - "reason": "MiniMax load_error and Whisper other output issue are separate model-specific problems." + "reason": "Different model-specific test/code fixes; not the same underlying problem." }, { "left": "pull_request:47054", "right": "pull_request:47058", "accept": false, - "reason": "MiniMax load_error vs Mamba2 OOM; different models and distinct failure classes." + "reason": "MiniMax-M3-VL loading/OOM issues are unrelated to the other model-specific fix." }, { "left": "pull_request:47055", "right": "pull_request:47057", "accept": false, - "reason": "Edgetam kwargs cleanup and DeepSeek-V3.2 load_error are unrelated." + "reason": "EdgeTam import/config cleanup and DeepSeekV32 load_error are different bugs." }, { "left": "pull_request:46907", "right": "pull_request:47006", "accept": false, - "reason": "Edgetam import_or_config fix and Gemma3 generation test fix do not address the same underlying issue." + "reason": "Different model families and distinct failure surfaces; not mergeable as one PR." }, { "left": "pull_request:46907", "right": "pull_request:46970", "accept": false, - "reason": "Edgetam backbone-kwarg cleanup vs MusicGen-Melody output mismatch; unrelated models and code paths." + "reason": "EdgeTam import/config and MusicGen-Melody output mismatch are unrelated." }, { "left": "pull_request:46970", "right": "pull_request:47055", "accept": false, - "reason": "MusicGen-Melody output mismatch and Edgetam import_or_config are unrelated." + "reason": "Different models and unrelated fixes." }, { "left": "pull_request:46907", "right": "pull_request:46986", "accept": false, - "reason": "Different models and symptoms: Edgetam kwargs handling vs GLM-OCR output mismatch." + "reason": "EdgeTam import/config handling does not overlap with glm_ocr output-mismatch fixes." }, { "left": "pull_request:47025", "right": "pull_request:47092", "accept": false, - "reason": "Diffusion-Gemma test skip/adjustment is unrelated to MiniCPM3 XPU expectation updates." + "reason": "One is DiffusionGemma test adjustments; the other adds XPU expectations for MiniCPM3. Different models and goals." }, { "left": "pull_request:46707", "right": "pull_request:47034", "accept": false, - "reason": "Native FSDP2 integration and Neuron SFT experiment are not the same change or bug fix." + "reason": "Both mention infrastructure, but FSDP2 migration and Neuron SFT experiment are unrelated changes." }, { "left": "pull_request:46658", "right": "pull_request:46836", "accept": false, - "reason": "Both are model-onboarding style PRs, but they add different models and different code; not a duplicate change." + "reason": "Both are model-adding PRs, but for completely different models and code paths." }, { "left": "pull_request:43451", - "right": "pull_request:46836", + "right": "pull_request:47077", "accept": false, - "reason": "Molmo2 and Unlimited OCR are separate model additions; similar scope but not the same underlying change." + "reason": "Molmo2 model integration vs Japanese DistilBERT docs translation are unrelated." }, { "left": "pull_request:46836", "right": "pull_request:47092", "accept": false, - "reason": "Unlimited OCR model onboarding vs MiniCPM3 XPU test expectations; unrelated." - }, - { - "left": "pull_request:43451", - "right": "pull_request:47077", - "accept": false, - "reason": "Molmo2 model addition and Japanese DistilBERT docs translation are different artifacts." + "reason": "Unlimited OCR model integration and MiniCPM3 XPU test expectations are unrelated." }, { - "left": "pull_request:46836", - "right": "pull_request:47096", + "left": "pull_request:40546", + "right": "pull_request:43451", "accept": false, - "reason": "Unlimited OCR onboarding and Kimi exportability are unrelated changes." + "reason": "Both add models, but VibeVoice and Molmo2 are separate model integrations with no shared bug/change." }, { "left": "pull_request:46196", "right": "pull_request:47003", "accept": false, - "reason": "SDPA dispatch support for wav2vec2-family models is unrelated to the OpenVINO exporter work." - }, - { - "left": "pull_request:40546", - "right": "pull_request:43451", - "accept": false, - "reason": "VibeVoice and Molmo2 are separate model implementations; same broad area, different concrete changes." + "reason": "wav2vec2 SDPA dispatch support and OpenVINO exporter work are unrelated." }, { "left": "pull_request:43451", - "right": "pull_request:46196", + "right": "pull_request:46658", "accept": false, - "reason": "New model onboarding vs attention-dispatch support; not the same bug or change." + "reason": "Different model additions; only broad registration/docs patterns overlap." }, { "left": "pull_request:46196", "right": "pull_request:47096", "accept": false, - "reason": "Wav2vec2 SDPA dispatch and exportable Kimi are distinct features in different subsystems." - }, - { - "left": "pull_request:46658", - "right": "pull_request:47096", - "accept": false, - "reason": "Step-3.7 Flash onboarding and Kimi export changes are unrelated." - }, - { - "left": "pull_request:46658", - "right": "pull_request:47003", - "accept": false, - "reason": "Step-3.7 Flash model conversion/onboarding and OpenVINO exporter work are different changes." + "reason": "Model-attn dispatch support vs exportability changes for Kimi are unrelated." }, { "left": "pull_request:43451", "right": "pull_request:47092", "accept": false, - "reason": "Molmo2 onboarding and MiniCPM3 XPU expectations are unrelated." + "reason": "Molmo2 integration and MiniCPM3 test expectation updates are unrelated." }, { "left": "pull_request:43451", "right": "pull_request:47096", "accept": false, - "reason": "Molmo2 model addition and Kimi exportability do not target the same code path." + "reason": "Molmo2 model integration and exportable Kimi changes are different workstreams." }, { - "left": "pull_request:47003", + "left": "pull_request:46658", "right": "pull_request:47096", "accept": false, - "reason": "Both touch exportability, but one adds an OpenVINO exporter and the other fixes export for a specific model; not the same underlying change." + "reason": "Step-3.7 Flash integration and Kimi exportability are unrelated model changes." }, { "left": "pull_request:43451", - "right": "pull_request:47034", - "accept": false, - "reason": "Molmo2 onboarding and Neuron SFT experiment are unrelated." - }, - { - "left": "pull_request:47034", - "right": "pull_request:47096", + "right": "pull_request:47003", "accept": false, - "reason": "Neuron training experiment tooling and exportable Kimi are different subsystems." + "reason": "Molmo2 integration and OpenVINO exporter implementation are unrelated." }, { - "left": "pull_request:47092", + "left": "pull_request:47003", "right": "pull_request:47096", "accept": false, - "reason": "MiniCPM3 XPU test expectations and Kimi export fixes are unrelated." + "reason": "OpenVINO exporter and Kimi exportability touch exporting, but they fix different code paths and are not one PR." }, { "left": "pull_request:43451", - "right": "pull_request:47035", + "right": "pull_request:47034", "accept": false, - "reason": "Model onboarding and a TrainingArguments backend default tweak are different changes." + "reason": "Molmo2 model integration and Neuron SFT experiment are unrelated." }, { "left": "pull_request:43451", "right": "pull_request:46912", "accept": false, - "reason": "Molmo2 onboarding and RoPE test expansion are unrelated." + "reason": "Molmo2 integration and RoPE test coverage are unrelated." }, { "left": "pull_request:46836", "right": "pull_request:47003", "accept": false, - "reason": "Unlimited OCR model addition and OpenVINO exporter introduction are distinct changes." - }, - { - "left": "pull_request:46658", - "right": "pull_request:47003", - "accept": false, - "reason": "Step-3.7 Flash onboarding and OpenVINO exporter work are unrelated." + "reason": "Unlimited OCR model integration and OpenVINO exporter are separate features." }, { "left": "pull_request:43451", - "right": "pull_request:47034", + "right": "pull_request:47035", "accept": false, - "reason": "Molmo2 onboarding and Neuron experiment scripts are not the same code-path problem." + "reason": "Molmo2 model integration and torch-compile backend defaulting to neuron are unrelated." } ] }, @@ -23312,7 +23468,7 @@ { "label": "pull_request", "component_index": 2, - "component_count": 32, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23328,7 +23484,7 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "d4e7339681a00d252ac794786938567c2102a6f9032ed743387de5694bdd387e", + "prepared_review_unit_hash": "3af50daa7270ce0289f325b6305ae05079e799b05412a6a19745e11251b59768", "component_budget": { "node_count": 2, "item_count": 2, @@ -23350,18 +23506,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster contains two unrelated open PRs: one adds TimesFM covariate forecasting, the other adds DINOv3 image-classification support. They do not fix the same bug or implement the same change.", - "confidence": 0.98, + "summary": "The two pull requests are unrelated: one adds TimesFM covariate forecasting support, while the other adds DINOv3 image classification support. They do not fix the same code-path problem and should not be merged as duplicates.", + "confidence": 0.99, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR 41224 is the more focused, self-contained change, but it is not a duplicate of PR 40755.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different models, different code paths, and different user-facing features; they are not the same underlying change and would not be merged into one PR." + "reason": "Different model families and different features: TimesFM covariate forecasting vs DINOv3 image classification. No shared bug or mergeable code-path change." } ] }, @@ -23375,7 +23531,7 @@ { "label": "pull_request", "component_index": 3, - "component_count": 32, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23438,7 +23594,7 @@ { "label": "pull_request", "component_index": 4, - "component_count": 32, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23446,7 +23602,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-41855-14", + "cluster_id": "cluster-41855-13", "nodes": [ "pull_request:41855", "pull_request:42668", @@ -23460,8 +23616,7 @@ "pull_request:45213", "pull_request:45655", "pull_request:46048", - "pull_request:46267", - "pull_request:47114" + "pull_request:46267" ], "soft_pairs": [ "pull_request:41855|pull_request:43424", @@ -23469,7 +23624,6 @@ "pull_request:42668|pull_request:43823", "pull_request:43251|pull_request:43823", "pull_request:43251|pull_request:44827", - "pull_request:43424|pull_request:47114", "pull_request:43424|pull_request:44827", "pull_request:43424|pull_request:43823", "pull_request:43823|pull_request:45655", @@ -23479,173 +23633,153 @@ "pull_request:44827|pull_request:45170", "pull_request:44827|pull_request:46267", "pull_request:44827|pull_request:46048", - "pull_request:44827|pull_request:47114", - "pull_request:45213|pull_request:47114", + "pull_request:44827|pull_request:45655", "pull_request:44827|pull_request:45213", "pull_request:43823|pull_request:45213", - "pull_request:44827|pull_request:45655", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "45edb87e90f55b9c9eabec113fba16083d608940b80f9ce8ee61b99fbb2ec90e", + "prepared_review_unit_hash": "87ca94dfbedd554f3ca28e32b0110b19532ab32a5f118cbe222b80bfffcf6ebc", "component_budget": { - "node_count": 14, - "item_count": 14, - "soft_pair_count": 21, - "serialized_chars": 37780, - "estimated_input_tokens": 9445, - "estimated_eval_tokens": 19146 + "node_count": 13, + "item_count": 13, + "soft_pair_count": 18, + "serialized_chars": 34787, + "estimated_input_tokens": 8697, + "estimated_eval_tokens": 17650 }, "budget": { - "node_count": 14, - "item_count": 14, - "soft_pair_count": 21, - "serialized_chars": 37780, - "estimated_input_tokens": 9445, - "estimated_eval_tokens": 19146 + "node_count": 13, + "item_count": 13, + "soft_pair_count": 18, + "serialized_chars": 34787, + "estimated_input_tokens": 8697, + "estimated_eval_tokens": 17650 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly unrelated PRs linked only by loose similarity. The only true duplicate pair is the two `fixed_cross_entropy` changes, which both address the same loss-wrapper kwargs bug. Everything else is a different model, subsystem, or doc/test-only change and should not be merged together.", - "confidence": 0.96, + "summary": "Mostly unrelated PRs spanning tokenizer/model additions, docs, tests, and refactors. The only clear duplicate pair is the two `fixed_cross_entropy` changes in `loss_utils.py` for the same issue; the rest are not the same underlying bug/change.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43251 is the clearest representative of the cluster\u2019s actual bug fix: it explicitly targets issue 43240, changes the same `loss_utils.py` code path, and directly forwards the new cross-entropy kwargs. It is the most issue-aligned and concrete fix among the near-duplicates.", + "canonical_pr_reason": "`pull_request:43251` is the best representative of the only real duplicate cluster: it explicitly targets issue 43240, makes the concrete `cross_entropy` kwargs fix in `loss_utils.py`, and is slightly more complete/annotated than 43254.", "best_issue_reason": null, - "best_pr_reason": "PR 43251 is the best standalone PR in this set because it most directly fixes the underlying `fixed_cross_entropy` problem with explicit issue linkage and a focused implementation. PR 43254 is a close variant, but not as clearly tied to the tracked bug.", + "best_pr_reason": "`pull_request:43251` is the strongest single PR in this set because it is explicitly issue-linked, fixes a specific code path, and cleanly subsumes the narrower variant in 43254.", "soft_edge_verdicts": [ - { - "left": "pull_request:43251", - "right": "pull_request:43254", - "accept": true, - "reason": "Same underlying `fixed_cross_entropy` bug in `src/transformers/loss/loss_utils.py`; both add support for forwarding extra cross-entropy kwargs like `weight` and `label_smoothing` and target the same issue 43240." - }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Both touch tokenization/export-related areas only at a very high level; one adds Mistral tokenizer methods, the other adds dynamic-shape ExecuTorch tests. Different code paths and different fixes." + "reason": "Mistral tokenizer methods vs Executorch dynamic-shape export tests; unrelated changes." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Completely different models and problems: Mistral tokenizer methods vs adding MobileLLM model support." + "reason": "Tokenizer API additions vs new MobileLLM model files; different features." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Different subsystems: processor auto-loading robustness vs adding a new model package." + "reason": "Processor auto-loading robustness vs adding MobileLLM; only broad area overlap, not same bug." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Loss utility kwargs fix is unrelated to adding MobileLLM model support." + "reason": "`fixed_cross_entropy` kwargs fix vs MobileLLM model addition; unrelated." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Different bugs and code paths: cross-entropy kwargs forwarding vs Mistral4 test/model fixes." - }, - { - "left": "pull_request:43424", - "right": "pull_request:47114", - "accept": false, - "reason": "Dynamic-shape export testing is unrelated to documentation about custom code conversion mapping." + "reason": "Cross-entropy helper fix vs Mistral4 test/model changes; different code paths." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "ExecuTorch dynamic-shape export tests and Mistral4 test fixes are not the same underlying change." + "reason": "Executorch export test vs Mistral4 tests/model fixes; not the same underlying issue." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "A test-only ExecuTorch export change is unrelated to adding a new MobileLLM model." + "reason": "Executorch dynamic-shape test vs MobileLLM addition; unrelated." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "New model addition vs fixing `cls.config` resolution order are unrelated." + "reason": "Adding MobileLLM vs fixing `cls.config` resolution order; no shared bug/change." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "Adding MobileLLM and refactoring Falcon output collection are different model implementations and different issues." + "reason": "MobileLLM model addition vs Falcon output-collection refactor; separate work." }, { - "left": "pull_request:43823", + "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "New model support and a model-creation skill/docs bundle are different artifacts with different purposes." + "reason": "Falcon interface refactor vs model-creation skill/docs; unrelated." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon output-interface refactor vs Mistral4 test fixes are unrelated." - }, - { - "left": "pull_request:43995", - "right": "pull_request:45213", - "accept": false, - "reason": "Falcon model refactor and new-model skill/docs changes are not the same underlying bug or change." + "reason": "Falcon output interface refactor vs Mistral4 tests; different models and changes." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test/model fixes are not the same as the `layrnorm` to `layernorm` rename cleanup." + "reason": "Mistral4 test fixes vs CLIP-like `layrnorm` renaming; unrelated despite both touching model code." }, { "left": "pull_request:44827", - "right": "pull_request:45213", + "right": "pull_request:46267", "accept": false, - "reason": "Mistral4 fixes and the model-creation skill are unrelated." + "reason": "Mistral4 tests vs chat parsing/serve updates; different subsystems." }, { "left": "pull_request:44827", - "right": "pull_request:45655", + "right": "pull_request:46048", "accept": false, - "reason": "Different problems: Mistral4 test fixes vs class config resolution ordering." + "reason": "Mistral4 tests vs TDT loss kernel integration; not the same issue." }, { "left": "pull_request:44827", - "right": "pull_request:46048", + "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 fixes do not share the same code-path problem as adding a TDT loss kernel." + "reason": "Mistral4 tests vs config resolution ordering fix; unrelated." }, { "left": "pull_request:44827", - "right": "pull_request:46267", + "right": "pull_request:45213", "accept": false, - "reason": "Model/test fixes for Mistral4 are unrelated to serve chat parsing updates." + "reason": "Mistral4 tests vs model-creation skill; no shared underlying change." }, { - "left": "pull_request:44827", - "right": "pull_request:47114", + "left": "pull_request:43823", + "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 fixes and weight-conversion docs for custom code are different changes." + "reason": "MobileLLM model addition vs model-creation skill scaffolding; different artifact types and goals." }, { - "left": "pull_request:45213", - "right": "pull_request:47114", - "accept": false, - "reason": "A model-creation skill draft and weight-conversion documentation are unrelated artifacts, not duplicates." + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs modify `loss_utils.py` to forward the same `cross_entropy` options for issue 43240; they are alternative implementations of the same fix and could be merged into one PR." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: the only clearly mergeable near-duplicate is 43251/43254, which share `src/transformers/loss/loss_utils.py` and issue 43240. The other pair verdicts stay conservative and are supported by distinct filenames, subsystems, or purposes in the diffs. No obvious overstatement." + "feedback": "The assessment is grounded in the packet and stays conservative. The only supported duplicate cluster is PRs 43251 and 43254: both target issue 43240, edit the same `loss_utils.py` code path, and appear mergeable as alternative implementations of the same fix. The other pairwise rejections are also reasonable given the distinct files, features, and subsystems shown in the diffs." }, "evaluator_used": true, "retried": false, @@ -23656,7 +23790,7 @@ { "label": "pull_request", "component_index": 5, - "component_count": 32, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23672,7 +23806,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "7add5e9ff2fb3acf2d8d2b971d6a7f81276ffeba989b240cbed5bf8e3c329011", + "prepared_review_unit_hash": "e4391716904425372860adfc1807bfb4ceb853487a8732f58518e10787d0f590", "component_budget": { "node_count": 2, "item_count": 2, @@ -23694,18 +23828,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both items are workflow dependency upgrade PRs, but they target different upgrade goals and code paths. PR 42975 is a broad GitHub Actions runtime compatibility sweep, while PR 42976 is a separate \u201clatest versions\u201d bump focused mainly on docker/build-push-action and a few related workflows.", - "confidence": 0.92, + "summary": "These are two separate workflow-maintenance PRs: #42975 upgrades several GitHub Actions for Node 24 compatibility, while #42976 bumps docker/build-push-action versions. They touch overlapping workflow files, but the underlying changes and failure modes are different, so they should not be deduplicated.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42975 is the better representative of the cluster because it is the broader, more generalized workflow-actions compatibility upgrade and touches more of the shared CI surface.", + "canonical_pr_reason": "#42975 is the better canonical representative only because it has the broader and more clearly stated purpose (Node 24 compatibility across multiple GitHub Actions). However, it is not a duplicate of #42976; the PRs update different actions and address different concerns.", "best_issue_reason": null, - "best_pr_reason": "PR 42975 best represents the cluster\u2019s dominant theme: upgrading multiple GitHub Actions components across many workflows for Node 24 compatibility.", + "best_pr_reason": "#42975 is the best single PR to represent the cluster because it has the broader workflow-action upgrade scope and explicit compatibility motivation. #42976 is narrower and specifically about docker/build-push-action updates.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "They are related workflow maintenance PRs, but not the same underlying change: 42975 upgrades several GitHub Actions for Node 24 compatibility, while 42976 primarily bumps docker/build-push-action and a few other actions to newer versions. The overlap in filenames is not enough to treat them as duplicates." + "reason": "Reject: both are GitHub Actions dependency bumps, but they change different actions and different code paths. #42975 updates checkout/cache/upload-artifact for Node 24 compatibility; #42976 updates docker/build-push-action. They are related maintenance work, not the same underlying change." } ] }, @@ -23719,7 +23853,7 @@ { "label": "pull_request", "component_index": 6, - "component_count": 32, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23740,7 +23874,7 @@ "pull_request:43448|pull_request:45490", "pull_request:45490|pull_request:46562" ], - "prepared_review_unit_hash": "8420931c6a9a3d427a27d4ad8c13a39a6bc38f870819c17f565bc135a6643880", + "prepared_review_unit_hash": "c822b45629263a85c18209645a2071ce0afc5efbce51149e1c5e99833cfe5cdf", "component_budget": { "node_count": 4, "item_count": 4, @@ -23762,36 +23896,36 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are all separate model-addition changes (ViT NEPA, Molmo, CTSM, Step3.7 Flash). They share some scaffolding files, but they do not fix the same underlying bug or implement the same feature, so none are duplicates.", - "confidence": 0.98, + "summary": "All four PRs are unrelated model-addition changes. They share template files like docs/_toctree.yml and auto-registry plumbing, but each introduces a different architecture (ViT NEPA, Molmo, CTSM, Step3p7) with distinct model codepaths.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: each PR introduces a different model family with its own config/modeling/tests/docs, so there is no duplicate representative among them.", + "canonical_pr_reason": "No single canonical PR: these are separate feature PRs for different models, not duplicates of the same change.", "best_issue_reason": null, - "best_pr_reason": "No single best PR for deduplication; none of these PRs subsume the others or address the same concrete code-path problem.", + "best_pr_reason": "No best duplicate representative among them; the overlap is only in shared model-registration/documentation scaffolding, not the underlying model implementations.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "ViT NEPA and Molmo are different models with different implementations; shared auto/docs plumbing is not enough to make them duplicates." + "reason": "Different model families and codepaths: ViT NEPA vs Molmo. Shared docs/auto files are incidental to adding new models, not evidence of the same change." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "ViT NEPA vs CTSM are unrelated model additions, not the same bug or feature change." + "reason": "Different architectures and targets: ViT NEPA vs CTSM. Similar registry/docs edits do not make these the same bug or feature." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM are distinct model implementations with separate files and tests; no same underlying change." + "reason": "Molmo and CTSM are distinct model additions with different source trees and tests; no shared concrete fix or implementation." }, { "left": "pull_request:45490", "right": "pull_request:46562", "accept": false, - "reason": "CTSM and Step3.7 Flash are different model additions touching different code paths, so they should not be merged as duplicates." + "reason": "Both touch auto-mapping/model registration, but they add different models (CTSM vs Step3p7) and would not plausibly merge into one PR as the same underlying change." } ] }, @@ -23805,7 +23939,7 @@ { "label": "pull_request", "component_index": 7, - "component_count": 32, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23840,7 +23974,7 @@ "pull_request:46539|pull_request:46922", "pull_request:46886|pull_request:46922" ], - "prepared_review_unit_hash": "05faf8e16f02b40ac1f17b7ac0df8127c927f9eb0eaffa8aefe1819b68bbed77", + "prepared_review_unit_hash": "6525799ae2d08ef4e37bf3af4094092af8b7cc2278d53aafb1e6a9a510105b90", "component_budget": { "node_count": 7, "item_count": 7, @@ -23862,108 +23996,108 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Most items are unrelated PRs despite superficial similarity in titles. The only plausible duplicate-like pair is the two YOLOS fixes, which both target the same device-mismatch issue in the same model file; the rest should stay separate.", - "confidence": 0.78, + "summary": "This cluster is mostly heterogeneous: only the two YOLOS PRs appear to fix the same concrete device_map=\"auto\" device-mismatch bug. The rest are unrelated test, workflow, generation, quantization, or model-specific changes and should not be deduplicated.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:46922 is the most complete YOLOS fix: it addresses the forward-path device mismatch directly and also keeps the _no_split_modules adjustment, matching the tracked device_map auto issue most closely.", + "canonical_pr_reason": "PR 46922 is the best canonical PR because it contains the direct YOLOS device-mismatch fix in the model forward path and also includes the no_split_modules adjustment already present in 46886, making it the more complete representative of that bug.", "best_issue_reason": null, - "best_pr_reason": "pull_request:46922 best represents the cluster\u2019s only real duplicate candidate because it fixes the concrete YOLOS mismatch in code, not just the model sharding setup.", + "best_pr_reason": "PR 46922 is the best overall representative of the only real duplicate pair in this set: it addresses the YOLOS device placement bug more completely than 46886 and is the clearest stand-in for the underlying change.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Whisper tokenizer/test fix vs unrelated model test edits; same generic \"tests\" theme only." + "reason": "Different models and different test changes; no shared code-path bug." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper decoding changes and FP8 dequant changes are unrelated code paths." + "reason": "Whisper tokenizer/test fix vs FP8 dequantization work; unrelated changes." }, { "left": "pull_request:43291", "right": "pull_request:46380", "accept": false, - "reason": "Whisper test fix vs generation watermarking/config fix; different subsystems." + "reason": "Both touch Whisper-related files, but they address different problems in different code paths." }, { "left": "pull_request:43291", "right": "pull_request:46922", "accept": false, - "reason": "Whisper batching/timestamp logic and YOLOS device-mismatch fix are unrelated." + "reason": "Whisper tokenizer/tests vs YOLOS device placement; clearly unrelated." }, { "left": "pull_request:43665", "right": "pull_request:46539", "accept": false, - "reason": "Test-only edits in CLIP/ViT are unrelated to Phimoe integration/CI changes." + "reason": "Test-file edits versus CI infra and Phimoe integration setup; not the same bug." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "Generic test edits do not match the FP8 loading/dequant fix." + "reason": "CLIP/ViT test noise is unrelated to the FP8 loading/dequant fix." }, { "left": "pull_request:43665", "right": "pull_request:46380", "accept": false, - "reason": "CLIP/ViT test placeholders are unrelated to generation config/watermarking logic." + "reason": "Different subsystems and different fixes; only superficial similarity in being PRs with test changes." }, { "left": "pull_request:43665", "right": "pull_request:46922", "accept": false, - "reason": "No shared concrete bug; test edits versus YOLOS device handling." + "reason": "Unrelated test-only PR versus YOLOS model fix." }, { "left": "pull_request:44815", "right": "pull_request:46539", "accept": false, - "reason": "FP8 dequant/loading work is unrelated to Phimoe CI/device-map setup." + "reason": "FP8/dequantization changes are unrelated to CI memory patching and Phimoe tests." }, { "left": "pull_request:44815", "right": "pull_request:46380", "accept": false, - "reason": "Different bugs: FP8 kernel/loading path vs generation validation/watermarking." + "reason": "Different loading/quantization fix versus generation/watermarking and Whisper changes." }, { "left": "pull_request:44815", "right": "pull_request:46922", "accept": false, - "reason": "FP8 quantization changes and YOLOS forward/device-map changes are unrelated." + "reason": "Different model families and unrelated bugs." }, { "left": "pull_request:46380", "right": "pull_request:46539", "accept": false, - "reason": "Generation watermarking validation fix and Phimoe integration-test/CI fix are different issues." + "reason": "Generation/watermarking fix versus CI/test-environment fix; not the same underlying issue." }, { "left": "pull_request:46380", "right": "pull_request:46922", "accept": false, - "reason": "Different models and different code paths: generation config vs YOLOS forward/device placement." + "reason": "Whisper generation/config change and YOLOS device mismatch are unrelated." }, { "left": "pull_request:46539", "right": "pull_request:46922", "accept": false, - "reason": "Phimoe integration-test infrastructure change is unrelated to YOLOS device mismatch." + "reason": "CI memory/device-map workaround and YOLOS model-device fix are different problems." }, { "left": "pull_request:46886", "right": "pull_request:46922", "accept": true, - "reason": "Both address the same YOLOS device-mismatch issue in the same model file, and could plausibly be merged into one fix." + "reason": "Both target the same YOLOS device_map=\"auto\" device mismatch in modeling_yolos; 46922 adds the missing forward-path device move and the same no_split_modules adjustment, so they are mergeable into one fix." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The only accepted soft pair, pull_request:46886 vs pull_request:46922, is plausibly mergeable into one YOLOS bugfix because both touch the same file and issue target, and 46922 clearly subsumes the forward-device fix plus the no_split_modules adjustment. The other rejections are consistent with the diffs and do not overstate duplicate evidence." + "feedback": "The analysis is grounded in the packet and stays conservative on the non-YOLOS pairs. The only accepted duplicate pair, 46886 vs 46922, is well-supported by the shared issue target and shared YOLOS device-mismatch context, and the canonical PR choice is reasonable because 46922 includes the forward-path fix plus the no_split_modules change. No obvious overstatement beyond the evidence." }, "evaluator_used": true, "retried": false, @@ -23974,7 +24108,7 @@ { "label": "pull_request", "component_index": 8, - "component_count": 32, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23993,52 +24127,52 @@ "pull_request:43488|pull_request:43532", "pull_request:43532|pull_request:46747" ], - "prepared_review_unit_hash": "1d281df1b65be91538fc8cb8d846e61c1a1c976f9ed555562f70f969ce077a20", + "prepared_review_unit_hash": "ff7f1f6e40410fce075b3e0ac1bda2d75441f55533d4fdb0dda8d7d7d9f26e0d", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 6349, - "estimated_input_tokens": 1588, - "estimated_eval_tokens": 3432 + "serialized_chars": 6346, + "estimated_input_tokens": 1587, + "estimated_eval_tokens": 3430 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 6349, - "estimated_input_tokens": 1588, - "estimated_eval_tokens": 3432 + "serialized_chars": 6346, + "estimated_input_tokens": 1587, + "estimated_eval_tokens": 3430 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three PRs are all '[don't merge]' / workflow or bot-check fixtures, but they touch different files and different test surfaces; they do not look like the same underlying change or bug.", - "confidence": 0.95, + "summary": "These are three separate synthetic \"don't merge\" PRs touching different code paths: packaging/setup, comment-driven CI workflows/testing utilities, and the PR security gate workflow. They share only broad repository/CI similarity, not the same underlying change.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No clear canonical PR: each PR is a separate test/dummy workflow exercise with different targets (setup/versioning, comment CI/diff display, and security-gate workflow).", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "None of these is a good global representative for a duplicate cluster, because the PRs are not duplicates of one another and do not fix the same concrete code path.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:46747", "accept": false, - "reason": "Different dummy workflow changes: one edits packaging/test setup, the other changes a PR security-gate workflow. No shared bug or mergeable code-path fix." + "reason": "Different changes: 43488 edits setup/dependency/test files for repo-bot formatting checks, while 46747 only changes the PR security-gate workflow from pull_request_target to pull_request. Same broad CI/test area, but not the same concrete bug or mergeable fix." }, { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "Only weak overlap in test-related files; the actual changes are unrelated (setup/version/dependency tweaks vs CI/comment workflow and testing utility display changes)." + "reason": "43488 is a packaging/version/dependency test PR; 43532 rewrites several GitHub workflows plus testing/notification code to show diffs. They do not fix the same code-path problem." }, { "left": "pull_request:43532", "right": "pull_request:46747", "accept": false, - "reason": "Both are workflow-oriented, but they change different CI mechanisms and solve different issues; not the same concrete change and not mergeable as one PR." + "reason": "43532 targets self-comment CI, scheduled/slack workflows, testing utils, and a Vit test; 46747 only touches the security-gate workflow trigger. Overlapping CI context is too broad to treat as the same underlying change." } ] }, @@ -24052,7 +24186,7 @@ { "label": "pull_request", "component_index": 9, - "component_count": 32, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24068,12 +24202,12 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "22e14a70928305f23dff6e96d1bd138d2c99f75c5a77ed0c5fa2bb0b99689c68", + "prepared_review_unit_hash": "fdf70469ba1335a3d77ad4a18b0d689fe6098eb7e34dca20393c00b1a350ac63", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6083, + "serialized_chars": 6081, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -24081,7 +24215,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6083, + "serialized_chars": 6081, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -24090,18 +24224,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs share documentation and pipeline-registry plumbing, but they implement different features: promptable concept segmentation vs promptable visual segmentation. They are not duplicates and should stay separate.", - "confidence": 0.98, + "summary": "These are related pipeline-feature PRs with shared docs/registration scaffolding, but they implement different segmentation tasks and code paths: Promptable Concept Segmentation vs Promptable Visual Segmentation. Not duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43613 is the broader and more complete representative of the shared segmentation-pipeline scaffold work, with wider model/test coverage.", + "canonical_pr_reason": "No canonical PR: the two pull requests add different pipelines for different underlying tasks/model families, so neither is a duplicate of the other.", "best_issue_reason": null, - "best_pr_reason": "PR #43613 is the stronger standalone representative because it covers the larger visual-segmentation feature surface and more integration points.", + "best_pr_reason": "No single PR is the global best representative because the cluster is not a duplicate set; both PRs are valid but distinct feature additions.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Different underlying features and code paths: concept segmentation vs visual segmentation. Shared docs/plumbing is not enough to treat them as the same change." + "reason": "Shared documentation and registration files are generic scaffolding, but the actual feature targets are different pipelines with different task semantics and supporting models. They do not look like the same underlying bug/change." } ] }, @@ -24115,7 +24249,7 @@ { "label": "pull_request", "component_index": 10, - "component_count": 32, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24131,7 +24265,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "d238d5d05d149158807d7fe8fb3f8c3ab0201eadfa1f5799674afa757eaa4e7a", + "prepared_review_unit_hash": "2fe348846f29e07a816c0e96d7d3f368241f04ebc6a4eccc3d0ae0fba41dcde2", "component_budget": { "node_count": 2, "item_count": 2, @@ -24153,18 +24287,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs touch the same file but address different trainer behaviors: 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, + "summary": "These are unrelated trainer.py changes: one fixes gradient-accumulation loss scaling in training_step, the other extracts signature-column filtering for custom/PEFT trainers. Shared file location is incidental, not a shared underlying bug or change.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "If forced to pick a representative PR, 43651 is the closer fit because it is a concrete trainer bugfix around loss scaling; 43663 is a separate column-filtering refactor.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "43651 is the more representative trainer change in this pair, but it should not be treated as a duplicate of 43663.", + "best_pr_reason": "PR 43651 is the more concrete standalone fix if a single representative must be chosen; it changes runtime training behavior directly, whereas PR 43663 is an unrelated helper/refactor for column filtering.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Shared filename only; 43651 adds `_loss_is_scaled_for_ga` and changes gradient-accumulation loss normalization, while 43663 adds `_get_signature_columns` for model signature inspection/column filtering. Different code paths and different fixes." + "reason": "Different code paths and goals: 43651 changes loss scaling in training_step, while 43663 adds _get_signature_columns for input-column filtering. They do not look like the same bug or a mergeable single PR." } ] }, @@ -24178,7 +24312,7 @@ { "label": "pull_request", "component_index": 11, - "component_count": 32, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24194,12 +24328,12 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "8585ceb2340193034366a0d35766e1ccce5805125d9916f143192030d68b2311", + "prepared_review_unit_hash": "d3ed9902bb97d8072a8659026e386db8f53ed2e5c267aa1a3ab26e75f8184d71", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3663, + "serialized_chars": 3664, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -24207,7 +24341,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3663, + "serialized_chars": 3664, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -24216,18 +24350,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs touch the same file and mention a TypeAdapter NameError, but they appear to address different concrete causes with different fixes, so they should not be merged as duplicates.", - "confidence": 0.84, + "summary": "Two open PRs touch the same CLI file and both mention TypeAdapter NameError, but they appear to fix different concrete causes rather than the same bug.", + "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 43842 is the cleaner canonical PR: it directly addresses the TypeAdapter import/annotation problem with a minimal, targeted change under TYPE_CHECKING.", "best_issue_reason": null, - "best_pr_reason": "PR 43842 is the more precise fix: it targets the pydantic/TypeAdapter import path directly and makes the annotation safe when pydantic is absent, with a minimal change set.", + "best_pr_reason": "PR 43842 is the best standalone candidate because its diff is tightly scoped to the runtime/typing NameError and is easier to reason about as a single fix.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "Both mention TypeAdapter in src/transformers/cli/serve.py, but 43656 adds future annotations and broader typing changes, while 43842 specifically handles TypeAdapter being unavailable when pydantic is not installed. They do not look like the same concrete bug fix." + "reason": "Reject: although both PRs involve TypeAdapter in src/transformers/cli/serve.py, 43656 appears to fix broader annotation/runtime typing issues, while 43842 specifically handles the pydantic-not-installed case by importing TypeAdapter only for type checking. They do not look like the same underlying bug or something that should be merged into one PR." } ] }, @@ -24241,7 +24375,7 @@ { "label": "pull_request", "component_index": 12, - "component_count": 32, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24307,7 +24441,7 @@ { "label": "pull_request", "component_index": 13, - "component_count": 32, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 2, "status": "reviewed", @@ -24373,8 +24507,8 @@ "pull_request:44068|pull_request:44086", "pull_request:44071|pull_request:44085", "pull_request:44085|pull_request:44086", - "pull_request:44059|pull_request:44086", "pull_request:44098|pull_request:44101", + "pull_request:44059|pull_request:44086", "pull_request:44059|pull_request:44722", "pull_request:44018|pull_request:44071", "pull_request:44017|pull_request:44161", @@ -24420,307 +24554,439 @@ "pull_request:44024|pull_request:44076", "pull_request:44073|pull_request:44074" ], - "prepared_review_unit_hash": "8ba6e941135514efb5428e0f16f878522cb8efe8f4e740a7a71236b116f2d47e", + "prepared_review_unit_hash": "d164b8c51b62d7480951e316492c0460234418d761a7dcf62e9730e5781970dd", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 76, - "serialized_chars": 84111, - "estimated_input_tokens": 21028, - "estimated_eval_tokens": 42312 + "serialized_chars": 84115, + "estimated_input_tokens": 21029, + "estimated_eval_tokens": 42314 }, "budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 72, - "serialized_chars": 76932, - "estimated_input_tokens": 19233, - "estimated_eval_tokens": 38722 + "serialized_chars": 76937, + "estimated_input_tokens": 19235, + "estimated_eval_tokens": 38726 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly noisy: many PRs are separate model-specific refactors around standardized output tracing, not true duplicates. I only accept the GPT-J/CodeGen group and the GPT-Neo self-pair as same underlying change; the rest span different models/code paths.", - "confidence": 0.88, + "summary": "This cluster is a broad set of per-model output-tracing refactors. The packet directly supports duplicate/mergeable overlap in the GPT-J/CodeGen slice and the GPT-Neo slice, but not a Flaubert duplicate pair; the rest are only theme-level similarities across different model families.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44722 is the strongest representative of the GPT-J/CodeGen output-tracing refactor line: it is the broadest/latest concrete implementation in that subcluster and directly subsumes earlier GPT-J-only variants.", + "canonical_pr_reason": "PR 44722 is the best representative of the clearest supported duplicate subcluster because it captures the shared GPT-J/CodeGen output-tracing change with the strongest same-file overlap.", "best_issue_reason": null, - "best_pr_reason": "PR 44722 is the best single representative of the duplicated GPT-J/CodeGen change; the other PRs in this cluster are mostly unrelated model-specific refactors rather than mergeable duplicates.", + "best_pr_reason": "PR 44722 is the strongest representative of the supported duplicate slice: it targets the GPT-J/CodeGen output-tracing refactor in the same concrete code path, while the remaining cluster items are mostly broader thematic matches across unrelated models.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model/code path; same issue label is not enough to make these duplicates." + "reason": "Different model families and code paths; same output-tracing theme is too broad to count as a duplicate." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different model/code path; both are output-tracing refactors but not the same concrete change." + "reason": "Different model families and code paths; shared tracing refactor theme is not enough." }, { "left": "pull_request:44066", "right": "pull_request:44085", - "accept": true, - "reason": "Same GPT-J output-tracing refactor on the same file path; these are plausibly mergeable into one PR." + "accept": false, + "reason": "Same general GPT-J/CodeGen initiative, but not the same concrete PR-level change shown in the packet." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "ResNet and EfficientNet are different concrete model implementations, so this is not the same bug/change." + "reason": "Different models and code paths; the shared standardized-output theme is only thematic." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "Different models and different code paths; shared output-tracing theme is too broad." + "reason": "Different models and code paths; same initiative is not enough for duplication." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen versus EfficientNet; not the same underlying code-path fix." + "reason": "Different models and code paths; only the standardized-output theme matches." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTa-v2 are unrelated implementations; reject as duplicate." + "reason": "Different model families; these are separate refactors, not one duplicate change." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen versus MGP-STR; same pattern, different change." + "reason": "Different model families and code paths; not the same concrete fix." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Both are GPT-Neo output-tracing refactors on the same model/file family and look like the same change." + "reason": "Same GPT-Neo output-tracing refactor on the same model/file path." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen versus MPT; not the same code path." + "reason": "GPT-J/CodeGen versus MPT: different model implementations and code paths." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen versus GPT-Neo; similar refactor theme but different model implementation." + "reason": "GPT-J/CodeGen versus GPT-Neo: same initiative, but different concrete model paths." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo versus GPT-J/CodeGen; different concrete model refactors." + "reason": "GPT-Neo and GPT-J/CodeGen are separate model-specific changes." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet and GPT-J/CodeGen are unrelated implementations." + "reason": "ResNet and GPT-J/CodeGen are unrelated concrete code paths." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are different code paths." + "reason": "MGP-STR and GPT-J/CodeGen are unrelated model implementations." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet and GPT-J are different concrete refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet are unrelated model changes." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet and MPT are different concrete code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert are separate model-specific refactors." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are related only by theme, not the same concrete change." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert are unrelated model migrations." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44086", + "accept": false, + "reason": "MPT and MGP-STR are different models and code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo and GPT-J are separate concrete changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated model-specific changes." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are different model implementations." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44085", + "accept": false, + "reason": "MPT and GPT-J are unrelated concrete code paths." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J and MGP-STR are unrelated model-specific changes." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert/XLM are unrelated changes." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-2 and MGP-STR are separate model refactors." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-2 output tracing is a different code path from GPT-J/CodeGen." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are different model migrations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet and SegFormer are separate model implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are different code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are unrelated concrete changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet and VisualBERT are different model refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are unrelated model-specific changes." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert/XLM are different models." }, { - "left": "pull_request:44019", - "right": "pull_request:44085", + "left": "pull_request:44056", + "right": "pull_request:44161", "accept": false, - "reason": "ResNet and GPT-J are different model families; not a duplicate." + "reason": "MPNet and LongT5 are unrelated." }, { - "left": "pull_request:44018", - "right": "pull_request:44019", + "left": "pull_request:44074", + "right": "pull_request:44161", "accept": false, - "reason": "GPT-Neo and ResNet do not fix the same concrete bug." + "reason": "TextNet and LongT5 are different code paths." }, { - "left": "pull_request:44019", + "left": "pull_request:44010", "right": "pull_request:44071", "accept": false, - "reason": "ResNet versus MPT; same broad topic only." + "reason": "SqueezeBERT and MPT are unrelated model implementations." }, { "left": "pull_request:44018", - "right": "pull_request:44116", + "right": "pull_request:44129", "accept": false, - "reason": "GPT-Neo and Flaubert are unrelated model implementations." + "reason": "GPT-Neo and SpeechT5 are separate concrete refactors." }, { - "left": "pull_request:44068", - "right": "pull_request:44722", + "left": "pull_request:44010", + "right": "pull_request:44073", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are different concrete output-tracing changes." + "reason": "SqueezeBERT and VisualBERT are different model-specific changes." }, { - "left": "pull_request:44068", - "right": "pull_request:44116", + "left": "pull_request:43997", + "right": "pull_request:44074", "accept": false, - "reason": "GPT-Neo versus Flaubert; not the same code-path problem." + "reason": "RegNet and TextNet are unrelated model migrations." }, { - "left": "pull_request:44071", - "right": "pull_request:44085", + "left": "pull_request:44010", + "right": "pull_request:44018", "accept": false, - "reason": "MPT and GPT-J are different model implementations." + "reason": "SqueezeBERT and GPT-Neo are different code paths." }, { - "left": "pull_request:44085", - "right": "pull_request:44086", + "left": "pull_request:44071", + "right": "pull_request:44129", "accept": false, - "reason": "GPT-J and MGP-STR are unrelated model-specific refactors." + "reason": "MPT and SpeechT5 are unrelated concrete changes." }, { - "left": "pull_request:44059", - "right": "pull_request:44086", + "left": "pull_request:43996", + "right": "pull_request:44129", "accept": false, - "reason": "GPT-2 and MGP-STR are different code paths." + "reason": "CVT/FNet and SpeechT5 are unrelated model migrations." }, { - "left": "pull_request:44098", - "right": "pull_request:44101", + "left": "pull_request:43996", + "right": "pull_request:44017", "accept": false, - "reason": "ViLT and XLM/Flaubert are unrelated refactors; not the same bug/change." + "reason": "CVT/FNet and SegFormer are different model-specific changes." }, { - "left": "pull_request:44059", - "right": "pull_request:44722", + "left": "pull_request:44010", + "right": "pull_request:44044", "accept": false, - "reason": "GPT-2 and GPT-J/CodeGen are different concrete model changes." + "reason": "SqueezeBERT and DeBERTa-v2 are unrelated implementations." }, { - "left": "pull_request:44073", + "left": "pull_request:44044", "right": "pull_request:44074", "accept": false, - "reason": "VisualBert and TextNet are different model implementations." - }, - { - "left": "pull_request:44017", - "right": "pull_request:44161", - "accept": false, - "reason": "SegFormer and LongT5 are unrelated code paths." + "reason": "DeBERTa-v2 and TextNet are different concrete refactors." }, { - "left": "pull_request:44017", - "right": "pull_request:44073", - "accept": false, - "reason": "SegFormer and VisualBert are different models and not the same fix." + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing refactor with direct file overlap." }, { - "left": "pull_request:44017", + "left": "pull_request:44085", "right": "pull_request:44722", - "accept": false, - "reason": "SegFormer and GPT-J/CodeGen are unrelated model-specific changes." + "accept": true, + "reason": "Same GPT-J output-tracing refactor in the same file." }, { - "left": "pull_request:43997", - "right": "pull_request:44073", + "left": "pull_request:44085", + "right": "pull_request:44129", "accept": false, - "reason": "RegNet and VisualBert are separate concrete implementations." + "reason": "GPT-J and SpeechT5 are unrelated model changes." }, { "left": "pull_request:43996", - "right": "pull_request:44161", + "right": "pull_request:44007", "accept": false, - "reason": "CVT/FNet-style output tracing and LongT5 are different code paths." + "reason": "CVT/FNet and ResNet are separate model refactors." }, { "left": "pull_request:43996", - "right": "pull_request:44017", + "right": "pull_request:44129", "accept": false, - "reason": "CVT/FNet versus SegFormer; same refactor theme only." + "reason": "CVT/FNet and SpeechT5 are unrelated." }, { - "left": "pull_request:44010", - "right": "pull_request:44071", + "left": "pull_request:44044", + "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and MPT are different model-specific changes." + "reason": "DeBERTa-v2 and SpeechT5 are different concrete code paths." }, { - "left": "pull_request:44018", - "right": "pull_request:44129", + "left": "pull_request:44044", + "right": "pull_request:44154", "accept": false, - "reason": "GPT-Neo and SpeechT5 are different code paths." + "reason": "DeBERTa-v2 and ViLT are unrelated model refactors." }, { - "left": "pull_request:44010", - "right": "pull_request:44073", + "left": "pull_request:44024", + "right": "pull_request:44076", "accept": false, - "reason": "SqueezeBert and VisualBert are distinct model implementations." + "reason": "FocalNet and ImageGPT are different model implementations." }, { - "left": "pull_request:43997", + "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "RegNet and TextNet are not the same underlying bug/change." + "reason": "VisualBERT and TextNet are unrelated models." }, { - "left": "pull_request:44010", - "right": "pull_request:44018", - "accept": false, - "reason": "SqueezeBert and GPT-Neo are unrelated model refactors." + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing refactor with direct file overlap." }, { - "left": "pull_request:44071", + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J output-tracing refactor in the same file." + }, + { + "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "MPT and SpeechT5 are different code paths." + "reason": "GPT-J and SpeechT5 are unrelated model migrations." }, { - "left": "pull_request:43997", - "right": "pull_request:44129", + "left": "pull_request:43996", + "right": "pull_request:44007", "accept": false, - "reason": "RegNet and SpeechT5 are unrelated model-specific changes." + "reason": "CVT/FNet and ResNet are separate model refactors." }, { "left": "pull_request:43996", - "right": "pull_request:44017", + "right": "pull_request:44129", "accept": false, - "reason": "CVT/FNet and SegFormer are different model implementations." + "reason": "CVT/FNet and SpeechT5 are unrelated." }, { - "left": "pull_request:44010", - "right": "pull_request:44044", + "left": "pull_request:44044", + "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and DeBERTa-v2 are not the same concrete change." + "reason": "DeBERTa-v2 and SpeechT5 are different concrete changes." }, { "left": "pull_request:44044", - "right": "pull_request:44074", + "right": "pull_request:44154", "accept": false, - "reason": "DeBERTa-v2 and TextNet are different model code paths." + "reason": "DeBERTa-v2 and ViLT are unrelated model-specific refactors." }, { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "FocalNet and ImageGPT are unrelated output-tracing refactors." + "reason": "FocalNet and ImageGPT are different code paths." }, { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "VisualBert and TextNet are different models; shared refactor pattern is too broad." + "reason": "VisualBERT and TextNet are unrelated models." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays mostly conservative. The accepted soft pairs are reasonable as same-model output-tracing variants, and the rejected pairs correctly avoid over-calling cross-model theme matches as duplicates. The representative-pr choice of 44722 is supported by the later, broader GPT-J/CodeGen diff line." + "accept": false, + "feedback": "The per-pair verdicts are mostly conservative, but the summary overstates the evidence by implying true duplicate clusters \u201cespecially within GPT-J/CodeGen, GPT-Neo, and Flaubert.\u201d The packet only clearly supports same-file/mergeable duplication for GPT-J/CodeGen and GPT-Neo (and a few unrelated model-specific false pairs); it does not show a supported Flaubert duplicate pair. Please narrow the summary to what the packet directly demonstrates." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -24728,7 +24994,7 @@ { "label": "pull_request", "component_index": 13, - "component_count": 32, + "component_count": 34, "review_unit_index": 2, "review_unit_count": 2, "status": "reviewed", @@ -24751,58 +25017,58 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "70c6cdf14ceb95bb7f9b30a5cbbe9cafe60e1393b0adf43e4581d6504057ad20", + "prepared_review_unit_hash": "d5d205a24138b7a1a61ad455373afb48b8d7d5656e0579bfa17e7ba2552fcc96", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 76, - "serialized_chars": 84111, - "estimated_input_tokens": 21028, - "estimated_eval_tokens": 42312 + "serialized_chars": 84115, + "estimated_input_tokens": 21029, + "estimated_eval_tokens": 42314 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 4, - "serialized_chars": 12757, - "estimated_input_tokens": 3190, - "estimated_eval_tokens": 6636 + "serialized_chars": 12756, + "estimated_input_tokens": 3189, + "estimated_eval_tokens": 6634 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These PRs are all related to standardized output-tracing refactors, but they target different model implementations and code paths, so they are not duplicates of one another.", - "confidence": 0.9, + "summary": "These PRs are related thematically as model-specific migrations to standardized output tracing/capture, but they are not duplicates of one another because each targets a different model and code path.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 44129 is the best representative of the cluster because it has an explicit issue target and a concrete, model-specific refactor of the standardized output-capture flow.", "best_issue_reason": null, - "best_pr_reason": "PR 44129 is the strongest representative of the pattern because it has an explicit issue link and a more complete SpeechT5-specific refactor, but it is still not a canonical duplicate of the other model-specific PRs.", + "best_pr_reason": "PR 44129 is the strongest standalone PR in this set: it is well-scoped, explicitly linked to an issue, and makes a concrete output-tracing change rather than just matching the refactor pattern.", "soft_edge_verdicts": [ { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "Same refactor theme, but MPNet and VisualBert are distinct model code paths; this is not the same concrete change and would not be merged as one PR." + "reason": "Both are output-tracing refactors, but they touch different models (MPNet vs VisualBert) and different concrete implementations; they are not the same bug/change and would not plausibly merge into one PR." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "Both migrate output tracing, but they touch different model implementations (MPNet vs TextNet) with model-specific logic, so they are not duplicates." + "reason": "Same refactor theme, but MPNet and TextNet are separate code paths with separate model files and behavior; this is not a duplicate change." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are unrelated model paths; the similarity is only in the refactor pattern, not the underlying bug or change." + "reason": "RegNet and SqueezeBert are unrelated model implementations. The similar decorator migration is broad refactoring, not a shared underlying defect or single mergeable fix." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert output-tracing cleanup and SpeechT5 output-tracing cleanup are separate model-specific changes; they do not fix the same code-path problem." + "reason": "SqueezeBert and SpeechT5 have different layer/output logic and only share the standardized tracing motif. The changes are model-specific and not one concrete fix." } ] }, @@ -24816,7 +25082,7 @@ { "label": "pull_request", "component_index": 14, - "component_count": 32, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24882,274 +25148,274 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "9097672d85ea361491ac8df516ab7ba342516e1185c0c4cb91467492ee8784a5", + "prepared_review_unit_hash": "1807f9a411bd87d9f551fbd7f1f71588ae03bd220d3dd6e5418adce9845adf94", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40177, - "estimated_input_tokens": 10045, - "estimated_eval_tokens": 20346 + "serialized_chars": 40157, + "estimated_input_tokens": 10040, + "estimated_eval_tokens": 20336 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40177, - "estimated_input_tokens": 10045, - "estimated_eval_tokens": 20346 + "serialized_chars": 40157, + "estimated_input_tokens": 10040, + "estimated_eval_tokens": 20336 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs share a common refactor theme around output tracing, but they target different model families and code paths. I would not treat them as duplicates; they are related only at a broad pattern level.", - "confidence": 0.94, + "summary": "These PRs share a common output-tracing/refactor theme, but they target different model implementations and code paths. I do not see any true duplicate PRs here; they are better treated as separate model-specific refactors.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "No single PR subsumes the others as the same concrete change. If one needs to anchor the cluster, 44025 is the clearest representative of the output-tracing refactor pattern, but it is still model-specific.", + "canonical_pr_reason": "PR 44003 is the most central and broadest of the set: it spans two related Mamba implementations and introduces shared output-capturing plumbing, making it the best representative of this cluster\u2019s refactor theme.", "best_issue_reason": null, - "best_pr_reason": "44025 is the best representative PR for this cluster because it is a straightforward output-tracing refactor with minimal extra scope and closely related model files, making it a good anchor even though it is not a duplicate of the others.", + "best_pr_reason": "PR 44003 is the strongest single representative because it has the broadest scope and most infrastructure-level change among the candidates.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Same refactor style, but timm_backbone and upernet are different models with different forward paths; not the same bug/change." + "reason": "Different model families and code paths; same refactor pattern, but not the same concrete change." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Both touch output handling, but these are unrelated model families and code paths." + "reason": "Backbone model vs vision-text dual encoder; unrelated implementations despite similar tracing refactor wording." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Same broad tracing cleanup, but timm_backbone and univnet are distinct implementations." + "reason": "Different architectures and files; not a single mergeable bug fix." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Different architectures and files; this is shared refactor pattern, not one concrete change." + "reason": "Both are output-tracing refactors, but they target different model stacks and code paths." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "timm_backbone and rwkv have unrelated forward logic; no duplicate code-path problem." + "reason": "Unrelated model implementations; the similarity is only at the refactor-theme level." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "Both are output-tracing refactors, but MobileNetV1 and UnivNet are unrelated models." + "reason": "MobileNet V1 vs UnivNet are separate model paths; not the same underlying bug/change." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Different model code paths; the similarity is only at the refactor pattern level." + "reason": "Different model families and behavior; no shared concrete fix." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "MobileNetV1 and Depth Anything are separate model families; not the same underlying fix." + "reason": "Different models and different output wrappers; too broad to treat as duplicates." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "Wrapper-style output cleanup, but the vision and vision-encoder-decoder paths are different." + "reason": "MobileNet V1 and VisionEncoderDecoder are unrelated code paths." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Same cleanup motif, but MobileNetV1 and speech-encoder-decoder are unrelated implementations." + "reason": "Separate encoder-decoder wrapper and backbone model; same theme only." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Both are tracing refactors, but vision-text dual encoder and UnivNet are unrelated code paths." + "reason": "Vision-text dual encoder vs UnivNet; different concrete code paths." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different models and different forward contracts; not mergeable as one duplicate PR." + "reason": "Different model subsystems; not one underlying fix." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Same broad output-handling theme, but CLIP-style dual encoder vs Mamba/Falcon-Mamba are different systems." + "reason": "Distinct model families; too generic to merge as one PR." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Both are model-local refactors, but they address different architectures and APIs." + "reason": "Different architectures and output types; not the same change." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "UnivNet and UperNet are unrelated models; the overlap is only the tracing refactor pattern." + "reason": "UnivNet and UperNet are unrelated implementations." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Different model families and code paths; not the same concrete change." + "reason": "Different model families and code paths; only the refactor pattern matches." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "Depth Anything and UnivNet are separate forward implementations, so these are not duplicates." + "reason": "Different models; no evidence of a shared concrete bug." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "UperNet segmentation and RWKV language modeling are unrelated; no shared bug/change." + "reason": "UperNet and RWKV are unrelated code paths." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "Different architectures and different output handling implementations." + "reason": "Separate model stacks; not plausibly one combined fix." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "Falcon/Mamba tracing changes and SuperPoint output changes are unrelated code paths." + "reason": "Mamba/Falcon-Mamba output tracing vs SuperPoint output tracing; same theme, different code paths." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Mamba/Falcon-Mamba and CodeGen are different models; same refactor theme is not enough." + "reason": "Different architectures and fixes; not the same concrete bug or change." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "Timm backbone and CodeGen are unrelated model paths; these are not the same fix." + "reason": "Timm backbone and CodeGen are unrelated model paths." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "UnivNet and CodeGen differ in architecture and forward behavior; no duplicate PR." + "reason": "UnivNet audio model vs CodeGen decoder; not the same issue." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "UperNet and CodeGen are unrelated changes despite similar output-tracing cleanup." + "reason": "UperNet segmentation vs CodeGen attention/cache refactor are unrelated." }, { "left": "pull_request:44000", "right": "pull_request:44004", "accept": false, - "reason": "Vision-text dual encoder and CodeGen are different code paths; not a single underlying issue." + "reason": "Vision-text encoder-decoder vs CodeGen are different code paths." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Both are wrapper refactors, but Depth Anything and VisionEncoderDecoder are different concrete models and APIs." + "reason": "Depth Anything and VisionEncoderDecoder are separate model families; same refactor theme only." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Depth Anything and SpeechEncoderDecoder are unrelated model families." + "reason": "Depth Anything vs SpeechEncoderDecoder are unrelated implementations." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Depth Anything and SuperPoint are different vision models with separate forward code." + "reason": "Different models and output semantics; not one mergeable fix." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Different model families and output contracts; not the same change." + "reason": "Depth Anything and RWKV do not share a concrete bug/change." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Depth Anything and DPR are unrelated code paths; only the refactor pattern overlaps." + "reason": "Depth Anything vs DPR are separate model code paths." }, { "left": "pull_request:44026", "right": "pull_request:44029", "accept": false, - "reason": "VisionEncoderDecoder wrapper cleanup and DPR model cleanup are distinct changes." + "reason": "VisionEncoderDecoder and RWKV are unrelated; similarity is only topical." }, { "left": "pull_request:44026", "right": "pull_request:44027", "accept": false, - "reason": "VisionEncoderDecoder and SpeechEncoderDecoder are parallel wrappers, but they are separate concrete code paths and should not be merged as duplicates." + "reason": "Different encoder-decoder wrappers; not the same concrete change." }, { "left": "pull_request:44026", "right": "pull_request:44028", "accept": false, - "reason": "Different models and different output behavior; same broad subsystem is not enough." + "reason": "VisionEncoderDecoder and SuperPoint are unrelated implementations." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "VisionEncoderDecoder and DPR are unrelated implementations." + "reason": "Different model families and files; no shared code-path bug." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "SpeechEncoderDecoder and SuperPoint are different model families with different changes." + "reason": "SpeechEncoderDecoder and SuperPoint are unrelated model paths." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Separate models and separate forward paths; not a duplicate." + "reason": "Different architectures; same theme does not imply duplicate PRs." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "SpeechEncoderDecoder wrapper refactor does not duplicate DPR's model-specific change." + "reason": "SpeechEncoderDecoder and DPR are separate code paths." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "SuperPoint and RWKV are unrelated architectures and code paths." + "reason": "SuperPoint and RWKV are unrelated; no common concrete fix." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "SuperPoint and DPR are different models; this is only a shared refactor motif." + "reason": "SuperPoint and DPR target different model stacks." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "RWKV and DPR are unrelated model implementations; no same underlying bug/change." + "reason": "RWKV and DPR are unrelated implementations despite similar refactor language." } ] }, @@ -25163,7 +25429,7 @@ { "label": "pull_request", "component_index": 15, - "component_count": 32, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25179,12 +25445,12 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "d72cade44ea8261656687f87d381f00f535ad8eb659b5b74f1dbd60d24198e10", + "prepared_review_unit_hash": "ce562142be6ea3e65d225d88975a86f10563150e37c23df3949c68a0f32353ce", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6550, + "serialized_chars": 6551, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -25192,7 +25458,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6550, + "serialized_chars": 6551, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -25201,18 +25467,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs add different model integrations: PenguinVL and Voxtral TTS. They share only the standard Transformers model-registration/documentation scaffolding, not the underlying change or code path.", - "confidence": 0.98, + "summary": "Both artifacts are separate model-addition PRs: PenguinVL and Voxtral TTS. They share boilerplate integration files, but they target different models, code paths, and release goals, so they are not duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No issue in the cluster; as a representative PR, #45401 is more canonical because it has an explicit issue target and a focused single-model scope.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "#45401 is the better cluster representative: it is tightly scoped to one model addition and explicitly tracks issue #45027, whereas #44662 is a separate unrelated model implementation.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Reject: these are different model additions (PenguinVL vs Voxtral TTS) with different architectures and purposes; the overlap is only shared Transformers boilerplate such as auto-registry and docs." + "reason": "Different underlying changes: PR 44662 adds PenguinVL, while PR 45401 adds Voxtral TTS. The shared files are generic Transformers registration/docs updates, not evidence of the same bug or implementation." } ] }, @@ -25226,7 +25492,7 @@ { "label": "pull_request", "component_index": 16, - "component_count": 32, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25242,12 +25508,12 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "4f752d9605e18c3b3f22a44c71e93aeb205597393aa3eae3e1df522f1325c006", + "prepared_review_unit_hash": "c2a8b14e51d41967e77174694fd8cddb2c7abc4f31c8f858bb81c8dad7ff0b48", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4406, + "serialized_chars": 4408, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -25255,7 +25521,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4406, + "serialized_chars": 4408, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -25264,18 +25530,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related fusion features, but they are not the same change: one introduces a generic Module Fusion API, while the other wires up n-to-1 kernel fusion through KernelConfig and model loading. They should not be deduplicated.", - "confidence": 0.91, + "summary": "These two PRs are related in theme (module/kernel fusion) but are not the same change: #44979 adds a generic Module Fusion API, while #45363 implements n-to-1 kernel fusion via KernelConfig and integration hooks. They touch different code paths and represent different layers of functionality, so they should not be deduplicated.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #44979 is the more foundational, generic API change; PR #45363 is a separate integration of kernel fusion via KernelConfig with example/supporting plumbing.", + "canonical_pr_reason": "#44979 is the more foundational, general-purpose fusion API change; #45363 is a separate feature built around KernelConfig and integration plumbing.", "best_issue_reason": null, - "best_pr_reason": "PR #44979 is the clearest representative of the cluster because it defines the core Module Fusion API rather than a specific KernelConfig-based use case.", + "best_pr_reason": "#44979 is the better representative of the cluster because it defines the core fusion abstraction rather than one specific kernel-fusion use case.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Different underlying changes: #44979 adds a new generic module-fusion API/module, while #45363 adds KernelConfig-driven n-to-1 kernel fusion integration across loading/runtime files. They are related but not the same concrete bug or mergeable PR." + "reason": "Do not merge: #44979 introduces a generic module-fusion API, whereas #45363 adds a specific n-to-1 kernel-fusion path via KernelConfig and related integrations. Different concrete code paths and not plausibly one PR." } ] }, @@ -25289,7 +25555,7 @@ { "label": "pull_request", "component_index": 17, - "component_count": 32, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25305,7 +25571,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "5085cee4fa1fefc5596860de6a076df6f48813ba212b5f5bbd078e8b8ebd91e0", + "prepared_review_unit_hash": "f668db5fdcc1e35aee4c5a89614ef2898ffc20180fed0930b66a85233bd18aa5", "component_budget": { "node_count": 2, "item_count": 2, @@ -25327,18 +25593,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests patch the same Mistral regex pre-tokenizer AttributeError in the same file and target the same issue; 45317 is the more complete version because it includes tests.", + "summary": "Both pull requests address the same Mistral regex patch bug: fixing an AttributeError by switching from `tokenizer.backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer` in `_patch_mistral_regex`. The second PR is the more complete version because it includes tests and the same code fix.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45317 is the better canonical PR: it fixes the same code path as 45086 but is more complete, adds test coverage, and appears to be the fuller submission for issue 45081.", + "canonical_pr_reason": "PR 45317 is the better canonical PR: it fixes the same concrete AttributeError in `_patch_mistral_regex` and also adds a test, making it the more complete change set.", "best_issue_reason": null, - "best_pr_reason": "45317 is the strongest representative of the cluster because it addresses the exact bug with the same core code change and includes tests; 45086 is an earlier, slimmer variant.", + "best_pr_reason": "PR 45317 is the strongest representative of the cluster because it covers the bug fix plus validation, and its scope is still the same single code-path change as PR 45086.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying AttributeError in _patch_mistral_regex, same file, same explicit issue target, and the diffs are materially the same fix with 45317 adding tests." + "reason": "Accept: both PRs implement the same fix for the same AttributeError in `_patch_mistral_regex` on the same file, and the later PR appears to be the more complete version with tests." } ] }, @@ -25352,7 +25618,7 @@ { "label": "pull_request", "component_index": 18, - "component_count": 32, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25368,7 +25634,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "2bdcd08883b53d78c87a8c75564620362392fc771f4f0367b63bf4af3b27937e", + "prepared_review_unit_hash": "f5558433f0d29ef8658b63172c513e5830e47878de927a7a4f0b1cee496c7351", "component_budget": { "node_count": 2, "item_count": 2, @@ -25390,18 +25656,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open NemotronH PRs overlap in files but target different changes: one is a narrow inheritance/conversion refactor, the other is a broader model-split and docs/model registration update. They are related, but not duplicates.", - "confidence": 0.91, + "summary": "Both PRs touch NemotronH internals, but they target different changes: #45115 is a conversion/mapping and inheritance refactor toward GraniteMoeHybrid compatibility, while #45569 is a broader model split into NemotronH dense/sparse variants with docs and auto-mapping updates. They are related, but not the same underlying fix/change.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "No clear duplicate pair here. If one PR must represent the cluster, #45569 is the better umbrella because it covers the larger end-to-end NemotronH split, while #45115 is a narrower conversion/inheritance refactor.", + "canonical_pr_reason": "#45569 is the better canonical representative because it is the broader, higher-level NemotronH architecture change and includes the public model/docs surface, whereas #45115 is a narrower conversion-mapping refactor.", "best_issue_reason": null, - "best_pr_reason": "#45569 is the strongest standalone candidate because it bundles the user-facing model split, auto/model registration, docs, and tests. #45115 looks like a partial implementation step rather than the full change.", + "best_pr_reason": "#45569 is the strongest single PR in this cluster as it covers the main model restructuring end-to-end; #45115 looks more like a supporting compatibility refactor than the primary change.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "They share NemotronH files, but the concrete changes differ: #45115 focuses on inheriting GraniteMoeHybrid and conversion key renames, while #45569 introduces separate nemotron_h_dense/nemotron_h_sparse paths plus docs and API wiring. Same subsystem, not the same underlying change." + "reason": "Related NemotronH work, but not the same concrete bug/change. #45115 is about checkpoint conversion and GraniteMoeHybrid-compatible renaming; #45569 is about splitting NemotronH into dense/sparse model variants and updating docs/auto-mapping. They would not be merged as one PR." } ] }, @@ -25415,7 +25681,7 @@ { "label": "pull_request", "component_index": 19, - "component_count": 32, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25431,7 +25697,7 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "e90d52140bad21358ceee4d2710356f61cf120dfd23d74b087d5f1710a9b17d1", + "prepared_review_unit_hash": "875fd6e7328e859973b99a3bf2630311de43ccba54225411bf24654089bc875d", "component_budget": { "node_count": 2, "item_count": 2, @@ -25453,18 +25719,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two overlapping PRs in the heterogeneous-modeling area, but they are not duplicates: one is a narrow per-layer configuration PR and the other is a much broader heterogeneous modeling implementation.", - "confidence": 0.87, + "summary": "These PRs are related but not duplicates: #45333 is a narrower per-layer configuration/doc update, while #45332 bundles that config work with broader heterogeneous modeling, masking, cache, and integration changes.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45332 is the broader, more representative change: it includes the configuration work plus modeling, cache, masking, and integration updates, whereas PR 45333 is focused mainly on per-layer configuration support.", + "canonical_pr_reason": "#45332 is the broader umbrella change and appears to subsume the configuration work while also adding the modeling/runtime pieces, so it is the better canonical PR in this cluster.", "best_issue_reason": null, - "best_pr_reason": "PR 45332 is the best single representative for the cluster because it covers the full heterogeneous-model support stack and subsumes the configuration-only subset.", + "best_pr_reason": "#45332 is the best representative because it covers the full heterogeneous-model feature, not just the config subset. #45333 is narrower and looks like a slice/follow-up rather than a separate duplicate.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Related but not the same underlying change. PR 45333 is a configuration-only subset, while PR 45332 expands into broader modeling and integration code paths; they would not cleanly collapse into one duplicate PR." + "reason": "Related feature work, but not the same concrete change: #45332 adds heterogeneous modeling/runtime support plus config, whereas #45333 is config-only. They could not be cleanly merged as one duplicate PR without losing the extra functionality." } ] }, @@ -25478,7 +25744,7 @@ { "label": "pull_request", "component_index": 20, - "component_count": 32, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25494,12 +25760,12 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "2262995e31ff106aeed5484eb8b8fad017d921b5f2bf065afa0ed9ffea3fc1fc", + "prepared_review_unit_hash": "8cfbb15d322abc08c3fa8f853bec9b208ecdea7272d778a254fdfe33fda823e8", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5514, + "serialized_chars": 5513, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -25507,7 +25773,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5514, + "serialized_chars": 5513, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -25516,18 +25782,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are both typing-related maintenance PRs, but they address different changes: #45415 is a broad repo-wide type-checking pass and config relaxation, while #45425 adds focused typing aliases/protocols and related code updates. They are not the same underlying fix.", - "confidence": 0.93, + "summary": "These are both typing-related PRs, but they are not the same change: #45415 is a broad repository-wide type-checking sweep, while #45425 adds specific typing aliases/protocols for modeling_utils and related integrations. They overlap in a few files because both touch typing infrastructure, but they do not fix the same concrete code-path problem and would not naturally merge into one PR.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "#45425 is the more focused, concrete typing change; #45415 is a much broader type-checking pass. They are related thematically but not duplicates.", "best_issue_reason": null, - "best_pr_reason": "#45425 is the more coherent standalone PR: it introduces specific typing helpers and targeted code updates. #45415 is a much broader type-checking sweep with unrelated config changes, so it is not a better duplicate anchor.", + "best_pr_reason": "#45425 is the best representative PR here because it introduces a specific typing abstraction set tied to modeling_utils and adjacent modules, whereas #45415 is a large mechanical typing sweep.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Both are typing-related, but they fix different things. #45415 is a broad type-checking/config cleanup across many files; #45425 adds specific typing aliases/protocols and adjusts a few integration points. Shared filenames are incidental, not evidence of the same change." + "reason": "Shared typing/filesystem infrastructure and a few overlapping filenames are not enough: #45415 is a broad type-checking cleanup, while #45425 adds targeted typing protocols/aliases for specific runtime interfaces. Different underlying changes." } ] }, @@ -25541,7 +25807,7 @@ { "label": "pull_request", "component_index": 21, - "component_count": 32, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25557,7 +25823,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "346f72b125df06a8349ee7cf56a073e2c56deefeb17f696dd843c76039f84372", + "prepared_review_unit_hash": "afd9198b8b836c38a49187413aa00ca41db347eda09980b4f4843f713d654139", "component_budget": { "node_count": 2, "item_count": 2, @@ -25579,18 +25845,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are about expert parallelism loading, but they target different failure modes and code paths: one fixes DeepSpeed ZeRO-3 / accelerate launch config handling, the other fixes FSDP2 rank-0 broadcast overwriting expert parameters. They are related but not duplicates.", + "summary": "Two related but distinct EP-loading PRs: one fixes config/serialization for EP with DeepSpeed ZeRO-3 under accelerate launch, while the other fixes expert parameters being overwritten during FSDP2/rank-0 broadcast. They overlap in `modeling_utils.py` but address different failure modes and code paths.", "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45662 is the better canonical PR for this cluster because it addresses a more concrete EP parameter corruption bug in the loading path; #45548 is a separate, narrower ZeRO-3/accelerate serialization fix.", + "canonical_pr_reason": "PR #45662 is the broader and more concrete fix: it targets the parameter-loading path where expert tensors are incorrectly overwritten, with changes across loading and MoE/DTensor integration. PR #45548 is narrower and mainly preserves `distributed_config` plus an `has_ep` helper for launch/load compatibility.", "best_issue_reason": null, - "best_pr_reason": "PR #45662 is the strongest standalone fix here: it targets a specific and harmful overwrite path for expert weights, with code changes across the loading stack. PR #45548 is also valid, but it solves a different EP loading problem.", + "best_pr_reason": "PR #45662 is the best representative PR for this cluster because it fixes the core EP parameter corruption bug in the loader, rather than only addressing configuration persistence and detection.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Both concern EP loading, but #45548 is about preserving distributed_config and enabling EP under accelerate/ZeRO-3, while #45662 fixes experts being overwritten during FSDP2 loading/broadcast. Different bug, different code path, not mergeable as one PR." + "reason": "Both are EP-related, but they fix different bugs: #45548 is about keeping `distributed_config` during serialization and detecting EP for DeepSpeed ZeRO-3 loading, while #45662 prevents expert weights from being overwritten during FSDP2/rank-0 broadcast. Shared files alone are not enough to treat them as the same change." } ] }, @@ -25604,7 +25870,7 @@ { "label": "pull_request", "component_index": 22, - "component_count": 32, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25620,7 +25886,7 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "86739d389891d6232391393e1e4d2f198235ab1853ec4b41506dae34532a8c6c", + "prepared_review_unit_hash": "e4c0d5568e5c8be6f8932f0c39c049fa9e0c02c3f5d5581f4019e9eb583bbe1d", "component_budget": { "node_count": 2, "item_count": 2, @@ -25642,18 +25908,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same xdist collision problem around captured_info/debug logs, with overlapping changes in the same testing utility path and the same target issue. PR 45645 is the broader, more complete version because it also updates CI log collection to handle multiple worker files.", - "confidence": 0.93, + "summary": "Both PRs address the same xdist-related captured_info artifact problem in transformers testing utilities; PR 45645 is the broader superset that also updates CI log collection, while 45639 is the core writer-side fix. They are close enough to treat as the same change cluster.", + "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45645 is the better canonical PR because it covers the core xdist-safe file naming fix and the downstream CI workflow change needed to preserve and aggregate all captured_info artifacts.", + "canonical_pr_reason": "PR 45645 is the better canonical PR because it contains the core xdist-safe logging fix plus the CI workflow adjustment needed to read multiple captured_info files, making it the more complete implementation.", "best_issue_reason": null, - "best_pr_reason": "PR 45645 is the best representative PR for this cluster: it addresses the same concrete bug as 45639 and additionally fixes artifact collection in CI, making it the more complete change set.", + "best_pr_reason": "PR 45645 is the best representative of the underlying change: it fixes the collision in testing_utils and also preserves/debug-prints the resulting logs in CI. PR 45639 is a narrower subset of that same fix.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Both PRs fix the same underlying xdist collision in patched testing debug logs/captured_info output, share the same target issue and core file changes, and could plausibly be merged as one combined change." + "reason": "Same underlying xdist-safe captured_info logging problem, with overlapping testing_utils changes and shared target; 45645 is a superset that plausibly subsumes 45639." } ] }, @@ -25667,7 +25933,7 @@ { "label": "pull_request", "component_index": 23, - "component_count": 32, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25733,7 +25999,7 @@ { "label": "pull_request", "component_index": 24, - "component_count": 32, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25749,40 +26015,40 @@ "soft_pairs": [ "pull_request:45932|pull_request:46100" ], - "prepared_review_unit_hash": "457461706b20b97238a1fe5bc6f124dcd8194588a3e74bfb1be159464124e275", + "prepared_review_unit_hash": "f61418c1a14beda88445646a5eec2b9338a12c7799f53272f49343f9c723da0e", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5160, - "estimated_input_tokens": 1290, - "estimated_eval_tokens": 2836 + "serialized_chars": 5161, + "estimated_input_tokens": 1291, + "estimated_eval_tokens": 2838 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5160, - "estimated_input_tokens": 1290, - "estimated_eval_tokens": 2836 + "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": "These two PRs are not the same underlying change: #45932 is a mixed workflow/model-implementation tweak for grafana/testing, while #46100 is a broad test migration adding DDP and model test files. They do not look mergeable as one PR.", - "confidence": 0.93, + "summary": "These two PRs are not duplicates: one is a mixed model/infra change centered on Grafana/OpenTelemetry and AIMv2/model config updates, while the other is a test-migration PR adding kernel/DDP and vision model tests. They do not fix the same concrete bug or implement the same change.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "#45932 is the better cluster anchor because it contains the more concrete runtime/model change, whereas #46100 is primarily test infrastructure/migration work.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "#45932 is the most representative PR for the cluster if one must be chosen, but it is still not a duplicate of #46100.", + "best_pr_reason": "PR #45932 is the better representative only because it is more substantive and self-contained than the mostly test-migration PR #46100; however, they should not be clustered as duplicates.", "soft_edge_verdicts": [ { "left": "pull_request:45932", "right": "pull_request:46100", "accept": false, - "reason": "Different underlying work: #45932 changes CI/workflow and model code (e.g. AIMv2 embeddings, mappings), while #46100 adds kernel/test migration files and new tests. No shared files or concrete code-path fix to merge into one PR." + "reason": "Different purposes and code paths: #45932 changes workflow secrets and several model/config files, while #46100 adds test infrastructure and model tests. They are not plausibly one mergeable fix/change." } ] }, @@ -25796,7 +26062,7 @@ { "label": "pull_request", "component_index": 25, - "component_count": 32, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25812,7 +26078,7 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "27c75bb31a5aa23ffcd5736e6aa8863aa680589c12789fb5a56fa6d897a45917", + "prepared_review_unit_hash": "7baf7cca38856aa9036992388fd022748ea4d13d22eb09dab94fad8f34204b3c", "component_budget": { "node_count": 2, "item_count": 2, @@ -25834,18 +26100,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs overlap in distributed/MoE code, but they are not the same change. PR #46126 is a focused EP + Trainer integration patch, while PR #46269 is a broad distributed branch-base PR spanning many unrelated subsystems. The soft duplicate candidate should be rejected.", - "confidence": 0.88, + "summary": "The two PRs share some distributed code paths, but they are not the same concrete change: #46126 is a focused EP + Trainer integration, while #46269 is a much broader distributed-branch base touching many unrelated areas. I would not merge them as duplicates.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46126 is the more specific, self-contained feature/change; #46269 is a wide umbrella branch-base PR rather than the same concrete fix.", + "canonical_pr_reason": "No canonical duplicate PR: the overlap is superficial (shared distributed files), but the scopes differ substantially and the larger branch PR is not the same underlying change as the EP/trainer integration PR.", "best_issue_reason": null, - "best_pr_reason": "PR #46126 is the best representative of the targeted EP/Trainer integration work because it has a clear, narrow scope and directly addresses one code path.", + "best_pr_reason": "#46269 is the better overall cluster representative because it is the broader umbrella distributed branch work; #46126 is a narrower feature PR layered on top of that area.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "They share a few distributed filenames, but #46269 is a broad branch-base PR touching many unrelated areas, not the same concrete bug/change as #46126. They would not plausibly be merged as one duplicate PR." + "reason": "Shared filenames alone are not enough here. #46126 targets EP/router + trainer integration, while #46269 is a wide distributed refactor/branch-base PR with many extra changes; they do not look like one mergeable fix/change." } ] }, @@ -25859,7 +26125,7 @@ { "label": "pull_request", "component_index": 26, - "component_count": 32, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25913,12 +26179,12 @@ "pull_request:46504|pull_request:46716", "pull_request:46432|pull_request:46716" ], - "prepared_review_unit_hash": "eb28a5ab178f0b9a21e3251a2f96ec58c00bcac1a422226f392a5f0428c25361", + "prepared_review_unit_hash": "8d3b9fbeab8b5c0f178c52619be4a573a7a2d34e06a4eac0681679c36a2056de", "component_budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 31, - "serialized_chars": 26677, + "serialized_chars": 26678, "estimated_input_tokens": 6670, "estimated_eval_tokens": 13596 }, @@ -25926,7 +26192,7 @@ "node_count": 10, "item_count": 10, "soft_pair_count": 31, - "serialized_chars": 26677, + "serialized_chars": 26678, "estimated_input_tokens": 6670, "estimated_eval_tokens": 13596 }, @@ -25935,222 +26201,198 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This is a heterogeneous cluster of small workflow chore PRs. There is one loose subcluster around pr-ci-security-gate.yml, but those PRs make different security/permissions/comment/secret-handing changes, so they should not be merged as duplicates.", - "confidence": 0.95, + "summary": "These are mostly unrelated workflow-chore pull requests across different files. The pr-ci-security-gate edits are the closest cluster, but they still implement different security-hardening steps and should not be merged as duplicates.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46554 is the most substantive and central workflow change in the only related subcluster (pr-ci-security-gate.yml); the others are either narrower follow-ups or unrelated workflow edits.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 46554 is the best representative anchor for triage because it contains the main security-gate logic change and is more meaningful than the later small tweaks in the same file.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:46138", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow files and different behavior: stdin handling for self-comment CI vs security-gate logic." + "reason": "Different workflow files and different fixes: stdin handling for self-comment CI vs adding checkout/diff checks to the PR security gate." }, { "left": "pull_request:46138", "right": "pull_request:46558", "accept": false, - "reason": "Different workflow areas; one updates self-comment CI invocation, the other tightens pr-ci-security-gate permissions/approval." + "reason": "Unrelated workflow edits; one changes self-comment CI argument passing, the other tightens PR security-gate permissions/approval flow." }, { "left": "pull_request:46138", "right": "pull_request:46563", "accept": false, - "reason": "Unrelated changes in different workflow contexts; not the same underlying bug or fix." + "reason": "Different workflow and different purpose: self-comment CI input plumbing vs switching the PR security gate to a reusable workflow." }, { "left": "pull_request:46138", "right": "pull_request:46716", "accept": false, - "reason": "Different concerns in the same general repo area, but not the same concrete change or bug." + "reason": "Different workflow files and unrelated changes: self-comment CI vs changing security-gate secret handling." }, { "left": "pull_request:46138", "right": "pull_request:46504", "accept": false, - "reason": "Different workflow files and command contexts; these are separate fixes, not duplicates." + "reason": "Different workflow files and unrelated code paths: self-comment CI stdin handling vs build-ci-docker-images message parsing." }, { "left": "pull_request:46432", "right": "pull_request:46503", "accept": false, - "reason": "SSH runner hardening vs benchmark dispatch triggering; unrelated code paths." + "reason": "SSH runner hardening is unrelated to benchmark_v2 trigger logic." }, { "left": "pull_request:46432", "right": "pull_request:46501", "accept": false, - "reason": "Different workflow files and distinct changes; no shared bug." + "reason": "Different workflow files and different concerns: SSH runner setup vs anti-slop permissions cleanup." }, { "left": "pull_request:46432", "right": "pull_request:46502", "accept": false, - "reason": "Unrelated workflow edits; not the same underlying issue." + "reason": "Different workflow files and unrelated behavior: SSH runner setup vs assign-reviewers checkout ref." }, { "left": "pull_request:46432", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and different problems: runner/security cleanup vs PR CI gate logic." + "reason": "SSH runner changes are unrelated to PR security-gate validation logic." }, { "left": "pull_request:46432", "right": "pull_request:46558", "accept": false, - "reason": "Separate workflow changes with different goals; not a duplicate pair." - }, - { - "left": "pull_request:46432", - "right": "pull_request:46563", - "accept": false, - "reason": "Different workflow changes; no single concrete fix in common." - }, - { - "left": "pull_request:46432", - "right": "pull_request:46716", - "accept": false, - "reason": "Distinct SSH-runner changes versus pr-ci-security-gate secret handling." + "reason": "Different workflows and different problems: SSH runner hardening vs security-gate permissions/approval gating." }, { "left": "pull_request:46501", "right": "pull_request:46503", "accept": false, - "reason": "Both are workflow chores, but they touch different files and solve different problems." + "reason": "Same broad CI area, but different workflow logic: anti-slop permissions vs benchmark_v2 manual dispatch trigger." }, { "left": "pull_request:46501", "right": "pull_request:46502", "accept": false, - "reason": "Different workflows and different edits; not the same change." + "reason": "Different workflow files and unrelated fixes: anti-slop permissions vs reviewer assignment checkout ref." }, { "left": "pull_request:46501", "right": "pull_request:46504", "accept": false, - "reason": "Separate workflow file updates with no common concrete bug." + "reason": "Different workflows and different code paths: anti-slop permissions vs build-ci-docker-images commit-message parsing." }, { "left": "pull_request:46501", "right": "pull_request:46554", "accept": false, - "reason": "Unrelated workflow modifications; one is anti-slop permissions, the other is PR CI security gating." + "reason": "Different workflow files and unrelated changes: anti-slop permissions vs PR security-gate logic." }, { "left": "pull_request:46502", "right": "pull_request:46503", "accept": false, - "reason": "Assign-reviewers checkout fix vs benchmark workflow trigger change; unrelated." + "reason": "Different workflow behaviors: reviewer assignment checkout ref vs benchmark trigger conditions." }, { "left": "pull_request:46502", "right": "pull_request:46504", "accept": false, - "reason": "Different workflow files and distinct behavior changes." + "reason": "Different workflow files and unrelated fixes: reviewer assignment vs build-ci-docker-images message parsing." }, { "left": "pull_request:46502", "right": "pull_request:46554", "accept": false, - "reason": "No shared concrete bug; different workflow paths." + "reason": "Different workflow files and unrelated concerns: assign-reviewers behavior vs security-gate logic." }, { "left": "pull_request:46503", "right": "pull_request:46504", "accept": false, - "reason": "Benchmark dispatch enablement vs command quoting fix in build-image workflow; separate issues." + "reason": "Different workflow files and unrelated changes: benchmark dispatch support vs build-ci-docker-images commit-message handling." }, { "left": "pull_request:46503", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and different problem domains." + "reason": "Different workflow files and unrelated fixes: benchmark trigger logic vs PR security-gate checks." }, { "left": "pull_request:46504", "right": "pull_request:46554", "accept": false, - "reason": "Same repo area but different concrete fixes in different workflows." + "reason": "Different workflows and unrelated code paths: build-ci-docker-images parsing vs PR security-gate validation." }, { "left": "pull_request:46504", "right": "pull_request:46558", "accept": false, - "reason": "Different workflow logic changes; not the same underlying bug." - }, - { - "left": "pull_request:46504", - "right": "pull_request:46563", - "accept": false, - "reason": "Separate workflow updates with no single shared fix." - }, - { - "left": "pull_request:46504", - "right": "pull_request:46716", - "accept": false, - "reason": "Different workflow change scopes; not duplicates." + "reason": "Different workflow files and different concerns: build-ci-docker-images parsing vs security-gate permissions/approval flow." }, { "left": "pull_request:46554", "right": "pull_request:46558", "accept": false, - "reason": "Both touch pr-ci-security-gate.yml, but they address different layers: new security checks vs permissions/approval plumbing." + "reason": "Same file, but different concrete changes: one adds checkout and file-change checks; the other changes permissions and approve-job gating." }, { "left": "pull_request:46554", "right": "pull_request:46563", "accept": false, - "reason": "A comment-only reusable-workflow note is not the same change as the security-check logic update." + "reason": "Same file, but different changes: reusable-workflow switch vs adding checkout and security checks inside the gate." }, { "left": "pull_request:46554", "right": "pull_request:46716", "accept": false, - "reason": "Security gate secret handling in the caller is a different change from the workflow-file checks added in 46554." + "reason": "Same file, but different fixes: added checkout/diff checks vs replacing inherited secrets with empty secrets." }, { "left": "pull_request:46558", "right": "pull_request:46563", "accept": false, - "reason": "Different small follow-up changes in the same file, but not the same concrete fix." + "reason": "Same file, but distinct security-gate changes: permissions/approval gating vs switching to a reusable workflow wrapper." }, { "left": "pull_request:46558", "right": "pull_request:46716", "accept": false, - "reason": "Permissions/approval tweak vs secrets passthrough change; distinct modifications." + "reason": "Same file, but not the same change: permissions and approve-job condition vs secrets handling." }, { "left": "pull_request:46563", "right": "pull_request:46716", "accept": false, - "reason": "Comment/documentation note versus secrets:{} behavior change; not the same underlying bug." + "reason": "Same workflow file, but different fixes: reusable-workflow invocation/comments vs changing secrets inheritance." }, { "left": "pull_request:46504", "right": "pull_request:46563", "accept": false, - "reason": "Different workflow files and unrelated fix scopes." + "reason": "Different workflows and unrelated changes: build-ci-docker-images parsing vs security-gate reusable workflow switch." }, { "left": "pull_request:46432", "right": "pull_request:46563", "accept": false, - "reason": "SSH-runner hardening versus pr-ci-security-gate commentary; unrelated." + "reason": "SSH runner hardening is unrelated to the PR security-gate reusable-workflow change." }, { "left": "pull_request:46504", "right": "pull_request:46716", "accept": false, - "reason": "Build-image command parsing fix vs pr-ci-security-gate secret handling; different issues." + "reason": "Different workflows and unrelated code paths: build-ci-docker-images parsing vs security-gate secrets handling." }, { "left": "pull_request:46432", "right": "pull_request:46716", "accept": false, - "reason": "Unrelated workflow changes with no shared code path." + "reason": "SSH runner changes are unrelated to PR security-gate secrets hardening." } ] }, @@ -26164,7 +26406,7 @@ { "label": "pull_request", "component_index": 27, - "component_count": 32, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26227,7 +26469,7 @@ { "label": "pull_request", "component_index": 28, - "component_count": 32, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26243,7 +26485,7 @@ "soft_pairs": [ "pull_request:46281|pull_request:46890" ], - "prepared_review_unit_hash": "3e636dc01b888543287a2cc499879a07cc890e1fe257b3ba00959235c1807175", + "prepared_review_unit_hash": "2a05af9eb7851567523da5f470bf3c2c4ee401819ebb86744f7ecdf7c17c9289", "component_budget": { "node_count": 2, "item_count": 2, @@ -26265,18 +26507,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are security hardenings against path traversal, but they fix different checkpoint-loading inputs and different code paths: one guards shard filenames from a sharded index, the other guards the `transformers_weights` config field. Related theme, not a duplicate change.", + "summary": "Both PRs are security-oriented path-traversal fixes, but they target different code paths: sharded checkpoint shard resolution vs `transformers_weights` config handling.", "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 46281 is the cleaner representative of the cluster: it fixes path traversal in the sharded-checkpoint loader itself and includes a direct containment check; PR 46890 addresses a separate config-field traversal issue.", "best_issue_reason": null, - "best_pr_reason": "PR 46281 is the better representative of the cluster\u2019s theme because it fixes the sharded-checkpoint loader directly and includes a concrete containment check on index-supplied shard paths.", + "best_pr_reason": "PR 46281 is the strongest standalone candidate: it has a narrowly scoped fix, explicit validation, and tests for the checkpoint shard loader.", "soft_edge_verdicts": [ { "left": "pull_request:46281", "right": "pull_request:46890", "accept": false, - "reason": "Same security class, but different untrusted inputs and different loader paths; they are not the same concrete bug and would not plausibly be merged as one PR." + "reason": "Different underlying bugs and code paths. 46281 validates shard filenames from a checkpoint index in `hub.py`; 46890 validates `transformers_weights` in `modeling_utils.py`. They are related security themes, but not the same fix and not plausibly one merged PR." } ] }, @@ -26290,7 +26532,7 @@ { "label": "pull_request", "component_index": 29, - "component_count": 32, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26306,7 +26548,7 @@ "soft_pairs": [ "pull_request:46574|pull_request:46580" ], - "prepared_review_unit_hash": "d3fa855bda0870dea85038ab2fa1a5f6ce8057b5fef5a342957411e2222153bc", + "prepared_review_unit_hash": "1e416f88d7d7177ccbc71c9ae2b6c06a337685bcf6d80844aa00155fe4d2def8", "component_budget": { "node_count": 2, "item_count": 2, @@ -26328,18 +26570,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs in the tokenizer area, but they fix different bugs: CodeLlama decode stripping of real leading spaces vs. DeepSeek-Coder/LLM being routed to the wrong tokenizer class on load. They are related only by broad subsystem, not the same underlying change.", - "confidence": 0.97, + "summary": "The cluster contains two unrelated pull requests: one fixes CodeLlama decode-space stripping, the other fixes DeepSeek checkpoint tokenizer-class resolution. They do not look mergeable into a single PR.", + "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46580 is the better cluster representative because it addresses a broader tokenizer-loading bug in shared auto tokenization code and affects multiple checkpoints, making it the more general fix.", + "canonical_pr_reason": "No single canonical PR: the changes target different model families and different failure modes (decode behavior vs tokenizer-class selection).", "best_issue_reason": null, - "best_pr_reason": "PR #46580 is the strongest standalone candidate in this set: it fixes a concrete model-loading path in `tokenization_auto.py` and has wider impact than the more narrowly scoped CodeLlama decode change.", + "best_pr_reason": "Neither PR is a good cluster representative because they are unrelated fixes rather than duplicate implementations of the same bug.", "soft_edge_verdicts": [ { "left": "pull_request:46574", "right": "pull_request:46580", "accept": false, - "reason": "Different code paths and symptoms: one changes CodeLlama decode behavior, the other changes auto-tokenizer class selection for DeepSeek checkpoints. They are not the same bug and would not plausibly merge into one PR." + "reason": "Different underlying bugs and code paths: CodeLlama decoder/leading-space handling vs DeepSeek auto-tokenizer class selection for specific checkpoint prefixes. They are not the same change and would not plausibly be merged into one PR." } ] }, @@ -26353,7 +26595,70 @@ { "label": "pull_request", "component_index": 30, - "component_count": 32, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46773-2", + "nodes": [ + "pull_request:46773", + "pull_request:47087" + ], + "soft_pairs": [ + "pull_request:46773|pull_request:47087" + ], + "prepared_review_unit_hash": "e8ea36081d455275c18d0280930d0306cc49a0ad0f70723717767649a28e4850", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5267, + "estimated_input_tokens": 1317, + "estimated_eval_tokens": 2890 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5267, + "estimated_input_tokens": 1317, + "estimated_eval_tokens": 2890 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related only at a high level (padding-mask behavior), but they fix different bugs in different code paths: batch-size-1 handling in linear-attention models vs. continued/cached recurrent forwards. I would not cluster them as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "47087 is the better standalone PR to anchor the cluster because it has an explicit issue link and a narrowly defined recurrent-forward masking fix.", + "best_issue_reason": null, + "best_pr_reason": "47087 is the strongest PR candidate overall: it has explicit issue targeting, a clear single bug, and a tighter scope than 46773.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46773", + "right": "pull_request:47087", + "accept": false, + "reason": "Both concern padding masks, but the concrete defects differ: 46773 fixes masking being skipped for batch size 1 in linear-attention models, while 47087 fixes recurrent padding masks being skipped on continued/cache forwards. 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": 31, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26371,46 +26676,46 @@ "pull_request:46781|pull_request:46993", "pull_request:46993|pull_request:46994" ], - "prepared_review_unit_hash": "de9ee4aa5f59ff15837330cc728c1e1849aef866c7bf31308ceaf3f9a71af8cc", + "prepared_review_unit_hash": "bc1edff1d59883e2a03d1446c26541a2b4bfe0e1b9aa0b1d4482817f63edeec9", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 6605, - "estimated_input_tokens": 1652, - "estimated_eval_tokens": 3560 + "serialized_chars": 6604, + "estimated_input_tokens": 1651, + "estimated_eval_tokens": 3558 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 6605, - "estimated_input_tokens": 1652, - "estimated_eval_tokens": 3560 + "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 unrelated bug fixes; the soft similarity is superficial (shared generation/cache vocabulary) but they address different code paths and failure modes.", - "confidence": 0.97, + "summary": "All three pull requests are small but they address different bugs in different generation/cache code paths, so this cluster does not contain a duplicate pair.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: these PRs fix separate issues in cache validation, prompt lookup decoding length handling, and logits validation.", + "canonical_pr_reason": "No canonical PR: 46781 is about QuantizedCache layer-type validation, 46993 fixes prompt lookup decoding length budgeting, and 46994 tightens validation for empty bad_words_ids/sequence_bias inputs.", "best_issue_reason": null, - "best_pr_reason": "46993 is the cleanest standalone bug fix with a focused code change and test coverage, but it is not a duplicate of the others.", + "best_pr_reason": "No single best PR representative for a duplicate cluster, because these PRs are unrelated fixes rather than alternate patches for the same underlying bug.", "soft_edge_verdicts": [ { "left": "pull_request:46781", "right": "pull_request:46993", "accept": false, - "reason": "Different subsystems and bugs: QuantizedCache layer-type validation vs prompt lookup decoding max_length handling." + "reason": "Different problems and code paths: cache-layer support validation vs prompt lookup decoding max_length handling." }, { "left": "pull_request:46993", "right": "pull_request:46994", "accept": false, - "reason": "Both are generation-related, but one fixes candidate length capping while the other adds validation for empty bad_words_ids / sequence_bias inputs; they are not the same change." + "reason": "Different generation bugs: prompt lookup candidate length capping vs validation of empty token lists in logits processing." } ] }, @@ -26423,8 +26728,8 @@ }, { "label": "pull_request", - "component_index": 31, - "component_count": 32, + "component_index": 32, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26440,7 +26745,7 @@ "soft_pairs": [ "pull_request:47026|pull_request:47046" ], - "prepared_review_unit_hash": "d1cb65322635664a2e772e75651749f355302b1b17fdd48bebc67a3ed51b1482", + "prepared_review_unit_hash": "f9d51d0d51b1549424c13f12b43c1e9b2e251e403562a6e8e7d340faddcaf5c3", "component_budget": { "node_count": 2, "item_count": 2, @@ -26462,18 +26767,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same xLSTM train-mode crash in `modeling_xlstm.py` around `return_last_states`/cache handling, and both target the same upstream issue. PR 47046 looks like the more complete fix because it includes tests and broader handling, while 47026 is a narrower workaround.", - "confidence": 0.85, + "summary": "Both PRs target the same xLSTM train-mode crash path around `return_last_states=False` in `modeling_xlstm.py`. PR 47046 looks like the broader follow-up/final fix, while 47026 appears to be a narrower subset focused on the padding/train-path return-state handling.", + "confidence": 0.83, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47046 is the better canonical PR: it addresses the same xLSTM train-mode crash as 47026 but appears more complete, with test coverage and broader handling of the failing forward path.", + "canonical_pr_reason": "PR 47046 is the better canonical PR because it addresses the same crash class but appears broader (`return_last_states=False` and `use_cache`) and includes tests, making it the more complete change set.", "best_issue_reason": null, - "best_pr_reason": "PR 47046 is the best global PR candidate because it matches the same concrete bug, is more comprehensive than 47026, and is the stronger mergeable fix for the shared xLSTM forward crash.", + "best_pr_reason": "PR 47046 is the best representative because it covers the same underlying xLSTM train-mode failure and seems to subsume the narrower 47026 fix.", "soft_edge_verdicts": [ { "left": "pull_request:47026", "right": "pull_request:47046", "accept": true, - "reason": "Accept: both PRs fix the same underlying xLSTM train-mode failure in the same file and against the same issue target; the changes are plausibly combinable into one PR rather than separate concerns." + "reason": "Both PRs fix the same xLSTM train-mode crash in the same file and under the same issue target; 47046 appears to be a broader superset of the narrower 47026 change." } ] }, @@ -26486,8 +26791,8 @@ }, { "label": "pull_request", - "component_index": 32, - "component_count": 32, + "component_index": 33, + "component_count": 34, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26515,88 +26820,151 @@ "pull_request:47060|pull_request:47076", "pull_request:47074|pull_request:47076" ], - "prepared_review_unit_hash": "ed688fc8abd627ab3d855d24faa23c76f49172bae02c92d067b5608bbc4ad175", + "prepared_review_unit_hash": "a0005eb6a949faeb7fab600dabbe1250596ada12005212a6c2be4892272915f3", "component_budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 9, - "serialized_chars": 15762, - "estimated_input_tokens": 3941, - "estimated_eval_tokens": 8138 + "serialized_chars": 15865, + "estimated_input_tokens": 3967, + "estimated_eval_tokens": 8190 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 9, - "serialized_chars": 15762, - "estimated_input_tokens": 3941, - "estimated_eval_tokens": 8138 + "serialized_chars": 15865, + "estimated_input_tokens": 3967, + "estimated_eval_tokens": 8190 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are all in the multimodal/pipeline area, but they target different concrete bugs and code paths: stop-sequence handling, Voxtral audio-format validation, generation-kwarg routing, Qwen batched decoding, AnyToAny key normalization, and Gemma4 placeholder validation. None look like true duplicates of one another.", - "confidence": 0.93, + "summary": "These PRs are related only at a broad theme level: multimodal input/output handling. They fix different code paths in different components (pipelines, Voxtral processor, Qwen Omni post-processing, Gemma4 layout validation) and should not be deduplicated together.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47051 is the broadest representative of the cluster because it centralizes generation-kwarg routing across multimodal pipelines and also touches one of the shared pipeline files.", + "canonical_pr_reason": "PR #47051 is the broadest and most central to the shared theme: it updates multimodal generation pipeline parameter routing in a way that spans both `any_to_any` and `image_text_to_text`. Among the set, it is the best representative of the cluster\u2019s pipeline-focused behavior changes.", "best_issue_reason": null, - "best_pr_reason": "PR 47051 is the best single representative of the set, but only as an umbrella multimodal-pipeline plumbing change; it is not a duplicate of the others.", + "best_pr_reason": "PR #47051 is the best fit as a representative patch for the cluster because it targets the common pipeline layer and addresses direct generation-kwarg forwarding across multimodal pipelines, unlike the others which are model-specific processor fixes or unrelated post-processing adjustments.", "soft_edge_verdicts": [ { "left": "pull_request:47032", - "right": "pull_request:47045", + "right": "pull_request:47051", "accept": false, - "reason": "Different bugs: image-text-to-text stop-sequence forwarding vs Voxtral audio-array format handling." + "reason": "Both touch `image_text_to_text`, but they fix different problems: stop-sequence handling vs. forwarding direct generation kwargs. They are related changes, not the same underlying bug." }, { "left": "pull_request:47032", - "right": "pull_request:47051", + "right": "pull_request:47045", "accept": false, - "reason": "Related only by pipeline generation plumbing; one fixes stop_sequence behavior, the other routes direct generation kwargs." + "reason": "Different components and behaviors: image-text pipeline stop handling versus Voxtral audio format validation/encoding. Not the same bug." }, { "left": "pull_request:47045", "right": "pull_request:47076", "accept": false, - "reason": "Different processor concerns: Voxtral audio encoding requirements vs Gemma4 image/audio placeholder validation." + "reason": "Both are processor-side validation changes, but they address different inputs and models: Voxtral audio arrays vs. Gemma4 audio/image placeholder layout. Not duplicates." }, { "left": "pull_request:47045", "right": "pull_request:47074", "accept": false, - "reason": "Voxtral audio-array serialization is unrelated to AnyToAny multimodal input key normalization." + "reason": "Voxtral audio-format encoding and AnyToAny key normalization are unrelated fixes in different code paths." }, { "left": "pull_request:47051", "right": "pull_request:47074", "accept": false, - "reason": "Both touch AnyToAnyPipeline, but one forwards generation kwargs while the other normalizes input keys; not the same underlying change." + "reason": "Both affect `any_to_any`, but one changes kwargs routing while the other fixes input key naming. Distinct issues and not safely mergeable as one duplicate fix." }, { "left": "pull_request:47051", "right": "pull_request:47060", "accept": false, - "reason": "Different model/pipeline bugs: generation-kwarg routing vs Qwen Omni batched post-processing output shape handling." + "reason": "Multimodal pipeline parameter forwarding and Qwen Omni batched post-processing are different layers and different bugs." }, { "left": "pull_request:47060", "right": "pull_request:47074", "accept": false, - "reason": "Qwen Omni batch decode fix is unrelated to AnyToAny input-key normalization." + "reason": "The Qwen Omni batched decode fix and AnyToAny input-key normalization do not fix the same concrete code-path problem." }, { "left": "pull_request:47060", "right": "pull_request:47076", "accept": false, - "reason": "Different model-specific issues: Qwen Omni batched decoding vs Gemma4 placeholder construction/validation." + "reason": "Different model-specific issues: Qwen Omni output batching versus Gemma4 processor placeholder validation." }, { "left": "pull_request:47074", "right": "pull_request:47076", "accept": false, - "reason": "Both are multimodal, but one normalizes pipeline keys and the other validates Gemma4 audio placeholders; different code paths and fixes." + "reason": "One normalizes pipeline input keys; the other validates Gemma4 audio placeholders. 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"duplicate_pr_numbers": [ + 47054 + ], + "target_issue_number": null, + "reason": "PRs in cluster-46926-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-46949-2", + "canonical_pr_number": 47056, + "duplicate_pr_numbers": [ + 46949 + ], + "target_issue_number": null, + "reason": "PRs in cluster-46949-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-46950-3", + "canonical_pr_number": 47058, + "duplicate_pr_numbers": [ + 46950, + 46971 + ], + "target_issue_number": null, + "reason": "PRs in cluster-46950-3 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, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-47104-2", + "canonical_pr_number": 47115, + "duplicate_pr_numbers": [ + 47104 + ], + "target_issue_number": null, + "reason": "PRs in cluster-47104-2 are treated as duplicates because they share soft_similarity 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 1 discussion comments plus 9 inbound references.", + "score": 171.0 + }, + "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/20260707T000034Z/analysis-runs/hybrid-model-20260707t000034z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260707T000034Z/analysis-runs/hybrid-model-20260707t000034z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..d942cfaeff73e063cd8a9209085f690770ee5757 --- /dev/null +++ b/snapshots/20260707T000034Z/analysis-runs/hybrid-model-20260707t000034z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,26979 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260707T000034Z", + "generated_at": "2026-07-07T00:11:37Z", + "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-10000-513", + "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:44292|issue:45237", + "issue:45874|issue:46294", + "issue:39290|issue:45081", + "issue:45800|issue:46515", + "issue:45823|issue:45874", + "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:45507|issue:45685", + "issue:44292|issue:44918", + "issue:43716|issue:45685", + "issue:43716|issue:44292", + "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": "1ffdcf040065562dc090c27eb386c257002d87f8af83c4e3177e175a2176d79b", + "component_budget": { + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 63, + "serialized_chars": 46567, + "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 noise: most items are different model/runtime regressions, docs issues, or hardware-specific failures that only look similar at a high level. The only clear duplicate-like pairs are the two ZeRO-3 BERT index-out-of-bounds reports and the two Qwen3_5Moe rotary-embedding/offload reports.", + "confidence": 0.34, + "canonical_issue_reason": "issue:43596 is the clearest true duplicate anchor in the cluster: it describes the same ZeRO-3 index-0 out-of-bounds failure as issue:43638, with slightly broader wording.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45237 is the broadest central representative of the cluster\u2019s recurring theme of model/device/runtime failures, but it is still not a true umbrella duplicate for most of the items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Both are Qwen3.5-related failures, but one is a missing config attribute and the other is a streaming chat/completions bug; different code paths." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Different hardware/backend failures: AMD GPU model support vs an MPS histogram op limitation." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Both are device/dtype-related, but one is a multimodal dtype mismatch and the other is an AMD GPU execution failure on a different model." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Different bugs: autocast dtype mismatch in Phi MoE versus a GPT-OSS AMD GPU issue." + }, + { + "left": "issue:45237", + "right": "issue:46468", + "accept": false, + "reason": "Both mention model failures, but one is GPT-OSS on AMD GPUs and the other is a broken Nemotron example; no shared concrete bug." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Different failures: AMD GPU compatibility versus an invalid method call in GraniteMoEHybrid." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "One is a DeepSpeed collective mismatch, the other is an ONNX export error; unrelated code paths." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "ModernBERT ONNX export and Qwen3Moe FP8 issues are separate model/export/runtime problems." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "ONNX export failure and Qwen3 auto device-map CUDA assert are unrelated." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "Table QA crash and outdated RAG examples are different features and different bugs." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "ONNX export failure and GenerationMixin import breakage are unrelated." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are stale docs after v5 removals, but they reference different removed items and are not the same concrete docs bug." + }, + { + "left": "issue:44918", + "right": "issue:46165", + "accept": false, + "reason": "TRL SFT embedding unpacking failure and resume-training/trust-remote-code issue are different training flows." + }, + { + "left": "issue:46165", + "right": "issue:46869", + "accept": false, + "reason": "Resume-training/remote-code and multi-GPU YOLO device-map failures are unrelated." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Generic mask-shape mismatch and Gemma4 PLE device mismatch are distinct runtime errors." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Both are IndexError-type reports, but one is ZeRO-3 BERT init and the other is a mask/tensor shape mismatch." + }, + { + "left": "issue:43638", + "right": "issue:46165", + "accept": false, + "reason": "ZeRO-3 BERT init error and resume-training remote-code issue are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Same exception class, different failure sites and model paths." + }, + { + "left": "issue:44805", + "right": "issue:46294", + "accept": false, + "reason": "Mask shape mismatch and Qwen3.5 video template mismatch are different multimodal bugs." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Mask indexing failure and GPT-OSS tensor-parallel issue are unrelated." + }, + { + "left": "issue:46165", + "right": "issue:46468", + "accept": false, + "reason": "Different problems: resume training with trust remote code versus a broken official example." + }, + { + "left": "issue:44560", + "right": "issue:46165", + "accept": false, + "reason": "Video chat template stop-iteration and remote-code resume issues do not share a concrete code path." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice preset and ModernBERT ONNX export are unrelated." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Different DeepSpeed failures: collective mismatch versus BERT ZeRO-3 index error." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Both describe the same ZeRO-3 index-0 out-of-bounds BERT initialization failure; only the model wording differs." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger Kernel cross-entropy being called and GPT-OSS tensor-parallel failure are different issues." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Incorrect detokenization and LoRA weight merge/save mismatch are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Qwen3-8B NVFP4 runtime failure and LoRA merge/save mismatch are different bugs." + }, + { + "left": "issue:44841", + "right": "issue:46661", + "accept": false, + "reason": "Processor failure for Voxtral and remote-code model_class config_class error are different code paths." + }, + { + "left": "issue:43716", + "right": "issue:46869", + "accept": false, + "reason": "Both involve model/device placement, but they are different models and different failures." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "DeepSpeed weight-dimension error and collective mismatch are distinct training failures." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Activation-checkpointing/FSDP tensor-size mismatch is not the same as a mask indexing error." + }, + { + "left": "issue:45685", + "right": "issue:46869", + "accept": false, + "reason": "MPS histogram limitation and multi-GPU YOLO device-map failure are unrelated backend issues." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": true, + "reason": "Both point to the same Qwen3_5MoeTextRotaryEmbedding state/materialization bug around offload or meta-to-empty handling." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "FSDP checkpointing size mismatch and CustomTrainer compute_loss signature breakage are unrelated training issues." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "ZeRO-3 BERT init and GPT-OSS tensor-parallel support are different problems." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Same as above: different model families and failure mechanisms." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Mistral dtype mismatch and GraniteMoE invalid method call do not share a concrete bug." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Qwen-3 NVFP4 runtime error and GPT-OSS AMD GPU failure are different model/backend issues." + }, + { + "left": "issue:45874", + "right": "issue:46294", + "accept": false, + "reason": "Gemma4 reverse-embedding lookup and Qwen3.5 video token mismatch are unrelated multimodal bugs." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3TextConfig missing attribute and Mistral regex patch crash are different tokenizer/model config issues." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": false, + "reason": "Both mention torch compatibility, but they concern different versions and likely different breakages." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Gemma4 device mismatch in forward and expensive reverse embedding lookup are different issues." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "FSDP checkpointing mismatch and Qwen3 auto device-map CUDA assert are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch 2.10 incompatibility and Qwen-3 NVFP4 runtime failure are not the same bug." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Autocast dtype mismatch and GPT-OSS tensor-parallel support issue are different failures." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Mixtral torch-dynamo grouped_mm tracing error and Mistral-3 dtype mismatch are separate runtime problems." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Both are Qwen/MoE-adjacent runtime issues, but one is autocast dtype mismatch and the other is NVFP4 execution failure." + }, + { + "left": "issue:43716", + "right": "issue:46468", + "accept": false, + "reason": "Different model families and different failure points." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "Invalid method call in GraniteMoEHybrid versus an MPS operator limitation are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Qwen-3 NVFP4 runtime failure and TRL SFT embedding unpacking failure are different training/inference bugs." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Different backends and different error types." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Different model-specific runtime failures." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "TRL trainer embedding unpacking and GPT-OSS tensor parallelism are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger Kernel cross-entropy call and TRL SFT embedding unpacking are different issues." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading error and BERT ZeRO-3 loading error are similar in shape but not the same concrete bug." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are v5 docs cleanups, but they cover different obsolete references and are not the same issue." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Autocast dtype mismatch and MPS histogram backend limitation are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Liger Kernel cross-entropy invocation and Phi MoE autocast mismatch do not share a code path." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch and CustomTrainer compute_loss signature mismatch are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "FSDP activation-checkpointing mismatch and GenerationMixin import error are different subsystems." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "GPT-OSS AMD GPU failure and outdated RAG examples are not duplicates." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Kernel selection/cross-entropy and mask shape mismatch are different bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative. The two accepted duplicate-like pairs are well supported by the issue titles and wording: the ZeRO-3 BERT index-out-of-bounds reports, and the Qwen3_5Moe rotary-embedding/offload reports. The broader cluster characterization as heterogeneous is also reasonable. No clear overstatement of evidence stands out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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-10000-513", + "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:43039|issue:44560", + "issue:43975|issue:46015", + "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:43792|issue:45070", + "issue:45362|issue:45464", + "issue:43596|issue:45800", + "issue:43541|issue:46869", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:45464|issue:45685", + "issue:36010|issue:39290", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:44841|issue:45084", + "issue: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": "fb4f32f7d83214d53a6cc49af28f4ffce4b4efad59ef667efab7fa92f4d5607b", + "component_budget": { + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 42, + "serialized_chars": 40039, + "estimated_input_tokens": 10010, + "estimated_eval_tokens": 20276 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose set of version/regression reports that are not true duplicates. I found two likely duplicate families: AutoTokenizer token-ID regressions and DeepSpeed ZeRO-3 index-out-of-bounds loading failures. Everything else looks only superficially similar.", + "confidence": 0.6, + "canonical_issue_reason": "issue:45920 is the broadest concrete regression here: it describes a v5 AutoTokenizer token-ID bug across multiple model families, making it the best umbrella for the one clear duplicate family in this noisy set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the best representative issue because it is broader than the Granite-specific tokenizer report and captures the shared tokenizer regression pattern more completely.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Both are version-compatibility complaints, but one is about torch 2.4.1 and the other about USE_DISTRIBUTED=0 support; different failure modes and code paths." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM and distributed-build support on PyTorch are unrelated bugs." + }, + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Checkpoint corruption and missing weight loading in Sam3Model are different model-specific loading problems." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": true, + "reason": "Both report DeepSpeed ZeRO-3 loading/indexing failures with an out-of-bounds index 0 on empty tensors/shards, which looks like the same underlying loading bug." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Gemma3 sliding_window_pattern missing in vLLM and Qwen3 auto device mapping cuda asserts are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs issues, but they refer to different outdated docs content and are not the same change." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Float8 storage lookup failure and distributed-build support breakage are unrelated runtime/environment issues." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "AMD GPU support for GPT-OSS-20B and table-question-answering crashes are different subsystems and failure modes." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger Kernel cross-entropy usage and Qwen3-vl video StopIteration are unrelated bugs." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Incorrect detokenization in DeepSeek-Coder and outdated RAG examples are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Gemma4 device-mapping mismatch and Qwen3.5 video token/feature mismatch are different model- and path-specific bugs." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Voxtral processor failure is unrelated to Gemma4 device placement issues." + }, + { + "left": "issue:43866", + "right": "issue:46772", + "accept": false, + "reason": "Corrupted Ovis2 checkpoint and DiffusionGemma ModelOpt compatibility are unrelated." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint loading and RAG docs updates have nothing in common beyond being issue reports." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Remote-code regressions and USE_DISTRIBUTED=0 breakage are both broad, but they are not the same bug or code path." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Both describe the same v5 AutoTokenizer token-ID regression; 45920 is the broader multi-model report and 45812 is a narrower Granite-specific instance." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Corrupted checkpoint versus checkpoint-loading implementation bug are different problems." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime failure and RAG docs issues are unrelated." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes Int8Params API mismatch is unrelated to distributed-build support breakage." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Gemma3 config attribute missing and Qwen3-MoE sliding_window issues are separate model/config bugs." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Both are IndexError reports, but one is a mask shape mismatch and the other is a zero-sized tensor during ZeRO-3; not clearly the same bug." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper runtime failure and table-question-answering crash are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "GLM-4.7 test loading failure and Ovis2 checkpoint corruption are different model-specific issues." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch version incompatibility and Pydantic PretrainedConfig breakage are different incompatibilities." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "DeepSeek-Coder detokenization and table-question-answering crashes are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper loading/running failure and Pydantic model-field breakage are unrelated." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both involve Qwen3.5 and chat, but one is a chat crash and the other is a streaming inference API failure; too broad to treat as one bug." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "ZeRO-3 zero-sized tensor loading and torch 2.4.1 compatibility are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:46869", + "accept": false, + "reason": "Mixtral torch-dynamo grouped_mm tracing error and YOLO multi-GPU device-map issue are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "Qwen NVFP4 runtime failure and table QA crash are unrelated." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3 vLLM config breakage and Gemma4 device-mismatch forward errors are separate model/version issues." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3.5 streaming API failure and MPS histogram kernel missing for MoE are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "ImportError for GenerationMixin and Gemma3 config attribute regression are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Mixtral torch-dynamo grouped_mm and MPS histogram support are different bugs." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Grouped_mm tracing error and autocast dtype mismatch in Phi-tiny-MoE are different failure modes." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor failure for Voxtral and non-template-node compile error are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Mistral3 weight tying bug and corrupted Ovis2 checkpoint are different issues." + }, + { + "left": "issue:45507", + "right": "issue:46869", + "accept": false, + "reason": "GraniteMoEHybrid invalid method call and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are IndexError reports, but one is a mask-shape mismatch and the other is a zero-sized tensor loading failure; not the same bug." + }, + { + "left": "issue:45399", + "right": "issue:46661", + "accept": false, + "reason": "flash-attn2 fallback blockage and remote-code model_class config_class errors are different model-loading paths." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig and Pydantic PretrainedConfig breakage are unrelated." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch/transformers version incompatibility and Gemma4 device-map mismatch are different problems." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The two accepted duplicate families are well supported by the titles: the AutoTokenizer token-ID regression pair (45812/45920) is clearly aligned, and the ZeRO-3 out-of-bounds loading pair (41762/43596) is plausibly the same failure mode. The rejected pairs do not overreach based on the available evidence, so I don\u2019t see unsupported conclusions here." + }, + "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-10000-513", + "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:43366|issue:45464", + "issue:44387|issue:45005", + "issue:44291|issue:45070", + "issue:43531|issue:45070", + "issue:41093|issue:43596", + "issue:45020|issue:45800", + "issue:43716|issue:46294", + "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:43645|issue:45399", + "issue:40990|issue:44960", + "issue:45632|issue:45698", + "issue:42915|issue:45399", + "issue:43404|issue:45005", + "issue:43873|issue:45005", + "issue:44360|issue:44512", + "issue:44492|issue:44512", + "issue:44530|issue:45005", + "issue:44918|issue:45507", + "issue:44863|issue:45005", + "issue:45183|issue:46463" + ], + "prepared_review_unit_hash": "58265995341e221699b2a41d792c7c70281d84d41d1757d9d9fd3cc2620f10d2", + "component_budget": { + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36241, + "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 mixed bag of unrelated issues. A few soft pairs do look like true duplicates, especially around remote-code custom-module loading, SigLIP2 output regressions, Qwen3.5 video-token mismatch, and decoder-input validation errors.", + "confidence": 0.63, + "canonical_issue_reason": "issue:45632 is the clearest root-cause report in one of the true duplicate pairs: it identifies the remote-code cache-path collision that can make local custom modules resolve incorrectly.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45632 is the best canonical issue to keep because it describes the underlying bug directly, rather than a downstream symptom like loading the wrong module after save_pretrained.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "Different problems: PaddleOCR-VL loading failure versus GGUF gpt-oss architecture support." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Both mention shape/runtime errors, but the failing code paths and model/trainer contexts are different." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Mixtral torch-dynamo grouped_mm tracing error is not the same bug as GPT-OSS tensor-parallel support." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Different symptoms and paths: autocast dtype mismatch in Phi-tiny-MoE versus streaming chat/completions failure in Qwen3.5." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF architecture support and chat/completions streaming are unrelated." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Int4 OOM under v5.x and tied-weight translation-model issues are separate bugs." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "init_empty_weights argument handling and pydantic PretrainedConfig field regression are different code paths." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug is unrelated to the pydantic model-field regression." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are IndexErrors, but one is a mask-length mismatch and the other is a zero3/BertModel init failure." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote-code breakage and torch/transformers version incompatibility are not the same underlying bug." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Mistral-3 image-preprocessor dtype mismatch is a different modality and failure mode than Qwen3.5 video-token/template mismatch." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": true, + "reason": "Both report broken SigLIP2 behavior for the same model family, with bad embeddings / nonsensical outputs pointing to the same underlying model implementation issue." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": true, + "reason": "Both describe the same Qwen3.5-family video-input regression where video features/tokens are misaligned." + }, + { + "left": "issue:46468", + "right": "issue:46869", + "accept": false, + "reason": "Nemotron example breakage and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Composite-config unwrapping and uninitialized inv_freq after materialization are different bugs." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "Zero3/BertModel initialization and trust_remote_code resume behavior do not match the same root cause." + }, + { + "left": "issue:46640", + "right": "issue:46661", + "accept": false, + "reason": "Flash-Attn2 availability/selection and remote-code model_class config handling are different issues." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Image-preprocessor dtype mismatch and SFT unpacking failure are separate model/trainer paths." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP 2-D weight error is unrelated to the Qwen3.5/TR L unpacking problem." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Jupyter custom-model initialization and flash-attn2 fallback gating are not the same bug." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "High perplexity on gpt-oss and GLM5 are unrelated model-quality reports." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": true, + "reason": "Both concern remote-code custom modules being resolved incorrectly; one is the path-collision/root-cause report and the other is the wrong-module symptom after save_pretrained." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "FineGrainedFP8Config failure is unrelated to flash-attn2 fallback blocking." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Tied lm_head weights in Mistral3 and translation-model tied-weight issues are not the same concrete bug." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Offloading/quantization behavior is separate from tied-weight handling." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "A DSA indexer discussion and a docs typo are unrelated." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "Cache-strategy typo and removed run-command docs are separate documentation issues." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash is unrelated to tied-weight translation-model issues." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Qwen3.5 embedding unpacking and GraniteMoEHybrid invalid method calls are different failures." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading and translation-model tied weights are unrelated." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": true, + "reason": "Both are the same input-validation bug class: incorrect XOR/error messaging for decoder input validation, with T5 being a specific instance." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the accepted soft pairs are plausibly the same underlying bugs without overclaiming. The rejected pairs are phrased conservatively 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": 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-10000-513", + "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:43054|issue:45701", + "issue:45920|issue:46489", + "issue:38175|issue:43054", + "issue:45987|issue:46858", + "issue:43950|issue:45902", + "issue:43054|issue:43493", + "issue:44910|issue:45859", + "issue:42947|issue:44387", + "issue:45663|issue:45902", + "issue:44403|issue:44451", + "issue:41553|issue:43883", + "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:44991|issue:45399", + "issue:43824|issue:43872", + "issue:41553|issue:43881", + "issue:43782|issue:44960" + ], + "prepared_review_unit_hash": "9d25388d8f1a693eceb452e96b0cd5f9b461bfa7d915c9175a58591ad40ad7a6", + "component_budget": { + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36283, + "estimated_input_tokens": 9071, + "estimated_eval_tokens": 18398 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of Transformers regression reports rather than one duplicate cluster. A few pairs do look like the same underlying bug (non-persistent buffer corruption, cache length contract, Gemma4 quantized embedder dtype casting), but most other pairs are only loosely related by subsystem/model family and should stay separate.", + "confidence": 0.81, + "canonical_issue_reason": "If a single representative is needed, issue 45020 is the broadest umbrella: it summarizes recent-version regressions that break model loading for remote-code models, which is the closest common thread across the set. That said, the cluster is still fairly heterogeneous.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45020 is the best overall issue representative because it is the most general user-facing regression report in the group and captures the recurring theme of recent Transformers versions breaking previously working model loads.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Both involve model/tokenizer loading failures, but one is a DeepSeek-Coder v1 detokenization regression and the other is a Qwen-3 NVFP4 loading/error case; different bugs and code paths." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and symptoms: DeepSeek-Coder v1 incorrect output vs CodeLlama leading-space round-trip loss." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "SigLIP2 docs example errors are not the same as a model-quality/embedding regression; one is an example mismatch/quantization failure, the other is output quality degradation." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "These describe the same underlying v5 regression where non-persistent buffers (`register_buffer(persistent=False)`) are corrupted/filled with junk during loading." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Unexpected compute_loss keyword argument handling is unrelated to Gemma3 ZeRO-3 loading failure; different APIs and failure modes." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": false, + "reason": "One is a `trust_remote_code` config-field issue, the other is non-persistent buffer corruption; both touch loading but not the same bug." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "These are different quantization/back-end compatibility problems: bitsandbytes `Int8Params` signature mismatch vs missing float8 storage type." + }, + { + "left": "issue:46899", + "right": "issue:46932", + "accept": true, + "reason": "Both are the same Gemma4 multimodal quantization bug: unsafe dtype casting in quantized vision/audio embedders." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "The Phi MoE autocast dtype mismatch and the Qwen3.5 RLHF NaN/SDPA fallback issue are distinct model-specific failures." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 embedding quality regression is unrelated to the tokenizer behavior change in newer Transformers versions." + }, + { + "left": "issue:45920", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they concern different affected models and different symptoms; not the same concrete bug." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Both mention SigLIP2, but one is unexpected zero probabilities and the other is worse text embeddings; too different to treat as one bug without stronger evidence." + }, + { + "left": "issue:45987", + "right": "issue:46858", + "accept": true, + "reason": "These are the same cache-length contract bug: `get_seq_length()` returns a tensor instead of an int, breaking downstream arithmetic and compilation paths." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": false, + "reason": "Both concern non-persistent buffers, but one is a generic from_pretrained corruption regression and the other is a specific uninitialized `inv_freq` materialization path; not clearly the same bug." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Both are about SigLIP2 behavior, but one is embedding quality and the other is HF-vs-JAX implementation discrepancy; related area, different underlying issue." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Flash-Attention illegal memory access from 3D position_ids is unrelated to CPU-offload incompatibility in Qwen3_5Moe rotary embeddings." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Gradient checkpointing/LoRA and int4 quantization OOM are both memory-related, but they are different mechanisms and fixes." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Gemma4 FSDP2 per-layer shared_kv_states rebuilding is a different bug from non-persistent buffer initialization/corruption." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading noise is not the same as a specific model failing to load; the latter is a concrete compatibility bug." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad AutoTokenizer error messaging for Voxtral is unrelated to Molmo missing `all_tied_weights_keys`." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Tokenizer detokenization regression and Python 3.13 flash-attn import error are unrelated bugs." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "DeepSpeed training weight-shape error and early-stopping metric configuration are unrelated training issues." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Both mention loading, but one is generic loading noise and the other is a specific model load failure; not the same bug." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "`AutoConfig.from_pretrained(..., trust_remote_code=True)` missing fields is a narrower config-construction issue, not the broader remote-code loading regressions in 45020." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "LoRA gradient checkpointing behavior and Qwen3 MoE memory usage are different issues despite both involving memory." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading and Qwen3Moe FineGrainedFP8Config failure are unrelated model-specific errors." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading for a specific model and flash-attn fallback gating are unrelated subsystems." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Missing Qwen2.5-VL export and bitsandbytes `Int8Params` incompatibility are separate compatibility bugs." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Voxtral tokenizer error messaging and GLM-4V-9B loading failure are different model issues." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL `weight_only=True` loading failure and the generic GLM5 issue are not the same code-path problem." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The summary stays conservative about heterogeneity, and the accepted soft-edge matches are plausible same-bug pairs based on the packet (buffer corruption, cache-length contract, Gemma4 dtype casting). The rejected pairs are also phrased cautiously and do not overstate sameness." + }, + "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": 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-10000-513", + "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:42491|issue:44368", + "issue:45020|issue:45356", + "issue:43881|issue:43883", + "issue:45715|issue:46315", + "issue:43872|issue:46869", + "issue:45759|issue:46661", + "issue:43872|issue:44291", + "issue:43827|issue:44509", + "issue:45488|issue:46489", + "issue:43404|issue:43950", + "issue:45020|issue:46661", + "issue:46894|issue:46897", + "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:44928|issue:45588", + "issue:24643|issue:30064", + "issue:44479|issue:44560", + "issue:41093|issue:44805", + "issue:41553|issue:44991" + ], + "prepared_review_unit_hash": "69cc3dc55badb0b5e1a08bf3b55c64511039ad9bee5da27bf7f66bacde0bdc69", + "component_budget": { + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36748, + "estimated_input_tokens": 9187, + "estimated_eval_tokens": 18630 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The list is mostly heterogeneous, but there are a few clear duplicate pockets: docs about removed pipeline tasks, tokenizer regressions in DeepSeek-family models, video-input regressions in Qwen3-VL, remote-code model loading breakage, and the `_is_hf_initialized` loading incompatibility.", + "confidence": 0.74, + "canonical_issue_reason": "No single canonical for the entire mixed set; if one representative is needed for the strongest duplicate pocket, issue #45020 is the broadest umbrella for the remote-code loading regression and subsumes #46661.", + "canonical_pr_reason": null, + "best_issue_reason": "#45020 is the best global issue representative because it is the broadest, most central report among the accepted duplicates and has the clearest \u201cumbrella + specific symptom\u201d relationship with #46661.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "Different failures and code paths: MPS integer histogram support vs Gemma4 device placement mismatch." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Both mention Mistral/flash-attn-related areas, but one is a tokenizer regex crash and the other is a flash-attn2 fallback gating issue." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Remote-code loading regressions vs a Gemma4 device-map forward mismatch; not the same bug." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Registration/mapping failure in add-new-model-like is distinct from the broader remote_code model-loading regression." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Phi MoE autocast dtype mismatch is unrelated to Gemma4 device-map placement." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Both involve Qwen3/LoRA warnings or compatibility, but they describe different symptoms and likely different fixes." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Generic remote-code breakage is not the same as the Kimi-K2.5 tokenizer regression and misleading warning." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Different model families and different loading failures." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Performance regressions in inverse tokenizer conversions, but on different APIs (`convert_ids_to_tokens` vs `convert_tokens_to_ids`)." + }, + { + "left": "issue:43872", + "right": "issue:46869", + "accept": false, + "reason": "Bitsandbytes init/kwarg incompatibility is unrelated to YOLO multi-GPU device-map failure." + }, + { + "left": "issue:45759", + "right": "issue:46661", + "accept": false, + "reason": "Composite-config unwrapping vs remote-code `config_class` attribute error; different loading paths." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same underlying `_is_hf_initialized`/`init_empty_weights` incompatibility during model initialization and loading." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Clear duplicate docs issue: both report obsolete pipeline-task references after v5 removals." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": true, + "reason": "Both describe the same tokenizer regression around LlamaTokenizer overriding tokenizer.json behavior and breaking DeepSeek-family outputs." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Tied lm_head weights vs non-persistent buffer corruption are different regression types." + }, + { + "left": "issue:45020", + "right": "issue:46661", + "accept": true, + "reason": "#46661 is a concrete instance of the broader remote-code model breakage described by #45020." + }, + { + "left": "issue:46894", + "right": "issue:46897", + "accept": false, + "reason": "Similar training-loss double-shift pattern, but across different model families; not enough evidence of one shared bug." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": true, + "reason": "Likely the same audio feature-extraction bug path: Whisper failing because of `_torch_extract_fbank_features()`." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both touch DeepSpeed/Qwen, but one is weight conversion/missing params and the other is gradient averaging with GAS." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing ineffectiveness in PEFT LoRA is not the same as a missing trust_remote_code flag." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Different runtime errors and different tensor shapes/paths; only superficially similar Index/Type errors." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are ZeRO-3 load failures, but they affect different Qwen variants with different failure descriptions." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different model families and distinct loading problems." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "RLHF gradient explosion from 3D position ids is unrelated to flash-attention `s_aux=None` crashes." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "DeepSpeed training weight-dimension error vs image processor void-segmentation-map failure." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": true, + "reason": "Same video-input regression family affecting Qwen3-VL variants; #44560 looks like a specific symptom of the broader #44479 breakage." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": false, + "reason": "Both are mask/tensor shape IndexErrors, but there is no evidence they come from the same code path." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Tokenizer loading error for Voxtral is not the same as the est-roberta tokenizer failure." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: it identifies only a few clearly related pockets and does not overclaim broad duplication. The accepted soft-edge matches are plausible from the issue titles, and the rejected pairs are appropriately cautious where the evidence is only superficial." + }, + "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-10000-513", + "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:43366|issue:43531", + "issue:43596|issue:46515", + "issue:45325|issue:45902", + "issue:41553|issue:44488", + "issue:43366|issue:44589", + "issue:43638|issue:46515", + "issue:44155|issue:45584", + "issue:45663|issue:45823", + "issue:42915|issue:43957", + "issue:43824|issue:43957", + "issue:43716|issue:44560", + "issue:43950|issue:45834", + "issue:43645|issue:43646", + "issue:42617|issue:43366", + "issue:44910|issue:46858", + "issue:44560|issue:45685", + "issue:43550|issue:44910", + "issue:36010|issue:42915", + "issue:44683|issue:46515", + "issue:44560|issue:44918", + "issue:45812|issue:46489", + "issue:45823|issue:46515", + "issue:44661|issue:45823", + "issue:38175|issue:43994", + "issue:44560|issue:44805", + "issue:44877|issue:45030", + "issue:45672|issue:46899", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:42491|issue:43720", + "issue:43632|issue:45834", + "issue:44661|issue:44805" + ], + "prepared_review_unit_hash": "a9b4deeadcff14778a41d01acbab72afdb412ec40ddcab602c9061f9cab323e0", + "component_budget": { + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38354, + "estimated_input_tokens": 9589, + "estimated_eval_tokens": 19434 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated transformer/model-specific bug reports with a few clear duplicate pairs around the same underlying regression. The strongest duplicates are the custom model initialization breakage in Transformers 5, SigLIP2 bad outputs, and Gemma4 4-bit quantization issues.", + "confidence": 0.82, + "canonical_issue_reason": "issue:43646 is the best canonical issue: it names the broad regression directly ('Transformers 5.0.0 breaks custom model initialization') and can subsume the notebook-specific report as an example rather than a separate bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the most useful global issue anchor because it is the broadest and most general statement of the underlying regression among the issues in this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "Different model families and failure modes: Qwen3.5 PagedAttentionCache error vs NemotronH checkpoint loading." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Both involve NemotronH, but one is a generic checkpoint-loading failure and the other is a specific text-encoder weight loading regression; not enough evidence they are the same bug." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "Unrelated bugs: GGUF architecture support vs Phi-tiny-MoE dtype mismatch under autocast." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Different problems in different code paths: GGUF gpt-oss support vs Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:43596", + "right": "issue:46515", + "accept": false, + "reason": "BertModel/DeepSpeed ZeRO-3 index error is unrelated to a general torch 2.4.1 incompatibility report." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Both touch rotary/position-id logic, but they concern different models and distinct bugs." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading issues, but they refer to different models and different failure contexts; not the same underlying bug." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "GGUF support for gpt-oss is unrelated to a Float8 storage deserialization error." + }, + { + "left": "issue:43638", + "right": "issue:46515", + "accept": false, + "reason": "The ZeRO-3 BertModel index error is not the same as a broad torch-version incompatibility report." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "AudioFlamingo batching leak and Whisper empty-transcription failure are different bugs and code paths." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4, but one is an FSDP2 shared_kv_states KeyError and the other is a device-map mismatch; separate issues." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Qwen3MoE FP8Config failure and meta-device loading breakage are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Import error for a specific class and meta-device loading regressions are different failures." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Mistral-3 image-preprocessor dtype mismatch is unrelated to Qwen3-vl video StopIteration." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Non-persistent buffer corruption is a different regression from Kosmos2.5 long-OCR index errors." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same underlying Transformers 5 custom-model initialization regression; 43645 is the notebook-specific manifestation and 43646 is the broader generic report." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "3d_parallel.py runtime failure is unrelated to GGUF architecture support." + }, + { + "left": "issue:44910", + "right": "issue:46858", + "accept": false, + "reason": "Both involve attention/cache behavior, but the concrete bugs and affected paths differ substantially." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3-vl video StopIteration and MPS histogram-on-Int are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Bamba SDPA torch.compile failure is unrelated to Qwen3.5 flash-attention position_ids misinterpretation." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "Importing GenerationMixin from transformers.generation and Qwen3MoE FP8 issues are unrelated." + }, + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and a torch 2.4.1 incompatibility report are not the same bug." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Different Qwen3.5 bugs: video processing StopIteration vs embedding unpacking failure in TRL SFT." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and likely different tokenizer code paths." + }, + { + "left": "issue:45823", + "right": "issue:46515", + "accept": false, + "reason": "Gemma4 device mismatch under device_map=\"auto\" is unrelated to a general torch version incompatibility." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "add-new-model-like/TOKENIZER_MAPPING_NAMES failure is unrelated to Gemma4 PLE device mismatch." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 base model regression: one report shows zero probabilities, the other nonsensical outputs through AutoModel/pipeline." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Qwen3-vl video StopIteration and a generic mask/shape IndexError are different failures." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both mention config validation, but they are distinct model/config-loading bugs." + }, + { + "left": "issue:45672", + "right": "issue:46899", + "accept": true, + "reason": "Same Gemma4 4-bit quantization family of bugs in multimodal/audio-vision embedders; 46899 is the broader statement of the same unsafe dtype-cast issue." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "DeepSpeed ZeRO-3 BertModel index error is unrelated to add-new-model-like tokenizer mapping failure." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "BertModel/ZeRO-3 init failure is unrelated to tokenizer mapping registration." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Qwen3_moe LoRA compatibility on hf5.x and BitNet packed-weight loading are different issues." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "_is_hf_initialized flag breakage and Kosmos2.5 long OCR index errors are unrelated." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer-mapping registration failure is unrelated to a mask/index shape mismatch." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative: it frames the cluster as mostly unrelated reports with a few clear duplicate pairs, and the accepted pairs are plausible from the titles/body context. I didn\u2019t see any overstatement of evidence in the soft-edge verdicts." + }, + "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-10000-513", + "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:44402", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44756", + "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: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:43644|issue:43645", + "issue:39692|issue:43994", + "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:42491|issue:45335", + "issue:43708|issue:44075", + "issue:44960|issue:46050", + "issue:44164|issue:44291", + "issue:46897|issue:46901", + "issue:45276|issue:45335", + "issue:45488|issue:45812", + "issue:45362|issue:45406", + "issue:44910|issue:45588", + "issue:44402|issue:44488" + ], + "prepared_review_unit_hash": "6678580ac2859891bcfffd61c5819bc7b797e1b8a04121d7daeab39b4dc43c40", + "component_budget": { + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36054, + "estimated_input_tokens": 9014, + "estimated_eval_tokens": 18284 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster contains several unrelated issue families. I only merge the clearly same-bug pairs: non-persistent buffer junk, tokenizer-load regressions on similar models, and the resize_token_embeddings propagation bug.", + "confidence": 0.77, + "canonical_issue_reason": "Issue 45276 is the broadest and clearest duplicate anchor among the accepted pairs; 45335 is a narrower T5Gemma-specific manifestation of the same resize_token_embeddings/output_embeddings bug.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45276 has the clearest duplicate evidence and the most general description of the resize_token_embeddings regression, making it the best representative issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Different failures: dequantized-model offload/load behavior vs mmap-related OOM on Strix Halo." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "One is a model output regression; the other is a broken documentation example with model/processor mismatch and quantization issues." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Same bug reported with minor wording differences: Transformers v5 filling non-persistent buffers with junk." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "cudaErrorAssert on auto device mapping is a different problem from FineGrainedFP8Config failing on Qwen3MoE." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Different subsystems and symptoms: FP8 config failure vs mmap/OOM workaround." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "LoRA checkpoint compatibility across hf4.x/hf5.x is unrelated to the resize_token_embeddings bug." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Different model families and different flash-attention failures; not the same underlying bug." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": true, + "reason": "Both report the same current-version tokenizer/model loading regression affecting different BERT repos." + }, + { + "left": "issue:44863", + "right": "issue:46846", + "accept": false, + "reason": "Checkpoint loading failure for NemotronH is not the same as the missing base_model_tp_plan entries causing TP>1 errors." + }, + { + "left": "issue:46459", + "right": "issue:46512", + "accept": false, + "reason": "Loading-time dtype handling vs stale config.dtype after from_config are related but distinct bugs." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Different code paths: DeepSpeed ZeRO-3 weight loading vs save_pretrained writing wrong visual encoder keys." + }, + { + "left": "issue:45507", + "right": "issue:46468", + "accept": false, + "reason": "Invalid method call in GraniteMoEHybrid is unrelated to the broken Nemotron example." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Non-persistent buffer junk is unrelated to Jupyter notebook custom-model initialization breakage." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Documentation/example errors are not the same as the actual AutoModel/pipeline nonsensical-results bug." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3 MoE accelerate+deepspeed weight conversion is a different issue from GLM-4.7-Flash unit-test loading." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading problems, but the reported failures differ and there is no evidence they are the same bug." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Training-memory inefficiency in Qwen3 MoE is not the same as quantization offloading not working." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "Checkpoint compatibility for qwen3_moe LoRA is unrelated to resize_token_embeddings not updating output_embeddings." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "GLM-4.7-Flash test loading and Qwen3-VL-30B-A3B weight-shape mismatch are different model-loading failures." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "General MoE training memory usage and int4 quantization reserved-memory OOM are distinct regressions." + }, + { + "left": "issue:42491", + "right": "issue:45335", + "accept": false, + "reason": "LoRA/hf-version incompatibility is unrelated to the embedding-resize propagation bug." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer resume/max_steps calculation is unrelated to SGD arguments being ignored." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "Flash-attention generation failure is unrelated to save/load breakage after sinq quantization." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "extra_state save/load handling is different from init_empty_weights passing an unexpected _is_hf_initialized argument." + }, + { + "left": "issue:46897", + "right": "issue:46901", + "accept": false, + "reason": "Similar training-loss symptom, but different model implementations and no evidence of a shared underlying loss-code bug." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "Same resize_token_embeddings regression: embeddings/output_embeddings are not updated consistently; 45335 is the narrower T5Gemma report." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Tokenizer pre-tokenizer override in LlamaTokenizer is a different bug from Granite AutoTokenizer producing wrong token IDs." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Qwen3.5 chat crashing and Gemma4Processor missing _tokenizer are separate failures." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "FlashAttention illegal memory access from 3D position_ids is unrelated to the s_aux=None AttributeError." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer vocab-size mismatch is a different issue from model loading failure." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analyst\u2019s summary is grounded in the packet and stays conservative overall. The accepted pairs are the ones with the strongest title-level duplicate signals: the non-persistent buffer junk reports, the tokenizer-loading regressions on similar BERT repos, and the resize_token_embeddings/output_embeddings regression. The rejections are also appropriately cautious, with no obvious overreach into unrelated failures." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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-10000-513", + "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:44589", + "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:43425|issue:43957", + "issue:39692|issue:44960", + "issue:41720|issue:44155", + "issue:44291|issue:44756", + "issue:45663|issue:45759", + "issue:42947|issue:45704", + "issue:43404|issue:43454", + "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:44155|issue:45823", + "issue:43957|issue:44756", + "issue:44387|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:42175|issue:43957", + "issue:44589|issue:44756", + "issue:44402|issue:44451" + ], + "prepared_review_unit_hash": "e550ffd530ef60a1e36246189b15027dc965a84c2aa004266f875a2778de27f5", + "component_budget": { + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36445, + "estimated_input_tokens": 9112, + "estimated_eval_tokens": 18480 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are clearly unrelated. The only duplicate chain I\u2019d merge is the resize_token_embeddings regression across model variants: 45276 \u2194 45292 and 45292 \u2194 45335. No PRs are present.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45292 is the broad, model-agnostic report of the resize_token_embeddings regression; the Gemma4 and t5gemma issues look like specific manifestations of the same underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45292 best represents the shared underlying problem and is the most general title to anchor the duplicate cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Different failures: Torch version compatibility vs meta-device loading breakage." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Unrelated models and symptoms; docs/example errors vs a GLM5 loading issue." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Different subsystems and bugs: device-map CUDA assert vs AudioFlamingo batch leakage." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "init_empty_weights argument handling is unrelated to mmap/OOM on Strix Halo." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Different code paths: Gemma4 FSDP attention state vs Qwen multimodal config unwrapping." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing/LoRA is unrelated to T5 apex RMSNorm memory leak." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both mention lm_head tying, but they target different model implementations and likely separate fixes." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both involve quantization/memory, but one is offloading behavior and the other is int4 reserved-memory OOM." + }, + { + "left": "issue:44079", + "right": "issue:46829", + "accept": false, + "reason": "General ModelOutput key assignment bug vs a VideoPrism output-field mixup." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Different models and failures: Gemma4 FSDP KeyError vs Qwen3_5Moe CPU-offload incompatibility." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Different quantization/loading problems with no clear same code path." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "Import path regression vs Whisper pipeline return_language regression." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is ineffective with LoRA and the other is eval-mode incompatibility." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo batching bug and Gemma4 device-map mismatch are unrelated." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading breakage is unrelated to disabling mmap for OOM." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Quantization OOM and Strix Halo mmap OOM are different symptoms and fixes." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "SwitchTransformers sparse-layer bug is unrelated to Gemma4 FSDP attention state." + }, + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "NemotronH checkpoint loading failure vs broken official Nemotron example are not the same bug." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same resize_token_embeddings regression; 45276 is a Gemma4-specific manifestation of the broader output-embedding update bug." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Video-input regression for Qwen VL models vs strict-config load failure for granite_speech." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Gradient checkpointing eval-mode bug is unrelated to the Qwen3.5 RLHF SDPA fallback/NaN issue." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "save/from_pretrained extra_state handling is unrelated to mmap/OOM." + }, + { + "left": "issue:42796", + "right": "issue:46326", + "accept": false, + "reason": "Both touch mistral_common tokenizers, but one is BPE-marker handling and the other is continue_final_message behavior." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "flash_attention s_aux=None crash is unrelated to Gemma4 FSDP KeyError." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Custom-model file permission propagation and wrong-module loading are different save/load bugs." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "GLM-4.7-Flash unit-test loading failure is not the same as Qwen3.5 save_pretrained regression." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying resize_token_embeddings bug: the embedding/output weights are not updated in the model-specific decoder path." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Jupyter custom-model initialization issue is separate from extra_state save/load handling." + }, + { + "left": "issue:42175", + "right": "issue:43957", + "accept": false, + "reason": "Missing TensorFlow backend in a pip extra is unrelated to meta-device loading failures." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup error and Strix Halo mmap OOM are unrelated." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer vocab-size mismatch is a different issue from loading failure for vesteinn/ScandiBERT." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative. The only accepted duplicate chain is well supported by the titles: 45276 \u2194 45292 \u2194 45335 around resize_token_embeddings/output-embedding updates, and the summary correctly notes there are no PRs." + }, + "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-10000-513", + "nodes": [ + "issue:36032", + "issue:39404", + "issue:43299", + "issue:43425", + "issue:43452", + "issue:43596", + "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: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:44683|issue:45823", + "issue:39404|issue:46665", + "issue:43425|issue:43716", + "issue:43425|issue:45823", + "issue:44589|issue:45084", + "issue:44479|issue:44805", + "issue:43901|issue:44509", + "issue:43994|issue:44079", + "issue:43906|issue:44530", + "issue:44265|issue:44898", + "issue:44164|issue:45759", + "issue:36032|issue:43452", + "issue:46050|issue:46326", + "issue:43906|issue:46326", + "issue:39404|issue:44912", + "issue:44671|issue:44991", + "issue:44991|issue:45081", + "issue:45823|issue:46899", + "issue:45479|issue:46894", + "issue:43856|issue:44756", + "issue:44164|issue:46821", + "issue:43299|issue:43931", + "issue:43596|issue:44683" + ], + "prepared_review_unit_hash": "23cd4e891ab81a0cbf4a73468d43b9aecc04b6ea8f49aa35c530a02c1a093599", + "component_budget": { + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37541, + "estimated_input_tokens": 9386, + "estimated_eval_tokens": 19028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous regression/reporting issues. Only one pair looks like the same underlying bug pattern: training-loss double-shift in two model heads.", + "confidence": 0.76, + "canonical_issue_reason": "issue:46894 is the best representative: it states the underlying training-loss double-shift pattern clearly and already frames itself as the same bug class seen elsewhere.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46894 is the strongest cluster anchor because it describes the shared loss-label shifting bug in a generalizable way, not just one model instance.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Both are v5 regression reports, but one is custom model initialization in notebooks and the other is Trainer checkpoint resumption/max_steps calculation; different code paths and fixes." + }, + { + "left": "issue:46894", + "right": "issue:46901", + "accept": true, + "reason": "Both describe the same concrete bug pattern: training loss is shifted incorrectly/doubly shifted, causing models to learn against the wrong labels. These could plausibly be fixed by one shared loss-path change." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch version incompatibility and autocast dtype mismatch are different failures with different triggers and fixes." + }, + { + "left": "issue:46315", + "right": "issue:46491", + "accept": false, + "reason": "One is tokenizer conversion slowdown; the other is a CodeLlama encode/decode space regression. Different symptoms and code paths." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Wrong token IDs for Granite models and slower convert_tokens_to_ids are separate tokenizer regressions, not the same bug." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline return_language breakage is unrelated to the broader tokenization changes reported in the other issue." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash and template compilation failure are unrelated backend/compiler errors." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both involve v5 model loading/custom models, but one is base_model_prefix handling and the other is notebook-defined model initialization. Not the same defect." + }, + { + "left": "issue:43425", + "right": "issue:46869", + "accept": false, + "reason": "Torch 2.10 incompatibility is not the same as YOLO device-map multi-GPU failure." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 PLE device mismatch are distinct issues." + }, + { + "left": "issue:39404", + "right": "issue:46665", + "accept": false, + "reason": "Whisper pipeline return_language and from_pretrained inside Python classes do not share the same underlying bug." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch compatibility and Mistral-3 dtype mismatch are separate model/runtime problems." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Generic torch incompatibility is not the same as a device_map auto forward mismatch." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup failure and template compilation errors are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video-input regression for several VL models and a mask shape IndexError are different concrete failures." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are documentation issues, but they cover different pipeline docs and different deprecations; not a single duplicate bug." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Wrong outputs for SigLIP and ModelOutput key assignment are unrelated." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "A reproduction of an earlier issue and a PagedAttentionCache crash are not the same bug." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export with torch_compilable_check and Perceiver non-default resolution failures are different model/export bugs." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "extra_state save/load handling and composite Qwen config unwrapping are separate loader/saver issues." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "T5 tokenizer special-tokens conflict and gguf AutoTokenizer/AutoModel loading breakage are unrelated." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Quantized save/load corruption and mistral_common continue_final_message behavior are different problems." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "An isolated reproduction of a prior issue is not the same as the mistral_common prompt-handling bug." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper return_language and MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression and tokenizer loading failure for est-roberta are different defects." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Two tokenizer-loading problems, but with different models and failure modes; not the same underlying bug." + }, + { + "left": "issue:45823", + "right": "issue:46899", + "accept": false, + "reason": "Device-map forward mismatch and 4-bit multimodal embedder dtype-cast issues are distinct." + }, + { + "left": "issue:45479", + "right": "issue:46894", + "accept": false, + "reason": "Degenerate zero-loss with num_labels=1 is a different training bug than the double-shift loss issue." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3 MoE memory inefficiency and Strix Halo mmap OOM avoidance are unrelated performance/memory issues." + }, + { + "left": "issue:44164", + "right": "issue:46821", + "accept": false, + "reason": "extra_state save/load and TimesFM window_size attribute error are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both concern Qwen3-VL loading, but one is a version-regression breaking Moe model loading and the other is a shape mismatch for a specific checkpoint. Not the same bug." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Deepspeed zero3 index error and compiled flex_attention torch>=2.9 failure are different runtime issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The summary stays conservative and matches the packet, and the only accepted soft-edge pair (issue:46894 / issue:46901) is reasonably supported by the titles as the same training-loss label-shift bug class. The rejected pairs also read appropriately cautious." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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-10000-513", + "nodes": [ + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43317", + "issue:43404", + "issue:43421", + "issue:43452", + "issue:43482", + "issue:43541", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43716", + "issue: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:44488|issue:44987", + "issue:44488|issue:45081", + "issue:43611|issue:43644", + "issue:36032|issue:42915", + "issue:42796|issue:43404", + "issue:44462|issue:46489", + "issue:46285|issue:46402", + "issue:43716|issue:45084", + "issue:39404|issue:44671", + "issue:44661|issue:44683", + "issue:43643|issue:44530", + "issue:42915|issue:44530", + "issue:44451|issue:44987", + "issue:44737|issue:45859", + "issue:43541|issue:45084", + "issue:40990|issue:43421", + "issue:34567|issue:40444", + "issue:43644|issue:43646", + "issue:42175|issue:46178", + "issue:40444|issue:46326", + "issue:43582|issue:43632", + "issue:36032|issue:43645", + "issue:44206|issue:44220", + "issue:44811|issue:45584", + "issue:43452|issue:43482", + "issue:44987|issue:44991", + "issue:45084|issue:45507", + "issue:43317|issue:43482" + ], + "prepared_review_unit_hash": "579ab3f1a8ebf2e8b0bf119ccb7e2e025506ea739588266decc05f2bc5dd08b8", + "component_budget": { + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36743, + "estimated_input_tokens": 9186, + "estimated_eval_tokens": 18628 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is mostly a set of adjacent Transformers v5 regression reports, but most pairs are only thematic, not true duplicates. The cluster still centers on custom-model initialization regressions, with one likely audio feature-extraction duplicate; the 43644/43646 pair should be treated as related but not merged as the same bug.", + "confidence": 0.85, + "canonical_issue_reason": "issue:43646 is still the broadest, most central formulation in the custom-model initialization family, so it works best as the cluster representative without overcommitting to narrower symptom overlap.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best single representative because it describes the general custom-model initialization regression more abstractly than the nearby symptom reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43632", + "right": "issue:47050", + "accept": false, + "reason": "Different subsystems and failure modes: HF init flag regression vs ONNX attention dtype mismatch." + }, + { + "left": "issue:45479", + "right": "issue:46897", + "accept": false, + "reason": "Both are training-loss bugs, but the model types and failure patterns are too different to treat as one concrete bug." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Both are load failures, but they point to different models and likely different loader/tokenizer regressions." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Related area, but one is a generic model load failure and the other is a specific Mistral regex/backend_tokenizer crash." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 regressions, but one is base_model_prefix loading and the other is non-persistent buffer initialization; not the same bug." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "Completely different components: T5 tokenizer class conflict vs Qwen3Moe FP8 config failure." + }, + { + "left": "issue:42796", + "right": "issue:43404", + "accept": false, + "reason": "Both involve Mistral-family models, but one is tokenizer BPE marker handling and the other is lm_head tying in a conditional generation model." + }, + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer-loading related, but the titles describe different breakages and no clear shared code-path." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "Both concern model structure/weights, but they affect different architectures and different failure points." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Image preprocessor dtype mismatch is unrelated to the template-node compilation error." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline language handling and CamemBERT MLM prediction issues are unrelated." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Tokenizer mapping logic and torch 2.9 flex_attention compilation are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "AutoConfig trust_remote_code field loss is unrelated to Qwen3.5 PagedAttentionCache group-type failures." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Both mention Qwen models, but FP8 config failure and PagedAttentionCache invalid group type are different code paths." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both are loading failures, but they target different models and likely different loader regressions." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Both involve device placement/offload, but one is a CPU arange placement bug and the other is a rotary embedding offload incompatibility." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Torch dynamo grouped_mm tracing failure is unrelated to the template-node compile error." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity regression on a model is unrelated to tokenizer post-processor update behavior." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "Trainer token accounting and multi-image iterable dataset failure are different issues." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "These are related v5 initialization-family reports, but 43644's non-persistent-buffer corruption is not clearly the same concrete bug as 43646's custom model initialization failure." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Backend installation/availability problems are similar in theme but not the same concrete bug." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Multi-image VL training failure and mistral_common continue_final_message behavior are unrelated." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError and _is_hf_initialized flag regression are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer class method conflict and notebook custom model initialization are unrelated." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": true, + "reason": "These appear to describe the same audio feature-extraction/fbank regression, with one being the wrapper symptom and the other the underlying helper failure." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both are Whisper tokenizer/generation issues, but the reported failures are different enough to avoid merging as one bug." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Both involve GGUF loading, but one is a broad API break and the other is a specific model failure without clear proof of the same root cause." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are v5 loading failures, but they affect different models and likely different tokenizer paths." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template compilation failure is unrelated to GraniteMoEHybrid calling an invalid method." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Dequantized gpu/cpu offload loading and Qwen2.5-GGUF load failure are not clearly the same bug." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The overall clustering summary is plausible, but one soft-edge verdict is too strong for the evidence in the packet: issue:43644 vs issue:43646 is only supported as a broad v5-init family relation, not clearly the same concrete bug. The 43644 title (\u2018non-persistent buffers with junk\u2019) does not by itself justify \u2018same regression\u2019 / narrower-symptom duplicate treatment. The rest of the judgments are reasonably conservative, but this accepted pair makes the output insufficiently cautious." + }, + "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": 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-10000-513", + "nodes": [ + "issue:28530", + "issue:34567", + "issue:36032", + "issue:41720", + "issue:42915", + "issue:43089", + "issue:43208", + "issue:43262", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43531", + "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:44877", + "issue:44987", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45987", + "issue:46326", + "issue:46661", + "issue:46821", + "issue:46869", + "issue:46899", + "issue:47013" + ], + "soft_pairs": [ + "issue:43746|issue:46326", + "issue:43262|issue:43377", + "issue:43208|issue:47013", + "issue:44403|issue:45081", + "issue:43792|issue:46869", + "issue:43646|issue:44534", + "issue:42915|issue:45084", + "issue:43645|issue:46661", + "issue:43377|issue:43819", + "issue:44849|issue:45325", + "issue:43883|issue:44488", + "issue:44987|issue:45081", + "issue:43404|issue:44466", + "issue:28530|issue:34567", + "issue:43994|issue:44610", + "issue:42915|issue:44291", + "issue:36032|issue:43742", + "issue:44451|issue:45081", + "issue:44464|issue:45987", + "issue:44062|issue:44987", + "issue:44008|issue:46899", + "issue:42915|issue:44589", + "issue:44265|issue:44610", + "issue:43322|issue:43540", + "issue:43632|issue:46821", + "issue:43531|issue:44877", + "issue:36032|issue:41720", + "issue:44479|issue:45325", + "issue:43089|issue:45987" + ], + "prepared_review_unit_hash": "735b4f46045111b486647a623abcdc57ccbe5973da7a388a28d5f8bca436bbdd", + "component_budget": { + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36612, + "estimated_input_tokens": 9153, + "estimated_eval_tokens": 18562 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose grouping of mostly unrelated Transformers bugs, with a few theme-adjacent v5/model-loading regressions but no true duplicate set. The closest recurring theme is custom model initialization/loading breakage in v5, but the individual reports still split across distinct code paths.", + "confidence": 0.38, + "canonical_issue_reason": "issue:43646 is the broadest representative of the repeated v5 custom-model initialization/load regressions in this set; it overlaps thematically with several nearby reports, though it is not a true duplicate canonical for the whole cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best thematic representative of the cluster because it captures the most general and reusable failure mode (v5 custom model initialization breakage) among otherwise heterogeneous issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "Different subsystems: GraniteSpeech PEFT/local checkpoint loading vs Mistral-common chat templating." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Both are audio-related, but one is a sampling-rate default bug and the other is a padding-mask batching mismatch." + }, + { + "left": "issue:43208", + "right": "issue:47013", + "accept": false, + "reason": "Both mention xLSTM training, but one is a multi-bug umbrella report and the other is a specific unpacking crash." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Unnecessary loader noise is unrelated to the Mistral regex patch crash." + }, + { + "left": "issue:43792", + "right": "issue:46869", + "accept": false, + "reason": "Whisper runtime failure and YOLO multi-GPU device-map failure are unrelated model issues." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5 regressions, but custom model init and non-persistent buffer serialization are different bugs." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Qwen3Moe FP8 loading failure and template compilation error are different code paths." + }, + { + "left": "issue:43645", + "right": "issue:46661", + "accept": false, + "reason": "Both involve model initialization, but Jupyter custom-model init and remote-code config_class failure are distinct." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "MIMI padding-mask mismatch and DAC from_latents/STE mismatch are different audio-model bugs." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen vision-language bugs: hidden_states output vs rope-index temporal position scaling." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Molmo tied-weights attribute error and loading cjvt/sleng-bert are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Generic model load failure and Mistral tokenizer regex crash do not share the same root cause." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Both concern lm_head/tied weights, but one is model-specific weight tying and the other is serialization inconsistency by device." + }, + { + "left": "issue:28530", + "right": "issue:34567", + "accept": false, + "reason": "Trainer early-stopping metric handling and num_input_tokens_seen tracking are unrelated TrainerState issues." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 AutoModel/pipeline behavior and OmDet-Turbo processor size mismatch are separate problems." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3Moe FP8 config loading and init_empty_weights _is_hf_initialized argument handling are different initialization failures." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "T5 tokenizer special-token method conflict and MobileLLM key error are unrelated loading bugs." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "ScandiBERT loading failure is not the same as the Mistral regex crash." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Compiled forward generation inconsistency and StaticCache length return-type bug are different code paths." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken keyword collision and generic model loading failure are unrelated." + }, + { + "left": "issue:44008", + "right": "issue:46899", + "accept": false, + "reason": "Gemma3n variable-name collision and Gemma4 unsafe dtype casting are different multimodal bugs." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "FP8 config loading for Qwen3Moe and Float8 storage lookup failure are unrelated." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export export failure and OmDet-Turbo processor resolution mismatch are not the same issue." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Llava Next segfault and Qwen3OmniMoe video-input ValueError are different multimodal loader/runtime bugs." + }, + { + "left": "issue:43632", + "right": "issue:46821", + "accept": false, + "reason": "_is_hf_initialized regression and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and granite_speech strict config loading are different bugs." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer special-token conflict and Qwen3 auto device-map cuda assert are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen VL temporal-position regressions, but one is a broad video-input regression and the other is a specific still-image tokens_per_second scaling bug; too different to merge confidently." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation sync/dispatch overhead and cache sequence-length return type are unrelated performance vs API 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": 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-10000-513", + "nodes": [ + "issue:33666", + "issue:35707", + "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:43883", + "issue:44079", + "issue:44220", + "issue:44291", + "issue:44403", + "issue:44462", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44811", + "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:46821", + "issue:46899" + ], + "soft_pairs": [ + "issue:43425|issue:44403", + "issue:45216|issue:45357", + "issue:43296|issue:43531", + "issue:40444|issue:45325", + "issue:43883|issue:44991", + "issue:43611|issue:44534", + "issue:44991|issue:46315", + "issue:43716|issue:46899", + "issue:44220|issue:44683", + "issue:44403|issue:44991", + "issue:43381|issue:45923", + "issue:42796|issue:43746", + "issue:45812|issue:46491", + "issue:43632|issue:44756", + "issue:33666|issue:40444", + "issue:43792|issue:44589", + "issue:44291|issue:44589", + "issue:40990|issue:44811", + "issue:42796|issue:46710", + "issue:43482|issue:43525", + "issue:35707|issue:40444", + "issue:44079|issue:45663", + "issue:43531|issue:44291", + "issue:43421|issue:44568", + "issue:41720|issue:45081", + "issue:42175|issue:45542", + "issue:43482|issue:45538", + "issue:44079|issue:44534", + "issue:43296|issue:46821", + "issue:44462|issue:45812", + "issue:43317|issue:43856", + "issue:42175|issue:43296" + ], + "prepared_review_unit_hash": "6bf210ccabea92c9472b2c5c7d6c407ebaf54447dac6e30ad6194e9ec7dffefa", + "component_budget": { + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37278, + "estimated_input_tokens": 9320, + "estimated_eval_tokens": 18896 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated issues that only share broad Transformers subdomains or model families. None of the soft pairs are strong enough to treat as duplicates or one mergeable PR-equivalent change.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue stands out: the set spans many distinct bugs and features (tokenizers, model loading, multimodal training, quantization, Torch compatibility, etc.), so there is no single duplicate hub.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue: the items do not form one coherent underlying bug/change, so picking a representative issue would be arbitrary.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Different problems: Torch 2.10 compatibility vs noisy transformer loading behavior." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": false, + "reason": "Both involve Qwen3.5 save_pretrained regressions, but one is a general checkpoint correctness issue and the other is specifically incorrect visual encoder keys in a later release." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "Both mention model loading/regression patterns, but one is a vLLM PaddleOCR-VL load failure and the other is a sliding_window bug in Qwen3-MoE; different code paths." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen2.5-VL issues, but one is an IterableDataset multi-image finetuning failure and the other is a rope-index scaling bug in inference; not the same bug." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Unrelated: Molmo tied-weights attribute error vs tokenizer loading regression for EMBEDDIA/est-roberta." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Different regressions: base_model_prefix loading failure vs non-persistent buffers being filled with junk." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Both concern tokenizers, but one is a tokenizer load regression and the other is a performance regression in convert_tokens_to_ids for slow tokenizers with many added tokens." + }, + { + "left": "issue:43716", + "right": "issue:46899", + "accept": false, + "reason": "Both are dtype-related multimodal issues, but one is an image preprocessor/model dtype mismatch and the other is unsafe dtype casting in Gemma4 quantized embedders; different fixes." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Different failure modes: _torch_extract_fbank_features() bug vs compiled flex_attention breaking on newer torch." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Noise/logging issue vs tokenizer loading regression; not the same underlying bug." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing in eval mode vs missing supports_gradient_checkpointing flag on a trust_remote_code model; separate issues." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "Both are tokenizer/model-loading issues, but one is BPE marker handling and the other is PEFT adapter loading from local checkpoints; different code paths." + }, + { + "left": "issue:45812", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but one is Granite token IDs being wrong and the other is CodeLlama leading-space round-trip behavior; not the same bug." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "Transformers v5 _is_hf_initialized regression vs mmap OOM on Strix Halo; unrelated root causes." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both are Qwen2-VL/Qwen2.5-VL training issues, but one is multi-GPU training and the other is multi-image IterableDataset finetuning failure; too broad to merge." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper run failure vs Float8 storage lookup TypeError; unrelated bugs." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized argument mismatch vs missing Float8 storage object; different breakages." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Perplexity regression on gpt-oss vs Whisper batch_decode skip_special_tokens handling; not the same issue." + }, + { + "left": "issue:42796", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer BPE-marker handling vs accuracy regression in DeepSeek-R1-Distill-Llama-8B; no shared code-path evidence." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Qwen2.5-GGUF loading failure and Llama4Config missing pad_token_id are different model/config issues." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "inputs_embeds/past_key_values generation bug vs multi-image finetuning failure; unrelated." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment bug vs Gemma4 FSDP2 shared_kv_states KeyError; different layers of the stack." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior vs init_empty_weights/_is_hf_initialized constructor mismatch; not the same bug." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Runtime special-token post-processor update feature vs mdeberta add_special_tokens BOS/EOS regression; different tokenizer subsystems." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Qwen3 auto device map cudaErrorAssert vs Mistral regex patch crash; unrelated failures." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "TensorFlow backend packaging omission vs tensorboard-without-TensorFlow undefined backend error; related packaging area but different concrete bugs." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Qwen2.5-GGUF loading failure vs CLIPTokenizer model_max_length constant; unrelated." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key bookkeeping vs buffer initialization junk; different subsystems." + }, + { + "left": "issue:43296", + "right": "issue:46821", + "accept": false, + "reason": "PaddleOCR-VL load failure in vLLM vs TimesFM window_size AttributeError; unrelated model families and code paths." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json vs Granite AutoTokenizer wrong token IDs; both tokenizer-related but different faults and fixes." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "device_map=auto dequantized load/offload failure vs Qwen3 MoE training memory inefficiency; different symptoms and mechanisms." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "TensorFlow backend installation issue vs PaddleOCR-VL model load failure; not the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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-10000-513", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42796", + "issue:42915", + "issue:43262", + "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: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", + "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:43611|issue:43646", + "issue:44509|issue:46909", + "issue:43377|issue:45491", + "issue:43644|issue:44079", + "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:44829|issue:45479", + "issue:43454|issue:44466", + "issue:44291|issue:44877", + "issue:42915|issue:43482", + "issue:43701|issue:45325", + "issue:43873|issue:45701", + "issue:42796|issue:45381", + "issue:41553|issue:43582", + "issue:40990|issue:45584", + "issue:43606|issue:44265", + "issue:44479|issue:45823", + "issue:43262|issue:43746", + "issue:43828|issue:46821", + "issue:35707|issue:41720", + "issue:39692|issue:40444", + "issue:34634|issue:35707", + "issue:41720|issue:45823", + "issue:44186|issue:44265", + "issue:43606|issue:43819" + ], + "prepared_review_unit_hash": "08b4ed089568bfbe5c9a9f3aad6df473f2473c8075621bffeba16965d2a92ba4", + "component_budget": { + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36919, + "estimated_input_tokens": 9230, + "estimated_eval_tokens": 18716 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a broad mix of distinct issues: tokenizer regressions, multimodal position-id bugs, device-map/offload failures, docs problems, and unrelated model-loading breakages. I don\u2019t see any soft pair that clearly shares the same underlying bug/change, so all candidate merges are rejected. Issue 43873 is the best representative anchor because it is active, well-discussed, and phrased broadly enough for triage.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 43873 is the most central representative: it is open, has the most discussion/inbound references, and describes a concrete runtime bug in a broad, reusable way.", + "canonical_pr_reason": null, + "best_issue_reason": "43873 is the best issue to anchor this cluster for triage, but it should not be treated as a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both concern Transformers 5.0 model initialization/loading regressions, but one is about base_model_prefix loading and the other about custom model init; not the same code-path bug." + }, + { + "left": "issue:44509", + "right": "issue:46909", + "accept": false, + "reason": "Both are docs problems, but they target different documentation examples and different failures." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Different models and different failure modes: missing padding-mask support versus NaNs from sliding-window/all-padding batches." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Unrelated bugs: non-persistent buffer serialization junk versus ModelOutput key assignment behavior." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Different model families and different defects: Video-LLaVA tower architecture versus Sam3 text-encoder loading." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL issues, but one is iterable-dataset/multi-image fine-tuning and the other is video position-id computation." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "One is a missing temporal-attention/video-tower architecture bug; the other is incorrect save_pretrained key naming for visual encoder weights." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "Different root causes: torch.export support for torch_compilable_check versus dtype mismatches in bfloat16 inference." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but one is HF-vs-JAX parity and the other is bad AutoModel/pipeline outputs; too vague to treat as one concrete bug." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Both are Qwen2.5-VL, but the bugs differ: temporal scaling for still images versus OCR long-input index overflow." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Both involve Qwen2.5-VL position ids, but one is still-image temporal scaling and the other is video vision_position_ids." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Both describe degenerate training/loss behavior, but the causes are different: FlashAttention-3 sequence classification versus num_labels=1 single-label classification." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both mention lm_head/tied weights, but one is a missing tie in model config and the other is inconsistent serialization by device." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Different loading failures: unexpected init_empty_weights argument versus strict config rejection for granite_speech." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "One is a FineGrainedFP8Config failure and the other is a GGUF loading regression; different mechanisms." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL rope/position-id bugs." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantization/offload behavior and tokenization changes are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer BPE-marker handling is unrelated to Qwen2.5-VL video position-id computation." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Bad tokenizer error messaging and an Apple Silicon allocator TypeError are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Different models and symptoms: high perplexity on GPT-OSS versus Whisper empty-transcription generation failure." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch and torch.export export failure come from different code paths." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Both are device/runtime regressions, but they affect different models and different mechanisms." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio processor sample-rate defaulting and GraniteSpeech PEFT checkpoint loading are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:46821", + "accept": false, + "reason": "Different bugs: autocast dtype mismatch versus TimesFM window_size AttributeError." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to a Qwen3 auto-device-map CUDA assert." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "SigLIP2 docs-example errors and Qwen2.5-VL multi-image training failures are different issues." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "BarkProcessor voice_preset failure and progressive generation cache behavior do not share the same bug." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both mention device_map=\"auto\", but they are different models with different failures and code paths." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "LayoutLMv2Tokenizer crashes and torch.export support issues are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to DAC.from_latents versus forward-pass consistency." + } + ] + }, + "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-10000-513", + "nodes": [ + "issue:26413", + "issue:28530", + "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:43720", + "issue:43749", + "issue:43873", + "issue:43881", + "issue:44186", + "issue:44387", + "issue:44466", + "issue:44488", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44756", + "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:43454|issue:43550", + "issue:43257|issue:45923", + "issue:42796|issue:46209", + "issue:44568|issue:45920", + "issue:45823|issue:46821", + "issue:43377|issue:44610", + "issue:43454|issue:45072", + "issue:42617|issue:42915", + "issue:40990|issue:42947", + "issue:46305|issue:46315", + "issue:43572|issue:45759", + "issue:43454|issue:43720", + "issue:43377|issue:44898", + "issue:43749|issue:44534", + "issue:43317|issue:43873", + "issue:43322|issue:46050", + "issue:36331|issue:42617", + "issue:41720|issue:43322", + "issue:44387|issue:45704", + "issue:41720|issue:44977", + "issue:36331|issue:42915", + "issue:44877|issue:44991", + "issue:43881|issue:44488", + "issue:40990|issue:45701", + "issue:43450|issue:45701", + "issue:41720|issue:42617", + "issue:44466|issue:45357", + "issue:43065|issue:46402", + "issue:26413|issue:28530", + "issue:43873|issue:44756", + "issue:44186|issue:45072" + ], + "prepared_review_unit_hash": "18a134356757817e61eaf2e897644bfcc3d46f326ccfb2764e9f73564e14babc", + "component_budget": { + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36924, + "estimated_input_tokens": 9231, + "estimated_eval_tokens": 18718 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is largely heterogeneous. The soft pairs look like broad semantic similarities, not the same concrete bug/change, so I would keep them separate. If one issue must represent the set, 43873 is the broadest offloading/quantization/loading regression and has the strongest activity.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43873 is the most representative broad regression here: it targets offloading/quantization behavior, has the highest activity/inbound attention among the cluster, and is closer to several of the other loading/offloading-themed issues than the narrower model- or tokenizer-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best single issue to anchor the cluster because it is broad, actively discussed, and sits in the main loading/offloading/quantization theme that appears repeatedly across the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Different bugs: weight tying/garbage generation vs a torch.compile SDPA failure." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Different components: MOE weight conversion/loading vs missing gradient-checkpointing flag." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer BPE-marker handling is unrelated to FP8 inference on B200." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both are tokenization regressions, but the concrete failures differ; not the same bug." + }, + { + "left": "issue:45823", + "right": "issue:46821", + "accept": false, + "reason": "Device-map forward mismatch is unrelated to the TimesFM window_size AttributeError." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "Missing padding-mask support in an encoder is unrelated to a processor output-size mismatch." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "Weight tying/serialization bug and dtype mismatch in bfloat16 inference are different issues." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py execution failure is unrelated to Qwen3Moe fine-grained FP8 loading." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "Perplexity on a model/dataset setup is unrelated to LoRA gradient-checkpointing ineffectiveness." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "Sliding-window mask off-by-one and tokenizer lookup slowness are different code paths." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_idx in a config is unrelated to unwrapping text_config in composite multimodal configs." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "lm_head weight tying is unrelated to packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Missing padding-mask support and Perceiver interpolation failure are different problems." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM-efficient loading and non-persistent-buffer junk are not the same bug." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both mention offloading/quantization, but one is a specific dequantized-model load failure and the other is a broader offloading complaint; too broad to merge confidently." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Llava Next loading segfault and sinq save/load breakage are unrelated model issues." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Unexpected compute_loss kwargs is unrelated to a 3d_parallel.py runtime failure." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Auto device-map cuda assert and Llava Next segfault are different failures." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Int4 quantization memory regression and apex RMSNorm memory leak are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Both involve Qwen3.x generation/loading, but the concrete failure modes differ." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "CustomTrainer compute_loss signature mismatch is unrelated to Qwen3Moe FP8 loading." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config loading and tokenizer loading regression are different issues." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Two distinct model-loading failures with no shared concrete bug." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "High perplexity on one model is not the same as a general tokenization-version change." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Batched video-shape bug and tokenization regression are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "cudaErrorAssert under auto device mapping is unrelated to running 3d_parallel.py." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both are save/serialization bugs, but they affect different artifacts and code paths." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and missing Sam3Model text encoder weights are different issues." + }, + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "Checkpoint resumption epoch_iterator failure is unrelated to early-stopping metric lookup." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Quantization/offloading trouble is not the same as Strix Halo mmap OOM." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer crash on NER/padding is unrelated to bfloat16 dtype mismatches." + } + ] + }, + "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": 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-10000-513", + "nodes": [ + "issue:28530", + "issue:33666", + "issue:36010", + "issue:36331", + "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:43881", + "issue:43883", + "issue:44008", + "issue:44186", + "issue:44361", + "issue:44423", + "issue:44451", + "issue:44464", + "issue:44610", + "issue:44671", + "issue:44734", + "issue:44743", + "issue:44898", + "issue:44991", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45632", + "issue:45684", + "issue:45685", + "issue:45701", + "issue:45823", + "issue:46291", + "issue:46612", + "issue:46665", + "issue:46821", + "issue:46858", + "issue:46869", + "issue:47020" + ], + "soft_pairs": [ + "issue:46612|issue:46858", + "issue:43295|issue:45701", + "issue:43577|issue:43708", + "issue:45685|issue:46821", + "issue:43550|issue:43720", + "issue:43646|issue:46665", + "issue:36010|issue:42617", + "issue:43550|issue:43606", + "issue:44186|issue:44610", + "issue:44451|issue:47020", + "issue:42915|issue:43317", + "issue:43404|issue:45357", + "issue:44610|issue:44898", + "issue:46821|issue:46869", + "issue:44423|issue:45406", + "issue:43881|issue:44991", + "issue:44734|issue:46858", + "issue:43526|issue:43883", + "issue:28530|issue:33666", + "issue:41720|issue:45161", + "issue:44008|issue:45823", + "issue:43531|issue:43572", + "issue:42915|issue:46291", + "issue:44464|issue:46858", + "issue:36331|issue:41720", + "issue:45632|issue:45684", + "issue:44671|issue:44743", + "issue:44186|issue:44361" + ], + "prepared_review_unit_hash": "ddbf0de28d7ede5e6a89a1e90b259894eb47e1f0ef6342ba1c19834876f40aee", + "component_budget": { + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36266, + "estimated_input_tokens": 9067, + "estimated_eval_tokens": 18390 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are a loose set of Transformers bugs, mostly model- or subsystem-specific, not a duplicate cluster. I selected the broad tokenizer-regression report as the best canonical issue, but none of the soft pairs look like the same underlying bug/change.", + "confidence": 0.67, + "canonical_issue_reason": "issue:45701 is the broadest and most central report here: it describes a version-wide tokenization regression with multiple downstream references, making it the best umbrella issue among otherwise narrow, model-specific bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 best represents the cluster because it captures a general Transformers regression theme rather than a single model/backend failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46612", + "right": "issue:46858", + "accept": false, + "reason": "Both involve generation/cache behavior, but they are different bugs: beam-search reorder omission vs static-cache seq_length device arithmetic on non-CUDA backends." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "One is a specific processor/tokenizer regression in v4.57.5; the other is a broad version-change tokenization complaint, not the same concrete failure." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Unrelated failures: dtype not propagating in Blip2 loading vs Trainer max_steps calculation after resume_from_checkpoint." + }, + { + "left": "issue:45685", + "right": "issue:46821", + "accept": false, + "reason": "Different components and symptoms: an MPS int histogram backend error vs a TimesFM window_size AttributeError." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "Different code paths: torch.compile+SDPA in Bamba vs packed-weight unpacking during accelerate loading for BitNet." + }, + { + "left": "issue:43646", + "right": "issue:46665", + "accept": false, + "reason": "Both touch custom loading, but the concrete problems differ: Transformers 5.0 custom model initialization breaks vs inconsistent from_pretrained behavior inside Python classes." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "No shared bug: GenerationMixin import failure vs inability to run 3d_parallel.py." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Different failures: SDPA/torch.compile on Bamba vs CPU-offload device mismatch on suno/bark-small." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Both are processor-related, but one is LayoutLMv2Tokenizer NER/padding crash and the other is OmDet-Turbo image-size mismatch." + }, + { + "left": "issue:44451", + "right": "issue:47020", + "accept": false, + "reason": "Both concern tokenizer loading, but they are different concrete breakages on different models and different tokenizer constructors." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Different model-loading/runtime issues: FineGrainedFP8Config failure for Qwen3Moe vs dequantized model loading with gpu+cpu offload." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Different model-specific state bugs: untied lm_head weights in Mistral3 vs incorrect visual-encoder keys on save_pretrained for Qwen3.5." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Different vision-model preprocessing bugs: wrong output resolution for OmDet-Turbo vs non-default-resolution failure in Perceiver." + }, + { + "left": "issue:46821", + "right": "issue:46869", + "accept": false, + "reason": "No common underlying bug: TimesFM window_size AttributeError vs YOLO multi-GPU auto device-map failure." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both affect serve with multimodal models, but the concrete causes differ: bad tensor-to-string handling vs missing _tokenizer on Gemma4Processor." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Separate tokenizer-loading regressions on different models; no evidence they stem from the same code path." + }, + { + "left": "issue:44734", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache logic, but one is wrong tensor indexing in serve KV continuation and the other is static-cache seq_length device arithmetic during prefill." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "Completely different bugs: BeitImageProcessorFast label reduction vs Molmo missing all_tied_weights_keys." + }, + { + "left": "issue:28530", + "right": "issue:33666", + "accept": false, + "reason": "Unrelated training issues: early stopping metric selection vs Qwen2-VL multi-GPU training." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Both are distributed/device-map related, but one is a cudaErrorAssert on A800 and the other is a tensor-parallelism limitation in GPT-OSS MoE." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Different multimodal forward bugs: variable-name collision causing Tensor attribute error vs device mismatch in Gemma4 PLE with auto device mapping." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Separate model/config regressions: Qwen3-MoE sliding_window handling vs missing pad_token_idx in StableLmConfig." + }, + { + "left": "issue:42915", + "right": "issue:46291", + "accept": false, + "reason": "Different failures: FineGrainedFP8Config model loading vs importing transformers.pipelines with kernels version/revision requirements." + }, + { + "left": "issue:44464", + "right": "issue:46858", + "accept": false, + "reason": "Related to generation/compile, but not the same bug: inconsistent chunked generation outputs vs cache seq_length device-tensor arithmetic." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "Trainer loss-signature mismatch is unrelated to Qwen3 auto device-mapping cuda asserts." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Different save/load edge cases: cache-path collision for trust_remote_code vs read-only permission propagation in save_pretrained." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "Both are model-specific regressions, but one is CamemBERT MLM predictions and the other is Qwen3.5 recurrent-state reset with cache." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizer crashes on different models/tasks; no shared underlying defect is evident." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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-10000-513", + "nodes": [ + "issue:28530", + "issue:29159", + "issue:30064", + "issue:33357", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36032", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43316", + "issue:43322", + "issue:43329", + "issue:43388", + "issue:43425", + "issue:43452", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:44077", + "issue:44387", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44534", + "issue:44589", + "issue:44625", + "issue:44913", + "issue:44991", + "issue:45059", + "issue:45406", + "issue:45464", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:46665", + "issue:46821", + "issue:46858", + "issue:47020" + ], + "soft_pairs": [ + "issue:43425|issue:46821", + "issue:28530|issue:30064", + "issue:43316|issue:44913", + "issue:42915|issue:43322", + "issue:33357|issue:35707", + "issue:29159|issue:36032", + "issue:30064|issue:34634", + "issue:43873|issue:45704", + "issue:44387|issue:45701", + "issue:43540|issue:43782", + "issue:43531|issue:45759", + "issue:43550|issue:43653", + "issue:44534|issue:46665", + "issue:44492|issue:44509", + "issue:41720|issue:43746", + "issue:43452|issue:47020", + "issue:42490|issue:43329", + "issue:43606|issue:43720", + "issue:34567|issue:35707", + "issue:45406|issue:45464", + "issue:43531|issue:46821", + "issue:43388|issue:45059", + "issue:34634|issue:41720", + "issue:43606|issue:43653", + "issue:43531|issue:44589", + "issue:45759|issue:45859", + "issue:43540|issue:46858", + "issue:44451|issue:44991", + "issue:44077|issue:44625" + ], + "prepared_review_unit_hash": "bb53dc8c2303706c61b74cedfba004cdd2413cb2c64000fc126f1c2bf8629246", + "component_budget": { + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35782, + "estimated_input_tokens": 8946, + "estimated_eval_tokens": 18148 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous; the soft-similarity pairs mostly share only broad subsystem vocabulary, not the same underlying bug. No PRs are present. I chose one concrete loading bug as the weakest representative anchor, but the grouping does not look like a real duplicate set.", + "confidence": 0.61, + "canonical_issue_reason": "issue:43452 is the clearest concrete code-path bug in the set: a shared `gguf_file` loading failure affecting both `AutoTokenizer.from_pretrained` and `AutoModelForCausalLM.from_pretrained`.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43452 is the best standalone representative because it describes a specific, actionable failure in a common loading API rather than a vague subsystem complaint.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43425", + "right": "issue:46821", + "accept": false, + "reason": "Torch-version incompatibility and a TimesFM `window_size` AttributeError are different bugs with different failure paths." + }, + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Early stopping metric lookup and void segmentation-map processing are unrelated training vs. image-processing issues." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Config API discrepancy in Gemma3 and GPTNeoX rotary_pct reload behavior are distinct config bugs, not one shared defect." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "FineGrainedFP8Config failure for Qwen3Moe and Llava Next segfault are separate model-loading problems." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS CLIP bus error and generation with `inputs_embeds`/`past_key_values` are unrelated code paths." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency and T5 `add_special_tokens` load conflict are different tokenizer bugs." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Segmentation-map processing and BarkProcessor `voice_preset` handling do not describe the same bug." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offloading memory behavior and an apex RMSNorm memory leak are not the same underlying issue." + }, + { + "left": "issue:44387", + "right": "issue:45701", + "accept": false, + "reason": "Int4 quantization OOM and version-dependent tokenization changes are different regressions." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError and Qwen3VL `weight_only=True` load error affect different modalities and paths." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Sliding-window handling in Qwen3-MoE and `text_config` unwrapping in composite Qwen configs are separate config/model bugs." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "`torch.compile` + SDPA failure in Bamba and BigBird tokenizer special-token registration are unrelated." + }, + { + "left": "issue:44534", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer initialization and `from_pretrained` behavior inside Python classes are not the same bug." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A typo in cache strategies is unrelated to stale docs mentioning removed pipeline tasks." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert and GraniteSpeech PEFT local-checkpoint loading are separate model-specific failures." + }, + { + "left": "issue:43452", + "right": "issue:47020", + "accept": false, + "reason": "`gguf_file` breaking `from_pretrained` loading and XLMRobertaTokenizer passing a dict to Unigram are different tokenizer/model-loading bugs." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "A trailing-slash import warning and undefined video-branch helpers in multimodal token counting are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "CPU offload device mismatch for Bark and BitNet packed-weight unpacking during accelerate loading are different mechanisms." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "Trainer token-count tracking and progressive generation cache usage are not the same defect." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor missing `_tokenizer` and Qwen3.5 streaming inference failures are different API issues." + }, + { + "left": "issue:43531", + "right": "issue:46821", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and TimesFM `window_size` errors are unrelated despite the shared word 'window'." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Last-batch label truncation and SAM3 text/bounding-box behavior are different evaluation vs. multimodal-input bugs." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "Bark voice-preset handling and Qwen3 device-mapping CUDA asserts are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "CPU offload device mismatch and tokenizer special-token registration do not share the same code path." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Sliding-window logic and missing `Float8_e4m3fnStorage` are different model/runtime failures." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Composite config unwrapping and CPU offload compatibility for Qwen3_5MoeTextRotaryEmbedding are distinct problems." + }, + { + "left": "issue:43540", + "right": "issue:46858", + "accept": false, + "reason": "Video-input handling in Qwen3OmniMoe and static-cache slice arithmetic on non-CUDA backends are unrelated." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Loading a specific model failing and tokenizer loading regressions in v5 are different issues." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "`patchtsmixer` post-init policy and Qwen3.5 `num_labels` propagation are unrelated configuration 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": 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-10000-513", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:42886", + "issue:43381", + "issue:43421", + "issue:43493", + "issue:43526", + "issue:43644", + "issue:43653", + "issue:43746", + "issue:43782", + "issue:43844", + "issue:43873", + "issue:43881", + "issue:43927", + "issue:43994", + "issue:44062", + "issue:44368", + "issue:44451", + "issue:44464", + "issue:44514", + "issue:44545", + "issue:44610", + "issue:44625", + "issue:44671", + "issue:44843", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:45042", + "issue:45072", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45704", + "issue:45759", + "issue:45923", + "issue:46032", + "issue:46050", + "issue:46402", + "issue:46463", + "issue:46655", + "issue:46665", + "issue:46693", + "issue:47050" + ], + "soft_pairs": [ + "issue:45357|issue:46402", + "issue:43644|issue:46665", + "issue:43526|issue:43881", + "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:43746|issue:46050", + "issue:44368|issue:45357", + "issue:43381|issue:45704", + "issue:46655|issue:46693", + "issue:44918|issue:44936", + "issue:43421|issue:43927", + "issue:45704|issue:45923", + "issue:45759|issue:45923", + "issue:43746|issue:43873", + "issue:42886|issue:44843", + "issue:44514|issue:44545", + "issue:30064|issue:36010", + "issue:39692|issue:43493", + "issue:43994|issue:44671", + "issue:43421|issue:43653", + "issue:44464|issue:47050", + "issue:43782|issue:45381", + "issue:46032|issue:46463" + ], + "prepared_review_unit_hash": "0c88f7a358fbfbf7101a998ee555646a38fcf057a87d70d067f3bfe6f2cad0e8", + "component_budget": { + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36370, + "estimated_input_tokens": 9093, + "estimated_eval_tokens": 18442 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous; only one true duplicate pair stands out: the Qwen2_5_VLProcessor.apply_chat_template crash with padding=False.", + "confidence": 0.89, + "canonical_issue_reason": "issue 44514 is the clearest canonical report: it is an exact duplicate of 44545 and the earlier, more established entry for the actual duplicate bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue 44514 is the best representative because it captures the only clearly duplicated underlying bug in the cluster and is more canonical than the unrelated neighboring issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Different multimodal loading bugs: Qwen3.5 saves wrong visual encoder keys, while Sam3Model fails to load text encoder weights." + }, + { + "left": "issue:43644", + "right": "issue:46665", + "accept": false, + "reason": "Unrelated failures: junk non-persistent buffers vs inconsistent from_pretrained behavior inside Python classes." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "Different components and symptoms: BeitImageProcessorFast reduce_labels bug vs glm-4v-9b load failure." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "A model loading failure is not the same as PIL image processors incorrectly requiring torchvision." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver non-default resolution failure and bfloat16 dtype mismatch are distinct bugs." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "AddedToken special-argument collision is unrelated to loading vesteinn/ScandiBERT." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Both touch sequence-classification config, but one is missing num_labels propagation and the other is a zero-loss problem_type bug." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Checkpointing-in-eval restriction and ZeRO-3 gradient growth are different training issues." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Both are vision-related, but one is a doc/example mismatch and the other is an OmDet-Turbo processor size mismatch." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA asserts and T5 RMSNorm memory leak are unrelated." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "Both involve load/save flows, but PEFT local checkpoint loading and sinq quantized serialization are different bugs." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "A tie_word_embeddings warning is not the same as incorrect visual encoder keys being saved." + }, + { + "left": "issue:46655", + "right": "issue:46693", + "accept": false, + "reason": "Video processor padding calculation and FA2 long-context performance regression are different issues." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "TRL SFT input embedding unpacking and trainer.evaluate failing after train are separate trainer problems." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Both involve token handling, but one is runtime post-processor refresh and the other is lost custom token IDs after save/load." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "Apex RMSNorm memory leak and missing supports_gradient_checkpointing are unrelated." + }, + { + "left": "issue:45759", + "right": "issue:45923", + "accept": false, + "reason": "Composite Qwen config unwrapping and a missing gradient-checkpointing flag are different code paths." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Local adapter checkpoint loading and offloading with quantization are not the same underlying bug." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both mention HF_HUB_OFFLINE, but one is a cache-loading regression and the other is a specific model_info call in _patch_mistral_regex." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Exact duplicate reports of the same Qwen2_5_VLProcessor.apply_chat_template crash when padding=False." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "SigLIP2 doc example errors and SigLIP2 implementation divergence from JAX are related only by model family, not the same bug." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "SigLIP2 inference oddity and CamemBERT masked-LM regression are unrelated model-specific bugs." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Special-token post-processor updates and BigBirdTokenizer mask-token registration are different tokenization defects." + }, + { + "left": "issue:44464", + "right": "issue:47050", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency and fp16 ONNX dtype mismatch are distinct issues." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Qwen3VL weight_only load error and qwen2.5-vl video vision_position_ids bug affect different paths." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "Mamba2 use_cache correctness and T5 decoder-input validation messaging are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: 44514/44545 are an exact duplicate pair, and the rest of the soft-edge decisions are conservative given only titles/body metadata. No pair is overstated as mergeable or identical without sufficient 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": 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-10000-513", + "nodes": [ + "issue:30064", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43295", + "issue:43335", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43611", + "issue:43618", + "issue:43643", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43756", + "issue:43819", + "issue:43873", + "issue:43927", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44361", + "issue:44488", + "issue:44625", + "issue:44661", + "issue:44857", + "issue:44877", + "issue:44898", + "issue:44991", + "issue:44995", + "issue:45081", + "issue:45356", + "issue:45381", + "issue:45834", + "issue:45907", + "issue:45987", + "issue:46294", + "issue:46665", + "issue:46693", + "issue:46829", + "issue:46832", + "issue:46858", + "issue:46932", + "issue:47020", + "issue:47050" + ], + "soft_pairs": [ + "issue:44857|issue:47050", + "issue:45081|issue:45356", + "issue:43421|issue:44186", + "issue:44995|issue:46858", + "issue:45356|issue:45907", + "issue:39692|issue:43873", + "issue:39692|issue:47050", + "issue:43720|issue:43819", + "issue:43295|issue:45834", + "issue:43653|issue:43720", + "issue:46829|issue:46832", + "issue:43550|issue:43927", + "issue:43550|issue:44361", + "issue:44625|issue:47050", + "issue:43596|issue:44220", + "issue:43531|issue:43643", + "issue:43540|issue:46294", + "issue:45381|issue:46693", + "issue:44062|issue:44488", + "issue:45987|issue:46829", + "issue:43611|issue:46665", + "issue:41720|issue:44991", + "issue:44220|issue:44661", + "issue:30064|issue:36331", + "issue:44186|issue:44898", + "issue:43653|issue:43819", + "issue:45987|issue:46932", + "issue:43335|issue:43756", + "issue:43550|issue:43819", + "issue:44488|issue:47020", + "issue:43618|issue:43697", + "issue:43643|issue:44877" + ], + "prepared_review_unit_hash": "dd3fe1477ce3fda28d8838320bd14d27d802799ca3b7476abceff6aa52f89aae", + "component_budget": { + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37584, + "estimated_input_tokens": 9396, + "estimated_eval_tokens": 19048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are mostly unrelated one-off bugs across different models/subsystems. I would not merge any soft pair; at most, use the broad open quantization/offloading issue as a loose anchor if a canonical issue is required.", + "confidence": 0.85, + "canonical_issue_reason": "No strong duplicate cluster emerges here. If forced to pick one anchor, issue #43873 is the broadest and most active open issue, but it is still not a true canonical duplicate representative for the rest.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43873 is the best generic anchor by breadth and activity, though the set does not actually form a single duplicate group.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44857", + "right": "issue:47050", + "accept": false, + "reason": "Different models and different failures: AMP/CUDA image loss crash vs fp16 ONNX attention dtype mismatch." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both mention tokenizer regex handling, but one is an AttributeError in `_patch_mistral_regex` and the other is a Kimi tokenizer regression with codec handling; not clearly the same bug." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Runtime special-token/post-processor update issue vs LayoutLMv2 NER padding/truncation crash; different code paths." + }, + { + "left": "issue:44995", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache/sequence length, but one is a stale indexer cache in a model and the other is `get_seq_length()` returning the wrong type for static cache compile paths." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regression vs Hub repo file listing forwarding bug; unrelated subsystems." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "Doc-example model/processor mismatch and quantization failure vs a general offloading-with-quantization runtime issue." + }, + { + "left": "issue:39692", + "right": "issue:47050", + "accept": false, + "reason": "Different failure modes and contexts: documentation example errors vs ONNX export dtype mismatch." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Packed-weight loading bug vs DAC latent/STE mismatch; different models and code paths." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Processor/tokenizer regression vs long OCR input index error; both multimodal but not the same bug." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "BigBird special-token registration bug vs BitNet loading/unpacking bug." + }, + { + "left": "issue:46829", + "right": "issue:46832", + "accept": false, + "reason": "Both are RT/vision-model issues, but one is a wrong output field and the other is a feature-level mismatch TypeError." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "torch.compile/SDPA crash in Bamba vs config save/load losing token IDs in Dia; unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Bamba compile/SDPA failure vs MLuke tokenizer AttributeError; different model families and bugs." + }, + { + "left": "issue:44625", + "right": "issue:47050", + "accept": false, + "reason": "Qwen3.5 label-propagation config bug vs Canine fp16 ONNX dtype mismatch; unrelated." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Deepspeed/Bert zero3 init IndexError vs fbank feature extraction issue; different subsystems." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior vs AutoConfig trust_remote_code field loss; not the same defect." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both are Qwen video-input issues, but one is Qwen3OmniMoe video processing ValueError and the other is Qwen3.5 chat-template feature/token mismatch." + }, + { + "left": "issue:45381", + "right": "issue:46693", + "accept": false, + "reason": "Qwen2.5-VL video position IDs bug vs FA2 long-context performance regression; different symptoms and code paths." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken constructor error vs failure loading a specific model tokenizer; not the same bug." + }, + { + "left": "issue:45987", + "right": "issue:46829", + "accept": false, + "reason": "StaticCache return-type bug vs VideoPrism output field misassignment; unrelated." + }, + { + "left": "issue:43611", + "right": "issue:46665", + "accept": false, + "reason": "base_model_prefix loading regression vs inconsistent from_pretrained behavior in Python classes; too broad to be the same bug." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Qwen3 device-mapping CUDA assert vs tokenizer load failure for est-roberta; unrelated." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction bug vs add-new-model-like tokenizer mapping failure; different areas." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "ImageProcessor segmentation-map bug vs custom trainer loss signature mismatch; unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer crash on NER/padding vs Perceiver non-default resolution image classification bug; different models and paths." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Special-token registration bug vs DAC latent/forward mismatch; no shared concrete code path." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Bamba compile/SDPA issue vs DAC STE mismatch; unrelated." + }, + { + "left": "issue:45987", + "right": "issue:46932", + "accept": false, + "reason": "StaticCache API/type bug vs Gemma4 quantized embedder dtype casting." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug vs Smollm3 RoPE-layer mismatch; different model configs." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIPOutput attention field regression vs RTDetrV2 output difference; unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "AutoConfig missing fields with trust_remote_code vs strict config blocking granite_speech load; different mechanisms." + } + ] + }, + "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": 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-10000-513", + "nodes": [ + "issue:34634", + "issue:36010", + "issue:39692", + "issue:43322", + "issue:43388", + "issue:43421", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43644", + "issue:43749", + "issue:43782", + "issue:43818", + "issue:43825", + "issue:43994", + "issue:44008", + "issue:44186", + "issue:44442", + "issue:44448", + "issue:44479", + "issue:44561", + "issue:44671", + "issue:44805", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45183", + "issue:45479", + "issue:45584", + "issue:45685", + "issue:45834", + "issue:46032", + "issue:46291", + "issue:46294", + "issue:46463", + "issue:46512", + "issue:46858", + "issue:47020" + ], + "soft_pairs": [ + "issue:44008|issue:46858", + "issue:44821|issue:45084", + "issue:34634|issue:36010", + "issue:44843|issue:45081", + "issue:39692|issue:45834", + "issue:44186|issue:44442", + "issue:43540|issue:44008", + "issue:44448|issue:44671", + "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:44991|issue:46291", + "issue:44561|issue:45020", + "issue:43421|issue:44811", + "issue:43577|issue:43818", + "issue:43550|issue:45072", + "issue:43582|issue:46512", + "issue:44479|issue:45834", + "issue:43782|issue:44977", + "issue:43825|issue:43994", + "issue:43388|issue:46032", + "issue:44805|issue:44936", + "issue:46294|issue:46463" + ], + "prepared_review_unit_hash": "0a6956c7a704b1e287541e8f6df1b1a408d2fb744ab01fd0a078a63ca027f977", + "component_budget": { + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35343, + "estimated_input_tokens": 8836, + "estimated_eval_tokens": 17928 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a false-positive mix of largely unrelated issue reports across different models, tokenizers, runtime settings, and backends. None of the soft pairs look like the same underlying bug/change closely enough to merge.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44008", + "right": "issue:46858", + "accept": false, + "reason": "Different failures: Gemma3n forward name collision vs static-cache sequence length arithmetic on non-CUDA backends." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "Unrelated areas: loading an AutoImageProcessor from URL vs a template compilation TypeError." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "Different bugs: BarkProcessor voice preset handling vs transformers GenerationMixin import path breakage." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both involve tokenizer patching, but one is offline model-info access and the other is a backend_tokenizer attribute crash in Mistral regex fixing." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "Doc-example SigLIP2 mismatches/quantization issues are not the same as Kosmos2.5 long OCR input indexing." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "LayoutLMv2 NER/padding crash is unrelated to AutoTokenizer loading FastSpeech2ConformerTokenizer." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Different model paths and symptoms: Qwen3OmniMoe video processing vs Gemma3n audio_mel_mask attribute collision." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Pegasus output drift and CamemBERT masked-LM predictions are separate model-specific regressions." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription handling after special-token alignment is unrelated to Kosmos2.5 OCR input length handling." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Input validation error messaging and single-label zero-loss classification are different code paths." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Llava Next loading segfault and MPS histogram integer support are entirely different backends/problems." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer initialization junk and FSDP CPU RAM efficient loading are not the same bug." + }, + { + "left": "issue:44991", + "right": "issue:47020", + "accept": false, + "reason": "Both are tokenizer-loading failures, but the model families and concrete causes differ (est-roberta load failure vs Unigram expects Sequence)." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Device mismatch under CPU offload is not the same as bfloat16 dtype mismatch in different models." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer loading regression and kernels version/revision import failure are unrelated." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Both mention remote_code breakage, but one is specifically the removed is_torch_fx_available API and the other is a broader regression claim." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Post-processor updates for special tokens and Whisper batch_decode skip_special_tokens behavior are different tokenizer/decoder issues." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "BLIP2 dtype propagation and Video-LLaVA temporal-attention/weight-sharing defects are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "torch.compile with SDPA on Bamba and bfloat16 dtype mismatches in other models are not the same concrete bug." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "Apple Silicon warmup TypeError and stale config.dtype after from_config(dtype=...) are separate dtype/config issues." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Qwen video-input regression and Kosmos2.5 OCR index error have no clear shared root cause." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3VL weight_only loading failure and Qwen3.5 flash-attention generation failure are distinct model/runtime problems." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "An error-message wording regression in pipeline() is not the same as SigLIP2 producing nonsensical outputs." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "gather_for_metrics batch-label truncation and Mamba2Mixer use_cache correctness are unrelated training/inference bugs." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask-shape IndexError and trainer.evaluate() failing after train are different symptoms with no shared concrete fix evident." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Qwen3.5 video chat-template token alignment and T5 decoder-input validation 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": 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-10000-513", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:42175", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43645", + "issue:43653", + "issue:43716", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43782", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43931", + "issue:44008", + "issue:44291", + "issue:44589", + "issue:44610", + "issue:44671", + "issue:44857", + "issue:44912", + "issue:45003", + "issue:45020", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45372", + "issue:45381", + "issue:45701", + "issue:46175", + "issue:46285", + "issue:46326", + "issue:46665", + "issue:46697", + "issue:46728", + "issue:46846", + "issue:46932" + ], + "soft_pairs": [ + "issue:43931|issue:46846", + "issue:43716|issue:44008", + "issue:43540|issue:45381", + "issue:28218|issue:29159", + "issue:44610|issue:45072", + "issue:43749|issue:44291", + "issue:43720|issue:45072", + "issue:43645|issue:46665", + "issue:43825|issue:43827", + "issue:34634|issue:36331", + "issue:43577|issue:43582", + "issue:42175|issue:45081", + "issue:44671|issue:45701", + "issue:45003|issue:46285", + "issue:46697|issue:46728", + "issue:46175|issue:46932", + "issue:43262|issue:43819", + "issue:43582|issue:44857", + "issue:43782|issue:45325", + "issue:43653|issue:44912", + "issue:44589|issue:45042", + "issue:43742|issue:45020", + "issue:45372|issue:46326", + "issue:43550|issue:44912", + "issue:36010|issue:43645", + "issue:36010|issue:36331", + "issue:43257|issue:43329" + ], + "prepared_review_unit_hash": "0be1f359aff00def030914555dd3d22194d2e46ca10b6cf08f7b064c73a0873d", + "component_budget": { + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36244, + "estimated_input_tokens": 9061, + "estimated_eval_tokens": 18378 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a false-positive grouping of unrelated issues: tokenizer quirks, model-loading failures, multimodal processor bugs, dtype/quantization regressions, and training API incompatibilities. None of the soft pairs look like the same underlying bug or change, so I reject them all.", + "confidence": 0.84, + "canonical_issue_reason": "issue #45020 is the broadest umbrella-style report in the set, covering general version-regression / remote_code breakage; among these otherwise heterogeneous issues, it is the most representative central issue.", + "canonical_pr_reason": null, + "best_issue_reason": "#45020 is the best single issue to anchor the cluster because it is the most general and cross-cutting of the reports, whereas the others are highly model- or subsystem-specific.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43931", + "right": "issue:46846", + "accept": false, + "reason": "Both are model-loading shape errors, but for different model families and different root causes (Qwen3-VL weight mismatch vs Qwen3.5 TP plan omission)." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Different models and different failures: image preprocessor/model dtype mismatch vs a Gemma3n forward variable-name collision causing an AttributeError." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both involve video inputs, but they describe different Qwen models and different bugs (processing ValueError vs incorrect vision_position_ids scaling)." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "Both are tokenizer issues, but one is about added-token spacing and the other is a broad slow-vs-fast inconsistency; not enough evidence they are the same defect." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Completely different subsystems: image size mismatch in OmDet-Turbo vs dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Both concern loading, but the concrete failures differ: broken FSDP CPU RAM-efficient loading vs an unexpected _is_hf_initialized argument in init_empty_weights." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Different bug classes: unpacking packed BitNet weights during accelerate loading vs inference dtype mismatches." + }, + { + "left": "issue:43645", + "right": "issue:46665", + "accept": false, + "reason": "Both mention from_pretrained / custom model initialization, but the reported behaviors and environments are different enough that they do not look like the same bug." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Related to v5 pipeline removals, but one is an error message suggesting unsupported translation tasks and the other is docs still referencing pipeline(); documentation/message issues, not the same bug." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "Unrelated issues: BarkProcessor voice_preset failure vs CustomTrainer.compute_loss signature incompatibility." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Different domains: Blip2 dtype propagation vs an Apple Silicon caching_allocator_warmup TypeError." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "No shared underlying change; one is backend dependency installation, the other is a tokenizer regex patch crash." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "Both mention tokenization/model behavior changes across versions, but one is CamemBERT masked-LM prediction drift and the other is a general tokenization change report." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "Different problems: unsafe sys.modules access in modeling_utils vs CLIP text-model structure inconsistency." + }, + { + "left": "issue:46697", + "right": "issue:46728", + "accept": false, + "reason": "Both are image-processor sizing/padding bugs, but for different models and different calculations (over-padding vs wrong patch count)." + }, + { + "left": "issue:46175", + "right": "issue:46932", + "accept": false, + "reason": "Same model family (Gemma4) but different bugs: one is a huge one-hot position-embedding materialization, the other is dtype casting for quantized embedders." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Different audio-related bugs: apply_chat_template default sampling rate vs DAC.from_latents/STE mismatch." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Different failure modes and code paths: allocator warmup TypeError on Apple Silicon vs float16 AMP crash in LwDetrImageLoss." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen-VL issues: a weight_only loading error vs an incorrect temporal position-id scaling algorithm." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "No shared code path: BigBirdTokenizer special-token registration bug vs MXFP4 quantization fallback/loading issue." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Unrelated: missing Float8 storage object vs PIL backend image processors incorrectly requiring torchvision." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "A specific MobileLLM key error is not the same underlying bug as the broad remote_code regression reported in #45020." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Both involve mistral_common, but one is an import error during Gemma 4 processor loading and the other is continue_final_message behavior for tokenizers based on mistral_common." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "Different issues: torch.compile + SDPA failure in Bamba-9B-v2 vs MXFP4 quantization loading fallback." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "Different failure modes: missing GenerationMixin import vs notebook-defined custom model initialization." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "No common bug: GenerationMixin import failure vs custom trainer loss-signature mismatch." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Different code paths and symptoms: Qwen3 MOE weight conversion under accelerate/deepspeed vs a multimodal-token counting video-branch 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": 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-10000-513", + "nodes": [ + "issue:34567", + "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:43638", + "issue:43643", + "issue:43696", + "issue:43697", + "issue:43742", + "issue:43746", + "issue:43819", + "issue:43854", + "issue:43906", + "issue:43927", + "issue:43931", + "issue:44060", + "issue:44368", + "issue:44387", + "issue:44479", + "issue:44554", + "issue:44610", + "issue:44617", + "issue:44811", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45042", + "issue:45081", + "issue:45084", + "issue:45406", + "issue:45538", + "issue:45600", + "issue:45759", + "issue:45859", + "issue:46209", + "issue:46291", + "issue:47050" + ], + "soft_pairs": [ + "issue:43906|issue:46209", + "issue:43526|issue:43697", + "issue:43531|issue:45042", + "issue:43452|issue:44991", + "issue:42175|issue:46291", + "issue:43638|issue:44936", + "issue:43819|issue:43927", + "issue:45081|issue:45406", + "issue:44060|issue:44368", + "issue:43329|issue:45600", + "issue:45084|issue:45538", + "issue:43526|issue:44554", + "issue:42490|issue:43257", + "issue:43746|issue:44811", + "issue:45859|issue:47050", + "issue:43643|issue:45759", + "issue:43854|issue:44977", + "issue:38175|issue:44610", + "issue:43262|issue:44811", + "issue:39692|issue:44912", + "issue:43257|issue:43696", + "issue:43329|issue:43450", + "issue:43257|issue:43931", + "issue:43329|issue:44479", + "issue:44387|issue:44617", + "issue:42915|issue:43742", + "issue:34567|issue:40990" + ], + "prepared_review_unit_hash": "e89bb7e8e0d378d787020fed7ef1a73aec06a41e6b07ca0e9510b2cf2defe049", + "component_budget": { + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36095, + "estimated_input_tokens": 9024, + "estimated_eval_tokens": 18304 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a duplicate set: it contains many unrelated Transformers bug reports spanning model loading, tokenizers, processors, quantization, training, and video/audio paths. The soft pairs mostly share a broad subsystem or symptom category, but not the same underlying bug or change.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "Different problems: 43906 is an isolated reproduction of a prior issue, while 46209 is an FP8/B200 inference failure. No shared code path or fix target." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BEiTImageProcessorFast reduce_labels bug vs RTDetrV2 output regression. Different components and symptoms." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to PIL backend requiring torchvision." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "gguf_file breaks tokenizer/model loading; est-roberta tokenizer loading failure is a separate model-specific regression." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "One is an installation/backend dependency issue; the other is a pipelines import failure from kernels version/revision requirements." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Zero3/non-pretrained Bert index error is a training setup bug; trainer.evaluate() after train() is a different lifecycle issue." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC.from_latents/STE mismatch is unrelated to DiaConfig losing custom token IDs on save/load." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Both are attribute-related loading failures, but they affect different objects and code paths: Mistral regex patching vs Gemma4Processor in serve." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both mention tied-weights warnings in Qwen models, but they involve different model families and likely different config handling bugs." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Video token counting undefined-variable bug is not the same as stale auto_mappings references to removed configs." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template compilation TypeError and CLIPTokenizer model_max_length are unrelated issues." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "BEiT label reduction bug has no overlap with the MPS attention correctness issue." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Trailing-slash local model import warning is unrelated to Qwen3 MOE weight conversion with accelerate+deepspeed." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "PEFT local-checkpoint loading failure is unrelated to Whisper batch_decode ignoring skip_special_tokens." + }, + { + "left": "issue:45859", + "right": "issue:47050", + "accept": false, + "reason": "CPU offload compatibility in Qwen3_5MoeTextRotaryEmbedding is unrelated to CanineModel ONNX dtype mismatch." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "AutoConfig missing fields with trust_remote_code is a different config-loading bug than AutoModelForCausalLM.from_config not unwrapping text_config." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "GLM-4.7-Flash unit-test loading failure and Qwen3.5 flash-attention generation bug are different models and different failures." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 is unrelated to OmDet-Turbo processor/model input-size mismatch." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio apply_chat_template sample-rate default bug is separate from Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "SigLIP2 doc example errors and gpt-oss-20b MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MOE weight conversion with accelerate/deepspeed is unrelated to GPT-oss-20b CUDA OOM." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Both involve video processing, but one is undefined variables in multimodal token counting and the other is batched output shape handling; not the same bug." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3 MOE conversion issue does not match Qwen3-VL weight-shape mismatch during loading." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "General video regression in v5.3.0 across Qwen models is broader and distinct from the specific undefined-variable bug in _get_num_multimodal_tokens." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Int4 quantization reserved-memory OOM is a different problem from Sam3Video OOM." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and MobileLLM key error are unrelated model-loading issues." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "TrainerState num_input_tokens_seen not updating is unrelated to high perplexity on gpt-oss-20b." + } + ] + }, + "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-10000-513", + "nodes": [ + "issue:28282", + "issue:29127", + "issue:29159", + "issue:29870", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:39379", + "issue:42175", + "issue:42915", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43525", + "issue:43540", + "issue:43577", + "issue:43650", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43824", + "issue:43906", + "issue:43927", + "issue:44291", + "issue:44554", + "issue:44568", + "issue:44756", + "issue:44821", + "issue:44857", + "issue:44912", + "issue:44987", + "issue:45042", + "issue:45081", + "issue:45127", + "issue:45137", + "issue:45356", + "issue:45357", + "issue:45405", + "issue:45459", + "issue:45538", + "issue:45803", + "issue:46291", + "issue:46421", + "issue:46424", + "issue:46701", + "issue:46832", + "issue:47020" + ], + "soft_pairs": [ + "issue:44291|issue:45042", + "issue:42915|issue:44821", + "issue:29159|issue:34567", + "issue:45459|issue:45803", + "issue:46421|issue:46424", + "issue:43650|issue:43906", + "issue:28282|issue:29870", + "issue:43749|issue:44756", + "issue:43525|issue:46291", + "issue:28282|issue:34689", + "issue:43454|issue:43577", + "issue:44987|issue:45538", + "issue:43540|issue:46701", + "issue:43425|issue:46291", + "issue:43927|issue:44912", + "issue:44568|issue:45356", + "issue:33357|issue:34567", + "issue:39379|issue:44554", + "issue:42175|issue:43824", + "issue:44857|issue:46832", + "issue:43697|issue:45357", + "issue:45137|issue:45405", + "issue:28282|issue:29127", + "issue:43404|issue:45127", + "issue:45081|issue:47020", + "issue:43742|issue:44291" + ], + "prepared_review_unit_hash": "1c54988cbe742172f576cdb5c20b00e7e64ee5b95cf8cb0b2807c3bfafa77d99", + "component_budget": { + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35108, + "estimated_input_tokens": 8777, + "estimated_eval_tokens": 17810 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of superficially similar but substantively different Transformers bug reports; I would not merge any of the soft pairs. The most reasonable anchor issue is the clear, user-facing import failure in 43824, but even that is not a duplicate of the others.", + "confidence": 0.69, + "canonical_issue_reason": "43824 is the strongest canonical anchor: it is a concrete, reproducible import failure with inbound references and broad user impact, whereas the other candidates are more model-, tokenizer-, or subsystem-specific.", + "canonical_pr_reason": null, + "best_issue_reason": "43824 is the best overall representative of this mixed cluster because it is the most self-contained and actionable bug report; the rest are too diverse to serve as better duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "Different failure modes: init_empty_weights/_is_hf_initialized argument handling vs PIL image processor dependency requirements." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Unrelated problems: FineGrainedFP8Config loading failure vs loading AutoImageProcessor from a URL." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer fast/slow inconsistency and TrainerState token-count tracking are separate components with different bugs." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both involve error handling, but one is protobuf decode handling in tokenizers and the other is a bare except in Fuyu tensor conversion; not the same bug." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Both mention cache, but one is lazy-init recompilation and the other is max_cache_length behavior for Quantized Cache; different code paths." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "A vague data request is not the same as an isolated reproduction of a specific prior issue." + }, + { + "left": "issue:28282", + "right": "issue:29870", + "accept": false, + "reason": "Missing PyTorch import dependency and BART generate() decoder_attention_mask UnboundLocalError are unrelated." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Both involve memory/loading, but FSDP CPU RAM efficient loading and Strix Halo mmap OOM are different root causes." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Llama4Config pad_token_id missing is unrelated to kernels v0.15 import-time version/revision validation." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "PyTorch-not-found import error and Llama 3.2 vision model loading regression are different issues." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "lm_head weight tying in AyaVision and BLIP2 dtype loading staying float32 are distinct bugs." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Model load failure for physical-intelligence/fast and CLIPTokenizer model_max_length misuse are unrelated tokenizer/model issues." + }, + { + "left": "issue:43540", + "right": "issue:46701", + "accept": false, + "reason": "Different multimodal pipelines and different errors: Qwen3OmniMoe video processing vs DiffusionGemma image-text-to-text output handling." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch 2.10 incompatibility and kernels import failure involve different dependencies and failure mechanisms." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "DiaConfig save/load token-ID loss is not the same as MXFP4 quantization falling back to bf16." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different tokenizer behaviors/codecs." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS bus error in CLIP and TrainerState.num_input_tokens_seen not updating are unrelated." + }, + { + "left": "issue:39379", + "right": "issue:44554", + "accept": false, + "reason": "Both touch attention/masking correctness, but they are model- and backend-specific with different underlying conditions." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Missing TensorFlow in a torch-only install and missing Qwen2.5-VL export are different packaging/import issues." + }, + { + "left": "issue:44857", + "right": "issue:46832", + "accept": false, + "reason": "LwDetrImageLoss AMP crash and RT-DETR forward TypeError are separate detection-model failures." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RTDetrV2 output drift in v5 and Qwen3.5 save_pretrained key regression are unrelated." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error and a MIN_PEFT_VERSION bump are not the same bug." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "A missing PyTorch dependency and LayoutLMv3 box-content error messaging are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Untied lm_head weights in Mistral3ForConditionalGeneration and LoRA merge collapse with extended vocabulary are different code-path problems." + }, + { + "left": "issue:45081", + "right": "issue:47020", + "accept": false, + "reason": "Mistral regex patch crashing on tokenizer internals and XLMRobertaTokenizer passing a dict to Unigram are separate tokenizer construction bugs." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "KeyError loading MobileLLM-125M and unexpected _is_hf_initialized during init_empty_weights are different model-loading failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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-10000-513", + "nodes": [ + "issue:24643", + "issue:27957", + "issue:28282", + "issue:29159", + "issue:34567", + "issue:36331", + "issue:38175", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43257", + "issue:43452", + "issue:43531", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44560", + "issue:44568", + "issue:44589", + "issue:44792", + "issue:44821", + "issue:44849", + "issue:44898", + "issue:44936", + "issue:44964", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45081", + "issue:45325", + "issue:45381", + "issue:45488", + "issue:45538", + "issue:45701", + "issue:45907", + "issue:46399", + "issue:46512", + "issue:46693", + "issue:46821", + "issue:46869" + ], + "soft_pairs": [ + "issue:44936|issue:46821", + "issue:44479|issue:46693", + "issue:42915|issue:45538", + "issue:45538|issue:46869", + "issue:43452|issue:43582", + "issue:24643|issue:29159", + "issue:27957|issue:28282", + "issue:44062|issue:44991", + "issue:42915|issue:43749", + "issue:43577|issue:46512", + "issue:44849|issue:45701", + "issue:41720|issue:43540", + "issue:42175|issue:44488", + "issue:43540|issue:44560", + "issue:44987|issue:45907", + "issue:38175|issue:44898", + "issue:43540|issue:44479", + "issue:44479|issue:45381", + "issue:44291|issue:44821", + "issue:34567|issue:36331", + "issue:44792|issue:44964", + "issue:44568|issue:45488", + "issue:43257|issue:43756", + "issue:44062|issue:45081", + "issue:45042|issue:45081", + "issue:43582|issue:46821", + "issue:43742|issue:44589", + "issue:43531|issue:44821", + "issue:43756|issue:46399", + "issue:43756|issue:45325" + ], + "prepared_review_unit_hash": "b69b96f72202c4e04a6bb8dcb32e2f7d4ca23bb03fbd68e0c868e22f3d29044e", + "component_budget": { + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36059, + "estimated_input_tokens": 9015, + "estimated_eval_tokens": 18286 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated closed issues with a few weak thematic overlaps; the only soft edge that looks like a true duplicate-style match is the Qwen video-position-id regression pair 44479/45381.", + "confidence": 0.7, + "canonical_issue_reason": "issue:44479 is the broadest Qwen video-input regression report in the packet, covering multiple affected Qwen variants; issue:43540 predates it but appears narrower and model-specific, so 44479 is the better umbrella canonical issue.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the best representative issue because it captures the shared Qwen video-input regression across several variants rather than a narrower single-model manifestation.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44936", + "right": "issue:46821", + "accept": false, + "reason": "Different subsystems and failures: trainer lifecycle bug vs TimesFM window_size AttributeError." + }, + { + "left": "issue:44479", + "right": "issue:46693", + "accept": false, + "reason": "Both mention Qwen/transformers regressions, but one is a video-input correctness bug and the other is a long-context FA2 performance regression." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Unrelated: Qwen3-MoE FP8 loading failure vs CLIPTokenizer max_length constant bug." + }, + { + "left": "issue:45538", + "right": "issue:46869", + "accept": false, + "reason": "Tokenizer constant bug vs YOLO multi-GPU device-map failure; no shared underlying code path." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "AutoTokenizer/AutoModel gguf loading issue vs Apple Silicon allocator warmup TypeError." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed training RuntimeError and tokenizer slow/fast inconsistency are different bugs." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "Flash Attention 2 model-specific issue vs missing PyTorch ImportError; not the same problem." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-related, but one is an AddedToken constructor error and the other is a model-specific tokenizer load failure; too indirect to merge." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Different loading paths and symptoms: FP8 config failure vs FSDP CPU RAM efficient loading regression." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "Both touch dtype handling, but one is a BLIP2 loading cast issue and the other is stale config metadata after from_config; not the same bug." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 hidden-states bug and a tokenizer-version regression are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Auto device-map CUDA assert vs Qwen3OmniMoe video processing failure; different code paths." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Packaging/backend dependency issue vs model loading failure for a specific checkpoint." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-input issues in Qwen variants, but the models and reported failures differ too much to treat as the same concrete bug." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Model loading failure vs hub API revision-forwarding CI break; unrelated." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Different vision-model failures: zero probabilities in SigLIP2 vs Perceiver image classification on non-default resolution." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Broad thematic overlap on Qwen video inputs, but the issue details and affected model families are distinct enough that this is not clearly one bug." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Both describe the same Qwen2.5-VL / Qwen video-input position-id regression; 45381 is a narrower manifestation of the same underlying code-path bug." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument during init_empty_weights is unrelated to loading AutoImageProcessor from URL." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token-count tracking and CustomTrainer.compute_loss signature mismatch are separate trainer bugs." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Janus image-generation test failure and Phi-4 multimodal model loading issue are not the same concrete problem." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Different tokenizer regressions with different mechanisms and models; too broad to merge." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed vs Smollm3 RoPE-layer dropping are unrelated model bugs." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "AddedToken special-arg duplication vs Mistral regex patch crash; separate tokenizer internals." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Image-processor dependency regression vs tokenizer regex patch crash; different layers." + }, + { + "left": "issue:43582", + "right": "issue:46821", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError is unrelated to TimesFM window_size AttributeError." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "MobileLLM loading key error vs missing Float8 storage type; different failure modes." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug is unrelated to loading AutoImageProcessor from URL." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "Smollm3 RoPE-layer truncation and Qwen3.5 kernel registration failure are separate issues." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen-related but concern different model families and different rotary-position behavior; not enough to call them the same bug." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The analysis is mostly conservative, but the canonical issue rationale overstates the evidence: issue:44479 is not the earliest concrete regression report in the packet, since issue:43540 predates it. You can still argue 44479 is the broadest Qwen video-input report, but the \u2018earliest\u2019/\u2018subsumes follow-up reports\u2019 phrasing is too strong for the packet alone. The accepted soft edge 44479\u219445381 looks plausible; the rest are suitably cautious." + }, + "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": 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-10000-513", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29870", + "issue:32090", + "issue:41762", + "issue:43452", + "issue:43526", + "issue:43540", + "issue:43577", + "issue:43697", + "issue:43716", + "issue:43720", + "issue:43906", + "issue:44466", + "issue:44488", + "issue:44493", + "issue:44568", + "issue:44625", + "issue:44737", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44936", + "issue:45005", + "issue:45072", + "issue:45200", + "issue:45216", + "issue:45357", + "issue:45405", + "issue:45479", + "issue:45588", + "issue:45600", + "issue:45663", + "issue:45672", + "issue:45674", + "issue:45823", + "issue:45920", + "issue:46050", + "issue:46121", + "issue:46463", + "issue:46468", + "issue:46491", + "issue:46693", + "issue:46701", + "issue:46829", + "issue:46846", + "issue:46899" + ], + "soft_pairs": [ + "issue:45405|issue:45600", + "issue:44737|issue:46463", + "issue:43577|issue:45072", + "issue:43716|issue:46701", + "issue:45823|issue:46463", + "issue:43906|issue:46693", + "issue:44568|issue:46491", + "issue:24643|issue:29870", + "issue:45672|issue:45674", + "issue:44625|issue:44877", + "issue:43540|issue:46693", + "issue:43452|issue:44488", + "issue:43906|issue:46468", + "issue:28282|issue:32090", + "issue:43697|issue:46829", + "issue:45663|issue:46846", + "issue:44913|issue:46121", + "issue:44737|issue:45588", + "issue:43526|issue:45479", + "issue:46463|issue:46899", + "issue:43697|issue:45216", + "issue:45357|issue:45920", + "issue:44466|issue:45005", + "issue:44493|issue:46050", + "issue:43720|issue:44898", + "issue:45200|issue:46463", + "issue:41762|issue:44936" + ], + "prepared_review_unit_hash": "e00862def2aa2c021fa49f61754fa7e68a68f637a92ea45a55c5ac943ada1245", + "component_budget": { + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35889, + "estimated_input_tokens": 8973, + "estimated_eval_tokens": 18202 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: it contains many unrelated bug reports across different models, tokenizers, training paths, quantization paths, and config/serialization issues. I do not see a single underlying duplicate topic, so no canonical issue/PR stands out.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "One is a PEFT version bump/release problem; the other is stale auto_mappings references. Different failure modes and fixes." + }, + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "XLNet CPU device placement bug vs T5 decoder-input validation error message. Unrelated code paths." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both involve dtype mismatches, but they affect different models and different mechanisms." + }, + { + "left": "issue:43716", + "right": "issue:46701", + "accept": false, + "reason": "Mistral-3 preprocessing/model dtype mismatch vs a broken diffusion generation output pipeline. Not the same bug." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 device_map forward mismatch vs T5 decoder validation messaging. Different models and causes." + }, + { + "left": "issue:43906", + "right": "issue:46693", + "accept": false, + "reason": "An isolated reproduction of another issue vs a long-context FA2 performance regression. Not duplicates." + }, + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "Tokenizer special-token handling vs CodeLlama encode/decode leading-space regression. Different tokenizer bugs." + }, + { + "left": "issue:24643", + "right": "issue:29870", + "accept": false, + "reason": "DeepSpeed weight shape error vs Bart generate() unbound variable. Different training/generation paths." + }, + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Both are quantization-related, but one is an unsafe uint8 dtype cast in Gemma4 audio modules; the other is BitsAndBytes skip-module exclusion handling." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3.5 num_labels propagation vs strict config loading for granite_speech. Distinct config issues." + }, + { + "left": "issue:43540", + "right": "issue:46693", + "accept": false, + "reason": "Video input validation in Qwen3OmniMoe vs FA2 long-context performance regression. Unrelated." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Generic gguf_file/from_pretrained breakage vs a specific model load failure for cjvt/sleng-bert. Not enough evidence of the same bug." + }, + { + "left": "issue:43906", + "right": "issue:46468", + "accept": false, + "reason": "Reproduction of an earlier issue vs broken official Nemotron example. Different reported failures." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Missing PyTorch import error vs Trainer broadcast NoneType error. Completely different problems." + }, + { + "left": "issue:43697", + "right": "issue:46829", + "accept": false, + "reason": "RTDetrV2 output regression vs VideoPrism hidden_states field bug. Different models and outputs." + }, + { + "left": "issue:45663", + "right": "issue:46846", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states bug vs Qwen3.5 tensor-parallel plan omission. Different underlying fixes." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "GPTNeoX config reload regression vs rope-validation utility TypeError. Related theme, but not the same defect." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "Device placement bug in XLNet vs flash_attention handling of s_aux=None. Different code paths." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug vs classification loss degeneracy for num_labels=1. Not the same issue." + }, + { + "left": "issue:46463", + "right": "issue:46899", + "accept": false, + "reason": "T5 decoder validation error message vs Gemma4 multimodal 4-bit dtype-cast bug. Different subsystems." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "Model output regression vs Qwen3.5 save_pretrained checkpoint serialization regression. Unrelated." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Qwen3.5 visual encoder key serialization bug vs tokenizer wrong-token-id regression across models. Different components." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but one is device-dependent lm_head serialization while the other is translation-model tied-weight issues; too broad to merge." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Unexpected position-id keys vs quantized-model save/load breakage. Different symptoms and roots." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight loading bug vs Perceiver interpolation failure. Different models and code paths." + }, + { + "left": "issue:45200", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 token-type defaults for text-only tuning vs T5 decoder-input validation text. Not duplicates." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "DeepSpeed ZeRO-3 loading index error vs trainer.evaluate after train regression. Different trainer/model 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": 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-10000-513", + "nodes": [ + "issue:29159", + "issue:33357", + "issue:38175", + "issue:42898", + "issue:43295", + "issue:43452", + "issue:43525", + "issue:43531", + "issue:43577", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43761", + "issue:43819", + "issue:43927", + "issue:43994", + "issue:44361", + "issue:44442", + "issue:44464", + "issue:44568", + "issue:44743", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44857", + "issue:44898", + "issue:44991", + "issue:45356", + "issue:45372", + "issue:45375", + "issue:45542", + "issue:45701", + "issue:45704", + "issue:46170", + "issue:46178", + "issue:46402", + "issue:46491", + "issue:46701", + "issue:46821", + "issue:46829", + "issue:46832", + "issue:46932", + "issue:47000" + ], + "soft_pairs": [ + "issue:43643|issue:45375", + "issue:43688|issue:43749", + "issue:38175|issue:43295", + "issue:44361|issue:44442", + "issue:43653|issue:44361", + "issue:43452|issue:44843", + "issue:43819|issue:44811", + "issue:43994|issue:44898", + "issue:43531|issue:43742", + "issue:44857|issue:47000", + "issue:45372|issue:46170", + "issue:43761|issue:46829", + "issue:29159|issue:33357", + "issue:43525|issue:46701", + "issue:45542|issue:46178", + "issue:46832|issue:46932", + "issue:43688|issue:45704", + "issue:43295|issue:45356", + "issue:43688|issue:45701", + "issue:43653|issue:44568", + "issue:43646|issue:43749", + "issue:43756|issue:46402", + "issue:43452|issue:43577", + "issue:44464|issue:44743", + "issue:43653|issue:43927", + "issue:44821|issue:46821", + "issue:42898|issue:46491", + "issue:44843|issue:44991" + ], + "prepared_review_unit_hash": "6d53be289983dd4b8b15769922da612a483bfebae8eb89c097a90cb76c53214c", + "component_budget": { + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35722, + "estimated_input_tokens": 8931, + "estimated_eval_tokens": 18118 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a heterogeneous set of tokenizer/model regression reports rather than true duplicates. None of the soft pairs look like the same concrete bug. The broadest tokenizer consistency issue is the best representative, but only as an umbrella.", + "confidence": 0.62, + "canonical_issue_reason": "issue:29159 is the broadest, most general tokenizer-behavior report in the set and best matches the recurring slow/fast tokenizer inconsistency theme.", + "canonical_pr_reason": null, + "best_issue_reason": "It works as an umbrella representative for tokenizer-regression discussions, but it is not an exact duplicate of most model-specific items in the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both concern config fields getting lost, but they involve different mechanisms and models: remote-code config loading vs @strict dropping a custom field." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Unrelated bugs: auxiliary-loss normalization versus FSDP CPU-RAM-efficient loading." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Different symptoms and code paths: zero probabilities in SigLIP2 versus processor.tokenizer/image-passing regression." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Both are tokenizer failures, but they are different tokenizers and different failure modes (AttributeError on tasks vs AutoTokenizer load failure)." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "Different concrete bugs in different tokenizers; special-token registration is not the same as the MLukeTokenizer AttributeError." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Separate loading regressions: gguf_file handling versus an unconditional model_info() call in offline mode." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "Unrelated functionality: DAC latent decoding mismatch versus Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Both are vision-model issues, but the affected models and failures differ substantially." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Different models and different errors: sliding_window handling in Qwen3-MoE versus a KeyError loading MobileLLM." + }, + { + "left": "issue:44857", + "right": "issue:47000", + "accept": false, + "reason": "Same broad detector family, but these are different loss crashes with different error conditions and likely different fixes." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Both are dependency/import problems, but they are about different packages and platforms with different root causes." + }, + { + "left": "issue:43761", + "right": "issue:46829", + "accept": false, + "reason": "Both mention hidden_states, but they are different model implementations and different bugs in output plumbing." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Generic tokenizer inconsistency versus a MacOS bus error loading a CLIP community model; not the same bug." + }, + { + "left": "issue:43525", + "right": "issue:46701", + "accept": false, + "reason": "Different issues: missing pad_token_id in a config versus a pipeline failure in DiffusionGemma generation output." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Related backend-inference area, but different backend packages and distinct error paths; not one concrete bug." + }, + { + "left": "issue:46832", + "right": "issue:46932", + "accept": false, + "reason": "Completely different domains: RT-DETR feature-level mismatch versus Gemma4 dtype casting for quantized embedders." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Different model components and failures: auxiliary-loss normalization versus an apex RMSNorm memory leak." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Both are regression reports, but they target different tokenizer/model paths and do not share the same underlying defect." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Unrelated: auxiliary-loss normalization versus a broad tokenization-version-change report." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both concern special tokens, but the concrete bug differs: mask token registration vs BOS/EOS insertion under add_special_tokens." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization regression versus FSDP loading break; different code paths and symptoms." + }, + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "Different model-specific weight/layout problems: RoPE layer dropping versus Sam3 text-encoder weights not loading." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "Tokenizer/loader breakage versus dtype casting on a different multimodal model; no shared code-path bug." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both involve generation/cache behavior, but the models and failure mechanisms are different enough that they should stay separate." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Special-token registration in BigBirdTokenizer is not the same bug as DiaConfig losing custom token IDs after save/load." + }, + { + "left": "issue:44821", + "right": "issue:46821", + "accept": false, + "reason": "Different subsystems: image processor loading from URL versus a TimesFM window_size attribute error." + }, + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "Both are spacing/tokenization regressions, but one is a global clean_up_tokenization_spaces change and the other is a CodeLlama round-trip issue." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading regressions, but they stem from different models and different failure 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": 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-10000-513", + "nodes": [ + "issue:32090", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43611", + "issue:43643", + "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", + "issue:44561", + "issue:44610", + "issue:44625", + "issue:44704", + "issue:44734", + "issue:44964", + "issue:44977", + "issue:45290", + "issue:45405", + "issue:45440", + "issue:45491", + "issue:45584", + "issue:46002", + "issue:46050", + "issue:46612", + "issue:46693", + "issue:46846", + "issue:47013" + ], + "soft_pairs": [ + "issue:44479|issue:44625", + "issue:33666|issue:36010", + "issue:43761|issue:47013", + "issue:44466|issue:46050", + "issue:32090|issue:33666", + "issue:44484|issue:44704", + "issue:41720|issue:44464", + "issue:43688|issue:45440", + "issue:44977|issue:46693", + "issue:44464|issue:44977", + "issue:44734|issue:46612", + "issue:43504|issue:43550", + "issue:33666|issue:36331", + "issue:43262|issue:43295", + "issue:43278|issue:43688", + "issue:43504|issue:43720", + "issue:43782|issue:46693", + "issue:43611|issue:46846", + "issue:45491|issue:46002", + "issue:43577|issue:44554", + "issue:43720|issue:43927", + "issue:43606|issue:43927", + "issue:43504|issue:44610", + "issue:44514|issue:45290", + "issue:44964|issue:45405", + "issue:43525|issue:43572", + "issue:43643|issue:44561", + "issue:43720|issue:44361", + "issue:44625|issue:45584", + "issue:43493|issue:43825" + ], + "prepared_review_unit_hash": "57a92c9078b26be4b254203111b8223636e72b82623d7ffd3e1338fcaf01689f", + "component_budget": { + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36964, + "estimated_input_tokens": 9241, + "estimated_eval_tokens": 18738 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: most items are distinct model-specific regressions, config bugs, or generation/loading issues rather than duplicates. I found no soft-edge pair that clearly shares the same concrete underlying bug or fix path.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:46693 is the strongest anchor for the cluster because it has the highest activity, is still open, and is a clearly scoped regression report with broad impact (FA2 + long-context generation).", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Both are Qwen-related, but one is a video-input regression and the other is a num_labels propagation bug; different code paths and fixes." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU training for Qwen2-VL is unrelated to the GenerationMixin import error; different subsystems and failure modes." + }, + { + "left": "issue:43761", + "right": "issue:47013", + "accept": false, + "reason": "Both are runtime crashes, but one is CLIP vision hidden-states handling and the other is xLSTM return_last_states unpacking; not the same bug." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Both involve save/load behavior, but one is tied lm_head serialization and the other is quantized sinq model reload; not the same underlying defect." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer GPU broadcast NoneType and Qwen2-VL multi-GPU training are separate distributed-training problems." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "One is about default shard size in save_pretrained, the other about AutoProcessor not forwarding kwargs to cached_file; unrelated." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Auto device mapping cuda assert and chunked generation compiled-forward inconsistency affect different execution paths." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Both touch MoE models, but the first is auxiliary-loss normalization and the second is a DeepSeekV3MoE implementation divergence; different fixes." + }, + { + "left": "issue:44977", + "right": "issue:46693", + "accept": false, + "reason": "Both mention generation and attention, but one is a Qwen3.5 flash-attention correctness issue while the other is a long-context performance regression." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Compiled-forward chunked generation mismatch is not the same as Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:44734", + "right": "issue:46612", + "accept": false, + "reason": "KV-cache continuation indexing in serve and beam-search cache reorder skipping are distinct generation bugs with different code paths." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Beit pretrained loading via legacy field and Bamba torch.compile SDPA failure are unrelated." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Qwen2-VL multi-GPU training is not the same as CustomTrainer.compute_loss signature mismatch." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Both involve processor behavior, but one is audio sampling-rate defaults and the other is a regression around processor.tokenizer/image passing." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Embedding dtype drift on evaluate and MoE auxiliary-loss normalization are unrelated bugs." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Beit legacy-field loading and BitNet packed-weight unpacking during accelerate loading are different model-loading issues." + }, + { + "left": "issue:43782", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3VL weight_only loading failure is a model-load issue, not the FA2 long-context generation performance regression." + }, + { + "left": "issue:43611", + "right": "issue:46846", + "accept": false, + "reason": "Base_model_prefix compatibility and missing linear_attn entries in tensor-parallel plans are separate v5 regressions." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Gemma3 sliding-window NaNs on GPU and classification-head NaNs after checkout/init do not share the same failure mechanism." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Blip2 dtype mismatch and the MPS attention correctness issue are different problems." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "BitNet accelerate-loading unpacking and DiaConfig token-id persistence are unrelated serialization/loading bugs." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch for bark-small and DiaConfig save/load token-ID loss are not the same bug." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Beit legacy-field loading and OmDet-Turbo processor/model input-size mismatch are unrelated." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both are chat-template crashes, but one is batched padding handling and the other is assistant tool-call/no-content handling; different edge cases." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Phi-4 multimodal loading failure and MIN_PEFT_VERSION bump are not the same underlying issue." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config and missing pad_token_idx in StableLmConfig are similar but model-specific config omissions, not one shared bug." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "AutoConfig trust_remote_code missing fields and removal of is_torch_fx_available breaking trust_remote_code models are separate compatibility regressions." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet packed-weight loading and MLukeTokenizer task AttributeError do not share a concrete fix path." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription generation after align_special_tokens are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 HF-vs-JAX discrepancy and pipeline translation-task error messaging are entirely different problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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-10000-513", + "nodes": [ + "issue:28218", + "issue:33357", + "issue:33666", + "issue:39692", + "issue:42796", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43452", + "issue:43493", + "issue:43504", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44291", + "issue:44361", + "issue:44451", + "issue:44466", + "issue:44488", + "issue:44554", + "issue:44568", + "issue:44589", + "issue:44792", + "issue:44843", + "issue:44849", + "issue:44977", + "issue:45245", + "issue:45357", + "issue:45405", + "issue:45520", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46050", + "issue:46192", + "issue:46209", + "issue:46365", + "issue:46489", + "issue:46710", + "issue:46821", + "issue:46832" + ], + "soft_pairs": [ + "issue:44977|issue:46209", + "issue:44554|issue:46365", + "issue:45823|issue:46050", + "issue:28218|issue:33357", + "issue:43452|issue:44451", + "issue:43994|issue:46192", + "issue:39692|issue:43295", + "issue:42796|issue:44977", + "issue:43493|issue:43844", + "issue:43278|issue:43844", + "issue:43646|issue:44466", + "issue:43278|issue:43701", + "issue:46209|issue:46710", + "issue:44568|issue:46489", + "issue:33357|issue:33666", + "issue:44849|issue:46209", + "issue:44792|issue:45405", + "issue:43927|issue:44361", + "issue:43575|issue:45405", + "issue:44568|issue:45812", + "issue:43824|issue:44589", + "issue:44488|issue:44843", + "issue:44849|issue:45357", + "issue:43572|issue:44291", + "issue:44589|issue:45520", + "issue:46821|issue:46832", + "issue:43504|issue:43606", + "issue:43334|issue:45759", + "issue:45245|issue:46710" + ], + "prepared_review_unit_hash": "6e56ef224491ab128ce2b0acf4d32ca3b8b078de16184cb4293a64dda4e3b036", + "component_budget": { + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35926, + "estimated_input_tokens": 8982, + "estimated_eval_tokens": 18220 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All proposed soft edges look like false positives: they share only broad themes such as tokenizers, model loading, or version regressions, but not the same concrete bug. No PRs are present.", + "confidence": 0.94, + "canonical_issue_reason": "No true duplicate cluster is evident from the proposed pairs, so there is no safe canonical issue across this set. If a representative standalone issue must be named, issue:45812 is the clearest high-signal report, but it does not duplicate the others.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the strongest standalone issue in the batch: a concrete, reproducible tokenizer regression with clear impact and inbound references.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Different bugs: Qwen3.5 flash-attention generation failure vs FP8/B200 inference incompatibility." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "MPS attention correctness issue and Trainer import failure from datasets are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Device-mismatch during forward and quantized save/load corruption are separate code paths." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer spacing behavior and a MacOS bus error in a CLIP model are not the same bug." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "gguf_file loading API break and inability to load a specific BERT model have different causes." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 wrong outputs and return_tensors being ignored with text_kwargs are unrelated behaviors." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Documentation example errors and processor.tokenizer/image-passing regression are different failures." + }, + { + "left": "issue:42796", + "right": "issue:44977", + "accept": false, + "reason": "Ministral BPE marker handling and Qwen3.5 flash-attention generation are distinct tokenizer/model issues." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and DeepSpeed gradient growth are unrelated problems." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype drift in evaluate does not match the ZeRO-3 gradient anomaly." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model init breakage and lm_head serialization inconsistency are different bugs." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Eval dtype change and resume checkpoint key mismatch do not share a concrete root cause." + }, + { + "left": "issue:46209", + "right": "issue:46710", + "accept": false, + "reason": "FP8 inference failure on B200 and a DeepSeek accuracy regression after upgrade are separate issues." + }, + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "Both involve tokenizers, but they affect different models and different special-token/BPE paths." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "MacOS bus error and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Hidden-states bug in Qwen3.5 is unrelated to FP8/B200 inference failure." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "A failed janus test and a PEFT version bump are not the same underlying bug." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "DiaConfig save/load token-ID loss and MLukeTokenizer task AttributeError are different model-specific issues." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Tensor-parallel OOM and an unreleased PEFT dependency update are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Different tokenizer regressions on different models; no shared concrete code-path bug." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "ImportError for Qwen2_5_VLForConditionalGeneration and Float8 storage lookup failure are unrelated." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Model loading failure for one model and offline mistral-regex network access are different breakages." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3.5 hidden-states behavior and incorrect visual encoder key serialization are separate regressions." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig and unexpected _is_hf_initialized arg handling are different 5.0 compatibility issues." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage lookup and flash_attn import_utils KeyError are unrelated import/type failures." + }, + { + "left": "issue:46821", + "right": "issue:46832", + "accept": false, + "reason": "TimesFM window_size AttributeError and RT-DETR forward TypeError are different model bugs." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "BEiT legacy-field loading and CPU offload device mismatch are unrelated." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both touch multimodal Qwen configs, but one is a missing pad_token_id field and the other is text_config unwrapping in from_config; different fixes." + }, + { + "left": "issue:45245", + "right": "issue:46710", + "accept": false, + "reason": "Category-count limit error and an accuracy regression after upgrade 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": 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-10000-513", + "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:43493", + "issue:43504", + "issue:43572", + "issue:43606", + "issue:43653", + "issue:43696", + "issue:43701", + "issue:43844", + "issue:43873", + "issue:43937", + "issue:43994", + "issue:44112", + "issue:44464", + "issue:44493", + "issue:44554", + "issue:44869", + "issue:44964", + "issue:45072", + "issue:45084", + "issue:45200", + "issue:45229", + "issue:45446", + "issue:45520", + "issue:45584", + "issue:45588", + "issue:45823", + "issue:46050", + "issue:46285", + "issue:46369", + "issue:46399", + "issue:46701", + "issue:46752", + "issue:46832", + "issue:46846" + ], + "soft_pairs": [ + "issue:44493|issue:46285", + "issue:43257|issue:43299", + "issue:43334|issue:43572", + "issue:43504|issue:43653", + "issue:43606|issue:44112", + "issue:46399|issue:46846", + "issue:45072|issue:46832", + "issue:43873|issue:46050", + "issue:44464|issue:45584", + "issue:43994|issue:44493", + "issue:43844|issue:44964", + "issue:29159|issue:32090", + "issue:45588|issue:46050", + "issue:29942|issue:30333", + "issue:44869|issue:46752", + "issue:42490|issue:43696", + "issue:45229|issue:45823", + "issue:45200|issue:45229", + "issue:43937|issue:46701", + "issue:45084|issue:45520", + "issue:28218|issue:34567", + "issue:43065|issue:46369", + "issue:15354|issue:38175", + "issue:43493|issue:43701", + "issue:44554|issue:45446" + ], + "prepared_review_unit_hash": "6b03375cf1bf495f07b81f58fd027a7611eaf8566c2a885382cf641893b9532e", + "component_budget": { + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 25, + "serialized_chars": 34587, + "estimated_input_tokens": 8647, + "estimated_eval_tokens": 17550 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is a heterogeneous mix of unrelated model-loading, tokenizer, training, and CI issues. None of the proposed soft pairs look like true duplicates or the same underlying fix.", + "confidence": 0.94, + "canonical_issue_reason": "issue:43873 is the most active and broadly scoped report in the set, with the strongest discussion and inbound reference signal, so it is the best anchor among otherwise unrelated issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the most representative issue to keep as the cluster anchor, but only as a loose representative because the cluster does not form a coherent duplicate family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Different bugs: one is a positional-id key warning across many models, the other is a CLIP class structure regression." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen3 MoE loading, but they describe different failure modes and code paths, not the same concrete bug." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both are missing config fields after an update, but on different models and different attributes; not the same issue." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Unrelated subsystems: pretrained model loading vs tokenizer special-token registration." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "One is a real device-mismatch bug in Bark offload, the other is a GraniteSpeech CI test issue." + }, + { + "left": "issue:46399", + "right": "issue:46846", + "accept": false, + "reason": "Same model family, but different problems: kernel registration crash vs tensor-parallel plan gaps causing OOM/shape errors." + }, + { + "left": "issue:45072", + "right": "issue:46832", + "accept": false, + "reason": "Different models and different failure classes: dtype mismatch vs backbone-feature count mismatch." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Both touch quantization/offloading, but one is about offload behavior and the other about save/load persistence after quantization." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Different code paths and symptoms: compiled-forward chunked generation vs Whisper empty-transcription handling." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "Different model-specific inference bugs; no shared underlying code-path problem is evident." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "Different topics: ZeRO-3 gradient behavior vs a Phi-4 multimodal loading regression." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency and Trainer broadcast TypeError are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "Flash-attention aux-state crash and quantized save/load breakage are different bugs." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "CI flash-attention failures and MLflow reporting on job failure are unrelated." + }, + { + "left": "issue:44869", + "right": "issue:46752", + "accept": false, + "reason": "Both are empty/trailing-input edge cases, but they affect different APIs and code paths." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "A path-parsing warning is not the same as a CUDA OOM issue." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4 inference issues, but one is OOM from scale and the other is a device placement mismatch." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Text-only mm_token_type_ids handling is unrelated to multi-GPU CUDA OOM." + }, + { + "left": "issue:43937", + "right": "issue:46701", + "accept": false, + "reason": "GenerationConfig validation and image-text pipeline failure are distinct bugs." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Compilation error for non-template nodes and Python 3.13 flash_attn import KeyError are unrelated." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer spacing behavior and TrainerState token counting are different features." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "SAM3 dummy layer construction and SAM3 memory overflow are not the same concrete bug." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript generator-expression export failure and SigLIP2 zero-probability outputs are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and resume-from-checkpoint key mismatch are different problems." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness and a PyTorch version check bug in flex_attention are separate code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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-10000-513", + "nodes": [ + "issue:28218", + "issue:29870", + "issue:29942", + "issue:35141", + "issue:37428", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43232", + "issue:43295", + "issue:43450", + "issue:43493", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43575", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43957", + "issue:44186", + "issue:44423", + "issue:44466", + "issue:44521", + "issue:44610", + "issue:44734", + "issue:44849", + "issue:44977", + "issue:44987", + "issue:45072", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45381", + "issue:45406", + "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:41720|issue:46710", + "issue:44423|issue:44734", + "issue:44977|issue:46701", + "issue:37428|issue:43957", + "issue:43295|issue:43450", + "issue:44977|issue:46710", + "issue:45072|issue:45198", + "issue:45406|issue:46121", + "issue:45588|issue:45759", + "issue:43540|issue:45200", + "issue:43295|issue:43873", + "issue:43572|issue:46821", + "issue:44186|issue:46192", + "issue:43295|issue:44610", + "issue:45823|issue:46192", + "issue:43450|issue:43575", + "issue:43550|issue:43844", + "issue:29870|issue:29942", + "issue:45520|issue:46178", + "issue:43572|issue:44987", + "issue:37428|issue:43824", + "issue:45200|issue:45823", + "issue:42490|issue:43493", + "issue:39692|issue:46192", + "issue:43232|issue:44849", + "issue:43295|issue:43493", + "issue:44521|issue:45290", + "issue:42915|issue:43824", + "issue:45381|issue:46209", + "issue:44466|issue:45127", + "issue:28218|issue:35141" + ], + "prepared_review_unit_hash": "8aebb1528048f76da0c9508f031f8967d630982fac0169d70a1cc3ef2a57d3fb", + "component_budget": { + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37302, + "estimated_input_tokens": 9326, + "estimated_eval_tokens": 18908 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the issues span unrelated tokenizer, generation, serving, multimodal, loading, quantization, and backend-import bugs. I don't see any true duplicate pairs among the suggested soft edges, so there is no strong canonical issue or PR in this set.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41720", + "right": "issue:46710", + "accept": false, + "reason": "Different problems: one is an auto device-mapping CUDA assert on A800, the other is an accuracy regression after a Transformers upgrade." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both involve serve crashes, but the failures are different code paths and errors: continuous batching multimodal AttributeError vs KV-cache continuation tensor indexing." + }, + { + "left": "issue:44977", + "right": "issue:46701", + "accept": false, + "reason": "Different model/features and failure modes: flash-attention generation bug for Qwen3.5 vs an image-text-to-text pipeline issue in DiffusionGemmaGenerationOutput." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Unrelated: missing flash_attention_utils import vs model loading with torch.device('meta') breaking some models." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Different regression surfaces: processor.tokenizer/image-tokenizer regression vs video processor output shape mismatch for batched inputs." + }, + { + "left": "issue:44977", + "right": "issue:46710", + "accept": false, + "reason": "Different bug classes: flash-attention generation failure vs model accuracy regression after version change." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "Different subsystems and symptoms: dtype mismatch in bfloat16 inference vs Wav2Vec2 save_pretrained/tokenization failure." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Completely different issues: Gemma4Processor _tokenizer AttributeError in serve vs rope-validation TypeError on JSON-loaded list." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Different bugs: flash_attention integration crashes on s_aux=None vs AutoModelForCausalLM.from_config not unwrapping text_config." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Different multimodal issues: video processing ValueError in Qwen3OmniMoe vs missing mm_token_type_ids default in Gemma 4 fine-tuning." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Different problem domains: processor/tokenizer regression vs offloading behavior with quantization." + }, + { + "left": "issue:43572", + "right": "issue:46821", + "accept": false, + "reason": "Different models and failures: StableLmConfig missing pad_token_idx vs TimesFM window_size AttributeError." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "Different tokenizer bugs: LayoutLMv2 NER/padding crash vs return_tensors being ignored when text_kwargs is passed." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Not the same bug: tokenizer/processor regression involving processor.tokenizer and images vs OmDet-Turbo image size mismatch." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Unrelated: Gemma4 PLE device mismatch under device_map='auto' vs return_tensors handling in processor kwargs." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Different symptoms and components: video processor batched-shape bug vs tensor-parallel OOM when loading a large Qwen2 model." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "Different training/runtime issues: torch.compile SDPA failure on Bamba vs abnormal gradient growth with DeepSpeed ZeRO-3." + }, + { + "left": "issue:29870", + "right": "issue:29942", + "accept": false, + "reason": "Unrelated failures: Bart generate() decoder_attention_mask assignment bug vs Flash Attention 2 tests failing." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "Different import/backend issues: flash_attn KeyError on Python 3.13 vs tensorflow_text backend mapping error." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "Different loading/configuration failures: missing pad_token_idx in StableLmConfig vs failure loading physical-intelligence/fast." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Different import errors for different symbols and models; they do not describe the same broken code path." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Different Gemma 4 problems: defaulting mm_token_type_ids for text-only fine-tuning vs PLE device mismatch in forward." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "No overlap in underlying bug: local-path import warning with trailing slash vs SigLIP2 implementation discrepancy." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "Different issue scope: SigLIP2 documentation/model mismatch vs a processor return_tensors keyword bug." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Different generation bugs: model_kwargs update after sync_gpus vs output_hidden_states behavior in Qwen3.5." + }, + { + "left": "issue:43295", + "right": "issue:43493", + "accept": false, + "reason": "Different models and failure modes: custom model code accessing processor.tokenizer vs SigLIP2 HF/JAX discrepancy." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both involve chat templates, but one is all-zero assistant masks for multimodal inputs while the other crashes on tool-call assistant messages without content." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Different problems: FineGrainedFP8Config failure in Qwen3Moe vs Qwen2_5_VL import error." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Different hardware/model issues: Qwen2.5-VL video vision_position_ids bug vs FP8 inference failure on B200." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Different serialization/training concerns: inconsistent lm_head.weight serialization in v5 vs LoRA merge collapse with extended vocabulary." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Different tokenizer/model issues: extra space after added token vs output embedding reinitialized after resizing token embeddings." + } + ] + }, + "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-10000-513", + "nodes": [ + "issue:38175", + "issue:41720", + "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:44206", + "issue:44442", + "issue:44561", + "issue:44610", + "issue:44737", + "issue:44792", + "issue:44857", + "issue:44898", + "issue:45083", + "issue:45198", + "issue:45200", + "issue:45325", + "issue:45412", + "issue:45563", + "issue:45584", + "issue:45593", + "issue:46192", + "issue:46209", + "issue:46234", + "issue:46285", + "issue:46512", + "issue:46821", + "issue:46894", + "issue:46899", + "issue:46932" + ], + "soft_pairs": [ + "issue:43278|issue:43856", + "issue:43824|issue:43975", + "issue:44737|issue:46894", + "issue:43452|issue:46512", + "issue:43653|issue:44112", + "issue:43262|issue:43450", + "issue:43950|issue:46285", + "issue:44442|issue:45198", + "issue:43334|issue:43525", + "issue:45200|issue:46899", + "issue:43526|issue:46192", + "issue:44898|issue:45412", + "issue:45200|issue:46932", + "issue:44792|issue:45563", + "issue:43819|issue:44112", + "issue:45200|issue:45325", + "issue:43335|issue:43550", + "issue:44561|issue:46234", + "issue:41720|issue:46209", + "issue:44610|issue:44857", + "issue:43827|issue:43901", + "issue:43819|issue:45083", + "issue:44857|issue:45593", + "issue:43388|issue:43526", + "issue:46512|issue:46821", + "issue:43606|issue:45083", + "issue:44206|issue:45584", + "issue:38175|issue:45412" + ], + "prepared_review_unit_hash": "fae44aef7348ad27ac1a4e8a63bf7a3b5909767912506576b858eba986a9f4f1", + "component_budget": { + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35833, + "estimated_input_tokens": 8959, + "estimated_eval_tokens": 18174 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Nearly all candidate pairs are unrelated bugs or docs/test regressions. The only clear duplicate-like match is the Gemma4 quantized multimodal embedder dtype-casting issue (#46899/#46932).", + "confidence": 0.9, + "canonical_issue_reason": "#46932 is the best canonical issue: it is the clearest fix-oriented statement of the same Gemma4 quantized vision/audio embedder dtype-casting bug and directly overlaps with #46899.", + "canonical_pr_reason": null, + "best_issue_reason": "#46932 is the strongest issue to anchor the cluster because it names the concrete code-path and represents the only true duplicate pair in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Different bugs: eval-time dtype drift vs Qwen3 MoE training memory usage." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Different model failures: Qwen2.5-VL import error vs DeepSeek-Coder detokenization." + }, + { + "left": "issue:44737", + "right": "issue:46894", + "accept": false, + "reason": "Unrelated code paths: XLNet CPU arange placement vs CohereASR loss shifting." + }, + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "Different issues: gguf_file loading regression vs stale config.dtype after from_config()." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "Tokenizer special-token registration bug vs GraniteSpeech stale device override test." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Different processors and failures: audio chat-template sample rate vs batched video shape handling." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Different problems: non-persistent buffer loading corruption vs CLIP text model structural inconsistency." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizer/model failures: FastSpeech2Conformer load vs Wav2Vec2 save/tokenization." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both are pad_token_id AttributeErrors, but they involve different config classes and models, so not the same concrete bug." + }, + { + "left": "issue:45200", + "right": "issue:46899", + "accept": false, + "reason": "Different Gemma4 issues: missing mm_token_type_ids default vs quantization dtype-cast corruption." + }, + { + "left": "issue:43526", + "right": "issue:46192", + "accept": false, + "reason": "Different processors and semantics: BEiT label reduction vs return_tensors being ignored with text_kwargs." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Unrelated failures: Perceiver non-default resolution vs RT-DETR memory not released." + }, + { + "left": "issue:45200", + "right": "issue:46932", + "accept": false, + "reason": "Different bugs in Gemma4: text-only mm_token_type_ids defaulting vs quantized embedder dtype casting." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Different generation test/regression issues with no shared concrete code path." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "Different components: DAC latent reconstruction mismatch vs GraniteSpeech stale device override test." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Different multimodal bugs: Gemma4 token-type ids vs Qwen2.5-VL rope index scaling." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "Different bugs in different models: SwitchTransformers sparse-layer creation vs Bamba torch.compile+SDPA failure." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Different missing utility regressions affecting different model families; not the same fix." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Both are hardware/runtime failures, but they are distinct device-specific issues on different models and accelerators." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Different subsystems: OmDet-Turbo processor sizing vs LwDetrImageLoss AMP crash." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs cleanup around old pipeline APIs, but they target different docs/pages and different API references." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "Different helper/pathology: DAC from_latents mismatch vs qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Different loss/training bugs in unrelated models." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Different label-handling bugs in different processors and code paths." + }, + { + "left": "issue:46512", + "right": "issue:46821", + "accept": false, + "reason": "Different config/runtime issues: stale dtype metadata vs TimesFM window_size AttributeError." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "Different failures: CPU offload device mismatch vs qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Different audio/model problems: unsupported feature-extractor arg vs Whisper empty-transcription generation failure." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Different issues: SigLIP2 zero probabilities vs RT-DETR memory cleanup." + }, + { + "left": "issue:46899", + "right": "issue:46932", + "accept": true, + "reason": "Both describe the same Gemma4 quantized vision/audio embedder dtype-casting bug; one is the symptom report and the other is the fix-oriented duplicate." + } + ] + }, + "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-10000-513", + "nodes": [ + "issue:28218", + "issue:28282", + "issue:29127", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "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:44351", + "issue:44448", + "issue:44466", + "issue:44493", + "issue:44514", + "issue:44521", + "issue:44743", + "issue:44855", + "issue:44857", + "issue:45083", + "issue:45290", + "issue:45520", + "issue:45588", + "issue:45593", + "issue:45759", + "issue:45859", + "issue:46170", + "issue:46285", + "issue:46326", + "issue:46424", + "issue:46431", + "issue:46566", + "issue:46858" + ], + "soft_pairs": [ + "issue:37428|issue:43425", + "issue:45759|issue:46285", + "issue:43335|issue:43653", + "issue:46424|issue:46858", + "issue:28282|issue:33357", + "issue:29942|issue:32090", + "issue:43611|issue:44466", + "issue:43335|issue:43504", + "issue:43550|issue:44112", + "issue:44855|issue:45083", + "issue:45520|issue:46170", + "issue:44448|issue:44743", + "issue:37428|issue:44351", + "issue:43335|issue:45083", + "issue:43335|issue:44112", + "issue:43335|issue:45593", + "issue:45290|issue:46326", + "issue:43278|issue:43825", + "issue:44514|issue:44521", + "issue:34689|issue:35141", + "issue:45588|issue:45859", + "issue:42490|issue:43854", + "issue:29127|issue:32090", + "issue:43819|issue:44493", + "issue:39692|issue:43526", + "issue:46431|issue:46566", + "issue:43606|issue:44857", + "issue:43720|issue:44112", + "issue:39692|issue:44493", + "issue:28218|issue:32090" + ], + "prepared_review_unit_hash": "8a30211c1102599c0fbfdbcf76708f00cb75dd16c5a418b3e214f1fc1aa9a1f5", + "component_budget": { + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37138, + "estimated_input_tokens": 9285, + "estimated_eval_tokens": 18826 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous issue cluster with a few loose topical overlaps (especially chat-template and loading/compatibility bugs), but no pair looks like the same underlying bug/change. I would keep one high-signal user-facing issue as the representative, but treat the soft edges as separate reports.", + "confidence": 0.31, + "canonical_issue_reason": "issue:44521 is the strongest representative candidate: it has clear user impact, active discussion, and a concrete reproducible API bug in a high-traffic area (chat templating for multimodal inputs).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the best standalone issue to retain because it is specific, well-scoped, and has the most engagement among the candidates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Both are compatibility/import failures, but one is a missing flash-attention symbol and the other is a Torch 2.10 incompatibility; different root causes and code paths." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Both involve model/config structure, but one is Qwen multimodal config unwrapping and the other is CLIP class structure inconsistency; not the same bug." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and BigBirdTokenizer special-token registration are unrelated subsystems and failures." + }, + { + "left": "issue:46424", + "right": "issue:46858", + "accept": false, + "reason": "Cache max-length handling for quantized cache and device-tensor seq-length arithmetic in static cache are distinct cache bugs." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "PyTorch-missing ImportError vs MacOS bus error on a community CLIP model; different environments and failure modes." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures and Trainer _gpu_broadcast_one NoneType handling are different problems." + }, + { + "left": "issue:43611", + "right": "issue:44466", + "accept": false, + "reason": "Both relate to v5 loading/weights behavior, but one is base_model_prefix loading breakage and the other is device-dependent lm_head serialization; not mergeable as one fix." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Sparse encoder-layer config bug in SwitchTransformers vs BEiT legacy-field load failure; different models and causes." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba and a stale CI device-override test in GraniteSpeech are unrelated." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 torch.jit parsing/import failure vs qwen3_omni_moe feature-length helper behavior; different code paths." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "flash_attn import key error on Python 3.13 and Windows ROCm torch.distributed dependency issues are separate environment/import problems." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Pegasus v4/v5 output difference and Qwen3.5 modular recurrent-state reset are unrelated model-behavior bugs." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Missing flash-support helper and cannot import HybridCache are both import errors, but for different symbols and modules." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "SwitchTransformers config bug and qwen3_omni_moe length helper bug do not share an underlying implementation issue." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "Config creation bug vs CI test flake; no shared code-path problem." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "SwitchTransformers sparse-layer misconfiguration and D-FINE auxiliary-loss omission are different model bugs." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Both are chat-template related, but one is a crash on assistant messages with tool calls and no content, while the other is continue_final_message behavior for mistral_common tokenizers; distinct bugs." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype drift during evaluate and a pipeline error message for unsupported translation tasks are unrelated." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both involve apply_chat_template, but one crashes on batched input with padding=False and the other returns zero assistant masks for multimodal inputs; separate defects." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Model loading regression for Llama 3.2 Vision and post_init reinitializing output embeddings after resize are different weight-loading/initialization issues." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "flash_attention integration crash on sink-less models vs CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding; different failure points." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Local-path slash import warning and GLM-4.7-Flash unit-test loading failure are not the same issue." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMv3 error messaging for insufficient boxes and Trainer GPU broadcast NoneType error are unrelated." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC latent reconstruction mismatch and unexpected position-id key warnings are distinct model/runtime behaviors." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "SigLIP2 docs/example errors and BeitImageProcessorFast label reduction bug are unrelated." + }, + { + "left": "issue:46431", + "right": "issue:46566", + "accept": false, + "reason": "Missing chat template on a processor and DiffusionGemma staying on meta device with device_map=auto are different loading/configuration issues." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch for bark-small and float16 AMP crash in LwDetrImageLoss are separate device/dtype bugs." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "BitNet packed-weight unpacking during accelerate loading and a GraniteSpeech stale CI device-override test do not match." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "Doc/example mistakes for SigLIP2 and unexpected position-id key issues are different categories of bugs." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer extra-space behavior after added token and Trainer GPU broadcast NoneType error are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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-10000-513", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:26413", + "issue:27957", + "issue:29870", + "issue:29942", + "issue:31501", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:42175", + "issue:42490", + "issue:43278", + "issue:43329", + "issue:43381", + "issue:43550", + "issue:43575", + "issue:43701", + "issue:44206", + "issue:44360", + "issue:44448", + "issue:44464", + "issue:44493", + "issue:44561", + "issue:44617", + "issue:44779", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45127", + "issue:45245", + "issue:45290", + "issue:45310", + "issue:45381", + "issue:45459", + "issue:45478", + "issue:45593", + "issue:45823", + "issue:46234", + "issue:46424", + "issue:46655", + "issue:46697", + "issue:47000" + ], + "soft_pairs": [ + "issue:45310|issue:45478", + "issue:44448|issue:44779", + "issue:44206|issue:45823", + "issue:43701|issue:45083", + "issue:44617|issue:46697", + "issue:26413|issue:31501", + "issue:45127|issue:45245", + "issue:45459|issue:46234", + "issue:42490|issue:43575", + "issue:32090|issue:33357", + "issue:44857|issue:45072", + "issue:45593|issue:47000", + "issue:38175|issue:44493", + "issue:27957|issue:34689", + "issue:43550|issue:45083", + "issue:44464|issue:46424", + "issue:29942|issue:35141", + "issue:29870|issue:32090", + "issue:45290|issue:45381", + "issue:43278|issue:43329", + "issue:10000|issue:15354", + "issue:29870|issue:33290", + "issue:44448|issue:44977", + "issue:45290|issue:46655", + "issue:37428|issue:42175", + "issue:43278|issue:43381", + "issue:44360|issue:44561" + ], + "prepared_review_unit_hash": "77405b4711b4036eaff5e3e203b255ab3915fc832de53ce4373b1c3f28a1e06b", + "component_budget": { + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35706, + "estimated_input_tokens": 8927, + "estimated_eval_tokens": 18110 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly heterogeneous, with issues spanning unrelated models, training, generation, and backend bugs. Only one soft pair looks like a true duplicate: the Qwen3.5 MoE `from_pretrained` regression reported twice.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45310 is the best canonical issue here because it has an almost identical follow-up report (issue:45478) about the same Qwen3.5 MoE `from_pretrained` regression on `transformers>=5.4.0`.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the strongest representative issue in this set: it is concrete, specific, and has the clearest duplicate signal. The rest of the items do not form a single coherent duplicate cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same title, same model family, and same `transformers>=5.4.0` `from_pretrained` failure; this looks like a duplicate report of the same regression." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Both mention v5 regressions, but one is Pegasus output drift and the other is a Deepseek tokenizer bug; different code paths and symptoms." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Different subsystems: audio feature extractor argument handling vs Gemma4 device placement with `device_map=auto`." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "`resume_from_checkpoint` key mismatch is a training-state restore bug; `_get_feat_extract_output_lengths` in qwen3_omni_moe is a model-specific helper issue." + }, + { + "left": "issue:44617", + "right": "issue:46697", + "accept": false, + "reason": "CUDA OOM in Sam3Video and over-padding in Swin2SR are unrelated problems with different root causes." + }, + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Both affect training startup, but one is a resume/epoch iterator failure and the other is a FineWeb SLM startup issue; not the same bug." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA/vocabulary tying collapse and a category-count limit error are unrelated failures." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "One is tokenizer error masking when protobuf is absent; the other is a missing import utility symbol. Different fixes." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Trailing-slash local model import warning is unrelated to tensor-parallel OOM while loading Qwen2-57B." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Unsupported `NoneType` in GPU broadcast and a MacOS bus error with CLIP are different backend/platform issues." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Both involve mixed precision, but one is LwDetr loss under float16 AMP and the other is dtype mismatches in inference for different models." + }, + { + "left": "issue:45593", + "right": "issue:47000", + "accept": false, + "reason": "D-FINE missing auxiliary losses and RTDetr loss infeasible cost matrix are distinct detection-training bugs." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Unexpected zero probabilities in siglip2-base-patch16-224 is unrelated to unexpected key warnings about position ids." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta and Llama 3.2 model loading breakage are different issues." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile + SDPA failure in Bamba and a multimodal feature-length helper bug are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is not the same as cache-length handling limited to Quantized Cache." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Failing Flash Attention 2 tests and embedding reinitialization after resizing are unrelated code paths." + }, + { + "left": "issue:29870", + "right": "issue:32090", + "accept": false, + "reason": "Bart `generate()` unbound local error and `_gpu_broadcast_one` unsupported type error are different failures." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat-template tool-call crash and Qwen2.5-VL video `vision_position_ids` bug are separate multimodal issues." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "BF16-to-FP32 evaluation dtype change and undefined video-branch helpers in multimodal token counting are unrelated." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "German DistilBertModel error and TorchScript generator-expression export failure are unrelated legacy issues." + }, + { + "left": "issue:29870", + "right": "issue:33290", + "accept": false, + "reason": "Bart generation crash and Adafactor/deepspeed OOM are different problems." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus output differences and Qwen3.5 flash-attention generation issues are not the same bug." + }, + { + "left": "issue:45290", + "right": "issue:46655", + "accept": false, + "reason": "Chat-template tool-call handling and SmolVLM video padding are unrelated preprocessing bugs." + }, + { + "left": "issue:37428", + "right": "issue:42175", + "accept": false, + "reason": "Missing `_flash_supports_window_size` import and TensorFlow absent from `.[torch]` installs are separate packaging issues." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Evaluation dtype change and gradient checkpointing disallowed in eval mode are different runtime behaviors." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer activation bug and removal of `is_torch_fx_available` breaking trust-remote-code models are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The duplicate call on issue:45310 / issue:45478 is well supported by the identical title, same model family, and same transformers>=5.4.0 from_pretrained regression. The rest of the pairs are reasonably treated as unrelated, and there is no overstatement of evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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-10000-513", + "nodes": [ + "issue:25251", + "issue:29127", + "issue:29870", + "issue:29942", + "issue:30064", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:39692", + "issue:40444", + "issue:41720", + "issue:42490", + "issue:43278", + "issue:43381", + "issue:43526", + "issue:43575", + "issue:43611", + "issue:43701", + "issue:43873", + "issue:43927", + "issue:43976", + "issue:44186", + "issue:44361", + "issue:44448", + "issue:44466", + "issue:44561", + "issue:44568", + "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:45920", + "issue:46121", + "issue:46192", + "issue:46399", + "issue:46421", + "issue:46858" + ], + "soft_pairs": [ + "issue:45920|issue:46192", + "issue:44855|issue:46399", + "issue:40444|issue:43526", + "issue:32090|issue:33290", + "issue:44977|issue:45229", + "issue:43927|issue:45698", + "issue:42490|issue:43873", + "issue:46421|issue:46858", + "issue:43873|issue:45229", + "issue:25251|issue:32090", + "issue:44448|issue:44466", + "issue:43381|issue:43701", + "issue:43976|issue:45440", + "issue:44871|issue:44977", + "issue:29127|issue:34567", + "issue:33357|issue:39692", + "issue:43278|issue:43575", + "issue:45588|issue:45823", + "issue:44561|issue:44779", + "issue:44568|issue:45491", + "issue:41720|issue:45229", + "issue:44186|issue:45198", + "issue:44361|issue:45198", + "issue:45198|issue:45803", + "issue:43611|issue:46121", + "issue:44977|issue:45563", + "issue:29870|issue:34689", + "issue:29942|issue:30064" + ], + "prepared_review_unit_hash": "cfaa260ab22f6180a7b63841e7cf45a1e621ae28d2ac338a6b06a7e91e92c7e4", + "component_budget": { + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36384, + "estimated_input_tokens": 9096, + "estimated_eval_tokens": 18448 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very heterogeneous: most items are distinct bug reports spanning tokenizers, cache/attention, training, loading, and docs. I do not see any strong duplicate pairs, so the safest canonical anchor is the broad v5 tokenizer regression issue.", + "confidence": 0.41, + "canonical_issue_reason": "issue:45920 is the broadest, most representative bug report in the set: it describes a v5 AutoTokenizer regression affecting multiple models, which makes it the best cluster anchor among otherwise unrelated issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the best overall issue candidate because it is high-level, user-impacting, and broad enough to summarize the most plausible shared regression theme in this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Tokenizer ID regression across several models vs return_tensors being ignored when text_kwargs is passed; different behavior and code path." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Python import/IndentationError from decorator/comment parsing vs missing decorator registration for rotary embedding; unrelated failures." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Multi-image IterableDataset finetuning failure vs BeitImageProcessorFast reduce_labels bug; different subsystems and symptoms." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer NoneType broadcast error vs deepspeed/adafactor OOM; not the same underlying bug." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation failure vs multi-GPU CUDA OOM; only broad model-family overlap." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Lost custom token IDs after save/load vs wrong custom module loaded after save_pretrained; both serialization-related but distinct defects." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Trailing-slash import warning vs quantization offloading not working; unrelated." + }, + { + "left": "issue:46421", + "right": "issue:46858", + "accept": false, + "reason": "Lazy cache init causing recompilation vs static-cache seq_length returning a device tensor; different cache bugs." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization/offloading failure vs Gemma4 multi-GPU OOM; memory-related but not the same code-path problem." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k changes output shape vs trainer GPU broadcast NoneType; no meaningful duplication." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Pegasus output mismatch across v4/v5 vs inconsistent lm_head.weight serialization depending on device; different model behaviors." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient checkpointing not usable in eval mode vs resume_from_checkpoint key mismatch; separate training-state issues." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version support regression vs native DeepseekV3MoE divergence from remote implementation; unrelated." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Inconsistent eos_token_id config vs Qwen3.5 flash-attention generation problem; different bug classes." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "Clarifying an error message for LayoutLMv3 vs TrainerState num_input_tokens_seen not updating; different components." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS bus error loading a CLIP model vs documentation example errors for SigLIP2; not the same bug." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "BF16-to-FP32 dtype drift in eval vs tensor-parallel OOM when loading a large model; unrelated." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "flash_attention.py crash on s_aux=None vs Gemma4 PLE device mismatch under device_map=auto; different failure points." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Removal of is_torch_fx_available breaking trust_remote_code vs DeepSeek tokenizer producing wrong results; unrelated regressions." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "add_special_tokens not adding BOS/EOS vs NaN embeddings from sliding-window attention with mixed-length batches; different layers of the stack." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3 auto device mapping assert vs Gemma4 multi-GPU OOM; both model-scale issues but not the same code-path." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2Tokenizer NER/padding crash vs Wav2Vec2 save_pretrained/tokenization failure; different tokenizer families and behaviors." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer AttributeError vs Wav2Vec2 save_pretrained/tokenization failure; unrelated bugs." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 tokenization/save failure vs FuyuBatchFeature bare except swallowing errors; different modules and symptoms." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "base_model_prefix loading break in v5 vs TypeError in convert_rope_params_to_dict with JSON-loaded lists; unrelated." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Flash-attention generation bug vs stale warning for num_return_sequences in paged generate(); not the same underlying defect." + }, + { + "left": "issue:29870", + "right": "issue:34689", + "accept": false, + "reason": "BART generate() decoder_attention_mask UnboundLocalError vs Llama 3.2 Vision model loading regression; unrelated." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Failing Flash Attention 2 tests vs image processor failing on void segmentation maps; distinct issues in different areas." + } + ] + }, + "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-10000-513", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:33290", + "issue:33357", + "issue:34689", + "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:43931", + "issue:43994", + "issue:44206", + "issue:44265", + "issue:44279", + "issue:44387", + "issue:44442", + "issue:44462", + "issue:44479", + "issue:44743", + "issue:44857", + "issue:45072", + "issue:45198", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:45712", + "issue:45834", + "issue:46369", + "issue:46693", + "issue:46701" + ], + "soft_pairs": [ + "issue:43653|issue:44743", + "issue:44206|issue:44479", + "issue:42915|issue:42994", + "issue:43756|issue:45440", + "issue:43653|issue:44442", + "issue:43065|issue:43994", + "issue:43065|issue:45412", + "issue:43575|issue:43701", + "issue:44265|issue:45198", + "issue:29127|issue:33357", + "issue:45372|issue:45588", + "issue:43412|issue:45588", + "issue:45491|issue:46693", + "issue:42490|issue:43381", + "issue:29127|issue:35141", + "issue:45245|issue:45563", + "issue:45459|issue:45712", + "issue:43994|issue:45412", + "issue:45440|issue:45593", + "issue:45372|issue:45406", + "issue:43575|issue:44387", + "issue:43421|issue:45491", + "issue:45406|issue:46701", + "issue:45412|issue:46369", + "issue:43066|issue:44462", + "issue:45372|issue:45459", + "issue:44442|issue:45072", + "issue:43526|issue:45834", + "issue:27957|issue:33290", + "issue:27957|issue:29127", + "issue:43824|issue:44279", + "issue:33290|issue:34689", + "issue:43526|issue:46693", + "issue:33290|issue:35141", + "issue:44857|issue:45588", + "issue:43994|issue:46369", + "issue:42915|issue:43931" + ], + "prepared_review_unit_hash": "f3ead12dc169c59f9049d5372ae1b6cf2139ebdbbe71d56be8188bcf9514bde9", + "component_budget": { + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 37, + "serialized_chars": 38693, + "estimated_input_tokens": 9674, + "estimated_eval_tokens": 19604 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft links are all false positives: the issues cover unrelated models, APIs, regressions, and error messages. There is no true duplicate cluster here.", + "confidence": 0.94, + "canonical_issue_reason": "No canonical issue: the set is heterogeneous, so there is no single duplicate anchor.", + "canonical_pr_reason": "No PRs are present in this candidate set.", + "best_issue_reason": "No best issue: none of the issues cleanly represents the whole set as a duplicate target.", + "best_pr_reason": "No PRs are present in this candidate set.", + "soft_edge_verdicts": [ + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "Different bugs: tokenizer special-token registration vs recurrent state reset in Qwen3.5 cache handling." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Unrelated regressions: unsupported `center` arg in an audio extractor vs video input regression in Qwen VL models." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "One is FP8 config failure on Qwen3-MoE; the other is quantized model saving." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Different model implementations and failure modes: Smollm3 RoPE-layer mismatch vs DeepSeekV3MoE divergence from remote code." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "Tokenizer special-token decode bug is not the same as AutoTokenizer failing to load a specific tokenizer class." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Sam3 pixel decoder dummy Conv2d is unrelated to SigLIP2 producing bad outputs." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Dummy pixel-decoder layer issue is unrelated to RT-DETR memory not being released." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Tensor-parallel OOM when loading a model is not the same as a resume-from-checkpoint key mismatch." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "Torch export failure with `torch_compilable_check` is unrelated to Wav2Vec2 save/tokenization failures." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "Clarity of an error message in LayoutLMv3 is unrelated to a MacOS bus error loading CLIP." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma 4 processor import/loading dependency failure is unrelated to a flash-attention crash on `s_aux=None`." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Executorch export guard/support issues are a different code path from flash-attention sink-less model crashes." + }, + { + "left": "issue:45491", + "right": "issue:46693", + "accept": false, + "reason": "Gemma3 NaN embeddings from sliding-window padding is not the same as FA2 long-context performance regression." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Trailing-slash local model import warning is unrelated to gradient checkpointing in eval mode." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "Error-message clarity for boxes vs embedding reinitialization during `post_init` are different problems." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count limit runtime error is unrelated to a stale warning in paged `generate()`." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer decode-error masking due to missing protobuf is unrelated to leftover dummy classes in `dummy_pt_objects.py`." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 inference nonsense and RT-DETR memory retention are unrelated issues." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepSeekV3MoE implementation divergence is unrelated to D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Both concern Gemma 4 processor loading, but one is an import/dependency failure and the other is a missing `_tokenizer` attribute in serve." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Tensor-parallel OOM on a specific model is not the same as int4 quantization reserved-memory regression." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime special-token post-processor update bug is unrelated to Gemma3 NaN embeddings under mixed-length batching." + }, + { + "left": "issue:45406", + "right": "issue:46701", + "accept": false, + "reason": "Gemma 4 serve `_tokenizer` crash is unrelated to DiffusionGemmaGenerationOutput pipeline failure." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "RT-DETR memory leak on deletion is not the same as sam3-litetext memory overflow during use." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Wrong tokenizer decoder type in v5 is unrelated to AutoTokenizer ignoring repository `tokenizer.json`." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma 4 loading fails due to a missing `ReasoningEffort` import; this is not the same as protobuf-related tokenizer error handling." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Different tokenizer/model families and failure modes: AutoTokenizer load failure vs bfloat16 dtype mismatch." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to Kosmos2.5 OCR index errors." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "XLM-RoBERTa Flash Attention 2 support and Adafactor+DeepSpeed OOM are different issues." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "Flash Attention 2 support for XLM-RoBERTa is unrelated to a LayoutLMv3 error-message clarity issue." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "ImportError for a missing Qwen2.5-VL class is not the same as a generic dependency issue with transformers." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Adafactor/DeepSpeed OOM is unrelated to Llama 3.2 Vision model loading breaking in 4.46.2." + }, + { + "left": "issue:43526", + "right": "issue:46693", + "accept": false, + "reason": "BeitImageProcessorFast label handling is unrelated to FA2 long-context generation performance regression." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "DeepSpeed Adafactor OOM is unrelated to token-embedding resize reinitialization in `post_init`." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "AMP/CUDA crash in LwDetrImageLoss is unrelated to flash-attention sink-less model attribute errors." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "SigLIP2 bad outputs and sam3-litetext memory overflow are different model/runtime problems." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "FineGrainedFP8Config failure on Qwen3-MoE is unrelated to Qwen3-VL weight-shape mismatch during loading." + } + ] + }, + "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-10000-513", + "nodes": [ + "issue:27957", + "issue:29870", + "issue:42175", + "issue:42490", + "issue:43262", + "issue:43316", + "issue:43334", + "issue:43381", + "issue:43493", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43643", + "issue:43646", + "issue:43720", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:44062", + "issue:44077", + "issue:44186", + "issue:44206", + "issue:44442", + "issue:44479", + "issue:44514", + "issue:44743", + "issue:44811", + "issue:44855", + "issue:44871", + "issue:44898", + "issue:44913", + "issue:44977", + "issue:45003", + "issue:45137", + "issue:45245", + "issue:45250", + "issue:45325", + "issue:45381", + "issue:45440", + "issue:45588", + "issue:45600", + "issue:45859", + "issue:45907", + "issue:46121", + "issue:46234", + "issue:46399", + "issue:46640", + "issue:46697" + ], + "soft_pairs": [ + "issue:43526|issue:44186", + "issue:45250|issue:46640", + "issue:43334|issue:43531", + "issue:43381|issue:43873", + "issue:45588|issue:45600", + "issue:43646|issue:44077", + "issue:46121|issue:46399", + "issue:44514|issue:45381", + "issue:44977|issue:45245", + "issue:43761|issue:45859", + "issue:44743|issue:44811", + "issue:43262|issue:44206", + "issue:44442|issue:44898", + "issue:42490|issue:44743", + "issue:43720|issue:44442", + "issue:27957|issue:29870", + "issue:42175|issue:46234", + "issue:44077|issue:44479", + "issue:45003|issue:45440", + "issue:43316|issue:43525", + "issue:43493|issue:43827", + "issue:43873|issue:44871", + "issue:45325|issue:46697", + "issue:44062|issue:45907", + "issue:43643|issue:44913", + "issue:44855|issue:45137" + ], + "prepared_review_unit_hash": "67980c62772e133b32afa06cce1a78bf10b0a6bf56d0163592c4983bf69eec0b", + "component_budget": { + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35628, + "estimated_input_tokens": 8907, + "estimated_eval_tokens": 18070 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a collection of unrelated transformers bug reports. The only plausible duplicate pair is the two generic Flash Attention 2 issues; the rest are too model- or symptom-specific to safely merge.", + "confidence": 0.57, + "canonical_issue_reason": "issue:46640 is the broadest and most representative of the only likely duplicate pair, with a generic Flash Attention 2 title and recent discussion.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46640 is the best global issue candidate because it is the most generic Flash Attention 2 report and the clearest duplicate anchor in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "Both are tokenizer/processor bugs, but they affect different components and failure modes; not the same underlying bug." + }, + { + "left": "issue:45250", + "right": "issue:46640", + "accept": true, + "reason": "Both are generic Flash Attention 2 issues and appear to describe the same underlying topic/bug." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Different Qwen model families and different symptoms; no clear shared code-path bug." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "One is about eval/gradient-checkpointing behavior, the other about offloading with quantization." + }, + { + "left": "issue:45588", + "right": "issue:45600", + "accept": false, + "reason": "Different code areas and failures: flash-attention sink handling versus auto-mapping references to removed configs." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "The themes overlap around initialization, but the concrete bugs are different and not safely mergeable." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "Rope-parameter validation and Qwen3.5 kernel registration are unrelated bugs." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL issues, but one is batched chat-template padding and the other is video position-id math." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Completely different failure modes and subsystems; only share being user-facing runtime errors." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "Different models and code paths; one is hidden-states output, the other CPU offload compatibility." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Unrelated functionality: recurrent cache state handling versus processor batch decoding behavior." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Both touch audio processors, but the bugs are distinct and in different APIs." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Different modalities and different failure mechanisms; not a duplicate." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Local model-path import warnings and Qwen modular cache-state reset are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet accelerate-loading bug versus tokenizer loading failure; no shared underlying issue." + }, + { + "left": "issue:27957", + "right": "issue:29870", + "accept": false, + "reason": "Different models and different errors; both are generation-related but not the same bug." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Packaging/backend selection and missing import_utils helper are distinct issues." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "PatchTSMixer constructor policy and Qwen video-input regression are unrelated." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Generic modeling_utils safety issue versus a DeepSeekV3MoE implementation divergence." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both are config API discrepancies, but they concern different models and different missing fields." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation mismatch and docs referencing removed pipeline APIs are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading behavior and eos_token_id config inconsistency are not the same bug." + }, + { + "left": "issue:45325", + "right": "issue:46697", + "accept": false, + "reason": "Different models, different image/video preprocessing paths, and different symptoms." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer AddedToken duplication and list_repo_files revision forwarding are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Both involve config loading, but the specific bugs differ: missing fields under trust_remote_code versus rotary_pct not persisting on reload." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python import parsing issue and DeepSpeed ZeRO3 deque error are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft pair, issue:45250 and issue:46640, is plausibly the same generic Flash Attention 2 bug, while the other pairwise rejections are appropriately cautious and supported by the titles/body signals." + }, + "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-10000-513", + "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:43452", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43701", + "issue:43716", + "issue:43742", + "issue:43749", + "issue:43761", + "issue:43825", + "issue:43931", + "issue:44077", + "issue:44079", + "issue:44188", + "issue:44190", + "issue:44442", + "issue:44464", + "issue:44496", + "issue:44534", + "issue:44871", + "issue:44913", + "issue:44987", + "issue:45216", + "issue:45584", + "issue:45698", + "issue:45759", + "issue:45803", + "issue:46178", + "issue:46234", + "issue:46291", + "issue:46421", + "issue:46506", + "issue:46821", + "issue:46829", + "issue:46932" + ], + "soft_pairs": [ + "issue:43749|issue:43931", + "issue:43316|issue:45759", + "issue:44987|issue:46178", + "issue:44190|issue:44496", + "issue:42617|issue:43575", + "issue:43931|issue:45216", + "issue:43701|issue:46506", + "issue:43232|issue:43388", + "issue:44442|issue:45803", + "issue:43550|issue:43701", + "issue:43575|issue:43742", + "issue:27957|issue:32090", + "issue:43761|issue:44079", + "issue:43761|issue:44188", + "issue:43606|issue:43701", + "issue:25251|issue:28282", + "issue:46829|issue:46932", + "issue:42907|issue:45698", + "issue:43295|issue:43825", + "issue:16998|issue:22355", + "issue:43295|issue:44871", + "issue:44871|issue:45584", + "issue:46234|issue:46291", + "issue:44077|issue:44534", + "issue:43316|issue:43716", + "issue:44464|issue:46421", + "issue:43316|issue:46821", + "issue:43646|issue:44913", + "issue:43452|issue:44496" + ], + "prepared_review_unit_hash": "845806ff6e50326e36ca818360349d3c914b58b53303474eb494329e0ca9ef7a", + "component_budget": { + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36311, + "estimated_input_tokens": 9078, + "estimated_eval_tokens": 18412 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a duplicate set; it\u2019s a grab-bag of unrelated Transformers bugs/regressions across loading, generation, multimodal, training, and config handling. None of the soft pairs look like the same underlying change or defect.", + "confidence": 0.89, + "canonical_issue_reason": "No single canonical issue stands out: the items cover many unrelated code paths and model families, with no explicit linkage or shared filenames/targets.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43761 is the most concrete and self-contained bug report: a specific regression, a specific model, clear expected-vs-actual behavior, and an actionable code path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "Both are model-loading failures, but one is an FSDP CPU RAM-efficient loading issue and the other is a Qwen3-VL weight-shape mismatch; different failure modes and likely different fixes." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Both mention composite config/text_config behavior, but one is an API discrepancy in Gemma3TextConfig while the other is missing text_config unwrapping in AutoModelForCausalLM.from_config for Qwen multimodal configs; not the same bug." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "These are unrelated import/load errors: one is a specific model load failure on transformers>=5.1.0, the other is a backend mapping error for tensorflow_text." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading in an example script is unrelated to an unrecognized model/config error when loading a specific model." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "Both involve parallel/model loading, but one is failure to run a 3D parallel example and the other is TP loading OOM for a specific Qwen model; not the same underlying problem." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Both are Qwen-related loading/save issues, but one is a weight-shape mismatch on load and the other is an incorrect checkpoint saved by save_pretrained; distinct code paths." + }, + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "Resume-from-checkpoint key mismatch is unrelated to CPU/CUDA output divergence in PPDocLayoutV3." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "A generation kwargs update bug after sync_gpus is unrelated to gather_for_metrics dropping tuple labels in the last batch." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer loading failure for one model is unrelated to Fuyu batch feature tensor conversion swallowing exceptions." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to checkpoint resume key mismatches." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "TP OOM while loading one model is not the same as a key error loading another model." + }, + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to a Trainer GPU broadcast NoneType error." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "These are both about model outputs, but one is a specific CLIPVisionModel regression and the other is a generic ModelOutput key-assignment bug; insufficient evidence of the same root cause." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "CLIP hidden_states regression is unrelated to attention-kernel divergence under torch.compile." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch for bark-small is unrelated to resume-from-checkpoint key mismatches." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k output shape change is unrelated to AutoModel missing PyTorch import errors." + }, + { + "left": "issue:46829", + "right": "issue:46932", + "accept": false, + "reason": "These are both vision/multimodal issues, but one is a VideoPrism output-field bug and the other is a Gemma4 quantized embedder dtype-casting fix; different components and fixes." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Saving dequantized Ministral/Devstral models is a different problem from from_pretrained loading the wrong custom module after save_pretrained." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "A regression in custom processor/tokenizer behavior is unrelated to an incorrect pipeline error message about translation tasks." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "A model_max_length question for DeBERTa-V3 is unrelated to a missing transformers.onnx module import." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Processor/tokenizer API regression is unrelated to Gemma-3 eos_token_id inconsistency." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Both involve special tokens, but Gemma-3 eos_token_id mismatch and Whisper empty-transcription failure are different bugs." + }, + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "Missing is_falcon_mamba_ssm_available and pipelines import failing on kernels version/revision requirements are separate import-time issues." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "A patchtsmixer post_init API constraint issue is unrelated to non-persistent buffers being filled with junk." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy is unrelated to Mistral-3 image preprocessor dtype mismatch." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Both mention generation/compilation, but inconsistent chunked generation outputs and chunked prefill recompilation are different behaviors and likely different fixes." + }, + { + "left": "issue:43316", + "right": "issue:46821", + "accept": false, + "reason": "Gemma3 config API discrepancy is unrelated to TimesFM window_size AttributeError." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Custom model initialization breakage in Transformers 5.0.0 is unrelated to GPTNeoXConfig rotary_pct not persisting on reload." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "GGUF support for AutoTokenizer/AutoModel loading is unrelated to an unrecognized model config error." + } + ] + }, + "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-10000-513", + "nodes": [ + "issue:35141", + "issue:41950", + "issue:42490", + "issue:43065", + "issue:43352", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43475", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43572", + "issue:43650", + "issue:43673", + "issue:43688", + "issue:44162", + "issue:44190", + "issue:44242", + "issue:44514", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44743", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:44964", + "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:46424", + "issue:46640", + "issue:46894" + ], + "soft_pairs": [ + "issue:44871|issue:46050", + "issue:45803|issue:46365", + "issue:44162|issue:44792", + "issue:43404|issue:43441", + "issue:43065|issue:44617", + "issue:44242|issue:46894", + "issue:44610|issue:46369", + "issue:45632|issue:46424", + "issue:43540|issue:44514", + "issue:45542|issue:46234", + "issue:43572|issue:46178", + "issue:44792|issue:45600", + "issue:45803|issue:46170", + "issue:44792|issue:44977", + "issue:43504|issue:45698", + "issue:43650|issue:46202", + "issue:45127|issue:45200", + "issue:43352|issue:46640", + "issue:41950|issue:43475", + "issue:44534|issue:44913", + "issue:43525|issue:43531", + "issue:35141|issue:42490", + "issue:43673|issue:44743", + "issue:43388|issue:43688", + "issue:44190|issue:44964" + ], + "prepared_review_unit_hash": "cac736cfd8dd58fc16bf517f863d9fbfc48294f198543fbbe984fd3f038ea2b6", + "component_budget": { + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 25, + "serialized_chars": 34475, + "estimated_input_tokens": 8619, + "estimated_eval_tokens": 17494 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a true duplicate set; the soft edges mostly connect unrelated issues that only share broad vocabulary like loading, cache, flash-attention, or model family names. I would keep the cluster anchored on the high-activity model-loading bug, but reject every soft pair.", + "confidence": 0.95, + "canonical_issue_reason": "issue:45698 is the strongest representative anchor: it has the highest discussion/inbound-reference signal and is a broad, user-facing `from_pretrained` / `save_pretrained` loading bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 is the best cluster representative because it is the most prominent and generally scoped issue in the set, even though the surrounding items are not true duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Both involve model/config persistence, but one is an `eos_token_id` mismatch and the other is a quantized-model reload failure; different bugs and code paths." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Completely different failures: a broad exception in tensor conversion vs an import failure caused by `datasets`; no shared underlying bug." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 breakage and a Janus image-generation test failure are unrelated model areas and symptoms." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Same general model family, but one is tied-weight initialization and the other is FlashAttention support; not the same concrete issue." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Both mention SAM3, but dummy `Conv2d` in the pixel decoder and video OOM are distinct problems." + }, + { + "left": "issue:44242", + "right": "issue:46894", + "accept": false, + "reason": "Both are training-loss-related, but they affect different models and different loss computation bugs." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "OmDet-Turbo input-size mismatch and SAM lite text memory overflow are unrelated." + }, + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "Both mention cache behavior, but one is a path-collision bug and the other is a cache-length configuration limitation." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Both are multimodal input-processing issues, but they hit different processors and different failure modes." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "Optional-dependency/import plumbing is the only overlap; the actual failures are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "A missing config attribute and an invalid backend mapping are different API breakages." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "One is a test failure for Janus generation, the other is a stale auto-mapping reference; not the same bug." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Bare `except` swallowing errors and a Windows/ROCm import dependency problem are unrelated." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Both touch generation, but Janus image tests and Qwen3.5 FlashAttention behavior are separate issues." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Both involve model loading, but one is a legacy field in BEiT preset loading and the other is wrong custom-module restoration after save/load." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "No meaningful overlap beyond being issue titles; the data request and Gemma pipeline roundtrip bug are unrelated." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA merge collapse with extended vocab and Gemma 4 token-type handling are different bugs." + }, + { + "left": "issue:43352", + "right": "issue:46640", + "accept": false, + "reason": "One is a specific model not supporting FlashAttention 2 yet; the other is a broader FlashAttention 2 issue." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Both are vision/video-adjacent, but one is a processor-selection bug and the other is a missing attribute on a SAM3 output object." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "A generic v5 buffer-initialization regression and a GPTNeoX config reload bug are not the same failure." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "A missing config attribute and a sliding-window behavior issue are unrelated." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Token-embedding resize initialization and trailing-slash local-model warning are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both involve cache/state handling, but one is missing GenerationMixin cache in chunked prefill and the other resets recurrent states with `seq_len>1`." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Evaluation label truncation and auxiliary-loss normalization are different training/eval bugs." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading in a script and a multimodal model load 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": 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-10000-513", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:29870", + "issue:35141", + "issue:41720", + "issue:43065", + "issue:43335", + "issue:43550", + "issue:43644", + "issue:43673", + "issue:43827", + "issue:43854", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44190", + "issue:44242", + "issue:44479", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44792", + "issue:44855", + "issue:44869", + "issue:44877", + "issue:44913", + "issue:44933", + "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:46655", + "issue:46697", + "issue:46832", + "issue:46858", + "issue:46897", + "issue:46932", + "issue:47013" + ], + "soft_pairs": [ + "issue:44734|issue:45406", + "issue:44855|issue:45588", + "issue:29870|issue:35141", + "issue:45072|issue:46932", + "issue:44869|issue:46832", + "issue:45632|issue:46617", + "issue:45245|issue:46858", + "issue:46082|issue:46697", + "issue:43827|issue:43994", + "issue:44617|issue:45584", + "issue:43644|issue:44913", + "issue:43931|issue:44060", + "issue:25251|issue:27957", + "issue:43335|issue:44855", + "issue:44077|issue:44877", + "issue:44242|issue:46897", + "issue:43673|issue:46421", + "issue:45381|issue:46369", + "issue:45563|issue:45584", + "issue:44933|issue:45362", + "issue:41720|issue:45245", + "issue:43550|issue:44190", + "issue:43065|issue:44610", + "issue:43335|issue:44190", + "issue:44617|issue:46369", + "issue:45588|issue:47013", + "issue:43854|issue:44792", + "issue:44479|issue:44734", + "issue:45381|issue:46655" + ], + "prepared_review_unit_hash": "fabb22b03f8b0fe6607154003a8c541f4d381f6d1cbe352d1749e6eb4ede63f1", + "component_budget": { + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36534, + "estimated_input_tokens": 9134, + "estimated_eval_tokens": 18524 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated issue reports across different models and subsystems. I do not see a true duplicate cluster here; at most a few pairs share a broad area like cache or video processing, but not the same concrete bug.", + "confidence": 0.96, + "canonical_issue_reason": "No single issue is a good canonical duplicate target because the set spans many distinct failures (generation, loading, configs, video processing, caching, docs, and model-specific bugs).", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue is suitable; the cluster is heterogeneous and does not represent one underlying bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Different bugs: KV-cache continuation tensor indexing in serve vs Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Unrelated failures: Python 3.13 import parsing/indentation vs flash_attention crash on s_aux=None." + }, + { + "left": "issue:29870", + "right": "issue:35141", + "accept": false, + "reason": "One is a generate() decoder_attention_mask bug; the other is output embedding reinitialization after resize. Different code paths." + }, + { + "left": "issue:45072", + "right": "issue:46932", + "accept": false, + "reason": "Both mention dtype issues, but they are model-specific and arise in different paths; not the same concrete bug." + }, + { + "left": "issue:44869", + "right": "issue:46832", + "accept": false, + "reason": "Whisper timestamp decoding crash vs RT-DETR feature-level mismatch; different subsystems and symptoms." + }, + { + "left": "issue:45632", + "right": "issue:46617", + "accept": false, + "reason": "Both involve trust_remote_code cache behavior, but one is a leaf-directory collision and the other is a cache FileNotFoundError; not the same bug." + }, + { + "left": "issue:45245", + "right": "issue:46858", + "accept": false, + "reason": "Number-of-categories limit error is unrelated to static-cache seq-length tensor arithmetic under torch.compile." + }, + { + "left": "issue:46082", + "right": "issue:46697", + "accept": false, + "reason": "LlamaConfig head_dim validation and Swin2SR over-padding are different model/config bugs." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still referencing pipeline() after removals is unrelated to SigLIP2 producing bad results in pipeline/AutoModel." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "Sam3Video OOM and Whisper empty-transcription handling are unrelated failures." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk fill is a different issue from GPTNeoX rotary_pct not persisting on reload." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Weight-shape mismatch in Qwen3-VL loading is not the same as a wrong tied-weights warning in Qwen3-Next." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "Top_k pipeline nesting regression and XLMRoberta Flash Attention 2 support are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug is unrelated to DebertaV2 import parsing on Python 3.13." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "Optional post_init validation and strict-config loading failure are different configuration issues." + }, + { + "left": "issue:44242", + "right": "issue:46897", + "accept": false, + "reason": "Both concern losses, but the load-balancing loss omission and Florence2 double-shift bug are not the same underlying bug." + }, + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Both are cache/chunked-prefill related, but one reports missing cache in v5.0.0 and the other spurious recompilation from lazy init; too different to merge." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Qwen2.5-VL vision_position_ids regression and Sam3-litetext memory overflow are unrelated." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Paged-generate warning behavior is unrelated to Whisper empty transcription after align_special_tokens." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Missing import from image_utils and Qwen3.5 chat crash are different problems." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Auto device mapping cudaErrorAssert in Qwen3 is unrelated to the 2^24 category limit error." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "torch.compile+SDPA failure in Bamba is unrelated to loading a local dataset in the no-trainer script." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and OmDet-Turbo processor size mismatch are different vision-model issues." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "Sparse layer creation in SwitchTransformersConfig is unrelated to local dataset loading failure." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Both mention SAM3 memory problems, but they affect different models and appear to have different causes." + }, + { + "left": "issue:45588", + "right": "issue:47013", + "accept": false, + "reason": "Flash-attention s_aux=None crash and xLSTM return_last_states unpacking bug are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:44792", + "accept": false, + "reason": "GLM-4.7-Flash unit-test loading failure is unrelated to janus image-generation test failure." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Video-input regression in Qwen VL models is not the same as serve KV-cache tensor indexing failure." + }, + { + "left": "issue:45381", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-processing issues, but they concern different models and different bugs (position IDs vs padding calculation)." + } + ] + }, + "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-10000-513", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:29870", + "issue:32090", + "issue:35141", + "issue:36246", + "issue:38617", + "issue:39692", + "issue:41628", + "issue:42175", + "issue:42796", + "issue:43295", + "issue:43526", + "issue:43540", + "issue:43643", + "issue:43673", + "issue:43854", + "issue:44112", + "issue:44190", + "issue:44246", + "issue:44279", + "issue:44462", + "issue:44464", + "issue:44496", + "issue:44521", + "issue:44734", + "issue:44737", + "issue:44779", + "issue:44938", + "issue:44964", + "issue:45003", + "issue:45127", + "issue:45276", + "issue:45290", + "issue:45357", + "issue:45381", + "issue:45542", + "issue:45563", + "issue:45584", + "issue:45600", + "issue:45632", + "issue:45803", + "issue:45907", + "issue:46234", + "issue:46489", + "issue:46697", + "issue:46752", + "issue:46858" + ], + "soft_pairs": [ + "issue:39692|issue:44190", + "issue:45127|issue:45357", + "issue:43295|issue:45276", + "issue:44464|issue:45563", + "issue:44779|issue:46489", + "issue:44112|issue:45600", + "issue:45276|issue:45584", + "issue:44521|issue:45381", + "issue:45290|issue:46752", + "issue:43540|issue:44734", + "issue:25251|issue:29870", + "issue:43526|issue:46697", + "issue:43643|issue:44496", + "issue:44462|issue:45907", + "issue:44938|issue:45542", + "issue:43854|issue:44964", + "issue:44246|issue:45003", + "issue:44737|issue:45803", + "issue:43673|issue:46858", + "issue:27957|issue:35141", + "issue:44964|issue:45600", + "issue:44112|issue:44964", + "issue:45632|issue:46234", + "issue:42175|issue:44279", + "issue:42796|issue:44521", + "issue:32090|issue:35141", + "issue:36246|issue:41628", + "issue:36246|issue:38617" + ], + "prepared_review_unit_hash": "430ba1dfecccafd8fa38b7b5927839b30b7190f950afe8bbe2c71f3d46ee2e70", + "component_budget": { + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36492, + "estimated_input_tokens": 9123, + "estimated_eval_tokens": 18502 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated, model-specific bug reports and API regressions that only share broad Transformers themes. None of the suggested soft pairs look like the same underlying issue/change, so I reject all of them.", + "confidence": 0.89, + "canonical_issue_reason": "issue:41628 is the broadest, clearest top-level API regression in the set (a direct import failure), so it is the best single representative of the cluster even though the cluster is heterogeneous.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:41628 is the most generally recognizable user-facing failure and the least niche among the issues here; several others are narrower model- or environment-specific bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "Different problems: SigLIP2 docs/example errors vs loading a local dataset in the no-trainer image classification script." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "Different code paths: LoRA merge with extended vocab causes collapse, while the other is a Qwen3.5 save_pretrained visual-key regression." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "One is a regression in processor/tokenizer access for custom multimodal code; the other is resize_token_embeddings not updating Gemma4 embeddings." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward is a different bug from a stale warning in paged generate()." + }, + { + "left": "issue:44779", + "right": "issue:46489", + "accept": false, + "reason": "Both involve DeepSeek tokenizers, but they target different models/versions and different concrete tokenizer failures." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "GraniteSpeech CI stale device override is unrelated to auto_mappings referencing removed Sam3LiteText configs." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Resize-token-embeddings/output-embedding handling is unrelated to Whisper empty transcription after align_special_tokens." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "apply_chat_template assistant_mask bugs and Qwen2.5-VL video vision_position_ids are different multimodal issues." + }, + { + "left": "issue:45290", + "right": "issue:46752", + "accept": false, + "reason": "Both hit apply_chat_template, but one is tool-call assistant messages with no content and the other is an empty-list IndexError." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Qwen3OmniMoe video-input validation failure is unrelated to transformers serve KV-cache continuation indexing." + }, + { + "left": "issue:25251", + "right": "issue:29870", + "accept": false, + "reason": "Pipeline top_k nesting behavior and BART generate() decoder_attention_mask initialization are different bugs." + }, + { + "left": "issue:43526", + "right": "issue:46697", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels and Swin2SR over-padding are separate image-processor issues." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "AutoConfig missing fields with trust_remote_code is not the same as an unrecognized model/config missing model_type." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json is unrelated to list_repo_files not forwarding revision." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import failure and missing TensorFlow backend from a torch-only install are different dependency problems." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "They are both model-loading failures, but for different models and distinct root causes." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Slow import behavior is a performance issue; unsafe sys.modules access is a correctness/safety bug." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "XLNet CPU tensor creation in positional encoding is unrelated to FuyuBatchFeature swallowing KeyboardInterrupt and errors." + }, + { + "left": "issue:43673", + "right": "issue:46858", + "accept": false, + "reason": "Both touch cache/generation internals, but one is a missing cache in chunked_prefill and the other is a device-tensor arithmetic bug in static cache with torch.compile." + }, + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support and token-embedding resize reinitialization are unrelated." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "A model load failure for Phi-4 multimodal is unrelated to stale autogenerated mappings in CI." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "GraniteSpeech CI override behavior and Phi-4 multimodal loading are different issues with no shared code path." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "Cache-path collision for trust_remote_code local models is unrelated to a missing import-utils availability helper." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "A packaging extra missing TensorFlow is not the same as a vague dependency issue with transformers." + }, + { + "left": "issue:42796", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer BPE-marker handling and multimodal assistant_mask generation are different bugs." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer _gpu_broadcast_one NoneType failure is unrelated to embedding reinitialization after resizing tokens." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they concern different symbols and different underlying packaging/export failures." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Missing Qwen2_5_VLImageProcessor and missing layer_type_validation are distinct import/export problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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-10000-513", + "nodes": [ + "issue:41950", + "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:44220", + "issue:44279", + "issue:44295", + "issue:44327", + "issue:44336", + "issue:44496", + "issue:44521", + "issue:44683", + "issue:44792", + "issue:44933", + "issue:44987", + "issue:45042", + "issue:45083", + "issue:45216", + "issue:45335", + "issue:45375", + "issue:45446", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45600", + "issue:45759", + "issue:46082", + "issue:46121", + "issue:46424", + "issue:46506", + "issue:46515", + "issue:46693", + "issue:46752", + "issue:46932" + ], + "soft_pairs": [ + "issue:43404|issue:45216", + "issue:43531|issue:45600", + "issue:46082|issue:46121", + "issue:44295|issue:46506", + "issue:41950|issue:44016", + "issue:43673|issue:46424", + "issue:43295|issue:45335", + "issue:43582|issue:46932", + "issue:45083|issue:46506", + "issue:44496|issue:45042", + "issue:43976|issue:44987", + "issue:43526|issue:43901", + "issue:43901|issue:44496", + "issue:43673|issue:44336", + "issue:44496|issue:45759", + "issue:44683|issue:45446", + "issue:43381|issue:45593", + "issue:44016|issue:44220", + "issue:42907|issue:43441", + "issue:43650|issue:44220", + "issue:44016|issue:44062", + "issue:43976|issue:44279", + "issue:43441|issue:45588", + "issue:44792|issue:46424", + "issue:43824|issue:44933", + "issue:44521|issue:46693", + "issue:44279|issue:46515", + "issue:43479|issue:45375", + "issue:45335|issue:45584", + "issue:43299|issue:45216", + "issue:44327|issue:46752" + ], + "prepared_review_unit_hash": "b2e8e75aea40f0f1298d001c127d50d9c2657bd0d36b263dc263e065f6c22c61", + "component_budget": { + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36871, + "estimated_input_tokens": 9218, + "estimated_eval_tokens": 18692 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a loose collection of unrelated Transformers issues, many in multimodal/generation/config code paths. None of the soft pairs look like the same underlying bug closely enough to merge as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "issue:44521 is the strongest representative: it is a current, well-scoped multimodal pipeline bug with active discussion and references, and it best reflects the recurring theme in this set better than the narrower or one-off reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the best overall issue because it is open, concrete, and broadly relevant to multimodal chat template behavior; it is also the clearest candidate for ongoing triage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Both are multimodal checkpoint/loading regressions, but one is lm_head tying and the other is save_pretrained checkpoint correctness for a different model family." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Different bugs: Qwen3-MoE sliding window behavior vs stale auto_mappings references breaking CI." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "Unrelated config-validation failures: explicit head_dim handling vs JSON-loaded rope ignore-keys type error." + }, + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "Different subsystems and symptoms: position_ids buffer access vs CPU/CUDA result divergence." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video-classification processor lookup is unrelated to a notebook syntax error." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Both involve cache terms, but one is chunked_prefill cache access and the other is max_cache_length semantics for quantized cache." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Different code paths and models: processor.tokenizer regression vs t5gemma embedding resize not propagating." + }, + { + "left": "issue:43582", + "right": "issue:46932", + "accept": false, + "reason": "Apple Silicon allocator TypeError is unrelated to Gemma4 quantized embedder dtype casting." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "Different model-specific helper bug vs cross-device output mismatch." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Model auto-loading failure is unrelated to PIL image-processor torchvision dependency checks." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python version compatibility issue is not the same as loading a specific model repo failing." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug and docs mismatch are distinct issues." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Documentation stale-API issue is unrelated to unrecognized-model config loading." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Cache missing during generation is unrelated to ANSI code emission in loading_report." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Unrecognized model/config loading failure is different from composite multimodal text_config unwrapping." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both touch flex_attention/versioning, but one is a compiled flex_attention failure on torch>=2.9 and the other is an import version check bug." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss handling are unrelated." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error is unrelated to the fbank feature extraction bug." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Both mention Ministral, but one is save-dequantized serialization and the other is FlashAttention loading/runtime failure." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "Generic placeholder issue is unrelated to audio feature extraction." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error is unrelated to the AddedToken keyword-argument TypeError." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python version support issue is unrelated to a vague dependency problem." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both are FlashAttention-related, but they target different failure modes and code paths." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "Janus image-generation test failure is unrelated to cache max length handling." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Missing Qwen2.5-VL import is unrelated to a nonexistent image_utils import." + }, + { + "left": "issue:44521", + "right": "issue:46693", + "accept": false, + "reason": "apply_chat_template assistant mask bug is not the same as a FA2 long-context performance regression." + }, + { + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "General dependency issue is not the same as torch 2.4.1 incompatibility." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Both are config issues, but they affect different models and different mechanisms: default init vs strict field dropping." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Token embedding resize propagation bug is unrelated to Whisper empty-transcription handling after token alignment." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Qwen multimodal loading regression and checkpoint save correctness are different lifecycle bugs." + }, + { + "left": "issue:44327", + "right": "issue:46752", + "accept": false, + "reason": "QA decode_spans top-k crash is different from apply_chat_template on an empty list." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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-10000-513", + "nodes": [ + "issue:39692", + "issue:41950", + "issue:42796", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43479", + "issue:43525", + "issue:43577", + "issue:43650", + "issue:43653", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44075", + "issue:44242", + "issue:44279", + "issue:44291", + "issue:44351", + "issue:44368", + "issue:44462", + "issue:44466", + "issue:44683", + "issue:44779", + "issue:45020", + "issue:45081", + "issue:45200", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45357", + "issue:45405", + "issue:45542", + "issue:45588", + "issue:45593", + "issue:45812", + "issue:45823", + "issue:46082", + "issue:46123", + "issue:46209", + "issue:46369", + "issue:46399", + "issue:46512", + "issue:46614", + "issue:47000", + "issue:47085" + ], + "soft_pairs": [ + "issue:46123|issue:46369", + "issue:46614|issue:47085", + "issue:44279|issue:45405", + "issue:43295|issue:44779", + "issue:42796|issue:43650", + "issue:39692|issue:43901", + "issue:44075|issue:44368", + "issue:43577|issue:45216", + "issue:44351|issue:45278", + "issue:41950|issue:45020", + "issue:43976|issue:45405", + "issue:43381|issue:47000", + "issue:44466|issue:45276", + "issue:44779|issue:45812", + "issue:46082|issue:46399", + "issue:43299|issue:45357", + "issue:46082|issue:46512", + "issue:43653|issue:45593", + "issue:43650|issue:46209", + "issue:41950|issue:45823", + "issue:44242|issue:45200", + "issue:43299|issue:43854", + "issue:44462|issue:45081", + "issue:45588|issue:47000", + "issue:44016|issue:44291", + "issue:44683|issue:45542", + "issue:43479|issue:43525" + ], + "prepared_review_unit_hash": "9add2fd764aa5ad7675b6fb4f15ca1a72a1efd5ff66c1a2d71ea79350b9d1773", + "component_budget": { + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35396, + "estimated_input_tokens": 8849, + "estimated_eval_tokens": 17954 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly superficially similar regression/config/tokenizer reports across different models and subsystems, but they do not look like true duplicates of the same underlying bug/change. No PRs are present.", + "confidence": 0.37, + "canonical_issue_reason": "issue:45020 is the broadest umbrella-style report in the set (recent transformers versions breaking remote_code-based model loading). It is the closest thing to a duplicate target, though most other items are still too specific or unrelated to be merged into it.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the best single issue representative because it is the most general regression report and can plausibly subsume some of the model-loading/version breakages. That said, there is no strong cluster-wide canonical duplicate here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "Different failures: batch-output dropping in a mask pipeline vs memory overflow in a model call." + }, + { + "left": "issue:46614", + "right": "issue:47085", + "accept": false, + "reason": "Both mention tokenizers, but one is a stale phonemizer backend bug and the other is a thread-safety regression in fast tokenizers." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Both are dependency/version complaints, but one is a generic transformers dependency issue and the other is an unreleased PEFT minimum version bump." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different APIs/models and describe different code paths." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "Unrelated issues: tokenizer BPE marker handling vs a vague request to add data." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both are documentation-related, but one is a SigLIP2 example mismatch/quantization failure and the other is a pipeline docs mismatch for return_all_scores." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Different subjects: optimizer arguments not used vs a configuration warning about tie_word_embeddings." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Both are regressions around model saving/loading, but they concern different models and distinct serialization/dtype behaviors." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "Both are import errors, but one is a specific missing symbol and the other is a broad post-upgrade import breakage report." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Different pipeline/model areas: video-classification processor lookup vs remote_code model loading regressions." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python support/version-compatibility issue vs a PEFT version requirement problem; not the same bug." + }, + { + "left": "issue:43381", + "right": "issue:47000", + "accept": false, + "reason": "Gradient checkpointing eval-mode behavior is unrelated to RTDetr loss infeasibility." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Both involve Gemma/tied-weight style behavior, but one is serialization of lm_head.weight and the other is resize_token_embeddings not updating specific Gemma4 embeddings." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and different token-ID behavior." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "Different Qwen3.5 issues: config validation for head_dim vs a kernel-registration crash." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen3.5-related regressions, but one is model loading and the other is incorrect visual-encoder key saving." + }, + { + "left": "issue:46082", + "right": "issue:46512", + "accept": false, + "reason": "Config validation on head_dim vs stale config.dtype after from_config; different underlying bug." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer special-token registration bug vs missing auxiliary losses when denoising is disabled." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "No shared bug path: vague data request vs FP8 inference failure on B200." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Both are pipeline/model integration problems, but they involve different pipelines and a different device-map forward mismatch." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Both touch training losses, but one is about router load-balancing loss gating and the other about Gemma4 multimodal token type IDs." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Both are model-loading failures, but for different models and with different failure modes." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer loading issue vs a specific Mistral regex patch crash; same area, not the same code-path bug." + }, + { + "left": "issue:45588", + "right": "issue:47000", + "accept": false, + "reason": "Different crash sites: flash-attention auxiliary state handling vs RTDetr assignment/cost-matrix infeasibility." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error is unrelated to init_empty_weights argument handling." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Compiled flex_attention on torch 2.9 vs tensorboard/TensorFlow backend installation issue; unrelated." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Both are config-default issues, but they are for different models and different missing/incorrect fields." + } + ] + }, + "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": 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-10000-513", + "nodes": [ + "issue:33290", + "issue:42175", + "issue:42796", + "issue:42994", + "issue:43317", + "issue:43441", + "issue:43525", + "issue:43643", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44162", + "issue:44186", + "issue:44188", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44336", + "issue:44373", + "issue:44496", + "issue:44589", + "issue:44623", + "issue:44671", + "issue:44749", + "issue:44779", + "issue:44987", + "issue:45081", + "issue:45103", + "issue:45362", + "issue:45372", + "issue:45397", + "issue:45542", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45823", + "issue:45834", + "issue:45859", + "issue:45907", + "issue:46655", + "issue:46726", + "issue:46851", + "issue:47000" + ], + "soft_pairs": [ + "issue:33290|issue:45656", + "issue:45081|issue:45907", + "issue:42994|issue:43317", + "issue:43441|issue:45834", + "issue:44336|issue:46851", + "issue:45103|issue:45372", + "issue:44623|issue:44749", + "issue:45859|issue:46851", + "issue:44261|issue:44263", + "issue:44623|issue:45397", + "issue:42175|issue:43976", + "issue:43901|issue:44246", + "issue:45600|issue:45712", + "issue:44671|issue:44779", + "issue:43525|issue:43881", + "issue:43673|issue:43761", + "issue:44016|issue:45823", + "issue:44186|issue:47000", + "issue:43824|issue:43976", + "issue:44987|issue:45542", + "issue:44188|issue:44336", + "issue:42796|issue:43441", + "issue:43525|issue:43643", + "issue:43723|issue:44162", + "issue:44589|issue:45362", + "issue:44336|issue:44373", + "issue:46655|issue:46726", + "issue:44246|issue:44496" + ], + "prepared_review_unit_hash": "e714f0c9a984748cf897cb5bfbc19627e2f62ce763f01e66bb07584bbeca8030", + "component_budget": { + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36015, + "estimated_input_tokens": 9004, + "estimated_eval_tokens": 18264 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is heterogeneous: the proposed soft edges mostly connect broadly related transformer bugs, but not the same underlying defect. I would not merge any of the candidate pairs as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:47000 is the most actionable standalone issue here: it is open, recent, has discussion/inbound references, and describes a concrete failing code path. It is not a duplicate anchor for the rest of the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both involve DeepSpeed/optimizer behavior, but one is OOM with Adafactor and the other is double optimizer stepping. Different symptoms and likely different bugs." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Mistral tokenizer regex crash vs Hugging Face Hub revision forwarding in CI are unrelated code paths." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Both touch quantized/dequantized model handling, but one is save failure and the other is load/offload failure. Not the same bug." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "Tokenizer BPE marker handling and Kosmos OCR long-input indexing are distinct failures in different model pipelines." + }, + { + "left": "issue:44336", + "right": "issue:46851", + "accept": false, + "reason": "ANSI-code terminal logging and Qwen3.5 position_ids issues are unrelated." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Auto docstring annotation handling and Gemma 4 processor import failure are different subsystems and symptoms." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Processor save-pretrained file loss and Chinese performance regression during filtering are unrelated." + }, + { + "left": "issue:45859", + "right": "issue:46851", + "accept": false, + "reason": "CPU-offload rotary embedding incompatibility is not the same as variable-length position_ids handling." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Different model internals and different failure modes: missing rms_norm_eps precision issue vs torch.split return value issue." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Processor serialization missing files and Gemma-4 zero3 from_pretrained loading are separate bugs." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Packaging backend inclusion and Python version compatibility are unrelated release/configuration problems." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs mismatch for return_all_scores is not the same as intermittent import slowness." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Both are repo-maintenance/CI issues, but they concern different files and defects: stale auto_mappings entries vs leftover dummy classes leaking into exports." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "CamemBERT masked-LM regression and DeepSeek tokenizer regression are different models and different failure surfaces." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config and glm-4v-9b loading failure do not point to the same underlying bug." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Generation cache missing during chunked prefill and CLIPVisionModel hidden_states regression are unrelated." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error and Gemma4 device mismatch are completely different issues." + }, + { + "left": "issue:44186", + "right": "issue:47000", + "accept": false, + "reason": "LayoutLMv2 tokenizer NER/padding crash and RTDetrLoss infeasible cost matrix are unrelated model-specific failures." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Missing Qwen2_5_VL import and Python version support are different problems." + }, + { + "left": "issue:44987", + "right": "issue:45542", + "accept": false, + "reason": "Model loading regression and missing TensorFlow backend due to install extras are unrelated." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "torch.compile attention-kernel divergence and ANSI code generation in loading_report are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:43441", + "accept": false, + "reason": "Both mention Ministral, but one is tokenizer BPE markers and the other is FlashAttention failure; not the same bug." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Llama4Config missing pad_token_id and trust_remote_code AutoConfig field loss are different config-loading issues." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "AutoTokenizer loading regression and ESM2 broken are unrelated model/config problems." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage lookup failure and Qwen3.5 chat crash are distinct errors." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Slow import and unrecognized model config are different failure modes." + }, + { + "left": "issue:46655", + "right": "issue:46726", + "accept": false, + "reason": "Video processor padding miscalculation and AutoProcessor missing-vision-backend error are different processor-level bugs." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import latency and model-type recognition are not 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": 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-10000-513", + "nodes": [ + "issue:36246", + "issue:41628", + "issue:42491", + "issue:42757", + "issue:42886", + "issue:43257", + "issue:43299", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43784", + "issue:43901", + "issue:43976", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44351", + "issue:44485", + "issue:44496", + "issue:44779", + "issue:44871", + "issue:45003", + "issue:45072", + "issue:45083", + "issue:45103", + "issue:45137", + "issue:45292", + "issue:45325", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:46132", + "issue:46291", + "issue:46399", + "issue:46506", + "issue:46614", + "issue:46665", + "issue:46752", + "issue:46821", + "issue:46829", + "issue:46851" + ], + "soft_pairs": [ + "issue:45325|issue:46851", + "issue:46291|issue:46399", + "issue:44297|issue:45397", + "issue:45083|issue:46851", + "issue:43784|issue:45542", + "issue:41628|issue:43976", + "issue:46399|issue:46851", + "issue:43526|issue:45003", + "issue:45561|issue:45563", + "issue:43540|issue:46752", + "issue:45103|issue:46399", + "issue:45072|issue:46829", + "issue:44246|issue:44871", + "issue:44295|issue:45397", + "issue:43531|issue:45362", + "issue:46614|issue:46665", + "issue:45588|issue:46851", + "issue:42491|issue:43299", + "issue:45003|issue:46821", + "issue:44336|issue:44485", + "issue:44242|issue:45593", + "issue:43550|issue:46506", + "issue:42886|issue:46132", + "issue:44779|issue:45292", + "issue:36246|issue:42757", + "issue:43901|issue:45003", + "issue:36246|issue:44351", + "issue:43257|issue:45137", + "issue:44496|issue:45003" + ], + "prepared_review_unit_hash": "866b886d8f530bc054ad1f805f99c0748cde9bf6f9272130f77d0aaeb7338eac", + "component_budget": { + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36470, + "estimated_input_tokens": 9118, + "estimated_eval_tokens": 18492 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is highly heterogeneous: it mixes unrelated import errors, model-loading regressions, tokenizer bugs, docs issues, and runtime/device problems. None of the suggested soft pairs look like the same underlying bug, so all soft edges should be rejected.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:45003 is the broadest generic runtime bug in the set, but there is no strong true canonical because the issues are not a single duplicate cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45325", + "right": "issue:46851", + "accept": false, + "reason": "Different Qwen bugs: rope-index temporal scaling vs variable-length position_ids handling." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "Both mention kernels, but one is pipeline import-time dependency resolution and the other is a Qwen3.5 registration/value error." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save-pretrained metadata mismatch is unrelated to Gemma-4 Zero3 from_pretrained loading." + }, + { + "left": "issue:45083", + "right": "issue:46851", + "accept": false, + "reason": "Different code paths in different Qwen models: helper length calculation vs position_ids behavior." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Both are import/backend issues, but one is missing nn in sentence-transformers and the other is TensorFlow backend setup with tensorboard." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "An import symbol error is not the same as a Python-version compatibility regression." + }, + { + "left": "issue:46399", + "right": "issue:46851", + "accept": false, + "reason": "Same model family, but the failures are distinct: kernels registration decorator vs variable-length position_ids." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to modeling_utils sys.modules access." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "Pytest-xdist file race and stale generation warning are different subsystems and symptoms." + }, + { + "left": "issue:43540", + "right": "issue:46752", + "accept": false, + "reason": "Video input ValueError in Qwen3OmniMoe is unrelated to empty-list apply_chat_template IndexError." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "Auto-docstring annotation parsing crash is unrelated to Qwen3.5 kernels registration." + }, + { + "left": "issue:45072", + "right": "issue:46829", + "accept": false, + "reason": "Different model bugs: dtype mismatch under torch.compile vs hidden_states/output packaging." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import-time slowdown and eos_token_id config inconsistency are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Position_ids buffer access bug is unrelated to Gemma-4 Zero3 loading." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Both involve Qwen, but one is sliding_window behavior in MoE and the other is a chat crash." + }, + { + "left": "issue:46614", + "right": "issue:46665", + "accept": false, + "reason": "Tokenizer backend state leakage is unrelated to from_pretrained behavior inside Python classes." + }, + { + "left": "issue:45588", + "right": "issue:46851", + "accept": false, + "reason": "Flash-attention sink_aux crash is a different path than Qwen3.5 position_ids handling." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both are Qwen3-MoE related, but one is LoRA compatibility across versions and the other is Qwen3VL model loading." + }, + { + "left": "issue:45003", + "right": "issue:46821", + "accept": false, + "reason": "Generic modeling_utils sys.modules access does not match TimesFM window_size AttributeError." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI code emission in loading_report is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Both concern auxiliary losses, but they are different models and different triggering options." + }, + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "torch.compile/SDPA failure is unrelated to CPU vs CUDA output divergence." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline tokenizer caching and AttentionInterface.register behavior change are different bugs." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "DeepSeek tokenizer regression is unrelated to resize_token_embeddings not updating output embeddings." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Different missing symbols from different packages: Qwen2.5-VLImageProcessor vs huggingface_hub.is_offline_mode." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mismatch for TextClassificationPipeline is unrelated to sys.modules access safety." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they involve different missing exports and likely different version breakages." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Qwen3-MoE LoRA incompatibility is unrelated to the DeepSpeed ZeRO3 deque error." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Missing model_type config is a model-resolution issue, not a modeling_utils sys.modules bug." + }, + { + "left": "issue:44295", + "right": "issue:45003", + "accept": false, + "reason": "Reading 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"gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-513", + "nodes": [ + "issue:42199", + "issue:42886", + "issue:43065", + "issue:43408", + "issue:43475", + "issue:43540", + "issue:43653", + "issue:43701", + "issue:43723", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44361", + "issue:44368", + "issue:44483", + "issue:44623", + "issue:44749", + "issue:44877", + "issue:44977", + "issue:44995", + "issue:45103", + "issue:45200", + "issue:45229", + "issue:45397", + "issue:45412", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:45656", + "issue:45685", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46170", + "issue:46202", + "issue:46421", + "issue:46431", + "issue:46710", + "issue:46726", + "issue:46832", + "issue:46851", + "issue:46858", + "issue:47068" + ], + "soft_pairs": [ + "issue:42199|issue:46851", + "issue:44060|issue:44077", + "issue:44368|issue:44977", + "issue:43653|issue:44162", + "issue:45412|issue:46123", + "issue:45397|issue:45656", + "issue:43065|issue:43408", + "issue:44877|issue:46170", + "issue:43475|issue:43540", + "issue:42886|issue:45229", + "issue:46170|issue:46832", + "issue:43723|issue:46710", + "issue:43931|issue:44368", + "issue:44188|issue:46202", + "issue:44368|issue:45563", + "issue:44995|issue:45200", + "issue:44483|issue:46202", + "issue:43906|issue:46202", + "issue:44188|issue:46421", + "issue:44995|issue:45588", + "issue:45593|issue:47068", + "issue:45685|issue:46431", + "issue:45987|issue:46082", + "issue:45103|issue:46858", + "issue:44361|issue:44749", + "issue:43065|issue:46123", + "issue:44297|issue:44623", + "issue:43994|issue:46726", + "issue:44749|issue:45656", + "issue:43701|issue:44749" + ], + "prepared_review_unit_hash": "4813168dd0812fc36ea4b3eb0658a0daa8884583f970b5ae2b9a83fd038e3591", + "component_budget": { + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36876, + "estimated_input_tokens": 9219, + "estimated_eval_tokens": 18694 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most items are distinct Transformer bugs spanning tokenizers, cache/compile behavior, config/loading, model-specific runtime errors, and memory/performance issues. None of the soft edges looks like the same underlying bug or a mergeable PR duplicate.", + "confidence": 0.94, + "canonical_issue_reason": "No clear canonical issue: the items do not share one concrete root cause or code path, so there is no safe umbrella duplicate representative.", + "canonical_pr_reason": "No PRs are present in this cluster.", + "best_issue_reason": "No single issue is a strong global representative; the cluster is too mixed across unrelated failure modes.", + "best_pr_reason": "No PRs are present in this cluster.", + "soft_edge_verdicts": [ + { + "left": "issue:42199", + "right": "issue:46851", + "accept": false, + "reason": "Both are model-specific, but one is a DETR cardinality error and the other is a Qwen3.5 variable-length position_ids bug; different code paths and symptoms." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Both mention model/config warnings, but one is a Qwen3-Next tied-weights warning and the other is a PatchTSMixer post_init policy issue; not the same bug." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Shared Qwen3.5 branding is not enough; one is a tied-embeddings warning during LoRA fine-tuning, the other is a flash-attention generation failure." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer special-token decoding issue vs a broad ESM2 regression; unrelated components and failure modes." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "RT-DETR memory-release bug and MaskGenerationPipeline batch-finalization bug are different subsystems and causes." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Gemma-4 zero3 loading issue vs deepspeed double optimizer step; different runtime behaviors and likely different fixes." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Both are SAM3-related, but one is a dummy Conv2d in a pixel decoder and the other is a model-type mismatch warning; not the same underlying bug." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Strict config loading for granite_speech vs Windows/ROCm torch.distributed import errors are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "SAM3 video attribute missing vs Qwen3OmniMoe video-input ValueError; different models and code paths." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading vs Gemma4 multi-GPU CUDA OOM; one is I/O/cache logic, the other is memory pressure." + }, + { + "left": "issue:46170", + "right": "issue:46832", + "accept": false, + "reason": "Import/dependency failure on Windows/ROCm vs RT-DETR feature-level mismatch in forward; unrelated." + }, + { + "left": "issue:43723", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer loading regression in v5 vs accuracy regression after upgrade; different symptoms and no shared concrete code path." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and Qwen3.5 tied-embeddings warning are different model-loading concerns, not the same defect." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "Torch.compile attention-kernel divergence vs Gemma pipeline roundtrip failure on \u2581; these are distinct issues." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Tied-embeddings warning during fine-tuning vs stale num_return_sequences warning in paged generate(); unrelated generate-time behavior." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "GLM MoE stale indexer cache on second forward pass vs Gemma4 mm_token_type_ids defaulting; different bugs." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "Chat-completions API request handling vs Gemma pipeline token roundtrip failure; no shared underlying code path." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "Reproduction of a specific external issue vs Gemma pipeline token roundtrip failure; the titles suggest different models and bugs." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Both involve compile/perf concerns, but one is attention-kernel divergence and the other is cache lazy initialization causing recompilation; not the same fix." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "GLM MoE stale cache bug vs flash_attention s_aux=None crash; different layers of the stack and different root causes." + }, + { + "left": "issue:45593", + "right": "issue:47068", + "accept": false, + "reason": "D-FINE auxiliary-loss behavior vs deepspeed host-synchronization in loss computation; different models and mechanisms." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "MPS histogram integer support issue vs missing chat template ValueError; unrelated functionality." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache return-type contract bug vs LlamaConfig head_dim validation; one is cache API behavior, the other is config validation." + }, + { + "left": "issue:45103", + "right": "issue:46858", + "accept": false, + "reason": "Docstring helper crash with future annotations vs cache.get_seq_length returning a device tensor on non-CUDA backends; different utilities and failures." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer task AttributeError vs a Transformer upgrade performance regression; unrelated symptoms and fix surface." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "SAM3 pixel-decoder dummy layer issue vs MaskGenerationPipeline partial-batch result loss; unrelated code paths." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Tokenizer class metadata mismatch on save vs processor.save_pretrained missing files; both are save-path issues but not the same defect." + }, + { + "left": "issue:43994", + "right": "issue:46726", + "accept": false, + "reason": "SigLIP2 nonsensical outputs with AutoModel/pipeline vs AutoProcessor missing-vision-backend error; different failure modes." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Upgrade-related filtering slowdown vs deepspeed double optimizer step; no shared underlying bug." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "Checkpoint key mismatch vs post-upgrade performance slowdown; 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": 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-10000-513", + "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:43723", + "issue:43784", + "issue:43873", + "issue:43986", + "issue:44038", + "issue:44162", + "issue:44188", + "issue:44373", + "issue:44623", + "issue:44869", + "issue:44871", + "issue:44933", + "issue:44945", + "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:46399", + "issue:46463", + "issue:46726", + "issue:46752", + "issue:46821", + "issue:46851", + "issue:46877", + "issue:47000", + "issue:47020" + ], + "soft_pairs": [ + "issue:43646|issue:44162", + "issue:44623|issue:45656", + "issue:44871|issue:46132", + "issue:46752|issue:47020", + "issue:44964|issue:45137", + "issue:45375|issue:45478", + "issue:42994|issue:43482", + "issue:39692|issue:46726", + "issue:43475|issue:43643", + "issue:43475|issue:46821", + "issue:43986|issue:46726", + "issue:44188|issue:46851", + "issue:28282|issue:30990", + "issue:45230|issue:45397", + "issue:43232|issue:43673", + "issue:46877|issue:47000", + "issue:45310|issue:45375", + "issue:44038|issue:44623", + "issue:46463|issue:46877", + "issue:41628|issue:44933", + "issue:44373|issue:46851", + "issue:42994|issue:43525", + "issue:44869|issue:45356", + "issue:43723|issue:46326", + "issue:42371|issue:45092", + "issue:43873|issue:44945", + "issue:43784|issue:46399" + ], + "prepared_review_unit_hash": "4439a50c20f1cab3011ae02fec0c8732af7dc4c9393d86cff53fbd48527f74fd", + "component_budget": { + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 34857, + "estimated_input_tokens": 8715, + "estimated_eval_tokens": 17686 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a loose cluster of distinct Transformers regression reports across v5 loading, generation, quantization, tokenizers, and processor/vision paths. One soft duplicate-looking pair stands out around AutoProcessor and missing vision backends; the rest are not the same underlying bug.", + "confidence": 0.57, + "canonical_issue_reason": "issue:43646 is the broadest and most representative report here: a general Transformers 5.0 breakage around model initialization, matching the cluster\u2019s repeated theme of v5 compatibility regressions.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best single issue to anchor the cluster because it is general, centrally about v5 breakage, and closer to the repeated pattern than the narrowly scoped model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Different models and failure modes: generic custom model initialization vs ESM2-specific breakage." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Different subsystems: missing files from processor.save_pretrained vs DeepSpeed optimizer stepping twice." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Unrelated problems: eos_token_id config mismatch vs AttentionInterface.register behavior change." + }, + { + "left": "issue:46752", + "right": "issue:47020", + "accept": false, + "reason": "Different code paths: empty apply_chat_template input vs XLMRobertaTokenizer/Unigram constructor type mismatch." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Different stack areas: multimodal model loading regression vs DeepSpeed ZeRO3 deque error." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5-MoE, but one is a specific missing config field while the other is a generic from_pretrained failure; too little evidence they are the same bug." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Both relate to quantized models, but one is saving and the other is loading a specific GGUF model; not the same issue." + }, + { + "left": "issue:39692", + "right": "issue:46726", + "accept": false, + "reason": "Both mention vision/processor usage, but one is a documentation example with model/processor mismatch and quantization errors; not the same underlying bug." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "Different attribute-missing failures in different objects and code paths; not the same root cause." + }, + { + "left": "issue:43475", + "right": "issue:46821", + "accept": false, + "reason": "Both are attribute errors, but they affect different models and different fields." + }, + { + "left": "issue:43986", + "right": "issue:46726", + "accept": true, + "reason": "Both describe AutoProcessor failing when the required vision backend is missing, with the same unrecognized-image-processor symptom and same underlying fix area." + }, + { + "left": "issue:44188", + "right": "issue:46851", + "accept": false, + "reason": "Different bugs in different models: attention-kernel divergence under torch.compile vs Qwen3.5 variable-length position_ids handling." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "The first is a missing PyTorch dependency import error; the second is a loading hang. Similar area, different failure." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "No meaningful overlap; one is a placeholder bug report, the other is a Gemma-4 ZeRO3 loading issue." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Different generation-time regressions: sync_gpus/update_model_kwargs ordering vs missing GenerationMixin cache in chunked_prefill." + }, + { + "left": "issue:46877", + "right": "issue:47000", + "accept": false, + "reason": "Different kinds of issues: doc-lint stdout noise at import time vs RTDetrLoss infeasible cost matrix." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Same model family, but one is a generic from_pretrained error and the other is a specific config-field-strictness bug; not enough to merge." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Different models and failure modes; Qwen3-VL-Moe bug is not the same as processor.save_pretrained missing files." + }, + { + "left": "issue:46463", + "right": "issue:46877", + "accept": false, + "reason": "Incorrect decoder validation message vs docstring lint output; unrelated." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import-related, but they refer to different missing symbols and different modules." + }, + { + "left": "issue:44373", + "right": "issue:46851", + "accept": false, + "reason": "One is a docstring mistake; the other is a runtime position_ids bug in Qwen3.5." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized model saving vs missing pad_token_id in config are separate problems." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer/text-processing failures in different model families." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer loading regression vs continue_final_message behavior for mistral_common tokenizers; not the same bug." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 settings API guidance is unrelated to InternVL2 meta-initialization incompatibility." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization offloading behavior and pipeline-parallel output correctness are different issues." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Sentence-transformers import NameError vs Qwen3.5 kernel registration crash; unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The canonical issue choice is reasonable, and the soft-edge verdicts avoid over-claiming duplicate status except for one clearly related AutoProcessor/vision-backend pair, which is supported by the titles." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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-10000-513", + "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:43704", + "issue:43824", + "issue:43976", + "issue:44038", + "issue:44222", + "issue:44351", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44661", + "issue:44743", + "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:46202", + "issue:46693", + "issue:46701", + "issue:46829", + "issue:46877", + "issue:47000", + "issue:47059", + "issue:47068", + "issue:47085" + ], + "soft_pairs": [ + "issue:45561|issue:47059", + "issue:45137|issue:47000", + "issue:41628|issue:44351", + "issue:36010|issue:41628", + "issue:44945|issue:45753", + "issue:44857|issue:46877", + "issue:44661|issue:47059", + "issue:45406|issue:46202", + "issue:42994|issue:43824", + "issue:44038|issue:45310", + "issue:45081|issue:45103", + "issue:45593|issue:46877", + "issue:44222|issue:45310", + "issue:46202|issue:46701", + "issue:42673|issue:43704", + "issue:43232|issue:44792", + "issue:42831|issue:44222", + "issue:42175|issue:44933", + "issue:44496|issue:45561", + "issue:45405|issue:46877", + "issue:30333|issue:33290", + "issue:44743|issue:47068", + "issue:45561|issue:45600", + "issue:43976|issue:44933", + "issue:30990|issue:35141", + "issue:43479|issue:46829", + "issue:42898|issue:44568", + "issue:42175|issue:45712", + "issue:44568|issue:47085", + "issue:44623|issue:45310", + "issue:45600|issue:47059", + "issue:42673|issue:46693" + ], + "prepared_review_unit_hash": "ac0532e041af74ce70a764d28a36e3188fffc6a649495a9530289653b67ca019", + "component_budget": { + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37178, + "estimated_input_tokens": 9295, + "estimated_eval_tokens": 18846 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous; I only see one clear duplicate pair: the Qwen3ForCausalLM VRAM leak reports. The rest are related only by broad subsystem or model family, not the same underlying bug/change.", + "confidence": 0.94, + "canonical_issue_reason": "issue:42673 is the clearest and most detailed report of the exact same Qwen3ForCausalLM VRAM leak as issue:43704, so it is the best canonical issue.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the strongest issue to anchor this cluster because it matches its duplicate exactly and has the fuller reproduction/context.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45561", + "right": "issue:47059", + "accept": false, + "reason": "Different failures: xdist capture-file race vs CLI completion attribute error." + }, + { + "left": "issue:45137", + "right": "issue:47000", + "accept": false, + "reason": "Different code paths: DeepSpeed ZeRO3 deque underflow vs RTDetr loss assignment infeasibility." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and unrelated APIs." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Different missing imports: GenerationMixin vs AutoImageProcessor." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Both affect generation, but one is pipeline-parallel output corruption and the other is a model/image-specific infinite loop." + }, + { + "left": "issue:44857", + "right": "issue:46877", + "accept": false, + "reason": "Loss/AMP crash is unrelated to a docstring import-time stdout bug." + }, + { + "left": "issue:44661", + "right": "issue:47059", + "accept": false, + "reason": "Tokenizer-mapping registration failure is unrelated to the CLI completion regression." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Gemma processor save/load attribute bug vs tokenizer roundtrip behavior; not the same bug." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized save failure and Qwen2.5-VL import failure are distinct issues." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Same broad model family, but different model variants and different loading failures." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Tokenizer patch crash and auto-docstring annotation crash are unrelated." + }, + { + "left": "issue:45593", + "right": "issue:46877", + "accept": false, + "reason": "D-FINE auxiliary-loss behavior is unrelated to auto_docstring stderr/stdout output." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 save_pretrained failure is not the same as the Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:46202", + "right": "issue:46701", + "accept": false, + "reason": "Both involve Gemma, but one is tokenizer roundtrip and the other is pipeline output plumbing." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Same exact bug and model path: Qwen3ForCausalLM VRAM leak when used from multiple dataloader threads." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs update after sync_gpus is unrelated to the Janus image-generation test failure." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "FP8 accuracy regression and FP8 save_pretrained failure are different problems." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Backend dependency omission is unrelated to a missing image_utils import." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Model config/import resolution bug vs xdist file race; not the same issue." + }, + { + "left": "issue:45405", + "right": "issue:46877", + "accept": false, + "reason": "Package version pinning issue is unrelated to docstring logging at import time." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting on failed training jobs is unrelated to a Deepspeed/Adafactor OOM." + }, + { + "left": "issue:44743", + "right": "issue:47068", + "accept": false, + "reason": "Recurrent-state reset in Qwen3.5 module and host synchronization in deepspeed_sp_compute_loss are different bugs." + }, + { + "left": "issue:45561", + "right": "issue:45600", + "accept": false, + "reason": "Test race in patched utils vs stale auto_mappings references; not the same underlying failure." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility issue is unrelated to a missing image_utils import." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "SentenceTransformers loading hang and embedding reinitialization are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:46829", + "accept": false, + "reason": "Config default initialization bug vs output field mismatch in classifier output." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer cleanup behavior change and BOS/EOS insertion regression are different tokenizer issues." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Processor.save_pretrained file omission is unrelated to Qwen3.5 MoE loading failure." + }, + { + "left": "issue:45600", + "right": "issue:47059", + "accept": false, + "reason": "Stale model mappings and CLI completion attribute error are unrelated." + }, + { + "left": "issue:42673", + "right": "issue:46693", + "accept": false, + "reason": "Both are performance-related, but one is a VRAM leak and the other is a long-context slowdown regression." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted pair, issue:42673 and issue:43704, is an exact title match and clearly the same bug report. The false soft-edge verdicts are cautious and consistent with the titles; none overstate evidence beyond what is visible 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": 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-10000-513", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28282", + "issue:30333", + "issue:34689", + "issue:35141", + "issue:39692", + "issue:42222", + "issue:42673", + "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:44186", + "issue:44190", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44843", + "issue:44869", + "issue:44933", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45200", + "issue:45356", + "issue:45405", + "issue:45656", + "issue:45712", + "issue:45812", + "issue:46077", + "issue:46123", + "issue:46231", + "issue:46909", + "issue:47085" + ], + "soft_pairs": [ + "issue:44186|issue:47085", + "issue:46077|issue:46123", + "issue:43479|issue:44869", + "issue:42898|issue:45812", + "issue:43723|issue:44568", + "issue:44016|issue:46231", + "issue:39692|issue:46909", + "issue:43784|issue:43824", + "issue:43479|issue:44079", + "issue:42898|issue:44779", + "issue:44843|issue:47085", + "issue:27957|issue:30333", + "issue:42673|issue:47085", + "issue:30333|issue:34689", + "issue:42222|issue:45200", + "issue:42898|issue:43295", + "issue:43874|issue:45092", + "issue:44295|issue:45656", + "issue:44734|issue:45103", + "issue:42898|issue:45356", + "issue:30333|issue:35141", + "issue:22355|issue:28282", + "issue:44222|issue:44297", + "issue:44075|issue:46231", + "issue:43116|issue:44190", + "issue:45405|issue:45712", + "issue:44933|issue:45712", + "issue:44297|issue:45656", + "issue:42831|issue:44623", + "issue:44060|issue:45125" + ], + "prepared_review_unit_hash": "d9829e54923c6da19ba90b77e3f208eed2747e6ffce8d604b3becd604173665d", + "component_budget": { + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36913, + "estimated_input_tokens": 9229, + "estimated_eval_tokens": 18714 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issues; reject all soft pairs. Several items share broad tokenizer or multimodal wording, but they point to different code paths, models, or documentation bugs rather than the same underlying defect.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue is safe here: the set is heterogeneous, and the apparent matches are only superficial similarities.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue stands out because the cluster does not cohere around one bug or one subsystem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44186", + "right": "issue:47085", + "accept": false, + "reason": "LayoutLMv2Tokenizer NER/padding crash and fast tokenizer thread-safety are different bugs in different tokenizer stacks." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Gemma4 attention-mask construction and MaskGenerationPipeline batch handling are unrelated failure modes." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Phi4MultimodalConfig default-init bug and Whisper timestamp decode crash affect different components." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but one is a general v5 cleanup behavior change and the other is a Granite model ID regression." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "AutoTokenizer.from_pretrained loading issues and mdeberta add_special_tokens behavior are distinct bugs." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error and a doc parameter-name mismatch are unrelated documentation problems." + }, + { + "left": "issue:39692", + "right": "issue:46909", + "accept": false, + "reason": "Different documentation examples for different models; not the same broken example." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Sentence-transformers import NameError and Qwen2.5-VL import error are separate import-path failures." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "A multimodal config initialization bug does not match a ModelOutput key-assignment bug." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both involve tokenizer regressions, but they target different models and different tokenizer behavior." + }, + { + "left": "issue:44843", + "right": "issue:47085", + "accept": false, + "reason": "Offline hub model_info call and tokenizer thread-safety are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 on XLMRoberta and MLFlow reporting after failed training are unrelated." + }, + { + "left": "issue:42673", + "right": "issue:47085", + "accept": false, + "reason": "Both mention threading, but one is a VRAM leak in Qwen3ForCausalLM and the other is tokenizer concurrency safety." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLFlow status handling and Llama 3.2 Vision model loading are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Vitpose model breakage and Gemma 4 mm_token_type_ids defaults are different model-specific issues." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Both are v5 tokenizer regressions, but one concerns tokenizer cleanup/output semantics and the other processor/tokenizer image-handling behavior." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing image-patch accessor and old InternVL2 meta-init incompatibility are different multimodal bugs." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Position_ids buffer access and double optimizer stepping with deepspeed are unrelated." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Serve KV-cache tensor indexing and auto_docstring annotation handling are separate code paths." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Tokenizer cleanup regression and Kimi-K2.5 codec/fix_mistral_regex regression are different tokenizer issues." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "MLFlow reporting and embedding reinitialization after resize are unrelated." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Missing transformers.onnx module and missing PyTorch dependency are different import errors." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 save_pretrained moe and tokenizer.save_pretrained class metadata are different save-pretrained bugs." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "Optimizer SGD args being ignored and a docs parameter-name typo are unrelated." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Example script multi-label output bug and local dataset loading failure are different issues in different scripts." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "A dependency-version bump and leftover dummy classes are unrelated maintenance issues." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Nonexistent image_utils import and dummy_pt_objects cleanup are not the same bug." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer save metadata mismatch and deepspeed double-step are unrelated." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FineGrainedFP8 accuracy and processor.save_pretrained missing files are separate bugs." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Wrong tied-weights warning and missing _tp_plan are different Qwen3-family issues with different fixes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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-10000-513", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:30990", + "issue:38175", + "issue:41628", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:42907", + "issue:43122", + "issue:43232", + "issue:43475", + "issue:43479", + "issue:43504", + "issue:43644", + "issue:43723", + "issue:44190", + "issue:44222", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44448", + "issue:44484", + "issue:44485", + "issue:44623", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45245", + "issue:45310", + "issue:45834", + "issue:46050", + "issue:46082", + "issue:46132", + "issue:46209", + "issue:46305", + "issue:46369", + "issue:46424", + "issue:46431", + "issue:46614", + "issue:46655", + "issue:46710", + "issue:46762", + "issue:46909", + "issue:46932", + "issue:47059" + ], + "soft_pairs": [ + "issue:44448|issue:46132", + "issue:42796|issue:43723", + "issue:44222|issue:44623", + "issue:43479|issue:43644", + "issue:45245|issue:46132", + "issue:41628|issue:42757", + "issue:44360|issue:46762", + "issue:44373|issue:44485", + "issue:46132|issue:46710", + "issue:44297|issue:45310", + "issue:43504|issue:47059", + "issue:45071|issue:46082", + "issue:43723|issue:44977", + "issue:44222|issue:44484", + "issue:43122|issue:46209", + "issue:46614|issue:46932", + "issue:44263|issue:45092", + "issue:43232|issue:46424", + "issue:44295|issue:44623", + "issue:46209|issue:46431", + "issue:43232|issue:45834", + "issue:30990|issue:38175", + "issue:44263|issue:44373", + "issue:44190|issue:46082", + "issue:46369|issue:46909", + "issue:43475|issue:46305", + "issue:46305|issue:46655", + "issue:42907|issue:46050", + "issue:44263|issue:44360", + "issue:42831|issue:45310", + "issue:22355|issue:27957" + ], + "prepared_review_unit_hash": "b95d278044856e864bf653ab26a0875ccd3b45ee3a4e5cb3fbc0bb12c1a86f7c", + "component_budget": { + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36538, + "estimated_input_tokens": 9135, + "estimated_eval_tokens": 18526 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is highly heterogeneous. None of the soft pairs look like the same underlying bug or change; most are only loosely similar by subsystem or wording. If one issue must serve as an anchor, issue:44263 is the most central by soft-link connectivity, but it is not a true duplicate representative of the whole set.", + "confidence": 0.35, + "canonical_issue_reason": "issue:44263 has the strongest soft-edge connectivity and the most concrete code-path bug surface (GlmMoeDsaIndexer), so it is the best anchor among otherwise unrelated items.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44263 is the best representative because it is narrowly scoped, actionable, and sits at the center of the closest related cluster of DSA/indexer issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Different problems: Pegasus output regression vs attention-registration behavior/type semantics." + }, + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "Both are tokenizer/import-related, but one is BPE marker handling and the other is AutoTokenizer loading in v5; not the same bug." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Both mention save_pretrained, but one is FP8 MoE saving and the other is processor file serialization; different code paths." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Config default initialization bug vs non-persistent buffer corruption; unrelated mechanisms." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-limit runtime error and attention interface behavior are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different symbols/packages and different root causes." + }, + { + "left": "issue:44360", + "right": "issue:46762", + "accept": false, + "reason": "DSA indexer ReLU discussion vs Minimax attention numerical differences; different implementations and failures." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Wrong docstring for position_ids is documentation-only; GLM-5 RoPE is an implementation issue." + }, + { + "left": "issue:46132", + "right": "issue:46710", + "accept": false, + "reason": "AttentionInterface registration behavior vs model accuracy regression after upgrade; not the same change." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer config serialization mismatch vs Qwen3.5 MoE from_pretrained error; different symptoms and likely fixes." + }, + { + "left": "issue:43504", + "right": "issue:47059", + "accept": false, + "reason": "Beit legacy-field loading bug vs CLI completion attribute failure; unrelated subsystems." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "Type checking breakage in PretrainedConfig vs LlamaConfig head_dim validation; different validations." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading issue vs flash-attention generation failure; not the same code path." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "Both involve save_pretrained, but one is a serialization bug and the other is a shard-size question/value choice." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer-version output drift vs FP8 inference failure on B200; unrelated." + }, + { + "left": "issue:46614", + "right": "issue:46932", + "accept": false, + "reason": "Stale phonemizer backend state vs Gemma4 dtype casting; completely different areas." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "DSA indexer split/return-value issue vs remote-code meta-init incompatibility; different bugs." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "Generation kwargs after sync_gpus vs cache-length honoring in quantized cache; different features." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Buffer read error for position_ids vs processor.save_pretrained missing files; unrelated." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 B200 inference failure vs missing chat template on a processor; different failures." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation sync_gpus behavior vs OCR long-input index error; not the same issue." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence-transformers loading hang vs zero-probability output issue; different model behaviors." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "DSA indexer bug vs docstring mismatch; not the same underlying change." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Local dataset loading in a script vs LlamaConfig head_dim validation; unrelated." + }, + { + "left": "issue:46369", + "right": "issue:46909", + "accept": false, + "reason": "Memory overflow in sam3-litetext vs broken DIA documentation example; unrelated." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "Missing attribute in SAM3 video output vs Moonshine sliding-window off-by-one; different code paths." + }, + { + "left": "issue:46305", + "right": "issue:46655", + "accept": false, + "reason": "Both are vision/video preprocessing bugs, but the off-by-one mask and padding calculation are distinct." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Dequantized save failure for Ministral/Devstral vs sinq quantized save/load breakage; different quantization flows." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Same broad DSA/indexer area, but one is torch.split return handling and the other is a missing ReLU; not the same bug." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue vs Qwen3.5 MoE from_pretrained error; different root causes." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "Missing transformers.onnx module vs XLMRoberta Flash Attention 2 support; 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": 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-10000-513", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28218", + "issue:30990", + "issue:33357", + "issue:39379", + "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:43644", + "issue:43646", + "issue:43824", + "issue:44038", + "issue:44188", + "issue:44261", + "issue:44279", + "issue:44327", + "issue:44373", + "issue:44483", + "issue:44568", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45092", + "issue:45278", + "issue:45357", + "issue:45381", + "issue:45406", + "issue:45593", + "issue:45753", + "issue:46002", + "issue:46172", + "issue:46305", + "issue:46328", + "issue:46369", + "issue:46402", + "issue:46909", + "issue:47059" + ], + "soft_pairs": [ + "issue:45092|issue:45357", + "issue:44279|issue:46328", + "issue:44483|issue:45406", + "issue:44964|issue:47059", + "issue:42831|issue:44038", + "issue:44829|issue:46002", + "issue:41628|issue:43824", + "issue:45381|issue:46305", + "issue:43408|issue:46402", + "issue:44261|issue:45092", + "issue:43644|issue:46305", + "issue:39379|issue:46172", + "issue:22355|issue:28218", + "issue:42831|issue:45753", + "issue:44327|issue:47059", + "issue:39401|issue:44568", + "issue:42757|issue:45278", + "issue:43408|issue:46369", + "issue:44188|issue:44373", + "issue:42886|issue:42994", + "issue:27957|issue:30990", + "issue:42886|issue:43066", + "issue:42796|issue:43122", + "issue:45381|issue:46909", + "issue:43232|issue:45593", + "issue:43540|issue:46909", + "issue:43646|issue:46002", + "issue:42907|issue:44945", + "issue:30990|issue:33357" + ], + "prepared_review_unit_hash": "0fea559a42d1633e82f088d70bc260e2c87cc90c877a9b6da1f67ae4f05d9c41", + "component_budget": { + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 35924, + "estimated_input_tokens": 8981, + "estimated_eval_tokens": 18218 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated standalone issues rather than true duplicates. None of the soft pairs look like the same concrete bug/change, so I would not merge any of them as duplicates. The clearest standalone issue in the set is the tokenizer spacing bug (#28218), but it is not a canonical duplicate target for the rest.", + "confidence": 0.84, + "canonical_issue_reason": "Issue #28218 is the most self-contained, concrete bug report here: it has a specific tokenizer repro, active discussion, and inbound references. The rest are either broader regressions or unrelated model/version-specific failures.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #28218 is the best representative issue because it is narrowly scoped, reproducible, and actionable. The other issues are too heterogeneous to serve as a single canonical duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Both involve multimodal/model-loading regressions in v5, but they describe different concrete failures: remote-code meta-init incompatibility vs incorrect visual-encoder keys on save_pretrained." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "Completely different problems: a generic dependency issue versus a SequenceFeatureExtractor.pad performance concern." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Both mention serving/runtime failures, but one is a /v1/chat/completions request rejection and the other is a Gemma4Processor attribute crash. Different code paths." + }, + { + "left": "issue:44964", + "right": "issue:47059", + "accept": false, + "reason": "Unrelated failures: loading a Phi-4 multimodal model versus a CLI breakage in huggingface_hub." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "Both are accuracy/regression-style reports, but they concern different models and different failure mechanisms." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Different bugs: flash_attention_3 causes degenerate training, while the other reports NaNs during checkpoint/init for classification heads." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different missing symbols/classes; no evidence they share the same underlying broken export path." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Both are off-by-one-style complaints, but one is about Qwen2.5-VL video position ids and the other is MoonshineStreaming sliding-window masking. Different subsystems." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "Same model family (Sam3) but different issues: model-type mismatch warning versus missing text encoder weights on load." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "Different failure modes: missing rms_norm_eps precision mismatch versus remote-code/meta-init incompatibility." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "A broad Transformers v5 buffer-initialization regression versus a specific streaming mask off-by-one bug." + }, + { + "left": "issue:39379", + "right": "issue:46172", + "accept": false, + "reason": "Different model internals and different bugs: incorrect mllama mask handling versus a DeepSeek-V4 tensor operation issue." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Both are tokenizer-related, but one is an import failure for transformers.onnx and the other is an added-token spacing bug." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "Both are Qwen-related quality regressions, but one is a FineGrainedFP8 accuracy issue and the other is an infinite loop for a specific image." + }, + { + "left": "issue:44327", + "right": "issue:47059", + "accept": false, + "reason": "QA top-k bounds crash versus a CLI attribute error; no shared bug path." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer behavior regressions, but they affect different tokenizers and different output properties (offset mappings vs BOS/EOS insertion)." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "The broader import-error report may mention dependency breakage, but it is not the same concrete bug as a specific missing is_offline_mode import." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "Same Sam3 family, but a warning about model type mismatch is not the same as memory overflow during sam3-litetext execution." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Torch.compile attention-kernel divergence is unrelated to a docstring issue." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Both concern saving/loading, but one is offline cache loading for tokenizers and the other is quantized model save failure." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "Both mention loading-related issues, but one is XLMRoberta Flash Attention 2 and the other is Sentence Transformers hanging while loading." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline tokenizer cache loading and wrong tokenizer decoder type in v5 are distinct bugs." + }, + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "Both are tokenizer regressions, but one is a specific BPE-marker handling bug and the other is a broader tokenization difference across versions." + }, + { + "left": "issue:45381", + "right": "issue:46909", + "accept": false, + "reason": "Unrelated: Qwen2.5-VL video position-id bug versus a broken DIA documentation example." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwargs synchronization and D-FINE auxiliary-loss behavior are unrelated code paths." + }, + { + "left": "issue:43540", + "right": "issue:46909", + "accept": false, + "reason": "A memory overflow in sam3-litetext is unrelated to a documentation example bug." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization breakage in v5 is not the same as NaNs appearing in classification heads after checkout/init." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Quantized-model save failure versus incorrect output under pipeline parallelism; different symptoms and layers." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Both are loading/runtime failures, but one is a hang and the other is a macOS bus error with a pretrained community CLIP model." + } + ] + }, + "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-10000-513", + "nodes": [ + "issue:22355", + "issue:29159", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42907", + "issue:43116", + "issue:43122", + "issue:43329", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43576", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44060", + "issue:44117", + "issue:44222", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44488", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45290", + "issue:45478", + "issue:45600", + "issue:46172", + "issue:46326", + "issue:46614", + "issue:46762", + "issue:47059" + ], + "soft_pairs": [ + "issue:44295|issue:44297", + "issue:42907|issue:44964", + "issue:43576|issue:43784", + "issue:43976|issue:44945", + "issue:43329|issue:47059", + "issue:41628|issue:45278", + "issue:43756|issue:44060", + "issue:42371|issue:44263", + "issue:44117|issue:44704", + "issue:42907|issue:43937", + "issue:39401|issue:44488", + "issue:43784|issue:45600", + "issue:39401|issue:44521", + "issue:44625|issue:44829", + "issue:44704|issue:45290", + "issue:46172|issue:46762", + "issue:43122|issue:46326", + "issue:43408|issue:43475", + "issue:44360|issue:44485", + "issue:43122|issue:44521", + "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:43824|issue:44351", + "issue:43116|issue:45200", + "issue:39401|issue:46614", + "issue:43122|issue:44779", + "issue:42757|issue:44351" + ], + "prepared_review_unit_hash": "58945f128fed8afc7385099bd8637adbe8b814633ed5be161c8d5b13142b309a", + "component_budget": { + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36824, + "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 mix of unrelated transformers issues; none of the soft edges look like true duplicates on titles alone, so I would not merge any pair. The broadest issue is the generic import-regression report (45278), but it is only an umbrella/meta ticket rather than the same bug as the more specific import failures.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 45278 is the broadest, most umbrella-style report in the set ('many import errors after update from 4.57.0 to 5.5.0') and is the most plausible anchor if the import-related tickets were being organized, but it is not a duplicate of the more specific failures.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45278 is the best overall issue candidate because it is the most general regression report and can subsume the broad import-error theme better than the narrowly scoped model/tokenizer bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Different subsystems: one is a position_ids buffer/readback bug, the other is tokenizer_class metadata written by save_pretrained." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Different model/loading paths: dequantized Ministrals/Devstrals save failure vs loading Phi-4 multimodal instruct." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "One is the transformers env CLI, the other is an import-time NameError in sentence-transformers integration." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Unrelated problems: Python version compatibility vs incorrect outputs under pipeline parallelism." + }, + { + "left": "issue:43329", + "right": "issue:47059", + "accept": false, + "reason": "Different failures entirely: multimodal token counting video-path bug vs a CLI/huggingface_hub incompatibility." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "The latter is a broad import-regression umbrella, but this specific AutoImageProcessor import error is a distinct concrete failure." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Different model-specific logic: RoPE layer dropping vs an incorrect tied-weights warning in Qwen3-Next." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 API guidance and a torch.split return-value issue in a DSA indexer are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES/ from_pretrained fallback logic is a different code path from AutoProcessor argument forwarding." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Different bugs: save/dequantization failure vs invalid GenerationConfig for GLM-5." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Qwen3 offset_mapping corruption is unrelated to loading cjvt/sleng-bert failing in the current version." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Importing sentence-transformers with latest transformers and auto_mappings.py CI breakage are different import-time issues." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer offset_mapping bug and apply_chat_template assistant_mask bug are separate tokenizer features." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and flash_attention_3 training degeneration are unrelated model/training issues." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "Passing kwargs to cached_file and crashing on assistant tool-call messages are different apply_chat_template/loader behaviors." + }, + { + "left": "issue:46172", + "right": "issue:46762", + "accept": false, + "reason": "Deepseek-v4 transpose/type issue and Minimax attention numerical mismatch are different model implementations." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer version drift vs continue_final_message on mistral_common are distinct tokenizer behaviors." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Wrong model type warning for sam3_tracker and missing fpn_position_embeddings are separate SAM3 video bugs." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "A missing ReLU in the DSA indexer and GLM-5 RoPE implementation are unrelated algorithmic issues." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Different tokenizer features: general tokenization drift vs multimodal assistant_mask generation." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe loading and tokenizer save_pretrained metadata mismatch are not the same failure." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Dequantized model save failure is separate from gguf_file breaking from_pretrained loading." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "Module import failure for transformers.onnx and slow/fast tokenizer inconsistency are unrelated issues." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Qwen3-VL-Moe load failure and FP8 save_pretrained for moe are different code paths." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen3.5 regressions, but one is save_pretrained checkpoint corruption and the other is from_pretrained load failure; too distinct to merge." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Different missing symbols: Qwen2_5_VLForConditionalGeneration vs HybridCache import errors." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Example script empty multi-label outputs and Gemma 4 mm_token_type_ids defaults are unrelated training/inference issues." + }, + { + "left": "issue:39401", + "right": "issue:46614", + "accept": false, + "reason": "Qwen3 tokenizer offset_mapping bug and stale phonemizer language state in Wav2Vec2PhonemeCTCTokenizer are unrelated." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and symptoms; not the same underlying bug." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they are for different missing names from different packages and do not share a concrete 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": 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-10000-513", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:36296", + "issue:38617", + "issue:39379", + "issue:42175", + "issue:42371", + "issue:42673", + "issue:42898", + "issue:43066", + "issue:43116", + "issue:43232", + "issue:43278", + "issue:43493", + "issue:43611", + "issue:43618", + "issue:43825", + "issue:43874", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44075", + "issue:44188", + "issue:44355", + "issue:44485", + "issue:44610", + "issue:44625", + "issue:44779", + "issue:44936", + "issue:44938", + "issue:44945", + "issue:45072", + "issue:45083", + "issue:45278", + "issue:45357", + "issue:45446", + "issue:45478", + "issue:45753", + "issue:46002", + "issue:46231", + "issue:46328", + "issue:46614", + "issue:46726", + "issue:46829", + "issue:46877", + "issue:46909", + "issue:46981", + "issue:47116" + ], + "soft_pairs": [ + "issue:36296|issue:43116", + "issue:43278|issue:44945", + "issue:22355|issue:29127", + "issue:42175|issue:44938", + "issue:39379|issue:43232", + "issue:43493|issue:45753", + "issue:44188|issue:46328", + "issue:46231|issue:46877", + "issue:38617|issue:45278", + "issue:43937|issue:44485", + "issue:42898|issue:46614", + "issue:43976|issue:45446", + "issue:43611|issue:46002", + "issue:44038|issue:45478", + "issue:43066|issue:44779", + "issue:42673|issue:45072", + "issue:44355|issue:46231", + "issue:44625|issue:46002", + "issue:45357|issue:45478", + "issue:43116|issue:43493", + "issue:44610|issue:46909", + "issue:45083|issue:45446", + "issue:42371|issue:43874", + "issue:46726|issue:46981", + "issue:44075|issue:44936", + "issue:43618|issue:46829", + "issue:46328|issue:47116", + "issue:43116|issue:43825" + ], + "prepared_review_unit_hash": "245fcca9e783e02207406461d517c85cc67aaab174d6b37ca845264122b46b92", + "component_budget": { + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35731, + "estimated_input_tokens": 8933, + "estimated_eval_tokens": 18122 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab-bag of mostly unrelated Transformers issues across different models, versions, and failure modes. None of the soft pairs look like true duplicates or mergeable same-bug reports.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 45278 is the broadest umbrella-style report in the set ('many import errors after update from 4.57.0 to 5.5.0'), so it is the closest thing to a canonical issue among otherwise unrelated reports.", + "canonical_pr_reason": null, + "best_issue_reason": "45278 is the most general and cluster-like issue here; if one issue must stand in for the set, it best represents the broad regression/import-error theme.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor parallel training bug vs multi-label classification example failure; different code paths and symptoms." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Embedding dtype drift between train/eval is unrelated to incorrect output under pipeline parallelism." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Missing transformers.onnx module and a LayoutLMv3 error-message clarity issue are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Backend/installation packaging problem vs Python 3.14 load failure; different compatibility issues." + }, + { + "left": "issue:39379", + "right": "issue:43232", + "accept": false, + "reason": "mllama mask handling bug and generation kwargs after sync_gpus are different generation-path bugs." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "SigLIP2 HF/JAX discrepancy and Qwen3_5 infinite loop are different models and different behaviors." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "torch.compile attention-kernel branching vs SequenceFeatureExtractor.pad performance; unrelated subsystems." + }, + { + "left": "issue:46231", + "right": "issue:46877", + "accept": false, + "reason": "Documentation parameter mismatch is not the same as import-time doc-lint stdout logging." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-related, but one is a specific missing symbol while the other is a broad upgrade regression; not the same concrete bug." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "Invalid GenerationConfig for GLM-5 is distinct from the GLM-5 RoPE implementation discussion." + }, + { + "left": "issue:42898", + "right": "issue:46614", + "accept": false, + "reason": "Tokenizer behavior change in v5 and stale phonemizer backend state are different tokenizer issues." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python version incompatibility and an incorrect PyTorch version check are separate compatibility bugs." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "base_model_prefix loading regression and NaNs in classification heads are unrelated failures." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Generic Qwen3-VL-Moe bug vs specific Qwen3.5 Moe from_pretrained error; not the same change or fix." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both concern tokenizers in v5, but they affect different models and different concrete defects." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in multi-threaded dataloaders is unrelated to bfloat16 dtype mismatches in inference." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled Python file errors and a documentation parameter typo do not share the same underlying bug." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and NaNs in classification heads are different model/config issues." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "save_pretrained key regression and from_pretrained load failure are related model family but different concrete bugs." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Multi-label classification script output issue is unrelated to SigLIP2 implementation discrepancy." + }, + { + "left": "issue:44610", + "right": "issue:46909", + "accept": false, + "reason": "OmDet-Turbo processor size mismatch is unrelated to a broken documentation example." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "qwen3_omni_moe feature-length helper bug is unrelated to the AuxRequest PyTorch version check." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 API guidance and a missing image-patch helper in GLM46V are unrelated." + }, + { + "left": "issue:46726", + "right": "issue:46981", + "accept": false, + "reason": "Missing vision-backend messaging and HTTP 429 retry behavior are both AutoProcessor-related but not the same bug." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "SGD args being ignored is a different problem from trainer.evaluate() failing after trainer.train()." + }, + { + "left": "issue:43618", + "right": "issue:46829", + "accept": false, + "reason": "Missing attentions in CLIPOutput and wrong hidden_states in VideoPrism output are different model-output bugs." + }, + { + "left": "issue:46328", + "right": "issue:47116", + "accept": false, + "reason": "SequenceFeatureExtractor.pad performance and streaming pipeline regression are unrelated." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Classification example returning empty results is unrelated to pipeline translation-task error messaging." + } + ] + }, + "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-10000-513", + "nodes": [ + "issue:28348", + "issue:33453", + "issue:39379", + "issue:39401", + "issue:42222", + "issue:42673", + "issue:42796", + "issue:43064", + "issue:43066", + "issue:43441", + "issue:43450", + "issue:43673", + "issue:43688", + "issue:43824", + "issue:43827", + "issue:43937", + "issue:43986", + "issue:43992", + "issue:44117", + "issue:44263", + "issue:44291", + "issue:44380", + "issue:44410", + "issue:44466", + "issue:44704", + "issue:44779", + "issue:44977", + "issue:44995", + "issue:45071", + "issue:45092", + "issue:45310", + "issue:45405", + "issue:45446", + "issue:45563", + "issue:45588", + "issue:46002", + "issue:46077", + "issue:46328", + "issue:46640", + "issue:46697", + "issue:46710", + "issue:46752", + "issue:46762", + "issue:46897", + "issue:46981", + "issue:47000", + "issue:47059", + "issue:47110" + ], + "soft_pairs": [ + "issue:43992|issue:44704", + "issue:43066|issue:46710", + "issue:28348|issue:46640", + "issue:42673|issue:42796", + "issue:44995|issue:46697", + "issue:43827|issue:45446", + "issue:33453|issue:39401", + "issue:45092|issue:46762", + "issue:44263|issue:46762", + "issue:43824|issue:46981", + "issue:43064|issue:43673", + "issue:42222|issue:43441", + "issue:43673|issue:46328", + "issue:39379|issue:43688", + "issue:42222|issue:47000", + "issue:45405|issue:45446", + "issue:43937|issue:45563", + "issue:42222|issue:46752", + "issue:44380|issue:46077", + "issue:44291|issue:45071", + "issue:44117|issue:45588", + "issue:44466|issue:46002", + "issue:39379|issue:46897", + "issue:39401|issue:44779", + "issue:44410|issue:45310", + "issue:43450|issue:43986", + "issue:43937|issue:44977", + "issue:44704|issue:47110", + "issue:45071|issue:47059" + ], + "prepared_review_unit_hash": "9b8d6291aab26bbc5b38574fb938e42f3b6639c134e3d88e3568fd5a9d3d81ef", + "component_budget": { + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36166, + "estimated_input_tokens": 9042, + "estimated_eval_tokens": 18340 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous Transformer bugs rather than true duplicates. None of the soft pairs look like the same underlying issue; the most representative standalone report is the tokenizer/import regression in issue 43824.", + "confidence": 0.68, + "canonical_issue_reason": "issue:43824 is the clearest, most actionable regression report in the set and has the strongest discussion/inbound-references signal, so it is the best single issue to anchor this cluster even though the cluster itself is not a duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43824 has a concrete failure mode, clear user impact, and enough discussion to make it the strongest issue for triage and follow-up.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Different code paths: missing encoder weight loading vs AutoProcessor kwarg forwarding." + }, + { + "left": "issue:43066", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer decoder-type regression is unrelated to a DeepSeek accuracy regression after upgrade." + }, + { + "left": "issue:28348", + "right": "issue:46640", + "accept": false, + "reason": "One is a GPT2 FlashAttention-2 feature request; the other is a generic flash-attention bug report." + }, + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "VRAM leak in multi-threaded causal LM use is unrelated to tokenizer BPE-marker handling." + }, + { + "left": "issue:44995", + "right": "issue:46697", + "accept": false, + "reason": "GlmMoeDsa stale indexer cache and Swin2SR image over-padding are different subsystems and bugs." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs mentioning pipeline() after removals is unrelated to a PyTorch version check in flex_attention." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Both are tokenizer problems, but one is a loading regression while the other is a wrong offset_mapping bug in Qwen3." + }, + { + "left": "issue:45092", + "right": "issue:46762", + "accept": false, + "reason": "Meta-initialization incompatibility for remote-code checkpoints is unrelated to Minimax attention numerical drift." + }, + { + "left": "issue:44263", + "right": "issue:46762", + "accept": false, + "reason": "torch.split return behavior in GlmMoeDsaIndexer does not match an attention implementation accuracy issue." + }, + { + "left": "issue:43824", + "right": "issue:46981", + "accept": false, + "reason": "Importing a missing class is a different failure mode from retry behavior on HTTP 429 during config downloads." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Optimizer-state corruption under FSDP2/PEFT is unrelated to generation cache handling in chunked prefill." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "VitPose model breakage is a different model-family issue than Ministral FlashAttention failures." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Generation cache missing is unrelated to a padding performance inefficiency in SequenceFeatureExtractor." + }, + { + "left": "issue:39379", + "right": "issue:43688", + "accept": false, + "reason": "mllama mask handling and auxiliary-loss normalization are distinct training/math bugs in different models." + }, + { + "left": "issue:42222", + "right": "issue:47000", + "accept": false, + "reason": "VitPose breakage and RTDetr loss infeasibility are unrelated model-specific failures." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "A bumped PEFT minimum version and an AuxRequest import version gate are separate dependency/versioning issues." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Invalid GenerationConfig validation and a stale warning for num_return_sequences are different generation-path bugs." + }, + { + "left": "issue:42222", + "right": "issue:46752", + "accept": false, + "reason": "VitPose breakage is unrelated to apply_chat_template crashing on an empty list." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "GPT2 attention-scaling being ignored and Gemma4 bidirectional attention mask construction are different attention bugs." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument handling is a different incompatibility than PretrainedConfig type checking." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer-mapping None handling is unrelated to a flash_attention AttributeError on s_aux=None." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "lm_head.weight serialization differences and NaNs in classification heads are not the same bug." + }, + { + "left": "issue:39379", + "right": "issue:46897", + "accept": false, + "reason": "The mllama mask issue is not the same as the Florence2 double-shift training-loss bug." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and failure modes; not one concrete bug." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Missing qkv/gate projections in layer 0 is a model-architecture issue, not the same as a Qwen3.5 Moe load error." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Batched video-processor shape handling and missing torchvision crash are distinct video-processing problems." + }, + { + "left": "issue:45071", + "right": "issue:47059", + "accept": false, + "reason": "PretrainedConfig type checking and a cli completion attribute error in huggingface_hub are unrelated." + }, + { + "left": "issue:44704", + "right": "issue:47110", + "accept": false, + "reason": "AutoProcessor cached_file kwargs forwarding is unrelated to special_tokens being a list instead of a mapping." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GLM-5 GenerationConfig validation and DeepSeek tokenizer output drift are different failure classes." + }, + { + "left": "issue:44704", + "right": "issue:47110", + "accept": false, + "reason": "AutoProcessor download-argument forwarding and special_tokens shape/type handling do not share a code path." + }, + { + "left": "issue:45071", + "right": "issue:47059", + "accept": false, + "reason": "PretrainedConfig typing and huggingface_hub CLI completion compatibility are different issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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-10000-513", + "nodes": [ + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42617", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43208", + "issue:43408", + "issue:43742", + "issue:43937", + "issue:44075", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44496", + "issue:44829", + "issue:44877", + "issue:44933", + "issue:45071", + "issue:45081", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45478", + "issue:45561", + "issue:45632", + "issue:45656", + "issue:46178", + "issue:46209", + "issue:46231", + "issue:46298", + "issue:46328", + "issue:46512", + "issue:46617", + "issue:46752", + "issue:46762", + "issue:46894", + "issue:46981", + "issue:47116" + ], + "soft_pairs": [ + "issue:45341|issue:46328", + "issue:45071|issue:46512", + "issue:44829|issue:45216", + "issue:45341|issue:45561", + "issue:45632|issue:46981", + "issue:43408|issue:43742", + "issue:42617|issue:45341", + "issue:44117|issue:45081", + "issue:38617|issue:41628", + "issue:43122|issue:46298", + "issue:42222|issue:46178", + "issue:39401|issue:46209", + "issue:44877|issue:46231", + "issue:42371|issue:44261", + "issue:44484|issue:45310", + "issue:43937|issue:44496", + "issue:44933|issue:45278", + "issue:44261|issue:46762", + "issue:38617|issue:44220", + "issue:42371|issue:46617", + "issue:44410|issue:45478", + "issue:44075|issue:45656", + "issue:43097|issue:44493", + "issue:43066|issue:43122", + "issue:44263|issue:44485", + "issue:43208|issue:46894", + "issue:46752|issue:47116" + ], + "prepared_review_unit_hash": "7bf453f6e79a294586b7a54c49bf15ab2d337a10fb76df7a0fdee2ff6e6d0e26", + "component_budget": { + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35434, + "estimated_input_tokens": 8859, + "estimated_eval_tokens": 17974 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster does not look like a duplicate set: it mixes import errors, tokenizer regressions, model-specific config bugs, training issues, and test-utils problems. I found no soft-edge pair that safely collapses to one underlying bug/change.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the broadest umbrella-like report in the set ('many import errors after update from 4.57.0 to 5.5.0'), but even it does not explain the rest of the heterogeneous issues, so it is only the nearest cluster representative, not a true canonical duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "A small testing_utils bug and a SequenceFeatureExtractor.pad performance complaint are unrelated code paths." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "Type-checking breakage in PreTrainedConfig is separate from from_config(dtype=...) leaving config.dtype stale." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Flash Attention 3 degenerate training and Qwen3.5 save_pretrained checkpoint corruption are different bugs in different flows." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Both involve testing helpers, but one is a docs/utility bug and the other is a xdist race on captured_info.txt." + }, + { + "left": "issue:45632", + "right": "issue:46981", + "accept": false, + "reason": "Local trust_remote_code cache path collisions and AutoProcessor HTTP 429 retry behavior are distinct failure modes." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "A sam3_video/sam3_tracker model-type warning is not the same as a MobileLLM config key error." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "3d_parallel.py startup failure and a testing_utils bug do not share the same underlying cause." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None and _patch_mistral_regex crashing on backend_tokenizer are different tokenizer-loading paths." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and different root causes." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Tokenization output changes across v5 and a noisy logging message are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "Broken vitpose models and a BACKENDS_MAPPING tensorflow_text error are separate model/backend issues." + }, + { + "left": "issue:39401", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3 offset_mapping corruption and FP8 inference failure on B200 are unrelated." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Strict config loading for granite_speech is not the same as a set_training() documentation parameter mismatch." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API behavior guidance and a missing rms_norm_eps in MLA q_a_layernorm are different problems." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "save_pretrained shard-size concerns and a Qwen3.5 MoE from_pretrained error do not share the same code path." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "An invalid GenerationConfig and an unrecognized model_type in config.json are distinct config-loading failures." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "A specific nonexistent image_utils import is not the same bug as broad import failures after upgrading to 5.5.0." + }, + { + "left": "issue:44261", + "right": "issue:46762", + "accept": false, + "reason": "Both mention numerical differences, but they concern different models/implementations and likely different defects." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "Importing layer_type_validation and _torch_extract_fbank_features are unrelated errors." + }, + { + "left": "issue:42371", + "right": "issue:46617", + "accept": false, + "reason": "TF32 settings guidance and a trust_remote_code cache FileNotFoundError are separate issues." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Missing Qwen3next projections and a Qwen3.5 MoE from_pretrained error are not the same underlying bug." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "SGD arguments being ignored and optimizer.step() being called twice under deepspeed are different optimizer bugs." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Removal of tie_embeddings_and_encoder_decoder and unexpected position-id keys are different regression surfaces." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Wrong tokenizer decoder type and tokenization output differences across versions may both involve tokenizers, but not the same concrete defect." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "A torch.split return-value bug in GlmMoeDsaIndexer is separate from GLM-5 RoPE implementation concerns." + }, + { + "left": "issue:43208", + "right": "issue:46894", + "accept": false, + "reason": "xLSTM training blockers and a CohereASR double-shift loss bug are unrelated model-specific training issues." + }, + { + "left": "issue:46752", + "right": "issue:47116", + "accept": false, + "reason": "apply_chat_template crashing on empty input and a streaming pipeline regression are different code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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-10000-513", + "nodes": [ + "issue:27957", + "issue:38617", + "issue:41628", + "issue:42757", + "issue:42886", + "issue:43012", + "issue:43064", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43441", + "issue:43452", + "issue:43531", + "issue:43577", + "issue:43673", + "issue:43874", + "issue:43931", + "issue:43986", + "issue:44038", + "issue:44077", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44360", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44829", + "issue:44987", + "issue:45003", + "issue:45071", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45440", + "issue:45464", + "issue:45478", + "issue:45588", + "issue:45753", + "issue:46050", + "issue:46123", + "issue:46172", + "issue:46369", + "issue:46897", + "issue:46981" + ], + "soft_pairs": [ + "issue:44077|issue:46981", + "issue:44483|issue:45464", + "issue:43931|issue:44410", + "issue:43673|issue:45341", + "issue:41628|issue:45071", + "issue:27957|issue:43352", + "issue:44484|issue:45478", + "issue:43874|issue:44261", + "issue:43012|issue:43577", + "issue:44263|issue:46172", + "issue:43441|issue:44829", + "issue:44360|issue:46172", + "issue:43931|issue:44038", + "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:43097|issue:45588", + "issue:44117|issue:44987", + "issue:43874|issue:44263", + "issue:43673|issue:46123", + "issue:44410|issue:45375", + "issue:43097|issue:46050", + "issue:45440|issue:46172", + "issue:38617|issue:42757", + "issue:44038|issue:44410", + "issue:43986|issue:45372", + "issue:43064|issue:44315", + "issue:43208|issue:46897" + ], + "prepared_review_unit_hash": "eccaada626d87bcd020d0f73f636de3d2b6dcc84e95105c806ce02909aabf504", + "component_budget": { + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36555, + "estimated_input_tokens": 9139, + "estimated_eval_tokens": 18534 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are mostly unrelated bug reports spanning different subsystems and models. I found no soft-edge pair that is clearly the same underlying bug/change, so all candidate merges should be rejected. For a canonical issue, the broad API-regression report about `tie_embeddings_and_encoder_decoder` removal is the strongest representative.", + "confidence": 0.9, + "canonical_issue_reason": "issue:43097 is the most broadly impactful and clearly framed regression in the set: it describes an API removal with user-visible breakage and a concrete compatibility gap, making it a better canonical representative than the many model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43097 is the best overall issue candidate because it is specific, actionable, and has wider applicability than the model-family-specific or one-off import/load failures.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44077", + "right": "issue:46981", + "accept": false, + "reason": "Different problems: model-specific `post_init` policy versus repeated HTTP 429 retry behavior in `AutoProcessor.from_pretrained`." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both mention chat/completions failures, but one is a general v5.3 API rejection and the other is a streaming inference failure for Qwen3.5-0.8B; not the same concrete bug." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Different Qwen model variants and different failures: shape mismatch on load versus missing attention projections in layer 0." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Unrelated areas: generation cache during chunked prefill versus a testing utility bug." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "Different code paths and symptoms: missing `AutoImageProcessor` import versus `PretrainedConfig` type checking regression." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Different models and different Flash Attention 2 issues; not the same underlying bug." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "Unrelated: shard-size default behavior versus Qwen3.5 MoE loading failure." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Different multimodal components and different failures: missing image-patch helper versus RMS norm epsilon precision issue." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "Both are dtype/precision related, but one is a compiler warning on bfloat16 and the other is a Blip2 submodule dtype propagation bug; not the same issue." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "Different GLM-family bugs: `torch.split()` handling in the DSA indexer versus a DeepSeek-v4 transpose/dtype path." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Both touch Flash Attention, but one is model support failure and the other is degenerate training with flash_attention_3; not mergeable as one fix." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "Different models and code paths: DSA indexer ReLU bug versus DeepSeek-v4 tensor conversion/transpose behavior." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Same broad model family, but the concrete failures are different enough that this is not clearly one bug." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "API regression from removed config helper versus `gguf_file` loading breakage; unrelated." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "Video processor/torchvision import failure is unrelated to the testing utility bug." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "`sys.modules` access bug in modeling utils is unrelated to the testing utility issue." + }, + { + "left": "issue:42886", + "right": "issue:46981", + "accept": false, + "reason": "Both involve Hub/network behavior, but one is offline cache loading and the other is retry logic on 429 responses with `HF_ENDPOINT`; different bugs." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Different model internals: MLA layer norm epsilon omission versus GLM-5 RoPE implementation." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "Different models and symptoms: infinite loop on a specific image versus memory overflow on a SAM3 text model." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Sliding-window bug in Qwen3-MoE is unrelated to the testing utility issue." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Different problems: config API removal versus flash attention crash when `s_aux=None`." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Both are loading-related, but one is a tokenizer mapping assumption and the other is a specific model load failure; too little evidence they share the same root cause." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Both are GLM-related, but one is an image-processor helper omission and the other is a `torch.split()` indexing bug." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Different pipeline stages: generation cache handling versus mask-generation batching logic." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Different model families and failures: missing attention projections versus a config field dropped by strict validation." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "Unrelated: API removal regression versus quantized model save/load corruption." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are ImportErrors, but for different missing symbols from different packages; not the same bug." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Different Qwen model variants and different implementation gaps." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Different failures: missing torchvision path for video models versus `ReasoningEffort` import breakage in Gemma 4 processor loading." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Different training bugs in different features: FSDP2/PEFT optimizer state corruption versus Liger Kernel not being applied with `model_init`." + }, + { + "left": "issue:43208", + "right": "issue:46897", + "accept": false, + "reason": "Different model families and distinct training bugs; only the general idea of a training issue overlaps." + } + ] + }, + "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-10000-513", + "nodes": [ + "issue:38617", + "issue:42890", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43502", + "issue:43550", + "issue:43825", + "issue:43827", + "issue:43873", + "issue:43906", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44016", + "issue:44062", + "issue:44117", + "issue:44351", + "issue:44368", + "issue:44380", + "issue:44451", + "issue:44484", + "issue:44655", + "issue:44704", + "issue:44734", + "issue:44936", + "issue:44938", + "issue:45103", + "issue:45584", + "issue:45712", + "issue:45753", + "issue:46132", + "issue:46172", + "issue:46178", + "issue:46298", + "issue:46365", + "issue:46421", + "issue:46655", + "issue:46664", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46821", + "issue:47116" + ], + "soft_pairs": [ + "issue:46655|issue:46664", + "issue:43986|issue:44484", + "issue:46298|issue:46752", + "issue:43097|issue:43873", + "issue:38617|issue:44351", + "issue:42890|issue:46298", + "issue:44062|issue:44117", + "issue:43012|issue:46821", + "issue:44117|issue:46701", + "issue:46172|issue:46710", + "issue:43502|issue:43992", + "issue:44704|issue:45103", + "issue:44936|issue:46365", + "issue:44451|issue:47116", + "issue:44380|issue:46421", + "issue:44938|issue:46178", + "issue:43986|issue:44016", + "issue:43064|issue:47116", + "issue:42907|issue:45753", + "issue:42907|issue:44655", + "issue:43012|issue:43550", + "issue:45712|issue:46298", + "issue:43012|issue:44368", + "issue:43827|issue:47116", + "issue:43992|issue:44484", + "issue:43352|issue:43976", + "issue:43208|issue:43550", + "issue:43352|issue:44380", + "issue:43825|issue:44655", + "issue:43066|issue:43906", + "issue:44734|issue:47116", + "issue:43097|issue:46298", + "issue:45584|issue:46365", + "issue:44380|issue:46132" + ], + "prepared_review_unit_hash": "e86af9bb77c111db862af62cf2bbe84e80e7c5ac5e84581d7764b844e76c05a7", + "component_budget": { + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37733, + "estimated_input_tokens": 9434, + "estimated_eval_tokens": 19124 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft pairs mostly share only broad Transformer/v5 surface area, not the same underlying bug or change. I rejected all soft edges; if an anchor is needed, issue 47116 is the broadest representative of the loose v5 regression theme, but it is not a true duplicate target.", + "confidence": 0.98, + "canonical_issue_reason": "No pair in this set looks like a true duplicate cluster. If forced to choose one issue as an anchor, 47116 is the broadest, most general open v5 regression report, but the set is too diverse for a real canonical duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:47116 is the best loose representative because it is broad, current, and regression-oriented, but it should be treated as a thematic anchor only, not a duplicate canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46655", + "right": "issue:46664", + "accept": false, + "reason": "Same model family, but one is a padding bug and the other is a num_frames semantic mismatch; different underlying processor defects." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "Unrelated failures: AutoProcessor/torchvision loading vs save_pretrained shard-size behavior." + }, + { + "left": "issue:46298", + "right": "issue:46752", + "accept": false, + "reason": "Noisy logging vs empty-list IndexError in apply_chat_template; not the same bug." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "v5 config-removal complaint vs quantization offloading failure; different code paths and symptoms." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols/modules and unrelated breakages." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "Missing set_seed in tests is unrelated to a logging-message issue." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Tokenizer AddedToken kwarg conflict vs TOKENIZER_MAPPING_NAMES None handling; separate tokenizer bugs." + }, + { + "left": "issue:43012", + "right": "issue:46821", + "accept": false, + "reason": "PyTorch bfloat16 warning and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:46701", + "accept": false, + "reason": "Tokenizer mapping assumption bug vs DiffusionGemma pipeline failure; different subsystems." + }, + { + "left": "issue:46172", + "right": "issue:46710", + "accept": false, + "reason": "DeepSeek tensor transpose bug vs model accuracy regression after upgrade; not the same issue." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "local_files_only network leakage vs missing embed_tokens.weight on load; unrelated." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "AutoProcessor kwargs forwarding vs auto_docstring annotation crash; different layers entirely." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "trainer.evaluate regression vs Trainer import blocked by datasets; not the same underlying problem." + }, + { + "left": "issue:44451", + "right": "issue:47116", + "accept": false, + "reason": "Model loading failure for ScandiBERT vs streaming pipeline regression; no shared bug." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "GPT2 attention scaling under SDPA/FlashAttention vs cache lazy-init recompilation; different behavior." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 import/load failure vs unsupported tensorflow_text backend mapping; unrelated." + }, + { + "left": "issue:43986", + "right": "issue:44016", + "accept": false, + "reason": "Video-model loading without torchvision vs notebook syntax error; no overlap." + }, + { + "left": "issue:43064", + "right": "issue:47116", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption vs streaming pipeline regression; different training/serving paths." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Dequantized model save failure vs Qwen image infinite loop; unrelated." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Both involve saving, but one is dequantized model serialization and the other pipeline save_pretrained support; not the same bug." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "Warning about bfloat16 precision vs Bamba torch.compile SDPA failure; distinct issues." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Dummy PT classes leaking into dir/check_repo vs logging noise; unrelated." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Different warnings in different contexts: bfloat16 compilation warning vs tie_word_embeddings config warning." + }, + { + "left": "issue:43827", + "right": "issue:47116", + "accept": false, + "reason": "Docs still referencing pipeline() vs runtime streaming regression; documentation and execution bugs differ." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing embed_tokens.weight vs max_shard_size question; unrelated model-loading vs saving behavior." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "FlashAttention support gap vs Python-version compatibility issue; different root causes." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training bugs vs Bamba SDPA compile failure; different models and failure modes." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "FA2 unsupported warning vs GPT2 attention scaling ignored; not the same code path." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "pipeline error message wording vs inability to save Pipeline objects; different issues." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type vs isolated reproduction of another issue; no evidence of same bug." + }, + { + "left": "issue:44734", + "right": "issue:47116", + "accept": false, + "reason": "Serve KV-cache continuation indexing bug vs streaming pipeline regression; different components." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "Removed config flag concern vs noisy logging; unrelated." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper empty-transcription generation bug vs Trainer import conflict; unrelated." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "GPT2 backend-specific attention scaling bug vs AttentionInterface.register behavior change; different functionality." + } + ] + }, + "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-10000-513", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:38617", + "issue:42175", + "issue:42490", + "issue:42757", + "issue:42890", + "issue:42994", + "issue:43012", + "issue:43064", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43526", + "issue:43582", + "issue:43611", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43867", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44162", + "issue:44222", + "issue:44230", + "issue:44355", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44514", + "issue:44625", + "issue:44655", + "issue:44938", + "issue:45276", + "issue:45290", + "issue:45478", + "issue:45479", + "issue:46050", + "issue:46077", + "issue:46172", + "issue:46365", + "issue:46877", + "issue:47059" + ], + "soft_pairs": [ + "issue:44162|issue:46172", + "issue:44077|issue:46365", + "issue:42890|issue:47059", + "issue:44222|issue:45478", + "issue:36683|issue:43582", + "issue:44380|issue:45479", + "issue:42757|issue:43824", + "issue:43064|issue:44380", + "issue:42175|issue:46365", + "issue:42490|issue:43012", + "issue:44483|issue:44514", + "issue:38617|issue:43502", + "issue:43618|issue:44380", + "issue:43756|issue:44485", + "issue:45276|issue:46077", + "issue:43618|issue:43761", + "issue:43208|issue:43526", + "issue:36010|issue:42757", + "issue:43299|issue:43867", + "issue:42994|issue:44655", + "issue:44038|issue:44230", + "issue:44483|issue:45290", + "issue:44625|issue:46365", + "issue:43352|issue:43937", + "issue:44625|issue:46077", + "issue:44355|issue:46877", + "issue:43611|issue:44655", + "issue:36683|issue:43475", + "issue:44655|issue:46050", + "issue:43976|issue:44938", + "issue:44938|issue:47059" + ], + "prepared_review_unit_hash": "788ea7bbe95727319d57b97ed03805d021cc6e8ff3e200fe9450b69403a0ef3f", + "component_budget": { + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36750, + "estimated_input_tokens": 9188, + "estimated_eval_tokens": 18632 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is not a true duplicate cluster: the soft pairs mostly share broad keywords like import errors, loading, or model families, but each reports a different underlying failure mode. I would not merge any of the suggested soft edges.", + "confidence": 0.94, + "canonical_issue_reason": "No single issue is a valid canonical for this cluster; the items span unrelated regressions across imports, model configs, training, saving, and CLI behavior.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43611 is the strongest representative of a concrete Transformers v5 loading regression, but it still does not subsume the rest of the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "Different bugs: ESM2 training/runtime breakage vs a deepseek-v4 dtype/transpose issue." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "Unrelated failures: patchtsmixer post_init policy vs importing Trainer with datasets installed." + }, + { + "left": "issue:42890", + "right": "issue:47059", + "accept": false, + "reason": "One is a flaky test seed issue; the other is a CLI compatibility break with huggingface_hub." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Both mention MoE/save/load, but one is FP8 save_pretrained and the other is a from_pretrained regression; not the same bug." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3 config attribute error and AppleSilicon allocator TypeError are unrelated." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention-scaling backend regression vs a degenerate zero-loss classification bug." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and different code paths." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Distributed optimizer-state corruption and GPT-2 attention scaling are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "Packaging/backend dependency issue vs a Trainer import conflict with datasets." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Local-path import warning and bfloat16 compile warning are different behaviors." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "API request validation failure vs chat-template crash on batched VL input." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "ImportError for a missing internal helper and unexpected network access under local_files_only are different bugs." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIP attention outputs missing and GPT-2 attention scaling are separate regressions." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Both mention RoPE, but one is missing layers and the other is a GLM-5 RoPE implementation discussion/bug." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Gemma4 token embedding resize bug and Gemma4 bidirectional attention masking bug are different code paths." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Related CLIP regressions, but one drops attentions while the other drops hidden_states; not enough evidence for one bug." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training bugs and BeitImageProcessorFast label reduction are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Both are import failures, but for different modules and missing names." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Qwen3VL MoE loading breakage and sorted-state_dict load errors are different loading failures." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Both involve save_pretrained, but one is quantized-model saving and the other is Pipeline serialization." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Both are Qwen3-VL/MoE/fp8 related, but one is a bug report and the other is fp8 inference support; not the same underlying change." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "Chat-completions API rejection and apply_chat_template tool-call crash are different layers of the stack." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Trainer import conflict are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "FlashAttention2 support gating and GenerationConfig validation are different model/feature bugs." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "A config propagation bug and a Gemma4 attention-mask bug do not share the same root cause." + }, + { + "left": "issue:44355", + "right": "issue:46877", + "accept": false, + "reason": "Compiled-Python loading errors and import-time docstring diagnostics are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "Base-model-prefix loading regression vs Pipeline save_pretrained failure are different save/load paths." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Different attribute errors on different models and objects; no shared underlying bug." + }, + { + "left": "issue:44655", + "right": "issue:46050", + "accept": false, + "reason": "Pipeline serialization and sinq quantized model round-trip failures are separate save/load regressions." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are version-specific load failures, but Python 3.9+/3.10+ and Python 3.14 compatibility issues are not the same bug." + }, + { + "left": "issue:44938", + "right": "issue:47059", + "accept": false, + "reason": "Python 3.14 import/load failure and a CLI completion attribute error are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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-10000-513", + "nodes": [ + "issue:28282", + "issue:29870", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42890", + "issue:42898", + "issue:43010", + "issue:43064", + "issue:43502", + "issue:43525", + "issue:43575", + "issue:43618", + "issue:43867", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44075", + "issue:44077", + "issue:44112", + "issue:44246", + "issue:44355", + "issue:44360", + "issue:44393", + "issue:44492", + "issue:44855", + "issue:44908", + "issue:44964", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45850", + "issue:46077", + "issue:46202", + "issue:46285", + "issue:46365", + "issue:46512", + "issue:46664", + "issue:46851", + "issue:47000", + "issue:47110" + ], + "soft_pairs": [ + "issue:43867|issue:45216", + "issue:36683|issue:44077", + "issue:46077|issue:46512", + "issue:36683|issue:47110", + "issue:43618|issue:45216", + "issue:36683|issue:43525", + "issue:29870|issue:36296", + "issue:43064|issue:44492", + "issue:43010|issue:45278", + "issue:43992|issue:45310", + "issue:44075|issue:46365", + "issue:44908|issue:46851", + "issue:29870|issue:33453", + "issue:44393|issue:47000", + "issue:43867|issue:46202", + "issue:44355|issue:44855", + "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:45478", + "issue:28282|issue:33453", + "issue:43618|issue:46285", + "issue:44360|issue:45440", + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:43502|issue:44062", + "issue:42898|issue:46664" + ], + "prepared_review_unit_hash": "b270ecbd9096de312f4f3c219fb7ceefdbb1bdeea0c4ac0ef326b546f2d9ec9a", + "component_budget": { + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36405, + "estimated_input_tokens": 9102, + "estimated_eval_tokens": 18460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are unrelated despite superficial wording overlap. The only credible duplicate is the import-time slowdown pair (41669/44246).", + "confidence": 0.94, + "canonical_issue_reason": "issue:41669 is the clearest root-cause report for the import slowdown, with a specific explanation and impact; issue:44246 is the broader symptom report and fits as a duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:41669 is the best representative because it identifies the likely cause of the slowdown, not just the user-visible symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Both are model-loading/checkpoint problems, but one is about sorted state_dict handling and the other about incorrect Qwen3.5 save_pretrained output; different failure modes." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Gemma3Config missing vocab_size is unrelated to patchtsmixer post_init validation." + }, + { + "left": "issue:46077", + "right": "issue:46512", + "accept": false, + "reason": "Bidirectional attention mask construction and stale config dtype are different code paths and symptoms." + }, + { + "left": "issue:36683", + "right": "issue:47110", + "accept": false, + "reason": "Missing Gemma3Config vocab_size and special_tokens list/dict handling are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIPOutput attentions assignment and Qwen3.5 save_pretrained checkpoint corruption are different bugs." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Gemma3Config missing vocab_size is not the same as Llama4Config missing pad_token_id." + }, + { + "left": "issue:29870", + "right": "issue:36296", + "accept": false, + "reason": "A BART generate() decoder_attention_mask bug is unrelated to a tensor-parallel training bug." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption is unrelated to a typo in cache strategies." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Cache update no_grad behavior and broad import errors after version upgrade are not the same underlying issue." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Missing embed_tokens.weight in UMT5Encoder.from_pretrained is unrelated to Qwen3.5 Moe from_pretrained errors." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "Unused SGD args and Trainer import failing with datasets installed are different problems." + }, + { + "left": "issue:44908", + "right": "issue:46851", + "accept": false, + "reason": "Scheduler kwargs being ignored is unrelated to Qwen3.5 variable-length position_ids handling." + }, + { + "left": "issue:29870", + "right": "issue:33453", + "accept": false, + "reason": "BART generate masking failure and tokenizer loading regression do not describe the same bug." + }, + { + "left": "issue:44393", + "right": "issue:47000", + "accept": false, + "reason": "Qwen3-VL 2D bbox output hallucination/error is not the same as RTDetrLoss cost-matrix infeasibility." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "Sorted state_dict loading failure and Gemma pipeline roundtrip failure on \u2581 are different issues." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Compiled Python file import errors and a Python 3.13 IndentationError from torch.jit parsing are related to imports, but not the same concrete bug." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "State_dict sorting/load failure is unrelated to missing deepstack_visual_indexes in Qwen3_5MoeVisionConfig." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "A missing set_seed in SamHQ tests is a different test flakiness cause than xdist races on captured_info.txt." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "Decorating cache update with no_grad and a broad 'breaks too many models' complaint are not the same bug." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel training bug and loading a specific Qwen2-57B model causing OOM are not sufficiently the same underlying issue." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": true, + "reason": "Both report the same import-time slowdown in transformers; 41669 gives the specific root cause ('import *' in models) while 44246 is the generic symptom." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "CLIPOutput attentions assignment and patchtsmixer post_init restrictions are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Cache update no_grad and Python version compatibility for transformers 5.1.0 are unrelated." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Sorted state_dict loading failure and incorrect visual encoder keys on save_pretrained are different Qwen3.5/Qwen issues." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "UMT5Encoder missing embed_tokens.weight is unrelated to the Qwen3.5 Moe from_pretrained regression." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "PyTorch ImportError and tokenizer loading regression are different classes of failures." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "CLIPOutput attentions assignment and CLIPTextModel structural inconsistency are related to CLIP but not the same code-path problem." + }, + { + "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": "Seed-related test flakiness and Phi-4-multimodal loading failure are unrelated." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "SamHQ test seeding issues and GraniteSpeech stale device override failures are different CI bugs." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "local_files_only still making API requests is unrelated to AddedToken receiving duplicate 'special' kwargs." + }, + { + "left": "issue:42898", + "right": "issue:46664", + "accept": false, + "reason": "clean_up_tokenization_spaces behavior change and SmolVLM num_frames semantics are unrelated tokenizer/video processor issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet. The only accepted pair, issue:41669/issue:44246, is a conservative duplicate call based on one being the specific root-cause slowdown report and the other the generic symptom report. The other soft-edge rejections are appropriately cautious and do not overclaim mergeability or sameness." + }, + "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": 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-10000-513", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:42548", + "issue:42757", + "issue:43010", + "issue:43065", + "issue:43232", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43576", + "issue:43723", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:43901", + "issue:44222", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44485", + "issue:44556", + "issue:44734", + "issue:44749", + "issue:44961", + "issue:45071", + "issue:45125", + "issue:45375", + "issue:45468", + "issue:45478", + "issue:45850", + "issue:46132", + "issue:46143", + "issue:46144", + "issue:46617", + "issue:46664", + "issue:46726", + "issue:47059", + "issue:47110" + ], + "soft_pairs": [ + "issue:44734|issue:46617", + "issue:43723|issue:44556", + "issue:44222|issue:45125", + "issue:43502|issue:44485", + "issue:43824|issue:46617", + "issue:43010|issue:43065", + "issue:43874|issue:46617", + "issue:45850|issue:47110", + "issue:43576|issue:46132", + "issue:44387|issue:44556", + "issue:30333|issue:33453", + "issue:45125|issue:45478", + "issue:42548|issue:44351", + "issue:30990|issue:31795", + "issue:44355|issue:44749", + "issue:45125|issue:45375", + "issue:43502|issue:44222", + "issue:43502|issue:44961", + "issue:43827|issue:44961", + "issue:43010|issue:43232", + "issue:46664|issue:46726", + "issue:30333|issue:36296", + "issue:43299|issue:44556", + "issue:29870|issue:31795", + "issue:33453|issue:34689", + "issue:44355|issue:45071", + "issue:42757|issue:43576", + "issue:43576|issue:45071", + "issue:43576|issue:47059", + "issue:31795|issue:38617", + "issue:43576|issue:43824", + "issue:44315|issue:44360", + "issue:44961|issue:45468", + "issue:44485|issue:44961", + "issue:44351|issue:46617", + "issue:36296|issue:43901", + "issue:43352|issue:44961", + "issue:43475|issue:46617", + "issue:46143|issue:46144" + ], + "prepared_review_unit_hash": "39e4b236f80d6da537ce38f173faf8d00802e3535f05d38984b6eebe629f00cb", + "component_budget": { + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 39, + "serialized_chars": 38959, + "estimated_input_tokens": 9740, + "estimated_eval_tokens": 19736 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous based on titles/body metadata alone. There are several soft-similarity loading/import regressions, but most look like distinct concrete bugs. The closest duplicate candidate is the Qwen3.5 MoE loading pair (45125/45478), which is plausibly the same underlying failure, though the evidence here is limited.", + "confidence": 0.64, + "canonical_issue_reason": "Issue 45125 is the best anchor for the plausible Qwen3.5 MoE duplicate pair because it is the more concrete report: it names Qwen3_5MoeForConditionalGeneration and a missing `_tp_plan`, while 45478 is the broader from_pretrained failure on the same model family/version.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45125 is the strongest cluster representative among the loading-related reports because it is specific enough to anchor the likely Qwen3.5 MoE issue without overgeneralizing beyond the available metadata.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44734", + "right": "issue:46617", + "accept": false, + "reason": "Different bugs: KV-cache continuation tensor indexing vs loading a trust_remote_code model from cache." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Both are loading-related, but one is tokenizer loading in v5 and the other is checkpoint reload after upgrade; not the same concrete failure." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained/moe storage behavior vs missing `_tp_plan` for tensor parallelism; different code paths." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Local-files-only network leak vs GLM-5 RoPE implementation; no shared underlying bug." + }, + { + "left": "issue:43824", + "right": "issue:46617", + "accept": false, + "reason": "Import error for Qwen2.5 VL class vs cache FileNotFoundError on trust_remote_code loading." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Cache/layer `update()` no_grad issue is unrelated to the dummy Conv2d in Sam3PixelDecoder." + }, + { + "left": "issue:43874", + "right": "issue:46617", + "accept": false, + "reason": "Missing image-patch helper in GLM46V is a model-specific AttributeError, not a cache FileNotFoundError." + }, + { + "left": "issue:45850", + "right": "issue:47110", + "accept": false, + "reason": "Broad complaint about v5 breakage vs a specific `special_tokens` attribute error." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "CLI/env command breakage and AttentionInterface.register behavior are different issues." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Int4 quantization memory regression is unrelated to checkpoint reload incompatibility after upgrade." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLflow reporting failure and tokenizer loading regression are unrelated." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": true, + "reason": "Same model family and same loading path: 45478 reports a from_pretrained failure on Qwen3.5 MoE, and 45125 adds a concrete tensor-parallel loading gap; these plausibly describe the same bug." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Cannot import `PreTrainedModel` and cannot import `HybridCache` are separate import regressions." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Sentence Transformers loading hang is unrelated to docs confusion about `input_ids` and `past_key_values`." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python file execution errors and data-filtering slowdown after upgrade are not the same bug." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Both involve Qwen3.5 MoE, but one is a missing tensor-parallel plan and the other is a dropped config field; different concrete fixes." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Local-files-only networking bug and FP8 `save_pretrained` behavior are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "Local-files-only networking bug and a placeholder issue are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still referencing `pipeline()` after removals is unrelated to the placeholder issue." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Different generation/cache problems: no_grad decoration vs `_update_model_kwargs_for_generation` after sync_gpus." + }, + { + "left": "issue:46664", + "right": "issue:46726", + "accept": false, + "reason": "Different video/processor issues: inconsistent `num_frames` semantics vs missing vision backend handling." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLflow reporting failure is unrelated to tensor parallel training bugs." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Qwen3VL MoE loading breakage and checkpoint reload regressions are different model/version failures." + }, + { + "left": "issue:29870", + "right": "issue:31795", + "accept": false, + "reason": "BART generate-time `decoder_attention_mask` error is unrelated to documentation wording." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer-loading regression and Llama 3.2 Vision model-loading breakage are different concrete failures." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-file execution errors and `PretrainedConfig` type checking are unrelated." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Missing `is_offline_mode` import from huggingface_hub is unrelated to the v5 env CLI issue." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "CLI/env command breakage and `PretrainedConfig` type-checking regression are different code paths." + }, + { + "left": "issue:43576", + "right": "issue:47059", + "accept": false, + "reason": "Both touch CLI behavior, but one is the `transformers env` command and the other is a hub version-specific Typer completion attribute error." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Docs confusion in `model.forward` is unrelated to the `layer_type_validation` import error." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "Env command breakage and Qwen2.5 VL import failure are unrelated." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel application with `model_init` and a DSA indexer ReLU discussion are unrelated." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "Placeholder issue and Gemma-4 audio positional encoding bug are unrelated." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion is unrelated to the placeholder issue." + }, + { + "left": "issue:44351", + "right": "issue:46617", + "accept": false, + "reason": "`HybridCache` import failure and cache FileNotFoundError are different import/load problems." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor parallel training bug is unrelated to docs mentioning `return_all_scores`." + }, + { + "left": "issue:43352", + "right": "issue:44961", + "accept": false, + "reason": "Flash Attention support error for Nemotron is unrelated to the placeholder issue." + }, + { + "left": "issue:43475", + "right": "issue:46617", + "accept": false, + "reason": "SAM3 vision encoder attribute error and cache FileNotFoundError are unrelated." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "They are related to RoFormer behavior, but one is missing `**kwargs` passthrough and the other is attention-interface integration; not clearly the same concrete bug." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The clustering is mostly conservative, but the canonicalization is a bit overconfident. The packet only gives title/body-length metadata, so calling issue 45125 a \"root-cause report\" for 45478 goes beyond the evidence available here. At most, you can say they are plausibly related Qwen3.5 MoE loading reports. Also, \"only credible duplicate pair\" is stronger than the packet supports given there are multiple soft-similarity pairs in the cluster. Please keep the summary more tentative and evidence-bounded." + }, + "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": 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-10000-513", + "nodes": [ + "issue:41628", + "issue:41669", + "issue:42371", + "issue:42548", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43867", + "issue:43976", + "issue:44038", + "issue:44222", + "issue:44230", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44704", + "issue:44908", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45341", + "issue:45362", + "issue:45375", + "issue:45542", + "issue:45753", + "issue:45850", + "issue:46095", + "issue:46209", + "issue:46218", + "issue:46328", + "issue:46664", + "issue:47059", + "issue:47110" + ], + "soft_pairs": [ + "issue:41628|issue:42548", + "issue:44222|issue:44230", + "issue:45375|issue:47110", + "issue:43867|issue:47110", + "issue:44315|issue:46209", + "issue:43525|issue:47110", + "issue:45362|issue:45850", + "issue:43673|issue:44492", + "issue:44485|issue:46664", + "issue:44273|issue:45542", + "issue:44623|issue:45230", + "issue:44038|issue:45125", + "issue:44273|issue:45003", + "issue:44360|issue:46664", + "issue:41669|issue:43673", + "issue:44393|issue:45071", + "issue:44393|issue:45753", + "issue:43576|issue:44556", + "issue:43525|issue:45850", + "issue:44556|issue:45092", + "issue:43572|issue:45850", + "issue:44230|issue:46095", + "issue:44492|issue:45850", + "issue:45850|issue:47059", + "issue:42371|issue:44492", + "issue:41669|issue:46218", + "issue:43408|issue:44315", + "issue:44246|issue:44273", + "issue:42890|issue:44908", + "issue:43576|issue:44908", + "issue:43352|issue:44393", + "issue:43976|issue:44393", + "issue:44295|issue:45230", + "issue:44908|issue:45071", + "issue:44297|issue:45230", + "issue:44492|issue:46328", + "issue:41669|issue:44351", + "issue:44704|issue:44908", + "issue:41669|issue:45341", + "issue:43976|issue:46218" + ], + "prepared_review_unit_hash": "5dfb9fccfbab7d1312291c27b62c0ee4445e03e667e5014ca98f3a8659cb8274", + "component_budget": { + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 40, + "serialized_chars": 38961, + "estimated_input_tokens": 9741, + "estimated_eval_tokens": 19738 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a mixed set of issue reports, but the strongest duplicate theme is a lazy-loading / top-level import-export regression in `transformers`. Most other soft pairs are only loosely related by subsystem or are clearly unrelated.", + "confidence": 0.66, + "canonical_issue_reason": "`issue:44273` is the broadest and most central report for the import/lazy-loading regression theme, and it can reasonably absorb several of the nearby import-related symptoms.", + "canonical_pr_reason": null, + "best_issue_reason": "`issue:44273` is the best single issue to represent this cluster because it is the most umbrella-like description of the shared failure mode.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41628", + "right": "issue:42548", + "accept": true, + "reason": "Both are top-level `from transformers import ...` failures; likely the same broken export/lazy-loading regression." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "Same broad FP8/MoE area, but one is about saving and the other about inference support; not the same concrete bug." + }, + { + "left": "issue:45375", + "right": "issue:47110", + "accept": false, + "reason": "Different failures: a missing config field vs a `special_tokens` attribute error." + }, + { + "left": "issue:43867", + "right": "issue:47110", + "accept": false, + "reason": "Unrelated model-loading error versus `special_tokens` shape/typing error." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Different code paths and symptoms: `model_init`/Liger Kernel versus FP8 inference on B200." + }, + { + "left": "issue:43525", + "right": "issue:47110", + "accept": false, + "reason": "Both are attribute errors, but on unrelated objects and features." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "One is a specific chat crash for Qwen3.5-35B; the other is a generic broad complaint about v5 breaking models." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Chunked-prefill cache regression and a cache-strategy typo are not the same bug." + }, + { + "left": "issue:44485", + "right": "issue:46664", + "accept": false, + "reason": "RoPE implementation and video `num_frames` semantics are unrelated." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading regression and TensorBoard/TF backend detection are different problems." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "A specific `processor.save_pretrained` file bug versus a placeholder generic bug report." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Both involve Qwen3/MoE, but one is a VL bug and the other is missing tensor-parallel metadata." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Both touch import internals, but the reported failures are different and not clearly the same underlying defect." + }, + { + "left": "issue:44360", + "right": "issue:46664", + "accept": false, + "reason": "Completely unrelated discussion topics." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-star cleanup/performance and cache-missing generation behavior are not the same change or bug." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Vision bbox hallucination/error and `PretrainedConfig` type-checking regression are unrelated." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Both are Qwen3-VL issues, but one is bbox output and the other is an infinite loop on a specific image; too different." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Both are v5 regressions, but one is the `transformers env` command and the other is checkpoint reload compatibility." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Specific missing config field versus a generic complaint about v5 breaking many models." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both involve v5 loading regressions, but one is generic checkpoint reload and the other is a specific remote-code/meta-init case." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "Specific config attribute regression versus a broad release-quality complaint." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 inference support and weight conversion tooling are different issues." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A cache-strategy typo and a broad v5 complaint do not match." + }, + { + "left": "issue:45850", + "right": "issue:47059", + "accept": false, + "reason": "Generic v5 breakage versus a CLI compatibility failure with `huggingface_hub`." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 settings and cache-strategy typo are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import-star cleanup/performance is not the same as a missing module import error." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Model-type warning and Liger Kernel application bug are unrelated." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": true, + "reason": "Same import/lazy-loading regression: one reports slow import, the other says lazy loading is broken." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Test seeding issue and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "CLI/environment command breakage and scheduler kwargs bug are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash-Attention support limitation versus Qwen3-VL bbox error; different subsystems." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility bug versus vision-model bbox issue." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "Specific `position_ids` buffer access bug versus a generic bug report." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save metadata mismatch versus a generic bug report." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "Cache-strategy typo and `SequenceFeatureExtractor.pad` inefficiency are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-star cleanup/performance and missing `HybridCache` export are not the same underlying bug." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "Both mention kwargs, but the affected APIs and failures are different." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import-star cleanup issue and testing-utils bug are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python compatibility bug and missing `Qwen3_5ForCausalLM` import are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary stays grounded in the packet: the strongest shared theme is indeed the lazy-loading/top-level import-export regression around `transformers`, and the two accepted soft edges are conservative and supported by the issue titles. The rejections avoid overclaiming beyond the evidence shown." + }, + "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-10000-513", + "nodes": [ + "issue:28348", + "issue:31515", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:43066", + "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43576", + "issue:43618", + "issue:43704", + "issue:44077", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44273", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44655", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:44938", + "issue:44998", + "issue:45230", + "issue:45250", + "issue:45290", + "issue:45310", + "issue:45468", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46172", + "issue:46218", + "issue:46655", + "issue:46894", + "issue:47059", + "issue:47110" + ], + "soft_pairs": [ + "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", + "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:46018|issue:46172", + "issue:43502|issue:43519", + "issue:42371|issue:43704", + "issue:45850|issue:46218", + "issue:43519|issue:44623", + "issue:44263|issue:45468", + "issue:44261|issue:45468", + "issue:43298|issue:46095", + "issue:43519|issue:43704", + "issue:44351|issue:46218", + "issue:43352|issue:46218", + "issue:44861|issue:47110", + "issue:42913|issue:43066", + "issue:44861|issue:47059", + "issue:28348|issue:45250", + "issue:44908|issue:44998", + "issue:44492|issue:44998", + "issue:44998|issue:45850", + "issue:43618|issue:44998", + "issue:44938|issue:44998", + "issue:44861|issue:45290", + "issue:31515|issue:38617", + "issue:44230|issue:44623", + "issue:28348|issue:43352" + ], + "prepared_review_unit_hash": "3c1b738b1eb42789b2968ca29c78630cbb4ea7a629afcf197ff519abfdbc2797", + "component_budget": { + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 41, + "serialized_chars": 39102, + "estimated_input_tokens": 9776, + "estimated_eval_tokens": 19808 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated Transformers issues. The soft pairs share broad keywords like loading, tokenizers, or v5 regressions, but they describe different concrete failures and code paths, so none should be merged as duplicates.", + "confidence": 0.37, + "canonical_issue_reason": "issue:33453 is the strongest standalone issue in the set: it has the most discussion and a clear, specific regression report around tokenizer loading, making it the best anchor among otherwise unrelated issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:33453 is the most actionable and well-described problem here; it looks like a real regression rather than a vague or generic report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Different failures: optional post_init validation vs an AttributeError in _get_tied_weight_keys." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "One is documentation confusion; the other is a tokenizer loading regression." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env CLI command is unrelated to lazy loading not working." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "model_init Liger application bug is a different code path from flash_attention_3 training degeneration." + }, + { + "left": "issue:43519", + "right": "issue:46655", + "accept": false, + "reason": "Different processor bugs: Qwen3VL timestamp calculation vs SmolVLM padding calculation." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer ReLU math issue is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading problem is not the same as inverse_sqrt scheduler kwargs being ignored." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report is not the same concrete issue as a Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Timestamp calculation in Qwen3VL and GLM-5 RoPE implementation are different bugs." + }, + { + "left": "issue:45468", + "right": "issue:46894", + "accept": false, + "reason": "Audio positional encoding issue is unrelated to the CohereASR double-shift training-loss bug." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "Broken transformers env command is unrelated to a missing Qwen3_5ForCausalLM module import." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained serialization failure is not the same as the tied-weights helper crash." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star cleanup/perf issue is unrelated to the Qwen3ForCausalLM VRAM leak." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation wording in forward is unrelated to Llama 3.2 Vision model loading breaking." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "GLM-5 RoPE implementation and Gemma-4 audio positional encoding are different model-specific bugs." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leakage in dataloader threads is unrelated to GLM-5 RoPE behavior." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "Shared expert gating logic and a comb.to(...).transpose(...) bug are different DeepSeek-v4 issues." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "local_files_only network access bug is unrelated to Qwen3VL timestamp calculation." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 API settings guidance is unrelated to a Qwen3ForCausalLM VRAM leak." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "Broad complaints about v5 breakage do not match the specific Qwen3_5ForCausalLM import failure." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return-value issue is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "rms_norm_eps precision mismatch is a different model bug from the audio positional encoding problem." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Continuous batching audio support is unrelated to DeepSeek-v4 weight conversion." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Qwen3VL timestamp math and Qwen3ForCausalLM VRAM leaks are different failures." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "HybridCache import failure is not the same as importing Qwen3_5ForCausalLM." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Unsupported Flash Attention 2.0 on NemotronH is unrelated to a module import error." + }, + { + "left": "issue:44861", + "right": "issue:47110", + "accept": false, + "reason": "tied-weight helper crash and special_tokens.keys AttributeError are different issues." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both mention tokenizer v5, but one is a broad behavior regression and the other is a specific decoder-type bug; not the same concrete issue." + }, + { + "left": "issue:44861", + "right": "issue:47059", + "accept": false, + "reason": "tied-weights AttributeError is unrelated to the CLI failure from huggingface_hub 1.22.0." + }, + { + "left": "issue:28348", + "right": "issue:45250", + "accept": false, + "reason": "Specific GPT2LMHeadModel flash-attn support request is not the same as the generic Flash Attention 2.0 issue." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs bug is unrelated to the placeholder 'Unemployment' issue." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "A typo in cache strategies is unrelated to the placeholder issue." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "Placeholder issue is not the same as broad v5 breakage complaints." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions regression is unrelated to the placeholder issue." + }, + { + "left": "issue:44938", + "right": "issue:44998", + "accept": false, + "reason": "Python 3.14 load failure is unrelated to the placeholder issue." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "fp8 DeepSeek/Qwen support request is unrelated to processor.save_pretrained missing files." + }, + { + "left": "issue:28348", + "right": "issue:43352", + "accept": false, + "reason": "GPT2 flash-attn support request is unrelated to NemotronH not supporting Flash Attention 2.0 yet." + } + ] + }, + "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-10000-513", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:31515", + "issue:31795", + "issue:36296", + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43298", + "issue:43668", + "issue:43717", + "issue:43813", + "issue:44031", + "issue:44230", + "issue:45310", + "issue:46018", + "issue:46144" + ], + "soft_pairs": [ + "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", + "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": "62a189a8603229592cd07a954a55703741250372a64c6f39a32b69b89741f7e5", + "component_budget": { + "node_count": 513, + "item_count": 513, + "soft_pair_count": 1886, + "serialized_chars": 978490, + "estimated_input_tokens": 244623, + "estimated_eval_tokens": 489502 + }, + "budget": { + "node_count": 17, + "item_count": 17, + "soft_pair_count": 18, + "serialized_chars": 14950, + "estimated_input_tokens": 3738, + "estimated_eval_tokens": 7732 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it mixes unrelated bugs, docs issues, config/type-hint fixes, performance questions, and feature requests. No soft pair looks like the same underlying defect or change.", + "confidence": 0.95, + "canonical_issue_reason": "No clear canonical issue: the items span different code paths and problem types, so collapsing them into one duplicate cluster would be unsafe.", + "canonical_pr_reason": null, + "best_issue_reason": "None stands out as a global best issue; the cluster is too diverse for a single representative to cover the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29870", + "right": "issue:31515", + "accept": false, + "reason": "Bart generation UnboundLocalError and slow checkpoint loading are unrelated failures." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLFlow run-state reporting on failure is unrelated to from_pretrained checkpoint load latency." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Slow checkpoint loading and tensor-parallel training bugs are different performance/runtime problems." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Model loading performance and forward-argument documentation confusion are not the same issue." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 inference support request and a Qwen3.5 MoE from_pretrained regression are different changes." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Audio model continuous batching support and FP8 Qwen3-VL/Qwen3.5 support are separate feature gaps." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba init_weights behavior and RoFormer attention-interface usage involve different model implementations." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2Former ignore_value handling and DeepSeek-V4 shared-expert gating are unrelated model bugs." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "A ModernBERT config type hint error is unrelated to tokenizer regex warning behavior." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Mask2Former ignore_value usage and loss-function kwargs propagation are different training-loss issues." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss kwargs plumbing and RoFormer attention routing do not share the same code path." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "A model-specific ignore_value bug and a global tokenizer warning regression are not duplicates." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Mask2Former ignore_value handling and RoFormer attention-interface implementation are distinct model bugs." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Mask2Former ignore_value behavior and a quantization-option typo are unrelated." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "ModernBERT norm_eps typing and an orig_conversion.quantization_operation typo are separate small fixes." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Passing kwargs into loss calculation and correcting a config type hint are not the same problem." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Questions about Llama4TextL2Norm semantics and ModernBERT norm_eps typing are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2Former ignore_value logic and ModernBERT norm_eps typing are distinct issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 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": "a01fd6a2546de4bfa7a6d6dfbde5aa937180b78cbe4e0e9b38491a7b0d1719f7", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2876, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2876, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "No duplicate cluster here: the three issues are unrelated feature requests/questions about tokenization truncation, learning-rate scheduling, and Wav2Vec2 word timing offsets.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Different subsystems and problem statements: tokenizer truncation behavior vs Wav2Vec2 word boundary timestamps." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "One is about truncation direction in tokenization; the other asks for ReduceLROnPlateau-like scheduler functionality." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "Completely different areas: training scheduler feature request vs audio model timing offsets." + } + ] + }, + "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": "e62ec9775631c47d3999c3fcaf01a8ef21672c1d92eb04e75b62db43a1fdeb01", + "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 three issues are only loosely related by model/tokenizer loading, but they describe different problems: tokenization mismatch, auth-related download errors, and a generic model load failure. I do not see a true duplicate pair among them.", + "confidence": 0.92, + "canonical_issue_reason": "issue #16618 is the broadest and most central report in the set, but it still does not match the others closely enough to treat as the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #16618 is the best cluster anchor because it is the most general user-facing model-loading complaint; the other two are separate failure modes and should not be merged into it as duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Tapas tokenization behavior is a different code path and symptom than failing to load bert-base-uncased; this is not the same underlying bug." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "One report is about a bad login/download error message for private models, the other is a generic load-model failure; related area, but 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": 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": "b6be70a06339e221f667c2d05606b1dc5dedcd5fe45abe4302108386c1a18a13", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two different community contribution requests in unrelated areas (Flash Attention 2 vs GGUF). They do not look like duplicate reports or the same underlying change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different feature requests for different model/runtime support areas; no shared bug or concrete change path." + } + ] + }, + "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": "0b47b18a0db04d3f60c9f260ebf8722a4b31fa72872c9d47011a1cded183beda", + "component_budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 29, + "serialized_chars": 15979, + "estimated_input_tokens": 3995, + "estimated_eval_tokens": 8246 + }, + "budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 29, + "serialized_chars": 15979, + "estimated_input_tokens": 3995, + "estimated_eval_tokens": 8246 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a mix of translation-doc request issues for different languages, which should not be deduped together. The only strong duplicate candidates are the exact placeholder-titled issues and the exact Thai-title pair.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43834 is the oldest exact match in the generic placeholder-titled translation-doc subcluster, so it is the best representative for that duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43834 is the cleanest representative issue: it is generic, earliest, and matches the other placeholder-titled duplicates closely.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different language request (Turkish vs generic placeholder); same topic is not enough to dedupe." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Different language request; these are separate translation tasks." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Turkish-specific request does not match the generic placeholder issue as the same underlying change." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Different language request (Turkish vs Romanian)." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Different language request (Turkish vs Spanish)." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish-specific request is not the same underlying issue as the generic placeholder issue." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Different language request; not a duplicate." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Spanish vs Romanian translation requests are distinct." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Different language request; only broadly similar." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian-specific request does not match the generic placeholder issue as the same underlying task." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Different language request; not the same issue." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Romanian request and generic placeholder issue are not the same concrete translation task." + }, + { + "left": "issue:38435", + "right": "issue:46222", + "accept": false, + "reason": "Different language/title; these are not clearly the same underlying request." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Different language/title; do not merge." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": true, + "reason": "Same generic placeholder translation-doc issue; bodies/titles are effectively the same duplicate request." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": true, + "reason": "Same generic placeholder translation-doc issue; appears to be an exact duplicate." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Generic placeholder issue vs a distinct Thai-titled issue; not clearly the same request." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Generic placeholder issue vs a distinct Thai-titled issue; not clearly the same request." + }, + { + "left": "issue:43834", + "right": "issue:46931", + "accept": false, + "reason": "Placeholder-titled translation request and Thai-titled issue are not the same underlying task." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": true, + "reason": "Same generic placeholder translation-doc issue; looks like a duplicate." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Different titles/content language; not enough to treat as the same issue." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Different titles/content language; not a duplicate." + }, + { + "left": "issue:44365", + "right": "issue:46931", + "accept": false, + "reason": "Different language/title; distinct issue." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Generic placeholder issue vs Thai-titled issue; not the same concrete request." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Generic placeholder issue vs Thai-titled issue; not the same concrete request." + }, + { + "left": "issue:44370", + "right": "issue:46931", + "accept": false, + "reason": "Different titles and apparent language targets; do not merge." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": true, + "reason": "Exact same Thai-titled issue text and body shape; strong duplicate." + }, + { + "left": "issue:46222", + "right": "issue:46931", + "accept": false, + "reason": "Different title/content; not the same underlying issue." + }, + { + "left": "issue:46226", + "right": "issue:46931", + "accept": false, + "reason": "Different title/content; not a duplicate." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The clustering is grounded in the packet: the Turkish, Spanish, and Romanian issues are plausibly separate language-specific requests, while the placeholder-titled issues form a tight duplicate group and the two identical Thai-titled issues form another. The canonical representative choice of issue:43834 is reasonable as the earliest placeholder-titled item, and the soft-edge verdicts stay conservative rather than overclaiming duplicates across different language targets." + }, + "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": "2f0da15c07ed4f53e681a74f9db4b6ba6b76186c73657c0408809d4635c1b2ba", + "component_budget": { + "node_count": 21, + "item_count": 21, + "soft_pair_count": 48, + "serialized_chars": 28613, + "estimated_input_tokens": 7154, + "estimated_eval_tokens": 14564 + }, + "budget": { + "node_count": 21, + "item_count": 21, + "soft_pair_count": 48, + "serialized_chars": 28613, + "estimated_input_tokens": 7154, + "estimated_eval_tokens": 14564 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated model-request issues. The titles all look similar because they follow the same \"Add/support X\" template, but they target different models, modalities, and code paths, so I do not see true duplicates here.", + "confidence": 0.9, + "canonical_issue_reason": "Issue 36879 is the most central generic model-add request in the set, but it is only a representative, not a true duplicate target; the surrounding issues are mostly different models or modalities.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 36879 is the best representative because it is the most connected soft-similarity hub and has the broadest generic \"Add model\" framing, even though the cluster is not actually duplicate-heavy.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36718", + "right": "issue:47004", + "accept": false, + "reason": "Related keypoint tools, but RoMa vs LoMa are different model requests, not the same change." + }, + { + "left": "issue:36718", + "right": "issue:41115", + "accept": false, + "reason": "Keypoint matcher vs MiniCPM3 are unrelated model requests." + }, + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "EuroBert config addition and DEIMv2 are different model targets." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "BERT config work vs Qwen3-TTS support are different domains." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "Both are model additions, but EuroBert config and RF-DETR are distinct models and code paths." + }, + { + "left": "issue:36817", + "right": "issue:42954", + "accept": false, + "reason": "EuroBert config and XiaoMi MiMo are different model requests." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are separate vision models, not one underlying bug/change." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR and LFM2.5 Audio are different model families and implementations." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR and circuit-sparsity/CircuitGPT are unrelated." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR and Qwen3-ASR are different modality/model support requests." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR and Qwen3-TTS are separate requests." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are unrelated model additions." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT and circuit-sparsity/CircuitGPT do not share the same change." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio are different model requests." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are distinct models." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are separate model support requests." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 and Qwen3-ASR are different model/mode changes." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 and circuit-sparsity/CircuitGPT are unrelated." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are distinct models." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 and Voxtral TTS support are different code paths." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are different requests." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT and Qwen3-ASR are not the same model or bug." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are unrelated model support requests." + }, + { + "left": "issue:42503", + "right": "issue:42954", + "accept": false, + "reason": "ModernVBERT and XiaoMi MiMo are different models." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "RoPE-capable BERT-like models and Voxtral TTS are unrelated." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT and BERT-like models with RoPE are broader category overlap, but not the same concrete request." + }, + { + "left": "issue:42738", + "right": "issue:42954", + "accept": false, + "reason": "BERT-like RoPE support and MiMo are different model additions." + }, + { + "left": "issue:42738", + "right": "issue:46653", + "accept": false, + "reason": "BERT-like RoPE support and a person-named issue are not the same underlying change." + }, + { + "left": "issue:42954", + "right": "issue:44205", + "accept": false, + "reason": "XiaoMi MiMo and SAM3-LiteText are different model requests." + }, + { + "left": "issue:42954", + "right": "issue:43671", + "accept": false, + "reason": "MiMo and Qwen3-TTS are different model domains." + }, + { + "left": "issue:42954", + "right": "issue:45177", + "accept": false, + "reason": "MiMo and DeepSeek-OCR2 are unrelated model additions." + }, + { + "left": "issue:42954", + "right": "issue:46653", + "accept": false, + "reason": "MiMo and a person-named issue are clearly not the same change." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are related by family, but they are distinct support requests and code paths." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS and Voxtral TTS are different TTS model support requests." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS and circuit-sparsity/CircuitGPT are unrelated." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio are both audio, but they are different models and implementations." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR and EUPE are different model requests." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR and circuit-sparsity/CircuitGPT are unrelated." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio and SAM3-LiteText are different model requests." + }, + { + "left": "issue:43909", + "right": "issue:46645", + "accept": false, + "reason": "LFM2.5 Audio and Granite SWA+sink are not the same code-path problem." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Circuit-sparsity/CircuitGPT and EUPE are unrelated model requests." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are different audio models and code paths." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS are unrelated." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are unrelated." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are both vision-language requests, but they are different model additions, not one mergeable fix." + }, + { + "left": "issue:42503", + "right": "issue:46653", + "accept": false, + "reason": "ModernVBERT and a person-named issue are clearly not duplicates." + }, + { + "left": "issue:45027", + "right": "issue:46653", + "accept": false, + "reason": "Voxtral TTS support and a person-named issue 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": 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": "a14c81fa9f0a79e7adb0ccfdeb230fcee3f3ed7dc89281d7e311aa37bf6b50a2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated: one is a docs request to add Pruna as an optimization framework, the other is a Vision RoPE refactor. They do not describe the same underlying problem.", + "confidence": 0.98, + "canonical_issue_reason": "If forced to pick an anchor, issue 46443 is the substantive technical topic; issue 38740 is a separate documentation request and not the same problem.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46443 is the better standalone issue because it describes an actual code refactor, but it is not a duplicate of 38740.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "Different domains and intent: documentation/framework listing versus Vision RoPE code refactor. No shared 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": "b717b459afcfb4e929b52a39cd888f066e02c0c3af2ada8a0dabb95955e86c83", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are not duplicates: one is about block decoding, the other about DeepSeek v3.2 model support. They target different feature areas with no clear shared underlying bug or change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good canonical choice for the other; they describe unrelated requests.", + "best_pr_reason": "No pull requests are present in this cluster.", + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different concerns: block decoding vs DeepSeek v3.2 support. No evidence they describe the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "62a3662a99dab25dd2541cd07ff75dd6d45ea950da269bc94a1d8cce1c6dcab6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1585, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1585, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related only at a very broad \u2018tiled model components\u2019 level, but they describe different feature requests in different code paths: FLCE/`from_pretrained()` flag handling versus TiledMLP memory footprint integration. They should not be treated as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "#41306 is the more concrete, implementation-facing request centered on a specific API path (`from_pretrained()` flag for TiledFusedLogitsLoss/FLCE).", + "canonical_pr_reason": null, + "best_issue_reason": "#41306 is the best representative issue because it is narrowly scoped and actionable; #41826 is a separate feature request about TiledMLP memory reduction, not the same underlying problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41306", + "right": "issue:41826", + "accept": false, + "reason": "Different underlying requests and code paths: one concerns FLCE/TiledFusedLogitsLoss flag support in `from_pretrained()`, the other asks to integrate TiledMLP for lower memory usage." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "d26a1addd7685b67065af97c68161847f88275a68525d9488bfa85811421ab62", + "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 only loosely related through Trainer customization, but they target different problems: one asks to revisit `remove_unused_column`, the other asks to handle custom trainers in FLOPs estimation. They should not be treated as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 43598 is the better cluster anchor because it has a concrete Trainer behavior target (`remove_unused_column`) and a clearer change request than the more general FLOPs-estimation concern in 43600.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43598 is the most actionable standalone item: it identifies a specific customization regression/behavior to revisit, whereas 43600 is a separate metrics-accounting request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Different underlying problems: `remove_unused_column` customizability vs estimating FLOPs for custom trainers. Related subsystem, but not the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "e5409eaee1f036331809bd20d3d7223cb8667e6bb043acf9de0c963120d85dda", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are distinct feature requests: one asks for Qwen3-Omni registration in AutoModel/AutoModelForConditionalGeneration, while the other asks for AutoModelForSequenceClassification support for Qwen3.5. They should not be deduplicated.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different model families and different auto-class targets; this is not the same underlying bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "cf768d9ed1f3e939db22993ca1bf8c26e8f16d0ef40df07c104bbdad2195cd97", + "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": "One issue (#43835, \"Fett\") appears unrelated. The three \"huggingface\" issues (#43845, #43846, #43859) look like duplicates of the same report, with #43845 the best canonical candidate because it is the earliest of the group.", + "confidence": 0.78, + "canonical_issue_reason": "#43845 is the earliest of the near-identical \"huggingface\" issues and is the best representative for that duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "#43845 is the strongest issue to keep as the cluster representative: same title as the other duplicate candidates, earliest timestamp, and no evidence suggesting a different underlying problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles and no body/content evidence tying \"Fett\" to the \"huggingface\" reports." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles and no body/content evidence tying \"Fett\" to the \"huggingface\" reports." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Different titles and no body/content evidence tying \"Fett\" to the \"huggingface\" reports." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": true, + "reason": "Same title, very close creation time, and no evidence of a distinct underlying issue." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": true, + "reason": "Same title and same apparent report theme; likely duplicate submissions of the same issue." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": true, + "reason": "Same title and same apparent report theme; likely duplicate submissions of the same issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet and stays reasonably conservative: #43835 is clearly the outlier by title and low similarity, while the three \"huggingface\" issues share the same title and stronger soft-similarity signals, making #43845 a plausible canonical representative by earliest timestamp. The soft-edge verdicts do not overstate the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "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": "a76ffcb8f1f4faf98e8ae455d100e4eb0db02c3ab7ca48b9d50367c5ea78ba7c", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 12, + "serialized_chars": 7352, + "estimated_input_tokens": 1838, + "estimated_eval_tokens": 3932 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 12, + "serialized_chars": 7352, + "estimated_input_tokens": 1838, + "estimated_eval_tokens": 3932 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster does not show a real duplicate pattern; it is mostly spam/placeholder issues with only superficial textual similarity.", + "confidence": 0.94, + "canonical_issue_reason": "No clear canonical issue: the items are short, mostly spam-like, and do not describe the same underlying bug or request.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:47036 is the most plausible legitimate report in the set, but it is still too thin to serve as a strong duplicate anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are spammy placeholders with no substantive shared problem beyond generic similarity." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Same: short spam-like issues, not the same bug or request." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is spam, the other is a documentation suggestion; no shared underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:47036", + "accept": false, + "reason": "Spam placeholder vs. a community tip; unrelated topics." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder vs. a named-topic issue; not the same report." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Documentation suggestion and spam placeholder are not duplicates." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Different intent and no concrete shared bug or change." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam-like placeholders; similarity is purely superficial, not a shared underlying issue." + }, + { + "left": "issue:44572", + "right": "issue:47036", + "accept": false, + "reason": "Spam placeholder vs. a specific community tip; unrelated." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "No evidence they describe the same problem; titles/body are unrelated." + }, + { + "left": "issue:44573", + "right": "issue:47036", + "accept": false, + "reason": "Spam placeholder and community tip are not duplicates." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "No concrete overlap in bug, request, or code path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "b86acf0532dce37a46e58f0fd2cbbd33f9261e5dd3462299cd61c6eebd4fd751", + "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 two closed issues share the exact title and very similar body size, but there is no stronger linkage (no explicit cross-references, shared targets, or files), so the evidence supports only loose similarity rather than a confident duplicate call.", + "confidence": 0.7, + "canonical_issue_reason": "If a single issue must be chosen, #45151 is the slightly better canonical thread because it has the only discussion activity (1 vs 0) while otherwise matching #45145 closely.", + "canonical_pr_reason": null, + "best_issue_reason": "#45151 is the best representative for the same reason: it is marginally more active, but the pair is not strong enough to treat as a definitive duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": false, + "reason": "Same title and similar body length are suggestive, but there is no stronger evidence tying them to the same underlying issue; with no explicit links, shared targets, or other distinct signals, this is too weak for a duplicate accept." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The pair is plausibly related, but the analyst overstates the evidence in a few places. In particular, issue 45145 does not have more discussion signal than 45151 (it has 0 vs 1), and the packet only supports soft similarity plus matching titles/body lengths\u2014not \u201calmost exactly\u201d or a definitive duplicate conclusion. The soft-edge accept is not conservative enough for this packet." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "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": "8351f08121fca2e5538b5d6ebc88e8c9ac7da761bdef6cdb69ca96d0ae27c862", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues are not duplicates: they are separate personal-name/date entries with no shared bug report content, targets, or discussion context.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the items do not describe the same underlying problem.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good duplicate representative because they appear unrelated to each other.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Different names and birthdates, with no shared issue content or explicit linkage; not the same underlying 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": "abcade60ace1943784eed56c272e5193914f080e3d6d70b69f70e1ac22d7eacd", + "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": "Two closed issues with only personal-name/date titles and no body or linked context; they do not appear to describe the same underlying bug or request.", + "confidence": 0.98, + "canonical_issue_reason": "No clear canonical issue: neither issue contains problem details, steps, or references that would establish a shared duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good cluster anchor because both are content-free and unrelated on their face.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Only weak title similarity from both being name/date strings; no evidence they describe the same issue or any shared code/problem context." + } + ] + }, + "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": "59b63663bc7b0c4e097db21498c2925eb961e0ba1d66281a52748e3b37d1039c", + "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 unrelated feature requests: one asks for a new Qwen3_5 token-classification model class, the other for FP8 training support. They should not be treated as duplicates or merged.", + "confidence": 0.98, + "canonical_issue_reason": "Issue #46295 is the broader, higher-level request and has more inbound discussion, so it is the better representative if a single issue must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "#46295 is the more general product capability request, while #45810 is a narrow model-class addition.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "These are different feature areas: adding Qwen3_5ForTokenClassification versus training support for FP8. 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": 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": "07b52ddd0e651acccbb6628624b52a896a777b06694383363cf4322c630ef6d3", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5727, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5727, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This set is not one duplicate cluster: it splits into two exact-duplicate issue pairs (45870/45871 and 45872/45873), while 45869 is a separate dataset request and not the same underlying issue.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Different topics: a financial data bundle request versus an example for time-series prediction." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Different topics: a financial data bundle request versus an example for time-series prediction." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Same title and apparent same content; this looks like a straight duplicate issue." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Same financial domain, but different requested artifact: example tutorial versus scraping-service/dataforge feature." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Same financial domain, but different requested artifact: example tutorial versus scraping-service/dataforge feature." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Different requested change; only broad theme overlaps." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Different requested change; only broad theme overlaps." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Same title and apparent same content; this looks like a straight duplicate issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: 45870/45871 and 45872/45873 are the only clearly duplicate pairs, while 45869 is a different dataset request and does not match the others. The soft-edge verdicts are conservative and consistent with the titles/body sizes provided." + }, + "evaluator_used": true, + "retried": false, + "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": "601661b6a53f6e1c5917215136fecaeabcc050d546403eb28a8adca7454d7556", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1639, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1639, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both issues appear to describe the same static-cache/linear-attention initialization bug: one reports a missing `linear_attention` entry, the other reports corrupted shapes and a runtime error during `early_initialization`.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 46439 is the better canonical issue because it describes the broader root cause (`early_initialization` corrupting linear-attention layers) rather than one model-specific symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46439 is the strongest representative of the underlying bug since it frames the failure as a general static-cache initialization problem affecting linear-attention layers.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": true, + "reason": "Both reports point to the same static cache / linear-attention initialization path, with different downstream failures (`KeyError` vs wrong shapes/runtime error)." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is supported by the packet: both issues are about static cache and linear-attention failures, and the soft-pair verdict stays reasonably conservative given the title-level evidence. There is no overstatement beyond the available signal." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "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": "14fc1683fbb90ad56e198acdba702d64be59667395357f42b7756871d5143d19", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1706, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1706, + "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 issue reports are effectively the same bug report with identical titles and body content; the open issue is the better canonical tracker.", + "confidence": 0.99, + "canonical_issue_reason": "Issue 46552 is the same report as 46551 but remains open and has inbound references, so it is the better canonical issue to keep as the active tracker.", + "canonical_pr_reason": null, + "best_issue_reason": "46552 is the best overall issue because it is the active open report for the exact same Wav2Vec2CTCTokenizer v5 special-token leak bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46551", + "right": "issue:46552", + "accept": true, + "reason": "Same title, same body, same underlying bug report; 46552 is just the open duplicate of 46551." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The conclusion is grounded in the packet: the two issues have identical titles and body lengths, and the open issue 46552 has inbound references while 46551 is closed. The soft-edge judgment is reasonable for a same-issue match, though the wording would be slightly safer if it said \u201clikely duplicate\u201d rather than asserting duplication as explicit fact." + }, + "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": "74a38f2dc6adb9ae9ffa9efcbb8fc93e7f9caf0431358ec535cd84c4d16cf106", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1568, + "estimated_input_tokens": 392, + "estimated_eval_tokens": 1040 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1568, + "estimated_input_tokens": 392, + "estimated_eval_tokens": 1040 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are only broadly related to object-detection training, but they describe different failure modes: a tensor shape mismatch versus out-of-memory after epochs in RT-DETR v2. They do not look like the same underlying bug.", + "confidence": 0.9, + "canonical_issue_reason": "Issue 46657 is the more specific and actionable report: it names the concrete error class (tensor size mismatch) and likely gives a clearer reproduction target.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46657 is the best representative for the cluster only because it is the clearer bug report; however, the two issues are not duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46657", + "right": "issue:46692", + "accept": false, + "reason": "Different symptoms and likely different root causes: one is a tensor-shape mismatch during training, the other is a memory leak/OOM after some epochs in RT-DETR v2. Shared training context is too broad to treat as the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 23, + "component_count": 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": "ba0e8976f0c6ae06d007bc5d00957fc5094c1e7c164df2b2c91dd5097d44c8a7", + "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": "These are two distinct model-loading/device-placement bugs: one is a ZeRO-3 `zero.Init` partitioning failure for a composite multimodal submodule causing OOM, and the other is a 4-bit `device_map='auto'` / `max_memory` dispatch issue that incorrectly places modules on CPU and raises `ValueError`. They share only a broad theme of loading behavior.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46823 is the cleaner representative of a concrete, user-facing loading regression with a precise repro path and clear expected-vs-actual behavior.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46822", + "right": "issue:46823", + "accept": false, + "reason": "Different underlying bugs and code paths: ZeRO-3 partitioning of a composite submodule versus 4-bit auto device placement with `max_memory`. They are not the same fix and would not plausibly merge into one issue." + } + ] + }, + "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-46906-11", + "nodes": [ + "issue:46906", + "issue:46940", + "issue:46948", + "issue:46969", + "issue:46985", + "issue:46998", + "issue:47037", + "issue:47049", + "issue:47053", + "issue:47091", + "issue:47102" + ], + "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:47102", + "issue:46985|issue:47037", + "issue:46985|issue:47102", + "issue:46998|issue:47053", + "issue:46998|issue:47037", + "issue:46998|issue:47049", + "issue:46985|issue:46998", + "issue:46998|issue:47091", + "issue:47037|issue:47102", + "issue:47037|issue:47049", + "issue:47037|issue:47091", + "issue:47049|issue:47053", + "issue:47049|issue:47102", + "issue:46985|issue:47049", + "issue:47053|issue:47091", + "issue:47053|issue:47102", + "issue:47037|issue:47053", + "issue:47091|issue:47102", + "issue:46985|issue:47091" + ], + "prepared_review_unit_hash": "5199e8c8bed19f1247148a51a56095dbcb91271d6b41ffb7dbefd0b084d9f071", + "component_budget": { + "node_count": 11, + "item_count": 11, + "soft_pair_count": 33, + "serialized_chars": 18050, + "estimated_input_tokens": 4513, + "estimated_eval_tokens": 9282 + }, + "budget": { + "node_count": 11, + "item_count": 11, + "soft_pair_count": 33, + "serialized_chars": 18050, + "estimated_input_tokens": 4513, + "estimated_eval_tokens": 9282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are repeated daily \"[serge] integration failure triage\" issues, but the available evidence suggests separate triage reports by date rather than the same underlying bug. I would not merge any of the soft edges.", + "confidence": 0.8, + "canonical_issue_reason": "issue:46906 is the earliest issue in the series and one of the most-referenced, so it is the best anchor if a single representative issue is needed.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46906 is the most suitable representative issue: it is earliest and heavily referenced, making it the clearest cluster anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46906", + "right": "issue:46940", + "accept": false, + "reason": "Same generic triage template, but different dates indicate separate daily incidents; no concrete evidence of the same bug." + }, + { + "left": "issue:46906", + "right": "issue:46948", + "accept": false, + "reason": "Same generic triage template, but different dates indicate separate daily incidents; no concrete evidence of the same bug." + }, + { + "left": "issue:46906", + "right": "issue:46969", + "accept": false, + "reason": "Same generic triage template, but different dates indicate separate daily incidents; no concrete evidence of the same bug." + }, + { + "left": "issue:46906", + "right": "issue:46985", + "accept": false, + "reason": "Same generic triage template, but different dates indicate separate daily incidents; no concrete evidence of the same bug." + }, + { + "left": "issue:46906", + "right": "issue:47037", + "accept": false, + "reason": "Same generic triage template, but different dates indicate separate daily incidents; no concrete evidence of the same bug." + }, + { + "left": "issue:46940", + "right": "issue:46948", + "accept": false, + "reason": "Same generic triage template, but different dates indicate separate daily incidents; no concrete evidence of the same bug." + }, + { + "left": "issue:46940", + "right": "issue:46969", + "accept": false, + "reason": "Same generic triage template, but different dates indicate separate daily incidents; no concrete evidence of the same bug." + }, + { + "left": "issue:46940", + "right": "issue:46985", + "accept": false, + "reason": "Same generic triage template, but different dates indicate separate daily incidents; no concrete evidence of the same bug." + }, + { + "left": "issue:46940", + "right": "issue:47049", + "accept": false, + "reason": "Same generic triage template, but different dates indicate separate daily incidents; no concrete evidence of the same bug." + }, + { + "left": "issue:46948", + "right": "issue:46969", + "accept": false, + "reason": "Same generic triage template, but different dates indicate separate daily incidents; no concrete evidence of the same bug." + }, + { + "left": "issue:46948", + "right": "issue:46985", + "accept": false, + "reason": "Same generic triage template, but different dates indicate separate daily incidents; no concrete evidence of the same bug." + }, + { + "left": "issue:46948", + "right": "issue:46998", + "accept": false, + "reason": "Same generic triage template, but different dates indicate separate daily incidents; no concrete evidence of the same bug." + }, + { + "left": "issue:46969", + "right": "issue:46985", + "accept": false, + "reason": "Same generic triage template, but different dates indicate separate daily incidents; no concrete evidence of the same bug." + }, + { + "left": "issue:46969", + "right": "issue:47037", + "accept": false, + "reason": "Same generic triage template, but different dates indicate separate daily incidents; no concrete evidence of the same bug." + }, + { + "left": "issue:46969", + "right": "issue:47102", + "accept": false, + "reason": "Same generic triage template, but different dates indicate separate daily incidents; no concrete evidence of the same bug." + }, + { + "left": "issue:46985", + "right": "issue:46998", + "accept": false, + "reason": "Same generic triage template, but different dates indicate separate daily incidents; no concrete evidence of the same bug." + }, + { + "left": "issue:46985", + "right": "issue:47037", + "accept": false, + "reason": "Same generic triage template, but different dates indicate separate daily incidents; no concrete evidence of the same bug." + }, + { + "left": "issue:46985", + "right": "issue:47049", + "accept": false, + "reason": "Same generic triage template, but different dates indicate separate daily incidents; no concrete evidence of the same bug." + }, + { + "left": "issue:46985", + "right": "issue:47091", + "accept": false, + "reason": "Same generic triage template, but different dates indicate separate daily incidents; no concrete evidence of the same bug." + }, + { + "left": "issue:46985", + "right": "issue:47102", + "accept": false, + "reason": "Same generic triage template, but different dates indicate separate daily incidents; no concrete evidence of the same bug." + }, + { + "left": "issue:46998", + "right": "issue:47037", + "accept": false, + "reason": "Same generic triage template, but different dates indicate separate daily incidents; no concrete evidence of the same bug." + }, + { + "left": "issue:46998", + "right": "issue:47049", + "accept": false, + "reason": "Same generic triage template, but different dates indicate separate daily incidents; no concrete evidence of the same bug." + }, + { + "left": "issue:46998", + "right": "issue:47053", + "accept": false, + "reason": "Same generic triage template, but different dates indicate separate daily incidents; no concrete evidence of the same bug." + }, + { + "left": "issue:46998", + "right": "issue:47091", + "accept": false, + "reason": "Same generic triage template, but different dates indicate separate daily incidents; no concrete evidence of the same bug." + }, + { + "left": "issue:47037", + "right": "issue:47049", + "accept": false, + "reason": "Same generic triage template, but different dates indicate separate daily incidents; no concrete evidence of the same bug." + }, + { + "left": "issue:47037", + "right": "issue:47053", + "accept": false, + "reason": "Same generic triage template, but different dates indicate separate daily incidents; no concrete evidence of the same bug." + }, + { + "left": "issue:47037", + "right": "issue:47091", + "accept": false, + "reason": "Same generic triage template, but different dates indicate separate daily incidents; no concrete evidence of the same bug." + }, + { + "left": "issue:47037", + "right": "issue:47102", + "accept": false, + "reason": "Same generic triage template, but different dates indicate separate daily incidents; no concrete evidence of the same bug." + }, + { + "left": "issue:47049", + "right": "issue:47053", + "accept": false, + "reason": "Same generic triage template, but different dates indicate separate daily incidents; no concrete evidence of the same bug." + }, + { + "left": "issue:47049", + "right": "issue:47102", + "accept": false, + "reason": "Same generic triage template, but different dates indicate separate daily incidents; no concrete evidence of the same bug." + }, + { + "left": "issue:47053", + "right": "issue:47091", + "accept": false, + "reason": "Same generic triage template, but different dates indicate separate daily incidents; no concrete evidence of the same bug." + }, + { + "left": "issue:47053", + "right": "issue:47102", + "accept": false, + "reason": "Same generic triage template, but different dates indicate separate daily incidents; no concrete evidence of the same bug." + }, + { + "left": "issue:47091", + "right": "issue:47102", + "accept": false, + "reason": "Same generic triage template, but different dates indicate separate daily incidents; no concrete evidence of 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": 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": "c528de25f27a4c7dc2c97816ddaeec47bac50fb65a6eeb7c669a563086f978f0", + "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": "The two issues have the same title and very high textual similarity, indicating they are duplicate reports for the same RWKV7 support request.", + "confidence": 0.98, + "canonical_issue_reason": "Issue #46984 is the better canonical tracker because it is the open, later-created report and is more likely to be the active place for discussion and follow-up.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #46984 is the best issue representative for this cluster for the same reason: it is open and current.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46983", + "right": "issue:46984", + "accept": true, + "reason": "Same title and highly similar issue content; both are clearly about adding RWKV7 model support, so they are duplicates of the same underlying request." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is well grounded in the packet: both issues share the same title, have very high text similarity, and the open later-created issue is a reasonable canonical tracker. The soft-edge duplicate verdict is conservative and supported by the similarity 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": "e897d8a744243e8adf8ad66e4d14834ac88f2db96b9b2696314d6a40e2d5070d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1626, + "estimated_input_tokens": 407, + "estimated_eval_tokens": 1070 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1626, + "estimated_input_tokens": 407, + "estimated_eval_tokens": 1070 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues are thematically similar AI/cybersecurity writeups, but they do not describe the same concrete bug, feature, or code path, so they should not be deduplicated.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single canonical issue: both are broad, article-like AI vulnerability-discovery topics rather than the same underlying repository problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:47007", + "right": "issue:47015", + "accept": false, + "reason": "The titles are related at a high level, but they describe different conceptual writeups with no shared code path, explicit target, or concrete duplicate symptom." + } + ] + }, + "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": 34, + "review_unit_index": 1, + "review_unit_count": 3, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-57", + "nodes": [ + "pull_request:43451", + "pull_request:44517", + "pull_request:46196", + "pull_request:46266", + "pull_request:46658", + "pull_request:46707", + "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:46968", + "pull_request:46970", + "pull_request:46971", + "pull_request:46974", + "pull_request:46986", + "pull_request:46995", + "pull_request:47006", + "pull_request:47025", + "pull_request:47034", + "pull_request:47035", + "pull_request:47054", + "pull_request:47055", + "pull_request:47056", + "pull_request:47057", + "pull_request:47058", + "pull_request:47069", + "pull_request:47072", + "pull_request:47077", + "pull_request:47078", + "pull_request:47082", + "pull_request:47089", + "pull_request:47090", + "pull_request:47093", + "pull_request:47107", + "pull_request:47108", + "pull_request:47113", + "pull_request:47114" + ], + "soft_pairs": [ + "pull_request:46903|pull_request:47090", + "pull_request:46903|pull_request:46958", + "pull_request:46950|pull_request:46951", + "pull_request:46950|pull_request:47057", + "pull_request:46927|pull_request:47054", + "pull_request:46927|pull_request:46951", + "pull_request:46951|pull_request:46971", + "pull_request:46949|pull_request:46971", + "pull_request:46951|pull_request:47057", + "pull_request:46941|pull_request:46970", + "pull_request:47056|pull_request:47058", + "pull_request:47006|pull_request:47058", + "pull_request:46908|pull_request:47006", + "pull_request:46927|pull_request:47055", + "pull_request:46908|pull_request:46928", + "pull_request:46907|pull_request:46926", + "pull_request:46926|pull_request:46928", + "pull_request:46928|pull_request:47057", + "pull_request:46927|pull_request:46986", + "pull_request:46986|pull_request:47058", + "pull_request:46926|pull_request:46941", + "pull_request:46908|pull_request:47058", + "pull_request:46928|pull_request:47058", + "pull_request:46928|pull_request:47054", + "pull_request:46941|pull_request:46986", + "pull_request:46941|pull_request:47006", + "pull_request:46928|pull_request:46941", + "pull_request:46954|pull_request:46961", + "pull_request:46958|pull_request:46961", + "pull_request:46954|pull_request:46958", + "pull_request:46954|pull_request:46968", + "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:46968|pull_request:46974", + "pull_request:46961|pull_request:46968", + "pull_request:46958|pull_request:46968", + "pull_request:46961|pull_request:46971", + "pull_request:46949|pull_request:46968", + "pull_request:47072|pull_request:47089", + "pull_request:47077|pull_request:47078", + "pull_request:46266|pull_request:46957", + "pull_request:44517|pull_request:47082", + "pull_request:47034|pull_request:47035", + "pull_request:47069|pull_request:47089", + "pull_request:46196|pull_request:46995", + "pull_request:47093|pull_request:47114", + "pull_request:46707|pull_request:47114", + "pull_request:46707|pull_request:47108", + "pull_request:46266|pull_request:46707", + "pull_request:47089|pull_request:47113", + "pull_request:46707|pull_request:46961", + "pull_request:47082|pull_request:47108", + "pull_request:47108|pull_request:47114", + "pull_request:47077|pull_request:47114", + "pull_request:46912|pull_request:47025", + "pull_request:46968|pull_request:47114", + "pull_request:46658|pull_request:47114", + "pull_request:46707|pull_request:47082", + "pull_request:46266|pull_request:47114", + "pull_request:46961|pull_request:47082", + "pull_request:47025|pull_request:47107", + "pull_request:46912|pull_request:47082", + "pull_request:46912|pull_request:47078", + "pull_request:46961|pull_request:47108", + "pull_request:47035|pull_request:47089", + "pull_request:43451|pull_request:46995", + "pull_request:46196|pull_request:47025" + ], + "prepared_review_unit_hash": "610b5146dbe34edc7b8a869d0bc76261f3ecbeda9e8bdf8ba944a0717e31e96e", + "component_budget": { + "node_count": 57, + "item_count": 57, + "soft_pair_count": 182, + "serialized_chars": 204273, + "estimated_input_tokens": 51069, + "estimated_eval_tokens": 102394 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 69, + "serialized_chars": 130620, + "estimated_input_tokens": 32655, + "estimated_eval_tokens": 65566 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous PRs; the only clear duplicate subcluster is the CohereASR training-loss double-shift fix, with a smaller chance of overlap around the Whisper cache-init change. Most other pairs are broad subsystem overlaps or unrelated fixes and should stay separate.", + "confidence": 0.61, + "canonical_issue_reason": null, + "canonical_pr_reason": "Use pull_request:47090 as the canonical PR: it is the cleanest single-bug fix for CohereASR\u2019s training-loss double shift, with a direct issue target and narrower scope than the broader 46903 variant that also bundles PPFormulaNet changes.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:47090 is the best overall representative because it is the most focused, concrete code-path fix in the cluster; it cleanly addresses one loss-alignment bug instead of mixing in unrelated model/doc/test edits.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46903", + "right": "pull_request:47090", + "accept": true, + "reason": "Same CohereASR loss double-shift bug in the same forward path; 46903 just bundles an extra PPFormulaNet fix." + }, + { + "left": "pull_request:46903", + "right": "pull_request:46958", + "accept": true, + "reason": "Same CohereASR training-loss double-shift fix; the surrounding PR scopes differ, but the underlying bug is the same." + }, + { + "left": "pull_request:46950", + "right": "pull_request:46951", + "accept": false, + "reason": "Mamba2 OOM/runtime fix vs PEFT loading mismatch; same ecosystem, different bugs." + }, + { + "left": "pull_request:46950", + "right": "pull_request:47057", + "accept": false, + "reason": "Mamba2 model-kernel change vs DeepSeekV32 load_error test patch; unrelated fixes." + }, + { + "left": "pull_request:46927", + "right": "pull_request:47054", + "accept": false, + "reason": "GLM46V type-cast bug vs MiniMax-M3-VL offload test tweak; different code paths." + }, + { + "left": "pull_request:46927", + "right": "pull_request:46951", + "accept": false, + "reason": "GLM46V input handling vs PEFT loading behavior; no shared concrete bug." + }, + { + "left": "pull_request:46951", + "right": "pull_request:46971", + "accept": false, + "reason": "PEFT loader mismatch fix vs Mamba2 test/OOM workaround; same broad area only." + }, + { + "left": "pull_request:46949", + "right": "pull_request:46971", + "accept": false, + "reason": "Whisper/audioflamingo cache-init fix vs Mamba2 test dtype/OOM workaround; unrelated failures." + }, + { + "left": "pull_request:46951", + "right": "pull_request:47057", + "accept": false, + "reason": "PEFT integration change vs DeepSeekV32 test load-offload changes; different issues." + }, + { + "left": "pull_request:46941", + "right": "pull_request:46970", + "accept": false, + "reason": "DAC tensor-shape fix vs MusicGen melody output mismatch; different model bugs." + }, + { + "left": "pull_request:47056", + "right": "pull_request:47058", + "accept": false, + "reason": "Whisper cache-init fix vs Mamba2 OOM workaround; same test-fix genre, not same bug." + }, + { + "left": "pull_request:47006", + "right": "pull_request:47058", + "accept": false, + "reason": "Gemma3 generation logic vs Mamba2 test/OOM changes; unrelated code paths." + }, + { + "left": "pull_request:46908", + "right": "pull_request:47006", + "accept": false, + "reason": "DeepSeekV32 load-error tests vs Gemma3 generation logic; no concrete overlap." + }, + { + "left": "pull_request:46927", + "right": "pull_request:47055", + "accept": false, + "reason": "GLM46V type-cast bug vs EdgeTam import_or_config cleanup; different failures." + }, + { + "left": "pull_request:46908", + "right": "pull_request:46928", + "accept": false, + "reason": "DeepSeekV32 load-error workaround vs BLIP-2 tokenizer whitelist; unrelated." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46926", + "accept": false, + "reason": "EdgeTam import_or_config fix vs MiniMax-M3-VL offload test fix; different bugs." + }, + { + "left": "pull_request:46926", + "right": "pull_request:46928", + "accept": false, + "reason": "MiniMax-M3-VL OOM/load_error workaround vs BLIP-2 tokenizer update; no shared bug." + }, + { + "left": "pull_request:46928", + "right": "pull_request:47057", + "accept": false, + "reason": "BLIP-2 tokenizer mapping vs DeepSeekV32 load-error test changes; unrelated." + }, + { + "left": "pull_request:46927", + "right": "pull_request:46986", + "accept": false, + "reason": "GLM46V input-casting fix vs GLM-OCR output mismatch fix; different model paths." + }, + { + "left": "pull_request:46986", + "right": "pull_request:47058", + "accept": false, + "reason": "GLM-OCR output mismatch fix vs Mamba2 OOM/test workaround; not the same change." + }, + { + "left": "pull_request:46926", + "right": "pull_request:46941", + "accept": false, + "reason": "MiniMax-M3-VL load_error workaround vs DAC runtime fix; different failures." + }, + { + "left": "pull_request:46908", + "right": "pull_request:47058", + "accept": false, + "reason": "DeepSeekV32 test load/offload fix vs Mamba2 OOM/test changes; unrelated." + }, + { + "left": "pull_request:46928", + "right": "pull_request:47054", + "accept": false, + "reason": "BLIP-2 tokenizer update vs MiniMax-M3-VL offload workaround; no duplicate bug." + }, + { + "left": "pull_request:46941", + "right": "pull_request:46986", + "accept": false, + "reason": "DAC fix vs GLM-OCR list-output mismatch; different concrete bugs." + }, + { + "left": "pull_request:46941", + "right": "pull_request:47006", + "accept": false, + "reason": "DAC tensor fix vs Gemma3 generation cache logic; unrelated code paths." + }, + { + "left": "pull_request:46928", + "right": "pull_request:46941", + "accept": false, + "reason": "BLIP-2 tokenizer mapping vs DAC runtime fix; same broad repo area only." + }, + { + "left": "pull_request:46954", + "right": "pull_request:46961", + "accept": false, + "reason": "Pytest-v9 fp32-module cleanup vs Serge workflow normalization; unrelated." + }, + { + "left": "pull_request:46958", + "right": "pull_request:46961", + "accept": false, + "reason": "CohereASR loss fix vs Serge workflow normalization; no shared bug." + }, + { + "left": 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unrelated." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47107", + "accept": false, + "reason": "Exporter/codegen work vs MoE decode optimization are 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": 1, + "component_count": 34, + "review_unit_index": 3, + "review_unit_count": 3, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-57", + "nodes": [ + "pull_request:40546", + "pull_request:43451", + "pull_request:46196", + "pull_request:46658", + "pull_request:46707", + "pull_request:46836", + "pull_request:46907", + "pull_request:46908", + "pull_request:46912", + "pull_request:46926", + "pull_request:46927", + "pull_request:46970", + "pull_request:46971", + "pull_request:46986", + "pull_request:47003", + "pull_request:47006", + "pull_request:47025", + "pull_request:47034", + "pull_request:47035", + "pull_request:47054", + "pull_request:47055", + "pull_request:47056", + "pull_request:47057", + "pull_request:47058", + "pull_request:47077", + "pull_request:47092", + "pull_request:47096" + ], + "soft_pairs": [ + "pull_request:46927|pull_request:46971", + "pull_request:46908|pull_request:46926", + "pull_request:46986|pull_request:47006", + "pull_request:47054|pull_request:47055", + "pull_request:46970|pull_request:47006", + "pull_request:46970|pull_request:46986", + "pull_request:47057|pull_request:47058", + "pull_request:46907|pull_request:47054", + "pull_request:47055|pull_request:47056", + "pull_request:46907|pull_request:47056", + "pull_request:47054|pull_request:47056", + "pull_request:47054|pull_request:47058", + "pull_request:47055|pull_request:47057", + "pull_request:46907|pull_request:47006", + "pull_request:46907|pull_request:46970", + "pull_request:46970|pull_request:47055", + "pull_request:46907|pull_request:46986", + "pull_request:47025|pull_request:47092", + "pull_request:46707|pull_request:47034", + "pull_request:46658|pull_request:46836", + "pull_request:43451|pull_request:46836", + "pull_request:46836|pull_request:47092", + "pull_request:43451|pull_request:47077", + "pull_request:46836|pull_request:47096", + "pull_request:43451|pull_request:46196", + "pull_request:46196|pull_request:47096", + "pull_request:40546|pull_request:43451", + "pull_request:46196|pull_request:47003", + "pull_request:43451|pull_request:46658", + "pull_request:46658|pull_request:47096", + "pull_request:43451|pull_request:47092", + "pull_request:43451|pull_request:47096", + "pull_request:43451|pull_request:47003", + "pull_request:47003|pull_request:47096", + "pull_request:43451|pull_request:47034", + "pull_request:47034|pull_request:47096", + "pull_request:47092|pull_request:47096", + "pull_request:43451|pull_request:47035", + "pull_request:43451|pull_request:46912", + "pull_request:46836|pull_request:47003", + "pull_request:47003|pull_request:47034" + ], + "prepared_review_unit_hash": "efa8588aa645432c08151d0aa0ee2050daff16c15be32d784851d108be6a283a", + "component_budget": { + "node_count": 57, + "item_count": 57, + "soft_pair_count": 182, + "serialized_chars": 204273, + "estimated_input_tokens": 51069, + "estimated_eval_tokens": 102394 + }, + "budget": { + "node_count": 27, + "item_count": 27, + "soft_pair_count": 41, + "serialized_chars": 76898, + "estimated_input_tokens": 19225, + "estimated_eval_tokens": 38706 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is heterogeneous: new model add-ons, exporter/runtime changes, training tweaks, docs updates, and many unrelated test-only fixes. 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Different models and goals." + }, + { + "left": "pull_request:46707", + "right": "pull_request:47034", + "accept": false, + "reason": "Both mention infrastructure, but FSDP2 migration and Neuron SFT experiment are unrelated changes." + }, + { + "left": "pull_request:46658", + "right": "pull_request:46836", + "accept": false, + "reason": "Both are model-adding PRs, but for completely different models and code paths." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47077", + "accept": false, + "reason": "Molmo2 model integration vs Japanese DistilBERT docs translation are unrelated." + }, + { + "left": "pull_request:46836", + "right": "pull_request:47092", + "accept": false, + "reason": "Unlimited OCR model integration and MiniCPM3 XPU test expectations are unrelated." + }, + { + "left": "pull_request:40546", + "right": "pull_request:43451", + "accept": false, + "reason": "Both add models, but VibeVoice and Molmo2 are separate model integrations with no shared bug/change." + }, + { + "left": "pull_request:46196", + "right": "pull_request:47003", + "accept": false, + "reason": "wav2vec2 SDPA dispatch support and OpenVINO exporter work are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46658", + "accept": false, + "reason": "Different model additions; only broad registration/docs patterns overlap." + }, + { + "left": "pull_request:46196", + "right": "pull_request:47096", + "accept": false, + "reason": "Model-attn dispatch support vs exportability changes for Kimi are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47092", + "accept": false, + "reason": "Molmo2 integration and MiniCPM3 test expectation updates are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47096", + "accept": false, + "reason": "Molmo2 model integration and exportable Kimi changes are different workstreams." + }, + { + "left": "pull_request:46658", + "right": "pull_request:47096", + "accept": false, + "reason": "Step-3.7 Flash integration and Kimi exportability are unrelated model changes." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47003", + "accept": false, + "reason": "Molmo2 integration and OpenVINO exporter implementation are unrelated." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47096", + "accept": false, + "reason": "OpenVINO exporter and Kimi exportability touch exporting, but they fix different code paths and are not one PR." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47034", + "accept": false, + "reason": "Molmo2 model integration and Neuron SFT experiment are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46912", + "accept": false, + "reason": "Molmo2 integration and RoPE test coverage are unrelated." + }, + { + "left": "pull_request:46836", + "right": "pull_request:47003", + "accept": false, + "reason": "Unlimited OCR model integration and OpenVINO exporter are separate features." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47035", + "accept": false, + "reason": "Molmo2 model integration and torch-compile backend defaulting to neuron are 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": 34, + "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": "3af50daa7270ce0289f325b6305ae05079e799b05412a6a19745e11251b59768", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests are unrelated: one adds TimesFM covariate forecasting support, while the other adds DINOv3 image classification support. They do not fix the same code-path problem and should not be merged as duplicates.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 41224 is the more focused, self-contained change, but it is not a duplicate of PR 40755.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different model families and different features: TimesFM covariate forecasting vs DINOv3 image classification. No shared bug or mergeable code-path 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": 34, + "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": 34, + "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:43424", + "pull_request:41855|pull_request:43823", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:45655", + "pull_request:43823|pull_request:43995", + "pull_request:43995|pull_request:45213", + "pull_request:43995|pull_request:44827", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request: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": "87ca94dfbedd554f3ca28e32b0110b19532ab32a5f118cbe222b80bfffcf6ebc", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 18, + "serialized_chars": 34787, + "estimated_input_tokens": 8697, + "estimated_eval_tokens": 17650 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 18, + "serialized_chars": 34787, + "estimated_input_tokens": 8697, + "estimated_eval_tokens": 17650 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Mostly unrelated PRs spanning tokenizer/model additions, docs, tests, and refactors. The only clear duplicate pair is the two `fixed_cross_entropy` changes in `loss_utils.py` for the same issue; the rest are not the same underlying bug/change.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "`pull_request:43251` is the best representative of the only real duplicate cluster: it explicitly targets issue 43240, makes the concrete `cross_entropy` kwargs fix in `loss_utils.py`, and is slightly more complete/annotated than 43254.", + "best_issue_reason": null, + "best_pr_reason": "`pull_request:43251` is the strongest single PR in this set because it is explicitly issue-linked, fixes a specific code path, and cleanly subsumes the narrower variant in 43254.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Mistral tokenizer methods vs Executorch dynamic-shape export tests; unrelated changes." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Tokenizer API additions vs new MobileLLM model files; different features." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor auto-loading robustness vs adding MobileLLM; only broad area overlap, not same bug." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "`fixed_cross_entropy` kwargs fix vs MobileLLM model addition; unrelated." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Cross-entropy helper fix vs Mistral4 test/model changes; different code paths." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Executorch export test vs Mistral4 tests/model fixes; not the same underlying issue." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Executorch dynamic-shape test vs MobileLLM addition; unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "Adding MobileLLM vs fixing `cls.config` resolution order; no shared bug/change." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "MobileLLM model addition vs Falcon output-collection refactor; separate work." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon interface refactor vs model-creation skill/docs; unrelated." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon output interface refactor vs Mistral4 tests; different models and changes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test fixes vs CLIP-like `layrnorm` renaming; unrelated despite both touching model code." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46267", + "accept": false, + "reason": "Mistral4 tests vs chat parsing/serve updates; different subsystems." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 tests vs TDT loss kernel integration; not the same issue." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 tests vs config resolution ordering fix; unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 tests vs model-creation skill; no shared underlying change." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "MobileLLM model addition vs model-creation skill scaffolding; different artifact types and goals." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs modify `loss_utils.py` to forward the same `cross_entropy` options for issue 43240; they are alternative implementations of the same fix and could be merged into one PR." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet and stays conservative. The only supported duplicate cluster is PRs 43251 and 43254: both target issue 43240, edit the same `loss_utils.py` code path, and appear mergeable as alternative implementations of the same fix. The other pairwise rejections are also reasonable given the distinct files, features, and subsystems shown in the diffs." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 34, + "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": "e4391716904425372860adfc1807bfb4ceb853487a8732f58518e10787d0f590", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate workflow-maintenance PRs: #42975 upgrades several GitHub Actions for Node 24 compatibility, while #42976 bumps docker/build-push-action versions. They touch overlapping workflow files, but the underlying changes and failure modes are different, so they should not be deduplicated.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "#42975 is the better canonical representative only because it has the broader and more clearly stated purpose (Node 24 compatibility across multiple GitHub Actions). However, it is not a duplicate of #42976; the PRs update different actions and address different concerns.", + "best_issue_reason": null, + "best_pr_reason": "#42975 is the best single PR to represent the cluster because it has the broader workflow-action upgrade scope and explicit compatibility motivation. #42976 is narrower and specifically about docker/build-push-action updates.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Reject: both are GitHub Actions dependency bumps, but they change different actions and different code paths. #42975 updates checkout/cache/upload-artifact for Node 24 compatibility; #42976 updates docker/build-push-action. They are related maintenance work, 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": 6, + "component_count": 34, + "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": "c822b45629263a85c18209645a2071ce0afc5efbce51149e1c5e99833cfe5cdf", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 13046, + "estimated_input_tokens": 3262, + "estimated_eval_tokens": 6780 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 13046, + "estimated_input_tokens": 3262, + "estimated_eval_tokens": 6780 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All four PRs are unrelated model-addition changes. They share template files like docs/_toctree.yml and auto-registry plumbing, but each introduces a different architecture (ViT NEPA, Molmo, CTSM, Step3p7) with distinct model codepaths.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: these are separate feature PRs for different models, not duplicates of the same change.", + "best_issue_reason": null, + "best_pr_reason": "No best duplicate representative among them; the overlap is only in shared model-registration/documentation scaffolding, not the underlying model implementations.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different model families and codepaths: ViT NEPA vs Molmo. Shared docs/auto files are incidental to adding new models, not evidence of the same change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "Different architectures and targets: ViT NEPA vs CTSM. Similar registry/docs edits do not make these the same bug or feature." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM are distinct model additions with different source trees and tests; no shared concrete fix or implementation." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46562", + "accept": false, + "reason": "Both touch auto-mapping/model registration, but they add different models (CTSM vs Step3p7) and would not plausibly merge into one PR as the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 34, + "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": "6525799ae2d08ef4e37bf3af4094092af8b7cc2278d53aafb1e6a9a510105b90", + "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: only the two YOLOS PRs appear to fix the same concrete device_map=\"auto\" device-mismatch bug. The rest are unrelated test, workflow, generation, quantization, or model-specific changes and should not be deduplicated.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46922 is the best canonical PR because it contains the direct YOLOS device-mismatch fix in the model forward path and also includes the no_split_modules adjustment already present in 46886, making it the more complete representative of that bug.", + "best_issue_reason": null, + "best_pr_reason": "PR 46922 is the best overall representative of the only real duplicate pair in this set: it addresses the YOLOS device placement bug more completely than 46886 and is the clearest stand-in for the underlying change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Different models and different test changes; no shared code-path bug." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper tokenizer/test fix vs FP8 dequantization work; unrelated changes." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Both touch Whisper-related files, but they address different problems in different code paths." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46922", + "accept": false, + "reason": "Whisper tokenizer/tests vs YOLOS device placement; clearly unrelated." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46539", + "accept": false, + "reason": "Test-file edits versus CI infra and Phimoe integration setup; not the same bug." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "CLIP/ViT test noise is unrelated to the FP8 loading/dequant fix." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "Different subsystems and different fixes; only superficial similarity in being PRs with test changes." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46922", + "accept": false, + "reason": "Unrelated test-only PR versus YOLOS model fix." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46539", + "accept": false, + "reason": "FP8/dequantization changes are unrelated to CI memory patching and Phimoe tests." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "Different loading/quantization fix versus generation/watermarking and Whisper changes." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46922", + "accept": false, + "reason": "Different model families and unrelated bugs." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46539", + "accept": false, + "reason": "Generation/watermarking fix versus CI/test-environment fix; not the same underlying issue." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46922", + "accept": false, + "reason": "Whisper generation/config change and YOLOS device mismatch are unrelated." + }, + { + "left": "pull_request:46539", + "right": "pull_request:46922", + "accept": false, + "reason": "CI memory/device-map workaround and YOLOS model-device fix are different problems." + }, + { + "left": "pull_request:46886", + "right": "pull_request:46922", + "accept": true, + "reason": "Both target the same YOLOS device_map=\"auto\" device mismatch in modeling_yolos; 46922 adds the missing forward-path device move and the same no_split_modules adjustment, so they are mergeable into one fix." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays conservative on the non-YOLOS pairs. The only accepted duplicate pair, 46886 vs 46922, is well-supported by the shared issue target and shared YOLOS device-mismatch context, and the canonical PR choice is reasonable because 46922 includes the forward-path fix plus the no_split_modules change. No obvious overstatement beyond 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": 34, + "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": "ff7f1f6e40410fce075b3e0ac1bda2d75441f55533d4fdb0dda8d7d7d9f26e0d", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6346, + "estimated_input_tokens": 1587, + "estimated_eval_tokens": 3430 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6346, + "estimated_input_tokens": 1587, + "estimated_eval_tokens": 3430 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three separate synthetic \"don't merge\" PRs touching different code paths: packaging/setup, comment-driven CI workflows/testing utilities, and the PR security gate workflow. They share only broad repository/CI similarity, not the same underlying change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:46747", + "accept": false, + "reason": "Different changes: 43488 edits setup/dependency/test files for repo-bot formatting checks, while 46747 only changes the PR security-gate workflow from pull_request_target to pull_request. Same broad CI/test area, but not the same concrete bug or mergeable fix." + }, + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "43488 is a packaging/version/dependency test PR; 43532 rewrites several GitHub workflows plus testing/notification code to show diffs. They do not fix the same code-path problem." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46747", + "accept": false, + "reason": "43532 targets self-comment CI, scheduled/slack workflows, testing utils, and a Vit test; 46747 only touches the security-gate workflow trigger. Overlapping CI context is too broad to treat as the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 9, + "component_count": 34, + "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": "fdf70469ba1335a3d77ad4a18b0d689fe6098eb7e34dca20393c00b1a350ac63", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6081, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6081, + "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 related pipeline-feature PRs with shared docs/registration scaffolding, but they implement different segmentation tasks and code paths: Promptable Concept Segmentation vs Promptable Visual Segmentation. Not duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the two pull requests add different pipelines for different underlying tasks/model families, so neither is a duplicate of the other.", + "best_issue_reason": null, + "best_pr_reason": "No single PR is the global best representative because the cluster is not a duplicate set; both PRs are valid but distinct feature additions.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Shared documentation and registration files are generic scaffolding, but the actual feature targets are different pipelines with different task semantics and supporting models. They do not look like the same underlying bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 34, + "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": "2fe348846f29e07a816c0e96d7d3f368241f04ebc6a4eccc3d0ae0fba41dcde2", + "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 are unrelated trainer.py changes: one fixes gradient-accumulation loss scaling in training_step, the other extracts signature-column filtering for custom/PEFT trainers. Shared file location is incidental, not a shared underlying bug or change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 43651 is the more concrete standalone fix if a single representative must be chosen; it changes runtime training behavior directly, whereas PR 43663 is an unrelated helper/refactor for column filtering.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Different code paths and goals: 43651 changes loss scaling in training_step, while 43663 adds _get_signature_columns for input-column filtering. They do not look like the same bug or a 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": 11, + "component_count": 34, + "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": "d3ed9902bb97d8072a8659026e386db8f53ed2e5c267aa1a3ab26e75f8184d71", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3664, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3664, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs touch the same CLI file and both mention TypeAdapter NameError, but they appear to fix different concrete causes rather than the same bug.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43842 is the cleaner canonical PR: it directly addresses the TypeAdapter import/annotation problem with a minimal, targeted change under TYPE_CHECKING.", + "best_issue_reason": null, + "best_pr_reason": "PR 43842 is the best standalone candidate because its diff is tightly scoped to the runtime/typing NameError and is easier to reason about as a single fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Reject: although both PRs involve TypeAdapter in src/transformers/cli/serve.py, 43656 appears to fix broader annotation/runtime typing issues, while 43842 specifically handles the pydantic-not-installed case by importing TypeAdapter only for type checking. They do not look like the same underlying bug or something that should 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": 12, + "component_count": 34, + "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": 34, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44024", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + 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"summary": "This cluster is a broad set of per-model output-tracing refactors. The packet directly supports duplicate/mergeable overlap in the GPT-J/CodeGen slice and the GPT-Neo slice, but not a Flaubert duplicate pair; the rest are only theme-level similarities across different model families.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44722 is the best representative of the clearest supported duplicate subcluster because it captures the shared GPT-J/CodeGen output-tracing change with the strongest same-file overlap.", + "best_issue_reason": null, + "best_pr_reason": "PR 44722 is the strongest representative of the supported duplicate slice: it targets the GPT-J/CodeGen output-tracing refactor in the same concrete code path, while the remaining cluster items are mostly broader thematic matches across unrelated models.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families and code paths; same output-tracing theme is too 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+ }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "Different model families; these are separate refactors, not one duplicate change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "Different model families and code paths; not the same concrete fix." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Same GPT-Neo output-tracing refactor on the same model/file path." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen versus MPT: different model implementations and code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen versus GPT-Neo: same initiative, but different concrete model paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are separate model-specific changes." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet and GPT-J/CodeGen are unrelated concrete code paths." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J/CodeGen are unrelated model implementations." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet and GPT-J are different concrete refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet are unrelated model changes." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet and MPT are different concrete code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo 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and MGP-STR are different model implementations." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44085", + "accept": false, + "reason": "MPT and GPT-J are unrelated concrete code paths." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J and MGP-STR are unrelated model-specific changes." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert/XLM are unrelated changes." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-2 and MGP-STR are separate model refactors." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-2 output tracing is a different code path from GPT-J/CodeGen." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are different model 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"reason": "SqueezeBERT and GPT-Neo are different code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT and SpeechT5 are unrelated concrete changes." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet and SpeechT5 are unrelated model migrations." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44017", + "accept": false, + "reason": "CVT/FNet and SegFormer are different model-specific changes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBERT and DeBERTa-v2 are unrelated implementations." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa-v2 and TextNet are different concrete refactors." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing refactor with direct file overlap." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J output-tracing refactor in the same file." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are unrelated model changes." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "CVT/FNet and ResNet are separate model refactors." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet and SpeechT5 are unrelated." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa-v2 and SpeechT5 are different concrete code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa-v2 and ViLT are unrelated model refactors." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet and ImageGPT are different model implementations." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "VisualBERT and TextNet are unrelated models." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing refactor with direct file overlap." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J output-tracing refactor in the same file." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are unrelated model migrations." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "CVT/FNet and ResNet are separate model refactors." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet and SpeechT5 are unrelated." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa-v2 and SpeechT5 are different concrete changes." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa-v2 and ViLT are unrelated model-specific refactors." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet and ImageGPT are different code paths." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "VisualBERT and TextNet are unrelated models." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The per-pair verdicts are mostly conservative, but the summary overstates the evidence by implying true duplicate clusters \u201cespecially within GPT-J/CodeGen, GPT-Neo, and Flaubert.\u201d The packet only clearly supports same-file/mergeable duplication for GPT-J/CodeGen and GPT-Neo (and a few unrelated model-specific false pairs); it does not show a supported Flaubert duplicate pair. Please narrow the summary to what the packet directly demonstrates." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 34, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43997", + "pull_request:44010", + "pull_request:44056", + "pull_request:44073", + "pull_request:44074", + "pull_request:44129" + ], + "soft_pairs": [ + "pull_request:44056|pull_request:44073", + "pull_request:44056|pull_request:44074", + "pull_request:43997|pull_request:44010", + "pull_request:44010|pull_request:44129" + ], + "prepared_review_unit_hash": "d5d205a24138b7a1a61ad455373afb48b8d7d5656e0579bfa17e7ba2552fcc96", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 76, + "serialized_chars": 84115, + "estimated_input_tokens": 21029, + "estimated_eval_tokens": 42314 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 4, + "serialized_chars": 12756, + "estimated_input_tokens": 3189, + "estimated_eval_tokens": 6634 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These PRs are related thematically as model-specific migrations to standardized output tracing/capture, but they are not duplicates of one another because each targets a different model and code path.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44129 is the best representative of the cluster because it has an explicit issue target and a concrete, model-specific refactor of the standardized output-capture flow.", + "best_issue_reason": null, + "best_pr_reason": "PR 44129 is the strongest standalone PR in this set: it is well-scoped, explicitly linked to an issue, and makes a concrete output-tracing change rather than just matching the refactor pattern.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "Both are output-tracing refactors, but they touch different models (MPNet vs VisualBert) and different concrete implementations; they are not the same bug/change and would not plausibly merge into one PR." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "Same refactor theme, but MPNet and TextNet are separate code paths with separate model files and behavior; this is not a duplicate change." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are unrelated model implementations. The similar decorator migration is broad refactoring, not a shared underlying defect or single mergeable fix." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert and SpeechT5 have different layer/output logic and only share the standardized tracing motif. The changes are model-specific and not one concrete fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 34, + "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": "1807f9a411bd87d9f551fbd7f1f71588ae03bd220d3dd6e5418adce9845adf94", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40157, + "estimated_input_tokens": 10040, + "estimated_eval_tokens": 20336 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40157, + "estimated_input_tokens": 10040, + "estimated_eval_tokens": 20336 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs share a common output-tracing/refactor theme, but they target different model implementations and code paths. I do not see any true duplicate PRs here; they are better treated as separate model-specific refactors.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44003 is the most central and broadest of the set: it spans two related Mamba implementations and introduces shared output-capturing plumbing, making it the best representative of this cluster\u2019s refactor theme.", + "best_issue_reason": null, + "best_pr_reason": "PR 44003 is the strongest single representative because it has the broadest scope and most infrastructure-level change among the candidates.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families and code paths; same refactor pattern, but not the same concrete change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Backbone model vs vision-text dual encoder; unrelated implementations despite similar tracing refactor wording." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Different architectures and files; not a single mergeable bug fix." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Both are output-tracing refactors, but they target different model stacks and code paths." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Unrelated model implementations; the similarity is only at the refactor-theme level." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "MobileNet V1 vs UnivNet are separate model paths; not the same underlying bug/change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families and behavior; no shared concrete fix." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "Different models and different output wrappers; too broad to treat as duplicates." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "MobileNet V1 and VisionEncoderDecoder are unrelated code paths." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "Separate encoder-decoder wrapper and backbone model; same theme only." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Vision-text dual encoder vs UnivNet; different concrete code paths." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model subsystems; not one underlying fix." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Distinct model families; too generic to merge as one PR." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Different architectures and output types; not the same change." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "UnivNet and UperNet are unrelated implementations." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families and code paths; only the refactor pattern matches." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "Different models; no evidence of a shared concrete bug." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "UperNet and RWKV are unrelated code paths." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "Separate model stacks; not plausibly one combined fix." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "Mamba/Falcon-Mamba output tracing vs SuperPoint output tracing; same theme, different code paths." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Different architectures and fixes; not the same concrete bug or change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Timm backbone and CodeGen are unrelated model paths." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "UnivNet audio model vs CodeGen decoder; not the same issue." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "UperNet segmentation vs CodeGen attention/cache refactor are unrelated." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "Vision-text encoder-decoder vs CodeGen are different code paths." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "Depth Anything and VisionEncoderDecoder are separate model families; same refactor theme only." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "Depth Anything vs SpeechEncoderDecoder are unrelated implementations." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "Different models and output semantics; not one mergeable fix." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "Depth Anything and RWKV do not share a concrete bug/change." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "Depth Anything vs DPR are separate model code paths." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "VisionEncoderDecoder and RWKV are unrelated; similarity is only topical." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "Different encoder-decoder wrappers; not the same concrete change." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "VisionEncoderDecoder and SuperPoint are unrelated implementations." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model families and files; no shared code-path bug." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "SpeechEncoderDecoder and SuperPoint are unrelated model paths." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Different architectures; same theme does not imply duplicate PRs." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "SpeechEncoderDecoder and DPR are separate code paths." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "SuperPoint and RWKV are unrelated; no common concrete fix." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "SuperPoint and DPR target different model stacks." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "RWKV and DPR are unrelated implementations despite similar refactor language." + } + ] + }, + "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": 34, + "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": "ce562142be6ea3e65d225d88975a86f10563150e37c23df3949c68a0f32353ce", + "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": "Both artifacts are separate model-addition PRs: PenguinVL and Voxtral TTS. They share boilerplate integration files, but they target different models, code paths, and release goals, so they are not duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different underlying changes: PR 44662 adds PenguinVL, while PR 45401 adds Voxtral TTS. The shared files are generic Transformers registration/docs updates, not evidence of the same bug or implementation." + } + ] + }, + "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": 34, + "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": "c2a8b14e51d41967e77174694fd8cddb2c7abc4f31c8f858bb81c8dad7ff0b48", + "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 two PRs are related in theme (module/kernel fusion) but are not the same change: #44979 adds a generic Module Fusion API, while #45363 implements n-to-1 kernel fusion via KernelConfig and integration hooks. They touch different code paths and represent different layers of functionality, so they should not be deduplicated.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "#44979 is the more foundational, general-purpose fusion API change; #45363 is a separate feature built around KernelConfig and integration plumbing.", + "best_issue_reason": null, + "best_pr_reason": "#44979 is the better representative of the cluster because it defines the core fusion abstraction rather than one specific kernel-fusion use case.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Do not merge: #44979 introduces a generic module-fusion API, whereas #45363 adds a specific n-to-1 kernel-fusion path via KernelConfig and related integrations. Different concrete code paths and not plausibly one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 17, + "component_count": 34, + "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": "f668db5fdcc1e35aee4c5a89614ef2898ffc20180fed0930b66a85233bd18aa5", + "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 address the same Mistral regex patch bug: fixing an AttributeError by switching from `tokenizer.backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer` in `_patch_mistral_regex`. The second PR is the more complete version because it includes tests and the same code fix.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the better canonical PR: it fixes the same concrete AttributeError in `_patch_mistral_regex` and also adds a test, making it the more complete change set.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 is the strongest representative of the cluster because it covers the bug fix plus validation, and its scope is still the same single code-path change as PR 45086.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Accept: both PRs implement the same fix for the same AttributeError in `_patch_mistral_regex` on the same file, and the later PR appears to be the more complete version with tests." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 18, + "component_count": 34, + "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": "f5558433f0d29ef8658b63172c513e5830e47878de927a7a4f0b1cee496c7351", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs touch NemotronH internals, but they target different changes: #45115 is a conversion/mapping and inheritance refactor toward GraniteMoeHybrid compatibility, while #45569 is a broader model split into NemotronH dense/sparse variants with docs and auto-mapping updates. They are related, but not the same underlying fix/change.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "#45569 is the better canonical representative because it is the broader, higher-level NemotronH architecture change and includes the public model/docs surface, whereas #45115 is a narrower conversion-mapping refactor.", + "best_issue_reason": null, + "best_pr_reason": "#45569 is the strongest single PR in this cluster as it covers the main model restructuring end-to-end; #45115 looks more like a supporting compatibility refactor than the primary change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Related NemotronH work, but not the same concrete bug/change. #45115 is about checkpoint conversion and GraniteMoeHybrid-compatible renaming; #45569 is about splitting NemotronH into dense/sparse model variants and updating docs/auto-mapping. They would not 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": 34, + "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": "875fd6e7328e859973b99a3bf2630311de43ccba54225411bf24654089bc875d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6081, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6081, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are related but not duplicates: #45333 is a narrower per-layer configuration/doc update, while #45332 bundles that config work with broader heterogeneous modeling, masking, cache, and integration changes.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "#45332 is the broader umbrella change and appears to subsume the configuration work while also adding the modeling/runtime pieces, so it is the better canonical PR in this cluster.", + "best_issue_reason": null, + "best_pr_reason": "#45332 is the best representative because it covers the full heterogeneous-model feature, not just the config subset. #45333 is narrower and looks like a slice/follow-up rather than a separate duplicate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Related feature work, but not the same concrete change: #45332 adds heterogeneous modeling/runtime support plus config, whereas #45333 is config-only. They could not be cleanly merged as one duplicate PR without losing the extra functionality." + } + ] + }, + "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": 34, + "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": "8cfbb15d322abc08c3fa8f853bec9b208ecdea7272d778a254fdfe33fda823e8", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5513, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5513, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are both typing-related PRs, but they are not the same change: #45415 is a broad repository-wide type-checking sweep, while #45425 adds specific typing aliases/protocols for modeling_utils and related integrations. They overlap in a few files because both touch typing infrastructure, but they do not fix the same concrete code-path problem and would not naturally merge into one PR.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "#45425 is the more focused, concrete typing change; #45415 is a much broader type-checking pass. They are related thematically but not duplicates.", + "best_issue_reason": null, + "best_pr_reason": "#45425 is the best representative PR here because it introduces a specific typing abstraction set tied to modeling_utils and adjacent modules, whereas #45415 is a large mechanical typing sweep.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Shared typing/filesystem infrastructure and a few overlapping filenames are not enough: #45415 is a broad type-checking cleanup, while #45425 adds targeted typing protocols/aliases for specific runtime interfaces. Different underlying changes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 34, + "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": "afd9198b8b836c38a49187413aa00ca41db347eda09980b4f4843f713d654139", + "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": "Two related but distinct EP-loading PRs: one fixes config/serialization for EP with DeepSpeed ZeRO-3 under accelerate launch, while the other fixes expert parameters being overwritten during FSDP2/rank-0 broadcast. They overlap in `modeling_utils.py` but address different failure modes and code paths.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45662 is the broader and more concrete fix: it targets the parameter-loading path where expert tensors are incorrectly overwritten, with changes across loading and MoE/DTensor integration. PR #45548 is narrower and mainly preserves `distributed_config` plus an `has_ep` helper for launch/load compatibility.", + "best_issue_reason": null, + "best_pr_reason": "PR #45662 is the best representative PR for this cluster because it fixes the core EP parameter corruption bug in the loader, rather than only addressing configuration persistence and detection.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Both are EP-related, but they fix different bugs: #45548 is about keeping `distributed_config` during serialization and detecting EP for DeepSpeed ZeRO-3 loading, while #45662 prevents expert weights from being overwritten during FSDP2/rank-0 broadcast. Shared files alone are 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": 22, + "component_count": 34, + "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": "e4c0d5568e5c8be6f8932f0c39c049fa9e0c02c3f5d5581f4019e9eb583bbe1d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4672, + "estimated_input_tokens": 1168, + "estimated_eval_tokens": 2592 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4672, + "estimated_input_tokens": 1168, + "estimated_eval_tokens": 2592 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same xdist-related captured_info artifact problem in transformers testing utilities; PR 45645 is the broader superset that also updates CI log collection, while 45639 is the core writer-side fix. They are close enough to treat as the same change cluster.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the better canonical PR because it contains the core xdist-safe logging fix plus the CI workflow adjustment needed to read multiple captured_info files, making it the more complete implementation.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 is the best representative of the underlying change: it fixes the collision in testing_utils and also preserves/debug-prints the resulting logs in CI. PR 45639 is a narrower subset of that same fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Same underlying xdist-safe captured_info logging problem, with overlapping testing_utils changes and shared target; 45645 is a superset that plausibly subsumes 45639." + } + ] + }, + "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": 34, + "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": 34, + "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": "f61418c1a14beda88445646a5eec2b9338a12c7799f53272f49343f9c723da0e", + "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": "These two PRs are not duplicates: one is a mixed model/infra change centered on Grafana/OpenTelemetry and AIMv2/model config updates, while the other is a test-migration PR adding kernel/DDP and vision model tests. They do not fix the same concrete bug or implement the same change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR #45932 is the better representative only because it is more substantive and self-contained than the mostly test-migration PR #46100; however, they should not be clustered as duplicates.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "Different purposes and code paths: #45932 changes workflow secrets and several model/config files, while #46100 adds test infrastructure and model tests. They are not plausibly one mergeable fix/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 25, + "component_count": 34, + "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": "7baf7cca38856aa9036992388fd022748ea4d13d22eb09dab94fad8f34204b3c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5525, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5525, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs share some distributed code paths, but they are not the same concrete change: #46126 is a focused EP + Trainer integration, while #46269 is a much broader distributed-branch base touching many unrelated areas. I would not merge them as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical duplicate PR: the overlap is superficial (shared distributed files), but the scopes differ substantially and the larger branch PR is not the same underlying change as the EP/trainer integration PR.", + "best_issue_reason": null, + "best_pr_reason": "#46269 is the better overall cluster representative because it is the broader umbrella distributed branch work; #46126 is a narrower feature PR layered on top of that area.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Shared filenames alone are not enough here. #46126 targets EP/router + trainer integration, while #46269 is a wide distributed refactor/branch-base PR with many extra changes; they do not look like one mergeable fix/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 26, + "component_count": 34, + "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": "8d3b9fbeab8b5c0f178c52619be4a573a7a2d34e06a4eac0681679c36a2056de", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 31, + "serialized_chars": 26678, + "estimated_input_tokens": 6670, + "estimated_eval_tokens": 13596 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 31, + "serialized_chars": 26678, + "estimated_input_tokens": 6670, + "estimated_eval_tokens": 13596 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are mostly unrelated workflow-chore pull requests across different files. The pr-ci-security-gate edits are the closest cluster, but they still implement different security-hardening steps and should not be merged as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow files and different fixes: stdin handling for self-comment CI vs adding checkout/diff checks to the PR security gate." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46558", + "accept": false, + "reason": "Unrelated workflow edits; one changes self-comment CI argument passing, the other tightens PR security-gate permissions/approval flow." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflow and different purpose: self-comment CI input plumbing vs switching the PR security gate to a reusable workflow." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflow files and unrelated changes: self-comment CI vs changing security-gate secret handling." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow files and unrelated code paths: self-comment CI stdin handling vs build-ci-docker-images message parsing." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46503", + "accept": false, + "reason": "SSH runner hardening is unrelated to benchmark_v2 trigger logic." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46501", + "accept": false, + "reason": "Different workflow files and different concerns: SSH runner setup vs anti-slop permissions cleanup." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflow files and unrelated behavior: SSH runner setup vs assign-reviewers checkout ref." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46554", + "accept": false, + "reason": "SSH runner changes are unrelated to PR security-gate validation logic." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflows and different problems: SSH runner hardening vs security-gate permissions/approval gating." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "Same broad CI area, but different workflow logic: anti-slop permissions vs benchmark_v2 manual dispatch trigger." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflow files and unrelated fixes: anti-slop permissions vs reviewer assignment checkout ref." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflows and different code paths: anti-slop permissions vs build-ci-docker-images commit-message parsing." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow files and unrelated changes: anti-slop permissions vs PR security-gate logic." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflow behaviors: reviewer assignment checkout ref vs benchmark trigger conditions." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow files and unrelated fixes: reviewer assignment vs build-ci-docker-images message parsing." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow files and unrelated concerns: assign-reviewers behavior vs security-gate logic." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow files and unrelated changes: benchmark dispatch support vs build-ci-docker-images commit-message handling." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow files and unrelated fixes: benchmark trigger logic vs PR security-gate checks." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and unrelated code paths: build-ci-docker-images parsing vs PR security-gate validation." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflow files and different concerns: build-ci-docker-images parsing vs security-gate permissions/approval flow." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46558", + "accept": false, + "reason": "Same file, but different concrete changes: one adds checkout and file-change checks; the other changes permissions and approve-job gating." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46563", + "accept": false, + "reason": "Same file, but different changes: reusable-workflow switch vs adding checkout and security checks inside the gate." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46716", + "accept": false, + "reason": "Same file, but different fixes: added checkout/diff checks vs replacing inherited secrets with empty secrets." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46563", + "accept": false, + "reason": "Same file, but distinct security-gate changes: permissions/approval gating vs switching to a reusable workflow wrapper." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46716", + "accept": false, + "reason": "Same file, but not the same change: permissions and approve-job condition vs secrets handling." + }, + { + "left": "pull_request:46563", + "right": "pull_request:46716", + "accept": false, + "reason": "Same workflow file, but different fixes: reusable-workflow invocation/comments vs changing secrets inheritance." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflows and unrelated changes: build-ci-docker-images parsing vs security-gate reusable workflow switch." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46563", + "accept": false, + "reason": "SSH runner hardening is unrelated to the PR security-gate reusable-workflow change." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflows and unrelated code paths: build-ci-docker-images parsing vs security-gate secrets handling." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46716", + "accept": false, + "reason": "SSH runner changes are unrelated to PR security-gate secrets hardening." + } + ] + }, + "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": 34, + "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": 34, + "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": "2a05af9eb7851567523da5f470bf3c2c4ee401819ebb86744f7ecdf7c17c9289", + "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 are security-oriented path-traversal fixes, but they target different code paths: sharded checkpoint shard resolution vs `transformers_weights` config handling.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46281 is the cleaner representative of the cluster: it fixes path traversal in the sharded-checkpoint loader itself and includes a direct containment check; PR 46890 addresses a separate config-field traversal issue.", + "best_issue_reason": null, + "best_pr_reason": "PR 46281 is the strongest standalone candidate: it has a narrowly scoped fix, explicit validation, and tests for the checkpoint shard loader.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46281", + "right": "pull_request:46890", + "accept": false, + "reason": "Different underlying bugs and code paths. 46281 validates shard filenames from a checkpoint index in `hub.py`; 46890 validates `transformers_weights` in `modeling_utils.py`. They are related security themes, but not the same fix and not plausibly one merged 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": 34, + "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": "1e416f88d7d7177ccbc71c9ae2b6c06a337685bcf6d80844aa00155fe4d2def8", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4410, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4410, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster contains two unrelated pull requests: one fixes CodeLlama decode-space stripping, the other fixes DeepSeek checkpoint tokenizer-class resolution. They do not look mergeable into a single PR.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: the changes target different model families and different failure modes (decode behavior vs tokenizer-class selection).", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a good cluster representative because they are unrelated fixes rather than duplicate implementations of the same bug.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46574", + "right": "pull_request:46580", + "accept": false, + "reason": "Different underlying bugs and code paths: CodeLlama decoder/leading-space handling vs DeepSeek auto-tokenizer class selection for specific checkpoint prefixes. They are not the same 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": 30, + "component_count": 34, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46773-2", + "nodes": [ + "pull_request:46773", + "pull_request:47087" + ], + "soft_pairs": [ + "pull_request:46773|pull_request:47087" + ], + "prepared_review_unit_hash": "e8ea36081d455275c18d0280930d0306cc49a0ad0f70723717767649a28e4850", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5267, + "estimated_input_tokens": 1317, + "estimated_eval_tokens": 2890 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5267, + "estimated_input_tokens": 1317, + "estimated_eval_tokens": 2890 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related only at a high level (padding-mask behavior), but they fix different bugs in different code paths: batch-size-1 handling in linear-attention models vs. continued/cached recurrent forwards. I would not cluster them as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "47087 is the better standalone PR to anchor the cluster because it has an explicit issue link and a narrowly defined recurrent-forward masking fix.", + "best_issue_reason": null, + "best_pr_reason": "47087 is the strongest PR candidate overall: it has explicit issue targeting, a clear single bug, and a tighter scope than 46773.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46773", + "right": "pull_request:47087", + "accept": false, + "reason": "Both concern padding masks, but the concrete defects differ: 46773 fixes masking being skipped for batch size 1 in linear-attention models, while 47087 fixes recurrent padding masks being skipped on continued/cache forwards. 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": 31, + "component_count": 34, + "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": "bc1edff1d59883e2a03d1446c26541a2b4bfe0e1b9aa0b1d4482817f63edeec9", + "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 pull requests are small but they address different bugs in different generation/cache code paths, so this cluster does not contain a duplicate pair.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: 46781 is about QuantizedCache layer-type validation, 46993 fixes prompt lookup decoding length budgeting, and 46994 tightens validation for empty bad_words_ids/sequence_bias inputs.", + "best_issue_reason": null, + "best_pr_reason": "No single best PR representative for a duplicate cluster, because these PRs are unrelated fixes rather than alternate patches for the same underlying bug.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46781", + "right": "pull_request:46993", + "accept": false, + "reason": "Different problems and code paths: cache-layer support validation vs prompt lookup decoding max_length handling." + }, + { + "left": "pull_request:46993", + "right": "pull_request:46994", + "accept": false, + "reason": "Different generation bugs: prompt lookup candidate length capping vs validation of empty token lists in logits processing." + } + ] + }, + "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": 34, + "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": "f9d51d0d51b1549424c13f12b43c1e9b2e251e403562a6e8e7d340faddcaf5c3", + "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 the same xLSTM train-mode crash path around `return_last_states=False` in `modeling_xlstm.py`. PR 47046 looks like the broader follow-up/final fix, while 47026 appears to be a narrower subset focused on the padding/train-path return-state handling.", + "confidence": 0.83, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47046 is the better canonical PR because it addresses the same crash class but appears broader (`return_last_states=False` and `use_cache`) and includes tests, making it the more complete change set.", + "best_issue_reason": null, + "best_pr_reason": "PR 47046 is the best representative because it covers the same underlying xLSTM train-mode failure and seems to subsume the narrower 47026 fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47026", + "right": "pull_request:47046", + "accept": true, + "reason": "Both PRs fix the same xLSTM train-mode crash in the same file and under the same issue target; 47046 appears to be a broader superset of the narrower 47026 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": 33, + "component_count": 34, + "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-47032-6", + "nodes": [ + "pull_request:47032", + "pull_request:47045", + "pull_request:47051", + "pull_request:47060", + "pull_request:47074", + "pull_request:47076" + ], + "soft_pairs": [ + "pull_request:47032|pull_request:47051", + "pull_request:47032|pull_request:47045", + "pull_request:47045|pull_request:47076", + "pull_request:47045|pull_request:47074", + "pull_request:47051|pull_request:47074", + "pull_request:47051|pull_request:47060", + "pull_request:47060|pull_request:47074", + "pull_request:47060|pull_request:47076", + "pull_request:47074|pull_request:47076" + ], + "prepared_review_unit_hash": "a0005eb6a949faeb7fab600dabbe1250596ada12005212a6c2be4892272915f3", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 9, + "serialized_chars": 15865, + "estimated_input_tokens": 3967, + "estimated_eval_tokens": 8190 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 9, + "serialized_chars": 15865, + "estimated_input_tokens": 3967, + "estimated_eval_tokens": 8190 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are related only at a broad theme level: multimodal input/output handling. They fix different code paths in different components (pipelines, Voxtral processor, Qwen Omni post-processing, Gemma4 layout validation) and should not be deduplicated together.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #47051 is the broadest and most central to the shared theme: it updates multimodal generation pipeline parameter routing in a way that spans both `any_to_any` and `image_text_to_text`. Among the set, it is the best representative of the cluster\u2019s pipeline-focused behavior changes.", + "best_issue_reason": null, + "best_pr_reason": "PR #47051 is the best fit as a representative patch for the cluster because it targets the common pipeline layer and addresses direct generation-kwarg forwarding across multimodal pipelines, unlike the others which are model-specific processor fixes or unrelated post-processing adjustments.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47032", + "right": "pull_request:47051", + "accept": false, + "reason": "Both touch `image_text_to_text`, but they fix different problems: stop-sequence handling vs. forwarding direct generation kwargs. They are related changes, not the same underlying bug." + }, + { + "left": "pull_request:47032", + "right": "pull_request:47045", + "accept": false, + "reason": "Different components and behaviors: image-text pipeline stop handling versus Voxtral audio format validation/encoding. Not the same bug." + }, + { + "left": "pull_request:47045", + "right": "pull_request:47076", + "accept": false, + "reason": "Both are processor-side validation changes, but they address different inputs and models: Voxtral audio arrays vs. Gemma4 audio/image placeholder layout. Not duplicates." + }, + { + "left": "pull_request:47045", + "right": "pull_request:47074", + "accept": false, + "reason": "Voxtral audio-format encoding and AnyToAny key normalization are unrelated fixes in different code paths." + }, + { + "left": "pull_request:47051", + "right": "pull_request:47074", + "accept": false, + "reason": "Both affect `any_to_any`, but one changes kwargs routing while the other fixes input key naming. Distinct issues and not safely mergeable as one duplicate fix." + }, + { + "left": "pull_request:47051", + "right": "pull_request:47060", + "accept": false, + "reason": "Multimodal pipeline parameter forwarding and Qwen Omni batched post-processing are different layers and different bugs." + }, + { + "left": "pull_request:47060", + "right": "pull_request:47074", + "accept": false, + "reason": "The Qwen Omni batched decode fix and AnyToAny input-key normalization do not fix the same concrete code-path problem." + }, + { + "left": "pull_request:47060", + "right": "pull_request:47076", + "accept": false, + "reason": "Different model-specific issues: Qwen Omni output batching versus Gemma4 processor placeholder validation." + }, + { + "left": "pull_request:47074", + "right": "pull_request:47076", + "accept": false, + "reason": "One normalizes pipeline input keys; the other validates Gemma4 audio placeholders. Similar theme, but 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": 34, + "component_count": 34, + "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-47104-2", + "nodes": [ + "pull_request:47104", + "pull_request:47115" + ], + "soft_pairs": [ + "pull_request:47104|pull_request:47115" + ], + "prepared_review_unit_hash": "6c2f9eb6bfe8d89dabf27d0ebb37760d16d1eb48d6358cd04be694e5223f6642", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6949, + "estimated_input_tokens": 1738, + "estimated_eval_tokens": 3732 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6949, + "estimated_input_tokens": 1738, + "estimated_eval_tokens": 3732 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests target the same underlying change: reducing processor-test CI memory by switching tests to tiny Hub repos. PR 47104 looks like the broader initial implementation, while 47115 is a narrower follow-up in the same area; they are similar enough to treat as the same change cluster.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47104 is the earlier, broader implementation of the same processor-test memory-reduction effort and includes the supporting workflow/tooling changes around the test updates.", + "best_issue_reason": null, + "best_pr_reason": "PR 47115 is the clearest single-purpose fix for the shared problem, but 47104 is the better canonical representative because it captures the larger end-to-end change set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47104", + "right": "pull_request:47115", + "accept": true, + "reason": "Same title/theme and overlapping processor test files; both implement the same memory-reduction change by moving processor tests to tiny Hub repos, so they are effectively the same underlying PR change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260707T000034Z/analysis-runs/hybrid-model-20260707t000034z/manifest.json b/snapshots/20260707T000034Z/analysis-runs/hybrid-model-20260707t000034z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..9445de4cd192f47ee4b43cebfbc28c45db4df461 --- /dev/null +++ b/snapshots/20260707T000034Z/analysis-runs/hybrid-model-20260707t000034z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260707t000034z", + "artifacts": { + "hybrid": "snapshots/20260707T000034Z/analysis-runs/hybrid-model-20260707t000034z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260707T000034Z/analysis-runs/hybrid-model-20260707t000034z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-07-07T00:11:39Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260707T000034Z", + "variant": "hybrid" +} diff --git a/snapshots/20260707T000034Z/manifest.json b/snapshots/20260707T000034Z/manifest.json index 9910397dee42c4abd16cd3f6cbaf275b2f2454e9..00e55f926e213cbc136cdf7c5487a5cd8b683f5a 100644 --- a/snapshots/20260707T000034Z/manifest.json +++ b/snapshots/20260707T000034Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 403 }, "extracted_at": "2026-07-07T00:00:34Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260707t000034z", + "runs": { + "hybrid-model-20260707t000034z": { + "analysis_id": "hybrid-model-20260707t000034z", + "artifacts": { + "hybrid": "snapshots/20260707T000034Z/analysis-runs/hybrid-model-20260707t000034z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260707T000034Z/analysis-runs/hybrid-model-20260707t000034z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260707T000034Z/analysis-runs/hybrid-model-20260707t000034z/manifest.json", + "model": null, + "published_at": "2026-07-07T00:11:39Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260707T000034Z", "watermark": {