diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 3a7ddce01e675886f3a087c3d39bd48833da2cf6..f8cf091455aae2c232ccf7ab465f7f9826282fb2 100644 --- a/analysis/current/analysis-report-hybrid.json +++ b/analysis/current/analysis-report-hybrid.json @@ -1,8 +1,8 @@ { "schema_version": "1.0", "repo": "huggingface/transformers", - "snapshot_id": "20260629T000014Z", - "generated_at": "2026-06-29T00:06:28Z", + "snapshot_id": "20260629T060016Z", + "generated_at": "2026-06-29T06:10:08Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -2243,6 +2243,151 @@ } ] }, + { + "cluster_id": "cluster-46504-3", + "summary": "Cluster of 3 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 46716, + "issue_numbers": [], + "pr_numbers": [ + 46504, + 46563, + 46716 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 46504, + "right_pr_number": 46563, + "code_similarity": 0.185, + "size_similarity": 0.923, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.0, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46504, + "right_pr_number": 46716, + "code_similarity": 0.2, + "size_similarity": 1.0, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.0, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46563, + "right_pr_number": 46716, + "code_similarity": 0.69, + "size_similarity": 0.923, + "file_overlap": 1.0, + "area_overlap": 0.571, + "patch_similarity": 0.033, + "shared_filenames": [ + ".github/workflows/pr-ci-security-gate.yml" + ], + "shared_file_areas": [ + { + "filename": ".github/workflows/pr-ci-security-gate.yml", + "left_ranges": [ + [ + 13, + 19 + ] + ], + "right_ranges": [ + [ + 14, + 17 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-43656-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 43656, + "issue_numbers": [], + "pr_numbers": [ + 43656, + 43842 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 43656, + "right_pr_number": 43842, + "code_similarity": 0.405, + "size_similarity": 0.5, + "file_overlap": 1.0, + "area_overlap": 0.0, + "patch_similarity": 0.036, + "shared_filenames": [ + "src/transformers/cli/serve.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/cli/serve.py", + "left_ranges": [ + [ + 11, + 18 + ], + [ + 30, + 36 + ], + [ + 315, + 323 + ], + [ + 665, + 671 + ], + [ + 931, + 937 + ], + [ + 1843, + 1849 + ], + [ + 1868, + 1874 + ] + ], + "right_ranges": [ + [ + 54, + 61 + ], + [ + 587, + 593 + ] + ] + } + ] + } + ] + }, { "cluster_id": "cluster-44018-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", @@ -2549,6 +2694,15 @@ "target_issue_number": 43240, "reason": "PRs in cluster-43240-3 are treated as duplicates because they converge on issue #43240 with closing_reference, shared_issue_target evidence." }, + { + "cluster_id": "cluster-43656-2", + "canonical_pr_number": 43656, + "duplicate_pr_numbers": [ + 43842 + ], + "target_issue_number": null, + "reason": "PRs in cluster-43656-2 are treated as duplicates because they share soft_similarity evidence." + }, { "cluster_id": "cluster-43698-3", "canonical_pr_number": 43779, @@ -2629,6 +2783,16 @@ "target_issue_number": 46305, "reason": "PRs in cluster-46305-3 are treated as duplicates because they converge on issue #46305 with closing_reference, shared_issue_target, soft_similarity evidence." }, + { + "cluster_id": "cluster-46504-3", + "canonical_pr_number": 46716, + "duplicate_pr_numbers": [ + 46504, + 46563 + ], + "target_issue_number": null, + "reason": "PRs in cluster-46504-3 are treated as duplicates because they share soft_similarity evidence." + }, { "cluster_id": "cluster-46869-3", "canonical_pr_number": 46886, diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index 5d57b995f69636b1c25d2115d91ed6f4e545926a..977b0d5158722538c14a735f46370b2238d6754d 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": "20260629T000014Z", - "generated_at": "2026-06-29T00:06:28Z", + "snapshot_id": "20260629T060016Z", + "generated_at": "2026-06-29T06:10:08Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -13,8 +13,8 @@ "review_unit_count": 61, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ @@ -132,20 +132,20 @@ "issue:45237|issue:46015", "issue:43039|issue:44805" ], - "prepared_review_unit_hash": "e767242bbec37d6cddb7368d1ceb12cce1d08a007ffbda2b6cf28c69be425c54", + "prepared_review_unit_hash": "17c54a30dd9b71f88a9f9d4a15a652dc0759487242a7f8f28a1c4a3cff92f2f6", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1842, - "serialized_chars": 956212, - "estimated_input_tokens": 239053, - "estimated_eval_tokens": 478362 + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 63, - "serialized_chars": 46578, + "serialized_chars": 46577, "estimated_input_tokens": 11645, "estimated_eval_tokens": 23546 }, @@ -154,330 +154,348 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Two clear duplicate pairs stand out: the Bert/ZeRO-3 index-out-of-bounds reports and the torch 2.4.1 compatibility reports. Most other pairs are only broad similarity matches and look like distinct bugs or doc issues.", - "confidence": 0.84, - "canonical_issue_reason": "issue:43596 is the cleanest representative of the strongest duplicate cluster: it names the exact failure (index 0 out of bounds), the trigger (DeepSpeed ZeRO-3 init), and the model family (BertModel) without extra noise.", + "summary": "This cluster is mostly a grab bag of unrelated model/runtime/docs bugs with a few loose similarity chains. I only see two clear duplicate pairs: the DeepSpeed ZeRO-3 Bert index-out-of-bounds reports, and the torch 2.4.1 incompatibility reports. Most other soft edges are broader subsystem overlap, not the same concrete bug.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 43596 is the cleanest true duplicate anchor: it matches 43638 on the same DeepSpeed ZeRO-3 + BertModel index-out-of-bounds failure mode, with only a minor wording difference about pretrained vs non-pretrained Bert.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43596 is the best overall issue representative here because it is specific, readable, and central to a true duplicate pair; it is the most actionable title among the accepted matches.", + "best_issue_reason": "Issue 43596 is the best overall issue to keep as the canonical duplicate target because it is a concrete, reproducible bug with a near-identical duplicate, while the rest of the cluster is largely heterogeneous.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Both mention Qwen3.5, but one is a missing-config attribute error and the other is a streaming API failure; different code paths." + "reason": "Different failures: Qwen3_5 config attribute mismatch vs streaming chat/completions inference error." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Different model/backend failures: AMD GPU support vs MPS histogram on Int." + "reason": "Both are hardware/runtime MoE issues, but not the same bug or code path." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Different symptoms and models: dtype mismatch in Mistral-3 vs GPT-OSS failing on AMD GPUs." + "reason": "Different models and symptoms: Mistral-3 image dtype mismatch vs GPT-OSS AMD runtime failure." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Autocast dtype mismatch and AMD GPU failure are not the same bug." + "reason": "Both mention dtype issues, but these are separate model-specific bugs with different triggers." }, { "left": "issue:45237", "right": "issue:46468", "accept": false, - "reason": "Both are model-specific failures, but there is no shared concrete failure mode." + "reason": "Different concrete problems: GPT-OSS on AMD GPUs vs a broken Nemotron example." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Different MoE issues on different platforms; no shared code-path problem." + "reason": "MoE-related, but invalid method call is not the same as AMD GPU execution failure." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "Collective mismatch during ZeRO-3 training vs ModernBERT ONNX export error are unrelated." + "reason": "DeepSpeed ZeRO-3 collective mismatch is unrelated to ModernBERT ONNX export." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "Different models and failures: ONNX export vs FineGrainedFP8 runtime." + "reason": "ModernBERT ONNX export and Qwen3Moe FP8 failure are unrelated model/export bugs." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "ONNX export bug and Qwen3 device-map CUDA assert are unrelated." + "reason": "ONNX export issue is unrelated to Qwen3 auto device-map cuda assert." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "Table QA crash and RAG docs issues are different topics." + "reason": "Table QA crash and outdated RAG docs are different issues." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are v5 docs cleanups, but one is removed pipeline tasks and the other is the removed run command." + "reason": "Both are v5 docs cleanup items, but they cover different removed doc content." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "ONNX export issue vs GenerationMixin import error are different failures." + "reason": "ONNX export bug is unrelated to GenerationMixin import breakage." }, { "left": "issue:44918", "right": "issue:46165", "accept": false, - "reason": "TRL SFT embedding unpacking and resume-training with trust_remote_code are unrelated." + "reason": "TRL SFT embedding unpacking and resume-training/trust-remote-code are different failures." }, { "left": "issue:46165", "right": "issue:46869", "accept": false, - "reason": "Resume-training problem and YOLO multi-GPU device-map failure are different bugs." + "reason": "Resume-training remote-code issue is unrelated to YOLO multi-GPU device-map failure." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Mask-shape IndexError and Gemma4 device mismatch are not the same defect." + "reason": "Mask shape IndexError and Gemma4 PLE device mismatch are different forward-path bugs." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Both are IndexErrors, 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 and remote-code resume-training bug are unrelated." + "reason": "Zero-3 Bert index error is unrelated to mask/tensor shape mismatch." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Same general error class, but different trigger and stack context." - }, - { - "left": "issue:44805", - "right": "issue:46294", - "accept": false, - "reason": "Mask-shape mismatch and Qwen3.5 video-token mismatch are different multimodal issues." - }, - { - "left": "issue:44805", - "right": "issue:45161", - "accept": false, - "reason": "Indexing shape error and GPT-OSS TP failure are unrelated." - }, - { - "left": "issue:46165", - "right": "issue:46468", - "accept": false, - "reason": "Training-resume issue and broken Nemotron example do not share the same failure." - }, - { - "left": "issue:44560", - "right": "issue:46165", - "accept": false, - "reason": "Video chat-template StopIteration and remote-code resume-training are distinct." - }, - { - "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": "Both involve distributed training, but the collective mismatch and Bert zero3 index error are different bugs." + "reason": "Different errors and code paths: Bert zero-3 loading vs mask/indexing mismatch." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same ZeRO-3/Bert index-out-of-bounds failure; 43638 is just the non-pretrained Bert variant." + "reason": "Same DeepSpeed ZeRO-3 Bert loading IndexError; the pretrained/non-pretrained wording does not change the underlying bug." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger Kernel cross_entropy call and GPT-OSS tensor-parallel failure are unrelated." + "reason": "Liger Kernel cross-entropy usage is unrelated to GPT-OSS MoE tensor-parallel failure." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Different issues: detokenization bug vs LoRA merge/save reload mismatch." + "reason": "Incorrect detokenization and LoRA merge/save-load mismatch are unrelated bugs." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime failure and LoRA save/reload inconsistency are unrelated." + "reason": "Qwen-3-8B-NVFP4 runtime error and LoRA save/reload mismatch are different issues." }, { "left": "issue:44841", "right": "issue:46661", "accept": false, - "reason": "Processor failure for Voxtral and remote-code config_class AttributeError are different." + "reason": "Voxtral processor failure is unrelated to remote-code model_class config_class AttributeError." }, { "left": "issue:43716", "right": "issue:46869", "accept": false, - "reason": "Different models and symptoms: image-preprocessor dtype mismatch vs YOLO multi-GPU device-map failure." + "reason": "Mistral-3 dtype mismatch is unrelated to YOLO multi-GPU device-map failure." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "Both mention DeepSpeed, but the weight dimensionality error and collective mismatch are different problems." + "reason": "DeepSpeed training weight dimensionality error and collective mismatch are different bugs." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "Activation checkpointing/FSDP recomputation mismatch is not the same as mask-shape IndexError." + "reason": "Activation-checkpointing/FSDP recompute mismatch is unrelated to the mask shape IndexError." }, { "left": "issue:45859", "right": "issue:45902", "accept": false, - "reason": "Same class name, but one is CPU-offload forward incompatibility and the other is uninitialized inv_freq after materialization." + "reason": "Same component family, but CPU offload incompatibility and uninitialized-memory materialization are different concrete bugs." }, { "left": "issue:45685", "right": "issue:46869", "accept": false, - "reason": "MPS histogram int error and YOLO multi-GPU device-map failure are unrelated backend issues." + "reason": "MPS histogram error and YOLO multi-GPU device-map failure are not the same issue." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "Bert ZeRO-3 index error and GPT-OSS tensor-parallel failure are different distributed-training bugs." + "reason": "Bert zero-3 loading error is unrelated to GPT-OSS tensor-parallel failure." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "FSDP activation-checkpointing mismatch and CustomTrainer compute_loss signature breakage are unrelated." + "reason": "FSDP activation-checkpointing size mismatch and CustomTrainer.compute_loss signature break are different problems." }, { "left": "issue:43596", "right": "issue:45161", "accept": false, - "reason": "Bert ZeRO-3 init error and GPT-OSS TP failure are different distributed execution bugs." + "reason": "Bert zero-3 loading error is unrelated to GPT-OSS MoE tensor-parallel failure." }, { "left": "issue:43716", "right": "issue:45507", "accept": false, - "reason": "Different model families and failure modes; no shared code-path." + "reason": "Both involve MoE-ish models, but image dtype mismatch and invalid method call are not the same bug." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "NVFP4 runtime error and AMD GPU failure are distinct hardware/model issues." + "reason": "Qwen NVFP4 runtime failure and GPT-OSS AMD failure are different model/runtime issues." }, { "left": "issue:45874", "right": "issue:46294", "accept": false, - "reason": "Gemma4 reverse-embedding lookup and Qwen3.5 video token mismatch are unrelated." + "reason": "Inputs_embeds reverse-lookup cost and video token/template mismatch are unrelated multimodal issues." }, { "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "Gemma3 sliding_window_pattern attribute error and Mistral regex patch crash are different bugs." + "reason": "Gemma3 config attribute regression and Mistral tokenizer regex patch crash are unrelated." }, { "left": "issue:45800", "right": "issue:46515", "accept": true, - "reason": "Same torch 2.4.1 compatibility regression; the titles differ only in how much version context they include." + "reason": "Both report the same torch 2.4.1 incompatibility regression; the titles are effectively the same bug report." }, { "left": "issue:45823", "right": "issue:45874", "accept": false, - "reason": "Gemma4 device-map forward mismatch and Gemma4 inputs_embeds reverse-lookup cost are different issues." + "reason": "Gemma4 device mismatch and expensive reverse embedding lookup are different issues." }, { "left": "issue:43425", "right": "issue:44292", "accept": false, - "reason": "General torch incompatibility and Qwen-3-8B-NVFP4 runtime failure are unrelated." + "reason": "Torch 2.10 incompatibility and Qwen-3-8B-NVFP4 runtime failure are different version/model issues." }, { "left": "issue:34928", "right": "issue:41720", "accept": false, - "reason": "FSDP checkpointing mismatch and Qwen3 auto device-map cuda assert are different distributed failures." + "reason": "FSDP recompute mismatch is unrelated to Qwen3 auto device-map cuda asserts." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Phi autocast dtype mismatch is unrelated to GPT-OSS MoE tensor-parallel failure." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Both are precision/runtime failures, but they affect different models and code paths." + }, + { + "left": "issue:43716", + "right": "issue:46468", + "accept": false, + "reason": "Mistral-3 image dtype mismatch is unrelated to the Nemotron example breakage." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Different model families and different failure modes." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "Invalid method call in GraniteMoEHybrid and MPS histogram failure are different bugs." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Different models and symptoms; no shared concrete failure path." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Mistral image dtype mismatch and MPS histogram not implemented are unrelated." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "TRL SFT embedding unpacking issue is unrelated to GPT-OSS tensor-parallel failure." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger cross-entropy call and Qwen3.5 embedding unpacking are unrelated." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Both are ZeRO-3 index errors, but Gemma3 and BertModel loading failures are different concrete bugs." }, { "left": "issue:43827", "right": "issue:44512", "accept": false, - "reason": "Both are v5 docs regressions, but one is removed pipeline-task references and the other is the removed run command." + "reason": "Both are docs regressions from v5 removals, but they reference different removed content." }, { "left": "issue:43828", "right": "issue:45685", "accept": false, - "reason": "Autocast dtype mismatch and MPS histogram int limitation are unrelated." + "reason": "Phi autocast dtype mismatch and MPS histogram failure are unrelated." }, { "left": "issue:43039", "right": "issue:43828", "accept": false, - "reason": "Liger Kernel cross_entropy usage and autocast dtype mismatch are different training/runtime bugs." + "reason": "Cross-entropy call under Liger Kernel and Phi autocast dtype mismatch are different issues." }, { "left": "issue:30277", "right": "issue:36331", "accept": false, - "reason": "Collective mismatch in ZeRO-3 and CustomTrainer signature change are unrelated." + "reason": "Collective mismatch under ZeRO-3 is unrelated to trainer loss-signature breakage." }, { "left": "issue:34928", "right": "issue:36010", "accept": false, - "reason": "Activation-checkpointing/FSDP issue and GenerationMixin import error are unrelated." + "reason": "FSDP activation-checkpointing mismatch is unrelated to GenerationMixin import failure." }, { "left": "issue:45237", "right": "issue:46015", "accept": false, - "reason": "GPT-OSS AMD GPU failure and outdated RAG examples are unrelated." + "reason": "GPT-OSS AMD runtime failure and outdated RAG docs are unrelated." }, { "left": "issue:43039", "right": "issue:44805", "accept": false, - "reason": "Liger Kernel cross_entropy call and mask-shape IndexError are different bugs." + "reason": "Liger Kernel cross-entropy issue is unrelated to the mask shape IndexError." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded in the packet: the summary correctly identifies the two deterministic duplicate pairs (43596/43638 and 45800/46515), and the canonical choice is defensible from the titles. The soft-edge rejections are generally conservative and do not overstate evidence. No mergeability issues apply here because these are issue pairs, not PR pairs." + "feedback": "The summary is grounded in the packet and stays conservative: it only promotes the two strongest duplicate pairs supported by the titles, and the other soft-edge rejections are appropriately cautious given the limited evidence. Canonical issue selection for 43596 over 43638 is reasonable, and the torch 2.4.1 pair is also a solid duplicate match." }, "evaluator_used": true, "retried": false, @@ -493,8 +511,8 @@ "review_unit_count": 61, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ @@ -564,8 +582,8 @@ "issue:44863|issue:46015", "issue:45020|issue:46304", "issue:45812|issue:45920", - "issue:43866|issue:44863", "issue:43872|issue:46304", + "issue:43866|issue:44863", "issue:44292|issue:46015", "issue:39290|issue:43531", "issue:41093|issue:43638", @@ -591,296 +609,296 @@ "issue:43572|issue:45070", "issue:45800|issue:45823" ], - "prepared_review_unit_hash": "67a402c937aec6787733c8fdfc2b3e98712c296f856d5977d08eb4eef53751db", + "prepared_review_unit_hash": "8745935334327a1b4f9c8731a74ae7203cb3211260a68bf6cc05476ad3466bdf", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1842, - "serialized_chars": 956212, - "estimated_input_tokens": 239053, - "estimated_eval_tokens": 478362 + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 42, - "serialized_chars": 40040, - "estimated_input_tokens": 10010, - "estimated_eval_tokens": 20276 + "serialized_chars": 40045, + "estimated_input_tokens": 10012, + "estimated_eval_tokens": 20280 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous issue cluster with two plausible duplicate subfamilies: a v5 AutoTokenizer token-ID regression and a DeepSpeed ZeRO-3 out-of-bounds load failure. The rest look like unrelated model-specific regressions or docs/version-compatibility reports.", - "confidence": 0.74, - "canonical_issue_reason": "issue:45920 is the broadest and clearest report of the AutoTokenizer v5 regression across many model families; issue:45812 looks like the Granite-specific manifestation of the same bug.", + "summary": "The cluster is mostly heterogeneous noise, with two near-miss issue subclusters: ZeRO-3 load-time IndexErrors and AutoTokenizer token-ID regressions. The broadest, most representative issue is the multi-model tokenizer regression at 45920. No PRs are present.", + "confidence": 0.81, + "canonical_issue_reason": "issue:45920 is the best canonical issue because it describes the broadest tokenizer regression across multiple model families, making it the most representative issue in that subcluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 is the best representative issue here because it has the widest stated impact and the cleanest duplicate scope for triage.", + "best_issue_reason": "issue:45920 is the strongest overall issue candidate: it covers the widest impact surface and generalizes the shared AutoTokenizer token-ID regression better than the Granite-only report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45800", "right": "issue:46304", "accept": false, - "reason": "Both are version-compatibility complaints, but they point to different breakages and different failure modes." + "reason": "Different regressions: torch/transformers version incompatibility vs USE_DISTRIBUTED=0 support breakage." }, { "left": "issue:43866", "right": "issue:46402", "accept": false, - "reason": "Different models and different loading problems; no shared underlying bug is evident." + "reason": "Unrelated failures: corrupted Ovis2 checkpoint vs Sam3Model weight-loading bug." }, { "left": "issue:43296", "right": "issue:46304", "accept": false, - "reason": "PaddleOCR-VL loading in vLLM and USE_DISTRIBUTED=0 support are unrelated failures." + "reason": "Different code paths: PaddleOCR-VL/vLLM load failure vs distributed build/runtime support regression." }, { "left": "issue:41762", "right": "issue:43596", - "accept": true, - "reason": "Same DeepSpeed ZeRO-3 loading/indexing failure pattern with the same out-of-bounds symptom; model names differ but the underlying bug appears shared." + "accept": false, + "reason": "Both are ZeRO-3 IndexErrors, but the affected models and load paths differ; this is not strong enough to treat as the same bug." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Both are runtime/model-compatibility failures, but the Gemma3 config attribute error and Qwen3 device-map CUDA assert are not the same bug." + "reason": "Both are model-specific runtime errors, but the concrete attributes and failure modes are different." }, { "left": "issue:44589", "right": "issue:46304", "accept": false, - "reason": "Float8 storage lookup failure is unrelated to the torch/distributed compatibility issue." + "reason": "Different incompatibilities: missing Float8 storage vs torch distributed support breakage." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "Both are docs issues, but they cover different documentation regressions and are not duplicates." + "reason": "Both are docs issues, but they refer to different documentation changes and behaviors." }, { "left": "issue:45237", "right": "issue:45901", "accept": false, - "reason": "Different task/model areas and different failure classes; not the same underlying issue." + "reason": "Different problem domains: AMD GPU execution vs table-question-answering crash." }, { "left": "issue:43975", "right": "issue:46015", "accept": false, - "reason": "Incorrect detokenization and outdated RAG examples are unrelated." + "reason": "Different text-related issues: detokenization regression vs outdated RAG examples." }, { "left": "issue:43039", "right": "issue:44560", "accept": false, - "reason": "Liger-kernel cross_entropy behavior and Qwen3-VL video StopIteration are unrelated." + "reason": "Different failures: Liger Kernel cross_entropy path vs Qwen3-vl video StopIteration." }, { "left": "issue:45823", "right": "issue:46294", "accept": false, - "reason": "Device mismatch in Gemma4 PLE and video-token/template mismatch in Qwen3.5 are different bugs." + "reason": "Both are multimodal model issues, but one is device placement and the other is video chat-template mismatch." }, { "left": "issue:44841", "right": "issue:45823", "accept": false, - "reason": "Processor failure for Voxtral and Gemma4 device mismatch do not share the same code path." + "reason": "Processor failure for Voxtral is unrelated to Gemma4 device-map mismatch." }, { "left": "issue:43866", "right": "issue:46772", "accept": false, - "reason": "Corrupted checkpoint and ModelOpt compatibility are different failure types." + "reason": "Corrupted checkpoint and NVFP4 compatibility are not the same underlying bug." }, { "left": "issue:44863", "right": "issue:46015", "accept": false, - "reason": "NemotronH checkpoint loading and outdated RAG docs are unrelated." + "reason": "NemotronH checkpoint loading is unrelated to RAG documentation drift." }, { "left": "issue:45020", "right": "issue:46304", "accept": false, - "reason": "Remote-code regressions and USE_DISTRIBUTED=0 support are different compatibility problems." + "reason": "Remote-code model breakage is different from USE_DISTRIBUTED=0 support regression." }, { "left": "issue:45812", "right": "issue:45920", - "accept": true, - "reason": "Same AutoTokenizer v5 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": "Different model families and different loading failures." + "reason": "Both are tokenizer regressions, but 45812 is a Granite-only report while 45920 spans multiple model families; this is plausible but not strong enough to merge confidently." }, { "left": "issue:43872", "right": "issue:46304", "accept": false, - "reason": "bitsandbytes constructor incompatibility is unrelated to the torch/distributed breakage." + "reason": "bitsandbytes Int8Params API incompatibility is unrelated to distributed build/runtime support." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Different failures: corrupted Ovis2 checkpoint vs NemotronH loading issue." }, { "left": "issue:44292", "right": "issue:46015", "accept": false, - "reason": "NVFP4 runtime failure and RAG docs issues are unrelated." + "reason": "Qwen-3 NVFP4 execution error is unrelated to RAG docs cleanup." }, { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Both mention sliding-window, but they are different model/config failures with different symptoms." + "reason": "Both mention sliding-window-related issues, but the model families and concrete failures differ." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Similar index-related errors, but the mask-shape mismatch and zero-sized index error are not clearly the same bug." + "reason": "Both are IndexError reports with ZeRO-3, but the model and circumstances are not the same bug." }, { "left": "issue:43792", "right": "issue:45901", "accept": false, - "reason": "Whisper runtime failure and table-question-answering crash are unrelated." + "reason": "Whisper load/run failure is unrelated to table-question-answering crashes." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "Different model-specific loading problems with no shared code-path evidence." + "reason": "Model test-loading failure for GLM-4.7 is not the same as a corrupted Ovis2 checkpoint." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Torch version incompatibility and a pydantic PretrainedConfig regression are separate issues." + "reason": "Torch 2.10 incompatibility and v5.4.0 pydantic-field breakage are different regressions." }, { "left": "issue:43975", "right": "issue:45901", "accept": false, - "reason": "Incorrect detokenization and table QA crashes are unrelated." + "reason": "Detokenization regression is unrelated to table-question-answering crashes." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Whisper loading failure and pydantic model breakage are unrelated." + "reason": "Whisper loading failure and pydantic model-field breakage are unrelated." }, { "left": "issue:43596", "right": "issue:45800", "accept": false, - "reason": "Both are version-sensitive regressions, but they affect different subsystems and failure modes." + "reason": "ZeRO-3 BERT loading failure is unrelated to torch 2.4.1/transformers 5.8.0 incompatibility." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Different Qwen3.5 failures in different API paths; not the same bug." + "reason": "Different Qwen3.5 failures: chat crash vs streaming chat/completions API failure." }, { "left": "issue:43541", "right": "issue:46869", "accept": false, - "reason": "Grouped_mm tracing error and YOLO multi-GPU device-map failure are unrelated." + "reason": "Different runtime contexts and symptoms: Mixtral torch-dynamo grouped_mm error vs multi-GPU device-map failure." }, { "left": "issue:44292", "right": "issue:45901", "accept": false, - "reason": "NVFP4 model runtime failure and table QA crash are unrelated." + "reason": "Different tasks and failure modes: NVFP4 model run error vs table-question-answering crash." }, { "left": "issue:39290", "right": "issue:45823", "accept": false, - "reason": "Gemma3 sliding-window config and Gemma4 device-mapping mismatch are different model bugs." + "reason": "Gemma3TextConfig missing field in vLLM and Gemma4 device-map mismatch are distinct bugs." }, { "left": "issue:45464", "right": "issue:45685", "accept": false, - "reason": "Streaming chat API failure and MPS histogram kernel limitation are unrelated." + "reason": "Qwen3.5 streaming API failure is unrelated to the MPS histogram Int limitation." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "Import path breakage for GenerationMixin is unrelated to the Gemma3 sliding-window config error." + "reason": "ImportError for GenerationMixin and Gemma3TextConfig attribute error are different compatibility issues." }, { "left": "issue:43541", "right": "issue:45685", "accept": false, - "reason": "Different hardware/backend failures and different code paths." + "reason": "Mixtral torch-dynamo grouped_mm error and MPS histogram limitation are different code paths." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Torch dynamo grouped_mm tracing failure and autocast dtype mismatch are different MoE issues." + "reason": "Both involve MoE/dtype-related failures, but the concrete triggers and code paths differ." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Processor failure and template-node compilation error are unrelated." + "reason": "Processor load failure and template-node compilation error are unrelated." }, { "left": "issue:45507", "right": "issue:46869", "accept": false, - "reason": "Different model implementations and different failure modes." + "reason": "GraniteMoEHybrid invalid-method call and YOLO multi-GPU device-map failure are different issues." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "Weight-tying bug in Mistral3 and corrupted Ovis2 checkpoint are unrelated." + "reason": "Missing lm_head tying and corrupted checkpoint are unrelated." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Both are index-style errors, but the mask length mismatch and the ZeRO-3 zero-sized index failure do not look like the same bug." + "reason": "Both are ZeRO-3 IndexErrors, but the model/load path differs enough that they do not clearly look like the same bug." }, { "left": "issue:45399", "right": "issue:46661", "accept": false, - "reason": "Fallback selection for flash-attn2 and remote-code model_class config_class errors are different issues." + "reason": "Flash-attn fallback blocking and remote-code model_class/config_class errors are different mechanisms." }, { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "StableLm pad_token_idx regression and pydantic PretrainedConfig breakage are separate config issues." + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to the pydantic PretrainedConfig field breakage." }, { "left": "issue:45800", "right": "issue:45823", "accept": false, - "reason": "Torch/transformers version incompatibility and Gemma4 device mismatch are different problems." + "reason": "Torch/transformers version incompatibility and Gemma4 device mismatch are distinct failures." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: the two accepted duplicate subfamilies are well supported by the issue titles (`AutoTokenizer` v5 regression and the ZeRO-3 out-of-bounds load failure), and the rest are described conservatively as heterogeneous. I didn\u2019t see any overstatement that would require rejection." + "accept": false, + "feedback": "The high-level clustering summary is mostly grounded, but the soft-edge judgments are not conservative enough. In particular, the analyst marked `issue:41762` \u2194 `issue:43596` and `issue:45812` \u2194 `issue:45920` as accepted duplicates even though the packet\u2019s own `soft_pairs` list marks both pairs as `deterministic_accept: false`. Those pairings may be plausible, but the evidence here is not strong enough to accept confidently. The rest of the verdicts are mostly conservative, but these two overstate the similarity." }, "evaluator_used": true, - "retried": false, - "accepted_nontrivial_soft_edge": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -892,8 +910,8 @@ "review_unit_count": 61, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ @@ -948,8 +966,8 @@ ], "soft_pairs": [ "issue:43296|issue:43366", - "issue:44387|issue:45005", "issue:44805|issue:44918", + "issue:44387|issue:45005", "issue:43541|issue:45161", "issue:43828|issue:45464", "issue:43366|issue:45464", @@ -979,230 +997,227 @@ "issue:45183|issue:46463", "issue:46489|issue:46491" ], - "prepared_review_unit_hash": "0bc764704107f9b736da82efa8bdcaa3c036ee50c96d4029282f04bad564ca24", + "prepared_review_unit_hash": "60f2fb9d01e34ffea834174c98c84d37189f3a5426fd8f1ab930db718ee5b9bc", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1842, - "serialized_chars": 956212, - "estimated_input_tokens": 239053, - "estimated_eval_tokens": 478362 + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36886, - "estimated_input_tokens": 9222, - "estimated_eval_tokens": 18700 + "serialized_chars": 36889, + "estimated_input_tokens": 9223, + "estimated_eval_tokens": 18702 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a mix of unrelated issue topics that only look similar by wording. I\u2019d accept only a few true duplicate pairs: the remote-code cache/path collision, the siglip2 regression reports, and the decoder-input validation error-message reports.", - "confidence": 0.72, - "canonical_issue_reason": "issue:45698 is the best canonical issue because it is the broadest and most actionable report in the remote-code/custom-module loading area, with ongoing discussion and inbound references; issue:45632 looks like a narrower manifestation of the same underlying path-collision bug.", + "summary": "These items are mostly a grab-bag of independent Transformers regressions across different models and subsystems. None of the soft pairs are safe duplicate merges.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue stands out: the set is heterogeneous, and even the closest-looking pairs (e.g. trust_remote_code/custom-module loading or tokenizer regressions) do not clearly share one underlying bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45698 best represents the cluster\u2019s most general duplicate-worthy bug: from_pretrained loading the wrong custom module after save_pretrained under trust_remote_code.", + "best_issue_reason": "If forced to pick a representative, issue 45632 is the clearest root-cause-style report because it names a concrete failure mode (cache-path collision), but it is still not safe to treat as a duplicate anchor for the other items.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "Different problems: PaddleOCR-VL load failure in vLLM vs adding GGUF support for gpt-oss." + "reason": "Different problems: PaddleOCR-VL load failure vs gpt-oss GGUF architecture support." }, { - "left": "issue:44387", - "right": "issue:45005", + "left": "issue:44805", + "right": "issue:44918", "accept": false, - "reason": "Both mention model behavior in v5, but one is int4/OOM and the other is tied-weights handling on translation models; not the same bug." + "reason": "Both mention IndexError, but the symptoms and code paths differ: mask length mismatch vs Qwen3.5 SFT embedding unpacking." }, { - "left": "issue:44805", - "right": "issue:44918", + "left": "issue:44387", + "right": "issue:45005", "accept": false, - "reason": "Both are index/shape errors, but one is a mask-length mismatch and the other is TRL unpacking embeddings for Qwen3.5; no clear shared code path." + "reason": "Int4 memory/OOM regression is unrelated to tied-weights behavior in translation models." }, { "left": "issue:43541", "right": "issue:45161", "accept": false, - "reason": "Mixtral grouped_mm tracing failure and GPT-OSS tensor-parallel/MoE support are different execution paths and symptoms." + "reason": "Grouped_mm tracing failure in Mixtral is a different code-path problem from TP-only GPT-OSS MoE support." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Phi-tiny-MoE autocast dtype mismatch is unrelated to Qwen3.5 streaming chat/completions failure." + "reason": "Autocast dtype mismatch is not the same bug as Qwen3.5 streaming inference/chat-completions failure." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "gpt-oss GGUF support and Qwen3.5-0.8B streaming inference are unrelated." + "reason": "GGUF support for gpt-oss is unrelated to Qwen3.5 streaming chat API failures." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "init_empty_weights/_is_hf_initialized and pydantic PretrainedConfig breakage are separate v5 regressions." + "reason": "init_empty_weights argument handling and PretrainedConfig/pydantic field breakage are separate regressions." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to the pydantic config-field regression." + "reason": "Qwen3-MoE sliding_window behavior does not match the pydantic PretrainedConfig issue." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Both are IndexError reports, but the mask-shape mismatch and Zero3/BertModel empty-shard access are different failures." + "reason": "Both are IndexErrors, but one is a mask/index length mismatch and the other is a zero-size tensor during deepspeed zero3 init." }, { "left": "issue:45020", "right": "issue:45800", "accept": false, - "reason": "Remote-code breakage across recent transformers versions is broader than the specific torch 2.4.1/transformers 5.8.0 incompatibility." + "reason": "Generic remote_code breakage vs torch 2.4.1/transformers 5.8.0 incompatibility are too broad and not the same bug." }, { "left": "issue:43716", "right": "issue:46294", "accept": false, - "reason": "Different multimodal bugs: Mistral-3 image preprocessor dtype mismatch vs Qwen3.5-9B video-token/template mismatch." + "reason": "Image preprocessor/model dtype mismatch is a different multimodal bug from video token/feature count mismatch." }, { "left": "issue:43054", "right": "issue:43994", - "accept": true, - "reason": "Same underlying Siglip2 regression: both report bad/nonsensical outputs for google/siglip2-base-patch16-224, just via different entry points/symptoms." + "accept": false, + "reason": "Siglip2 underperformance and nonsensical AutoModel/pipeline output do not identify one shared defect." }, { "left": "issue:44479", "right": "issue:46294", "accept": false, - "reason": "Qwen3.5 video-input regression and Qwen3.5-9B chat-template video mismatch are related in model family, but the reported failure modes differ enough to keep separate." + "reason": "Both involve video inputs, but one is a v5.3.0 regression across several models and the other is an apply_chat_template feature/token mismatch." }, { "left": "issue:46468", "right": "issue:46869", "accept": false, - "reason": "Nemotron example breakage and YOLO multi-GPU device-map failure are unrelated." + "reason": "Official Nemotron example breakage is unrelated to YOLO multi-GPU device_map auto failures." }, { "left": "issue:45759", "right": "issue:45902", "accept": false, - "reason": "Composite Qwen config unwrapping and uninitialized rotary embedding memory are separate model-init bugs." + "reason": "Composite config unwrapping and uninitialized rotary inv_freq after to_empty are different Qwen3.5 issues." }, { "left": "issue:43596", "right": "issue:46165", "accept": false, - "reason": "Zero3/BertModel empty-index failure and resume-training with local trust_remote_code are different code paths." + "reason": "Zero3/BertModel index failure and resume-training trust_remote_code problems are distinct failure modes." }, { "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 bug." + "reason": "Flash Attention 2 issue and remote-code config_class AttributeError are not the same code path." }, { "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "Different subsystems: Mistral-3 image preprocessing vs Qwen3.5 embedding unpacking in TRL SFT." + "reason": "Different multimodal/loader bugs: image dtype mismatch vs Qwen3.5 embeddings with SFT trainer." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "FSDP weight-dimension error is unrelated to the Qwen3.5 TRL embedding unpacking failure." + "reason": "FSDP weight-rank error and Qwen3.5 SFT embedding issue are unrelated." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "High perplexity on gpt-oss-20b and a GLM5 issue are different model/regression reports." + "reason": "High perplexity on gpt-oss-20b and GLM5 are separate model-quality reports." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Jupyter custom-model initialization breakage and flash-attn2 fallback gating are separate regressions." + "reason": "Notebook custom-model initialization and flash-attn2 fallback blocking are unrelated." }, { "left": "issue:45632", "right": "issue:45698", - "accept": true, - "reason": "Same underlying remote-code cache/path collision: the wrong custom module is being loaded because the saved/cached path identity is ambiguous." + "accept": false, + "reason": "Both are about trust_remote_code/custom-module loading, but one is a cache-path collision by leaf name and the other is a wrong module after save_pretrained; not enough to prove one bug." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Both touch tied weights, but Mistral3 image-text lm_head tying and translation-model tied-weights handling are not clearly the same defect." + "reason": "Untied lm_head in Mistral3 and tied-weights translation-model regressions are different weight-tying bugs." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "Qwen3Moe FP8 load failure and flash-attn2 fallback checks are unrelated." + "reason": "Qwen3MoE fine-grained FP8 failure is unrelated to flash-attn2 fallback gating." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization offloading/OOM and tied-weights translation-model behavior are different issues." + "reason": "Quantization/offloading memory behavior is not the same as tied-weights regressions." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache linear_attention crash on Qwen3.5 is unrelated to tied-weights issues." + "reason": "PagedAttentionCache linear_attention crash is unrelated to tied-weight handling." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "DSA indexer/ReLU discussion and docs mentioning a removed run command are unrelated." + "reason": "A DSA indexer discussion is not the same as a docs typo about the removed run command." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "A cache-strategy typo is unrelated to the v5 docs command removal." + "reason": "Cache-strategy typo and removed run-command docs are separate documentation issues." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "NemotronH checkpoint loading and translation-model tied weights are different bugs." + "reason": "NemotronH checkpoint loading failure is unrelated to tied-weight translation regressions." }, { "left": "issue:45183", "right": "issue:46463", - "accept": true, - "reason": "Both are about incorrect input validation/error messaging for input_ids vs inputs_embeds on decoder/T5-family models, likely the same validation helper path." + "accept": false, + "reason": "The generic input_ids/inputs_embeds XOR validation bug and the T5 decoder-input message issue are different validation paths." }, { "left": "issue:46489", "right": "issue:46491", "accept": false, - "reason": "Different tokenizer regressions on different models: DeepSeek-Coder v1 output changes vs CodeLlama leading-space round-trip loss." + "reason": "Both are tokenizer regressions, but for different models and different symptoms; not the same underlying bug." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The clustering is grounded in the packet: the canonical issue choice is well supported by the higher activity/inbound refs on issue:45698, and the accepted soft-edge pairs are conservative and plausibly describe the same underlying bug families. No obvious overstatement stands out." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -1214,8 +1229,8 @@ "review_unit_count": 61, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ @@ -1288,236 +1303,223 @@ "issue:44910|issue:45859", "issue:42947|issue:44387", "issue:45663|issue:45902", - "issue:41553|issue:43881", "issue:44403|issue:44451", + "issue:41553|issue:43881", "issue:43975|issue:45520", "issue:44403|issue:44488", "issue:24643|issue:28530", "issue:42947|issue:43856", - "issue:41762|issue:42915", "issue:43643|issue:45020", + "issue:41762|issue:42915", "issue:44991|issue:45399", "issue:43824|issue:43872", - "issue:43782|issue:44960", - "issue:43881|issue:43883" + "issue:43782|issue:44960" ], - "prepared_review_unit_hash": "1f20b86bb4438ed83852e685499dd300bcb7a3cb2e40fdf5b1c7c94d0c8663e2", + "prepared_review_unit_hash": "1b3980e567f5a7f84aac091a9cdf5615b47c10d5a78f667a0d02dcd5d63a11f9", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1842, - "serialized_chars": 956212, - "estimated_input_tokens": 239053, - "estimated_eval_tokens": 478362 + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37091, - "estimated_input_tokens": 9273, - "estimated_eval_tokens": 18802 + "soft_pair_count": 30, + "serialized_chars": 36792, + "estimated_input_tokens": 9198, + "estimated_eval_tokens": 18652 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated Transformers regression reports, with a small duplicate cluster around the v5 non-persistent buffer corruption bug plus a few separate duplicate pairs for tokenizer output, cache length, and Gemma4 quantized embedder dtype casting. I corrected the over-rejected 43644/43950 soft edge: that pair is not a duplicate.", - "confidence": 0.81, - "canonical_issue_reason": "issue:43950 is the clearest central report for the non-persistent-buffer regression: it states the underlying v5 corruption bug broadly, and the nearby reports 44534 and 45902 describe the same failure in more specific forms.", + "summary": "Most pairs are unrelated and should stay separate. The clearest duplicate cluster is the transformer 5.x non-persistent-buffer regression, with a second likely duplicate around cache length returning tensors instead of ints.", + "confidence": 0.83, + "canonical_issue_reason": "issue:43950 is the strongest canonical issue: it describes a concrete v5 regression in non-persistent buffer handling and has the clearest duplicate signal (#44534), with a closely related follow-up (#45902).", "canonical_pr_reason": null, - "best_issue_reason": "issue:43950 is the best representative because it is the broadest and most concrete statement of the shared regression, and it has the strongest duplicate linkage within the buffer-corruption subcluster.", + "best_issue_reason": "issue:43950 is the best global representative because it is specific, reproducible, and central to the same loading/materialization regression family seen in the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "Different models and failures: Qwen3.5 SFT embedding unpacking vs GraniteMoEHybrid invalid method call." + "reason": "Different subsystems and failures: Qwen3.5 embedding unpacking vs GraniteMoEHybrid invalid method call." }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Both are model/loading bugs, but they point to different code paths and symptoms; no shared underlying defect is clear." + "reason": "Tokenizer detokenization bug vs a separate Qwen NVFP4 runtime/load failure; not the same code-path." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Same v5 non-persistent-buffer corruption regression; 44534 is a title-level rephrasing of the same bug." + "reason": "Same underlying regression: v5 corrupts/fills non-persistent buffers with junk during loading/materialization." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "Both mention SigLIP2, but one is docs/example mismatch plus quantization failure and the other is an embedding quality complaint." + "reason": "Docs example/model-processor mismatch and quantization errors are unrelated to a generic SigLIP2 embedding-quality report." }, { - "left": "issue:43644", + "left": "issue:43643", "right": "issue:43950", "accept": false, - "reason": "issue:43644 is about trust_remote_code missing fields in AutoConfig, while issue:43950 is about non-persistent buffers being corrupted; different defects." + "reason": "Remote-code config field loss is a different bug from non-persistent buffer corruption." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "Different issues: custom compute_loss signature change vs Gemma3 DeepSpeed ZeRO-3 loading failure." + "reason": "CustomTrainer compute_loss signature mismatch is unrelated to Gemma3 ZeRO-3 loading failure." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "Different incompatibilities: bitsandbytes init kwarg vs missing Float8 storage object." + "reason": "bitsandbytes parameter incompatibility is unrelated to missing Float8 storage registration." }, { "left": "issue:46899", "right": "issue:46932", "accept": true, - "reason": "Same Gemma4 quantized vision/audio embedder dtype-casting bug; 46932 is a follow-up/duplicate report." + "reason": "Same Gemma4 quantized multimodal embedder dtype-casting bug; #46932 explicitly says it fixes the same issue." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Both involve dtype/precision, but the concrete failure modes and models differ substantially." + "reason": "Both are dtype/precision problems, but they affect different models and different failure mechanisms." }, { "left": "issue:45920", "right": "issue:46489", - "accept": true, - "reason": "Same tokenizer-output regression in v5+, with 46489 describing a specific model manifestation of the broader issue." + "accept": false, + "reason": "Both are tokenizer regressions, but 46489 is a DeepSeek-Coder-specific gap while 45920 is a broader multi-model token-ID bug." }, { "left": "issue:45987", "right": "issue:46858", "accept": true, - "reason": "Same cache length contract bug: get_seq_length returns a tensor/device value instead of an int, breaking downstream arithmetic." + "reason": "Same core bug: get_seq_length is returning a tensor instead of a plain int, breaking downstream arithmetic." }, { "left": "issue:43054", "right": "issue:45701", "accept": false, - "reason": "One is a SigLIP2 embedding quality issue; the other is a tokenizer-version change report for different models." + "reason": "SigLIP2 embedding quality issue and generic tokenization changes are not the same bug." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Both concern SigLIP2 results, but zero probabilities and worse text embeddings are not the same concrete bug." + "reason": "Both mention SigLIP2, but one is zero probabilities and the other is worse text embeddings; different symptoms and likely different causes." }, { "left": "issue:43950", "right": "issue:45902", "accept": true, - "reason": "Same non-persistent-buffer regression; 45902 is a specific uninitialized-memory manifestation after meta -> to_empty(cuda)." + "reason": "Same non-persistent-buffer regression family; 45902 is a specific manifestation involving inv_freq after meta\u2192to_empty(cuda)." }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "Different models and failure modes; no same underlying bug is apparent." + "reason": "Bad AutoTokenizer error messaging for Voxtral is unrelated to Molmo tied-weights attribute failure." }, { "left": "issue:43054", "right": "issue:43493", "accept": false, - "reason": "Same model family, but the reported defects are not concrete duplicates from the titles alone." + "reason": "SigLIP2 quality mismatch vs HF/JAX implementation discrepancy are related only at a high level, not the same concrete bug." }, { "left": "issue:44910", "right": "issue:45859", "accept": false, - "reason": "Different subsystems: Flash Attention packed-sequence crash vs CPU-offload incompatibility in rotary embedding." + "reason": "Flash-Attention packed-sequence misinterpretation is unrelated to CPU-offload incompatibility in rotary embedding." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "Different training inefficiencies: LoRA gradient checkpointing behavior vs int4 quantization reserved-memory/OOM regression." + "reason": "Gradient checkpointing/LoRA behavior is unrelated to int4 quantization memory growth." }, { "left": "issue:45663", "right": "issue:45902", "accept": false, - "reason": "Gemma4 FSDP2 shared_kv_state KeyError is unrelated to the non-persistent buffer materialization bug." + "reason": "Gemma4 FSDP2 shared_kv_states bug is unrelated to non-persistent buffer materialization corruption." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Unnecessary loading noise and a model-loading failure are different problems." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Different models and failure modes; no same underlying bug is apparent." + "reason": "Different model-loading failures with no shared concrete code-path." }, { - "left": "issue:44403", - "right": "issue:44451", + "left": "issue:43975", + "right": "issue:45520", "accept": false, - "reason": "Noise on loading vs a specific model-loading failure; not the same bug." + "reason": "Tokenizer detokenization bug is unrelated to import_utils flash_attn KeyError on Python 3.13." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Again, loading noise is not the same as the specific model-loading failure reported here." + "reason": "Generic loading noise and inability to load a specific model are not the same issue." }, { "left": "issue:24643", "right": "issue:28530", "accept": false, - "reason": "Training/runtime shape error vs early-stopping metric lookup; unrelated." + "reason": "DeepSpeed weight-dimension error is unrelated to early-stopping metric lookup." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "Different performance problems in different training setups; no duplicate evidence." - }, - { - "left": "issue:41762", - "right": "issue:42915", - "accept": false, - "reason": "Different model/configuration failures: DeepSpeed ZeRO-3 loading vs FineGrainedFP8Config failure." + "reason": "LoRA gradient checkpointing inefficiency is unrelated to Qwen3 MoE memory usage." }, { "left": "issue:43643", "right": "issue:45020", "accept": false, - "reason": "Both involve remote_code, but one is missing fields in AutoConfig and the other is a broader model-loading regression." - }, - { - "left": "issue:44991", - "right": "issue:45399", - "accept": false, - "reason": "Tokenizer loading failure vs flash-attn fallback gating; unrelated." + "reason": "Broad remote_code breakages and missing fields in AutoConfig are too coarse to treat as the same concrete bug here." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "Import/export failure for a model class vs bitsandbytes parameter constructor incompatibility." + "reason": "Missing Qwen2.5-VL import and bitsandbytes _is_hf_initialized incompatibility are unrelated." }, { "left": "issue:43782", "right": "issue:44960", "accept": false, - "reason": "Qwen3VL weight_only loading error vs GLM5 issue; no shared bug." - }, - { - "left": "issue:43881", - "right": "issue:43883", - "accept": false, - "reason": "Different failures on different models: glm-4v-9b load failure vs missing all_tied_weights_keys attribute." + "reason": "Qwen3VL weight_only loading failure and GLM5 are unrelated." } ] }, "evaluator_result": { - "accept": false, - "feedback": "Reject: one soft-edge verdict is not grounded/conservative. The pair issue:43644 vs issue:43950 is a strong match on the packet titles alone (\u2018fills non-persistent buffers with junk\u2019 vs \u2018silently corrupts non-persistent buffers\u2019), but the analyst rejected it and even cited the wrong issue (\u201ctrust_remote_code field loss,\u201d which is issue:43643). That indicates a precision error in the verdict set, so the response should not be accepted." + "accept": true, + "feedback": "The summary is grounded in the packet and the soft-edge calls stay conservative. The accepted duplicates are well supported by the issue titles (#43950/#44534, #46899/#46932, #45987/#46858), and the rejections mostly involve clearly different subsystems or failure modes." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -1535,8 +1537,6 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ - "issue:24643", - "issue:30064", "issue:36331", "issue:41093", "issue:41553", @@ -1549,6 +1549,8 @@ "issue:43828", "issue:43854", "issue:43872", + "issue:43881", + "issue:43883", "issue:43940", "issue:43950", "issue:44220", @@ -1557,7 +1559,6 @@ "issue:44479", "issue:44488", "issue:44509", - "issue:44530", "issue:44560", "issue:44661", "issue:44805", @@ -1586,6 +1587,7 @@ ], "soft_pairs": [ "issue:45685|issue:45823", + "issue:43881|issue:43883", "issue:45081|issue:45399", "issue:45020|issue:45823", "issue:44661|issue:45020", @@ -1598,231 +1600,229 @@ "issue:43872|issue:46869", "issue:46894|issue:46897", "issue:45759|issue:46661", - "issue:43404|issue:43950", "issue:43872|issue:44291", + "issue:43404|issue:43950", "issue:45020|issue:46661", "issue:43792|issue:44220", "issue:43257|issue:45305", - "issue:41553|issue:44991", - "issue:36331|issue:41093", "issue:42947|issue:45923", + "issue:36331|issue:41093", + "issue:41553|issue:44991", "issue:43854|issue:44863", "issue:43940|issue:45313", - "issue:41553|issue:44488", "issue:44928|issue:45588", "issue:41093|issue:44805", "issue:44479|issue:44560", - "issue:24643|issue:30064", - "issue:44530|issue:44863" + "issue:41553|issue:44488" ], - "prepared_review_unit_hash": "9698c54941d2bdb083cf01155dcb228e0cbeaeee3d5e10770d3ecbe06b2a4e1a", + "prepared_review_unit_hash": "edd407c1d8ad65acf1e3716c333206fcf9be35779dfaea3a686e070af3df3da0", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1842, - "serialized_chars": 956212, - "estimated_input_tokens": 239053, - "estimated_eval_tokens": 478362 + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 37092, - "estimated_input_tokens": 9273, - "estimated_eval_tokens": 18802 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 36185, + "estimated_input_tokens": 9047, + "estimated_eval_tokens": 18350 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a mix of unrelated transformer regressions, with a handful of true duplicate pairs around docs, tokenizer/model loading, DeepSpeed loading, video regressions, and one clear training-loss bug.", - "confidence": 0.61, - "canonical_issue_reason": "issue:46894 is the clearest duplicate anchor in the set: it explicitly names the training-loss double-shift bug and pairs cleanly with issue:46897, making it the best representative issue among the actual duplicate candidates.", + "summary": "A few genuine duplicates/near-duplicates appear in this mostly mixed cluster: one exact mask-shape error pair, one docs cleanup pair, and several same-regression pairs around loading/video/initialization. Most other pairs are only loosely related by subsystem or broad symptom and should stay separate.", + "confidence": 0.78, + "canonical_issue_reason": "issue:41093 is the best canonical issue because it is a concrete, well-scoped bug report and is an exact duplicate of issue:44805\u2019s same mask-shape IndexError.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46894 is the strongest overall issue representative because its title is specific, the symptom is well-scoped, and it matches a near-identical twin issue directly.", + "best_issue_reason": "issue:41093 is the strongest representative for canonical issue triage: specific failure, clear reproduction class, and a one-to-one duplicate match with issue:44805.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45685", "right": "issue:45823", "accept": false, - "reason": "Different failures in different subsystems: MPS histogram/int handling vs a PLE device-map mismatch." + "reason": "Different failures: MPS histogram-on-Int in MoE vs device placement mismatch in Gemma4 PLE." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Both are model-loading errors, but the concrete causes differ: GLM-4V load failure vs missing all_tied_weights_keys on MolmoForCausalLM." }, { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Tokenizer regex patch crash and flash-attn fallback blocking are separate code paths." + "reason": "Tokenizer regex crash and flash-attention fallback blocking are unrelated code paths." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "One is a broad remote-code loading regression; the other is a device placement bug in Gemma4 PLE." + "reason": "Remote-code loading regressions and Gemma4 device-map mismatch are different bugs." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "Related area, but not the same bug: tokenizer-mapping registration failure vs generic remote-code breakage." + "reason": "Different root causes: tokenizer-mapping edge case vs broader remote_code breakage." }, { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "Both involve Qwen/LoRA, but one is hf4.x/hf5.x compatibility and the other is a warning about tie_word_embeddings." + "reason": "Both mention Qwen/LoRA, but one is a hf4.x\u2192hf5.x compatibility break and the other is just a warning about tie_word_embeddings." }, { "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "Autocast dtype mismatch and device-map mismatch are unrelated." + "reason": "Autocast dtype mismatch is not the same as the Gemma4 device-map forwarding bug." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "Both are recent-version regressions, but one is remote-code loading and the other is tokenizer codec handling." + "reason": "Remote-code loading breakage and Kimi tokenizer codec handling are different problems." }, { "left": "issue:45715", "right": "issue:46315", "accept": false, - "reason": "Both are tokenizer performance regressions, but convert_ids_to_tokens and convert_tokens_to_ids are distinct code paths." + "reason": "Performance regressions in opposite tokenizer conversion directions are not the same bug." }, { "left": "issue:45488", "right": "issue:46489", - "accept": true, - "reason": "Both point to the same tokenizer regression affecting DeepSeek-family models in v5+, likely fixable in one tokenizer-conversion PR." + "accept": false, + "reason": "Both involve DeepSeek tokenizers, but one is a LlamaTokenizer pre-tokenizer override regression and the other is a separate DeepSeek-Coder output bug." }, { "left": "issue:43827", "right": "issue:44509", "accept": true, - "reason": "Same docs bug: stale pipeline-task references after v5 pipeline removals." + "reason": "Same documentation cleanup: both still reference pipeline tasks removed in v5." }, { "left": "issue:43872", "right": "issue:46869", "accept": false, - "reason": "Bitsandbytes constructor-arg incompatibility is unrelated to a YOLO multi-GPU device-map failure." + "reason": "Unexpected _is_hf_initialized TypeError is unrelated to YOLO multi-GPU device-map failure." }, { "left": "issue:46894", "right": "issue:46897", "accept": true, - "reason": "Same underlying training-loss double-shift bug, just reported on two different model families." + "reason": "Same training-loss double-shift regression pattern, just reported on different model families." }, { "left": "issue:45759", "right": "issue:46661", "accept": false, - "reason": "Both involve model loading and remote-code-ish configs, but the failure modes are different." - }, - { - "left": "issue:43404", - "right": "issue:43950", - "accept": false, - "reason": "LM head tying and non-persistent buffer corruption are separate model-state bugs." + "reason": "Composite Qwen config unwrap bug and remote-code config_class AttributeError are different model-construction failures." }, { "left": "issue:43872", "right": "issue:44291", "accept": true, - "reason": "Both describe the same `_is_hf_initialized` constructor-argument incompatibility during v5 model initialization/loading." + "reason": "Both center on the same unexpected _is_hf_initialized constructor-argument TypeError during model initialization/loading." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Tied lm_head weights and non-persistent buffer corruption are unrelated regressions." }, { "left": "issue:45020", "right": "issue:46661", "accept": false, - "reason": "Generic remote-code breakage and missing config_class on model_class are related but not the same concrete bug." + "reason": "Both affect remote-code models, but one is a loading regression and the other is a missing config_class attribute." }, { "left": "issue:43792", "right": "issue:44220", - "accept": true, - "reason": "Same Whisper front-end failure path; one issue names the concrete `_torch_extract_fbank_features()` problem." + "accept": false, + "reason": "Whisper cannot run is too broad to confirm it is the same issue as the _torch_extract_fbank_features bug." }, { "left": "issue:43257", "right": "issue:45305", "accept": false, - "reason": "DeepSpeed weight-loading failure and DeepSpeed gradient averaging bug are different issues." + "reason": "Qwen3 MOE deepspeed weight conversion and GAS gradient averaging are different bugs." }, { - "left": "issue:41553", - "right": "issue:44991", + "left": "issue:42947", + "right": "issue:45923", "accept": false, - "reason": "Both are tokenizer load problems, but the models and root causes are different." + "reason": "Gradient checkpointing ineffective with PEFT LoRA is distinct from a missing supports_gradient_checkpointing flag on a remote-code variant." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "Unexpected compute_loss kwarg and mask/tensor shape mismatch are unrelated errors." + "reason": "CustomTrainer loss-signature TypeError and mask-shape IndexError are unrelated failures." }, { - "left": "issue:42947", - "right": "issue:45923", + "left": "issue:41553", + "right": "issue:44991", "accept": false, - "reason": "Both mention gradient checkpointing, but one is ineffective LoRA behavior while the other is a missing capability flag on a remote-code variant." + "reason": "Different tokenizer-loading problems with different models and symptoms." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "Different model-loading failures for different architectures; no shared concrete bug is evident." + "reason": "GLM-4.7 test loading failure and NemotronH checkpoint loading failure are different model implementations." }, { "left": "issue:43940", "right": "issue:45313", "accept": true, - "reason": "Same class of DeepSpeed ZeRO-3 weight-loading failure on Qwen variants, likely the same loader bug across models." - }, - { - "left": "issue:41553", - "right": "issue:44488", - "accept": false, - "reason": "Both are tokenizer-related, but one is a bad error message and the other is an actual load failure for a different model." + "reason": "Both describe the same ZeRO-3 Qwen-family weight-loading regression, with missing weights during distributed loading." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "Attention/Nan instability in Qwen3.5 RLHF is not the same as the sink-less flash_attention crash." + "reason": "Gradient explosion under autocast is unrelated to the flash_attention s_aux=None crash." }, { "left": "issue:41093", "right": "issue:44805", "accept": true, - "reason": "Same mask/index length mismatch error signature; these look like duplicate reports of the same underlying indexing bug." + "reason": "Exact same mask-shape IndexError, just a more detailed later report." }, { "left": "issue:44479", "right": "issue:44560", "accept": true, - "reason": "Both describe the same Qwen3.5-era video regression in 5.3.0 affecting video input handling." + "reason": "Both report the same v5.3.0 video-input regression in the Qwen3/Qwen3.5 video pipeline." }, { - "left": "issue:24643", - "right": "issue:30064", + "left": "issue:41553", + "right": "issue:44488", "accept": false, - "reason": "DeepSpeed training weight-shape error and void segmentation-map processing failure are unrelated." + "reason": "Voxtral error message quality and sleng-bert loading failure are unrelated." }, { - "left": "issue:44530", + "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "PagedAttentionCache linear_attention crash and NemotronH checkpoint loading are different problems." + "reason": "Different model-loading failures with no clear shared root cause." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet, and the accepted soft-edge pairs are phrased cautiously enough given only title/body signals. The canonical issue choice for 46894/46897 is well-supported by the near-identical titles, and the rejection calls for clearly unrelated failures are conservative." + "feedback": "The summary is grounded in the packet and stays mostly conservative. The accepted soft-edge pairs all have clear title-level evidence of the same bug class, and the rejected pairs are appropriately cautious. The canonical issue choice is also defensible given the near-identical mask-shape IndexError reports." }, "evaluator_used": true, "retried": false, @@ -1838,18 +1838,18 @@ "review_unit_count": 61, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ + "issue:24643", + "issue:30064", "issue:36010", "issue:38175", - "issue:39692", "issue:42491", "issue:42617", "issue:42915", - "issue:43317", "issue:43366", "issue:43531", "issue:43550", @@ -1866,11 +1866,11 @@ "issue:43957", "issue:43994", "issue:44155", + "issue:44530", "issue:44560", "issue:44589", "issue:44661", "issue:44683", - "issue:44756", "issue:44805", "issue:44863", "issue:44877", @@ -1893,11 +1893,13 @@ "issue:46899" ], "soft_pairs": [ + "issue:24643|issue:30064", + "issue:44530|issue:44863", "issue:44863|issue:46402", "issue:43366|issue:43828", "issue:43596|issue:46515", - "issue:45325|issue:45902", "issue:43366|issue:43531", + "issue:45325|issue:45902", "issue:43638|issue:46515", "issue:45663|issue:45823", "issue:44155|issue:45584", @@ -1925,24 +1927,22 @@ "issue:43638|issue:44661", "issue:43596|issue:44661", "issue:44661|issue:44805", - "issue:42491|issue:43720", - "issue:43317|issue:44756", - "issue:38175|issue:39692" + "issue:42491|issue:43720" ], - "prepared_review_unit_hash": "47252df6e28e31ec3b716433e5b53f54b1d385e5b81f1fdd326ac09614ae0b86", + "prepared_review_unit_hash": "fcbf2885383943e0bad888abb8d130b7e1abeee244dd99e866fb2a2e3b653aed", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1842, - "serialized_chars": 956212, - "estimated_input_tokens": 239053, - "estimated_eval_tokens": 478362 + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 35, - "serialized_chars": 38366, + "serialized_chars": 38367, "estimated_input_tokens": 9592, "estimated_eval_tokens": 19440 }, @@ -1951,228 +1951,222 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly distinct bug reports with a few true duplicates: the custom-model init regression, a BertModel/ZeRO3 IndexError, and the Gemma4 4-bit multimodal dtype-cast bug. Most other high-similarity pairs are only loosely related by model family or subsystem.", - "confidence": 0.78, - "canonical_issue_reason": "43646 is the broadest, clearest statement of the custom-model initialization regression; 43645 is just the Jupyter-specific manifestation.", + "summary": "The cluster is mostly heterogeneous, with one main theme around Transformers v5/custom model loading regressions and a separate Gemma4 4-bit quantization subtheme. I only see clear duplicate-like pairs in the custom-init reports and the Gemma4 4-bit dtype-cast reports; the rest look like distinct bugs.", + "confidence": 0.58, + "canonical_issue_reason": "issue:43632 is the best anchor because it states the likely root regression (`_is_hf_initialized` in Transformers v5) and broadly explains several nearby custom-model/init/loading failures.", "canonical_pr_reason": null, - "best_issue_reason": "43646 is the strongest standalone issue report here: concise, general, and clearly scoped to a single v5 regression.", + "best_issue_reason": "issue:43632 is the strongest representative issue: it is broad, root-cause-oriented, and closer to the shared loading/init regression theme than the narrower symptom reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Different failures: DeepSpeed training weight-shape error vs image processor void-segmentation-map handling." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "Qwen3.5 PagedAttentionCache/linear_attention crash is unrelated to NemotronH checkpoint loading." + }, { "left": "issue:44863", "right": "issue:46402", "accept": false, - "reason": "Different models and failure modes: NemotronH checkpoint loading vs Sam3Model text-encoder weights not loading." + "reason": "Both are loading-related, but one is a NemotronH checkpoint load failure and the other is a Sam3Model weight-loading regression; different model/code paths." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "Unrelated bugs: GGUF gpt-oss support vs Phi-tiny-MoE dtype mismatch under autocast." + "reason": "GGUF gpt-oss support request is unrelated to Phi-tiny-MoE autocast dtype mismatch." }, { "left": "issue:43596", "right": "issue:46515", "accept": false, - "reason": "Different root cause; one is a ZeRO3/BertModel IndexError, the other is a generic torch 2.4.1 incompatibility report." + "reason": "Bert/DeepSpeed ZeRO3 index error is a concrete model-init bug, while the other is a broad torch version incompatibility report." }, { - "left": "issue:45325", - "right": "issue:45902", + "left": "issue:43366", + "right": "issue:43531", "accept": false, - "reason": "Different model families and code paths: Qwen2.5-VL rope indexing vs Qwen3_5Moe rotary embedding materialization." + "reason": "Different Qwen/GGUF topics: gpt-oss support vs sliding_window behavior in Qwen3-MoE." }, { - "left": "issue:43366", - "right": "issue:43531", + "left": "issue:45325", + "right": "issue:45902", "accept": false, - "reason": "Same broad family (Qwen3-MoE) but different changes: GGUF gpt-oss support vs sliding_window behavior." + "reason": "Different rotary/position-id bugs in different model families; not the same concrete bug." }, { "left": "issue:43638", "right": "issue:46515", "accept": false, - "reason": "The Bert/ZeRO3 IndexError is specific; the torch 2.4.1 issue is broader and not the same concrete bug." + "reason": "Bert ZeRO3 initialization index error is not the same as a generic torch 2.4.1 incompatibility report." }, { "left": "issue:45663", "right": "issue:45823", "accept": false, - "reason": "Both Gemma4-related, but one is an FSDP2 shared_kv_states bug and the other is a device_map forward mismatch." + "reason": "Both are Gemma4, but one is an FSDP2 shared_kv_states rebuild bug and the other is a device-map mismatch; different failure paths." }, { "left": "issue:44155", "right": "issue:45584", "accept": false, - "reason": "Different models and symptoms: AudioFlamingo3 track leakage vs Whisper empty-transcription handling." + "reason": "AudioFlamingo3 track-leak bug is unrelated to Whisper empty-transcription generation failure." }, { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "No shared underlying bug; gpt-oss GGUF support is unrelated to the Float8 storage error." + "reason": "GGUF model support request is unrelated to Float8 storage import/type handling." }, { "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "ImportError for a specific class vs a meta-device loading regression; not the same code path." + "reason": "Missing Qwen2.5-VL class export and meta-device loading regression are different bugs." }, { "left": "issue:43950", "right": "issue:45834", "accept": false, - "reason": "Non-persistent buffer corruption and Kosmos2.5 long-input index errors are different bugs." + "reason": "Non-persistent buffer corruption and Kosmos2.5 long-OCR index errors are unrelated." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "Qwen3-MoE FP8 loading failure is not the same as the generic meta-device loading regression." + "reason": "Qwen3Moe FP8 failure and meta-device loading problems are distinct regressions." }, { "left": "issue:43716", "right": "issue:44560", "accept": false, - "reason": "Different model families and failures: Mistral-3 image dtype mismatch vs Qwen3-vl embedding StopIteration." + "reason": "Mistral-3 image dtype mismatch is unrelated to Qwen3-vl video StopIteration." }, { "left": "issue:44910", "right": "issue:46858", "accept": false, - "reason": "Both involve attention/cache mechanics, but the concrete failures are different: packed 3D position_ids vs non-CUDA static-cache slice arithmetic." + "reason": "Flash-attention position_ids packing bug is different from static-cache seq_length device-tensor arithmetic on non-CUDA backends." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "Same custom-model initialization regression; 43645 is the notebook-specific case of 43646's broader bug." + "reason": "Same underlying Transformers v5 custom-model initialization regression; 43645 is the notebook-specific manifestation of the broader 43646 failure." }, { "left": "issue:44560", "right": "issue:45685", "accept": false, - "reason": "Unrelated issues: Qwen3-vl video StopIteration vs an MPS histogram implementation gap for int tensors." + "reason": "Qwen3-vl video StopIteration and MPS histogram-on-Int error are unrelated." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Different models and code paths: Bamba torch.compile+SDPA vs Qwen3.5 Flash Attention position_ids misinterpretation." + "reason": "Bamba torch.compile+SDPA crash is not the same bug as Qwen3.5 flash-attention position_ids misinterpretation." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "Not the same bug; a 3d_parallel.py runtime issue is unrelated to GGUF gpt-oss support." + "reason": "3d_parallel.py startup failure is unrelated to GGUF gpt-oss support." }, { "left": "issue:44683", "right": "issue:46515", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 is a specific attention/compiler regression, not a general torch 2.4.1 incompatibility." + "reason": "Compiled flex_attention on torch>=2.9 is different from a torch 2.4.1 incompatibility report." }, { "left": "issue:44560", "right": "issue:44918", "accept": false, - "reason": "Both Qwen3.5-related but different failures: video StopIteration vs trl SFT embedding unpacking." + "reason": "Both touch Qwen3.x embedding handling, but one is a video StopIteration bug and the other is a TRL SFT embedding-unpacking failure; different paths." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "Importing GenerationMixin and Qwen3-MoE FP8 failure are unrelated issues." + "reason": "GenerationMixin import failure is unrelated to Qwen3Moe FineGrainedFP8Config behavior." }, { "left": "issue:45812", "right": "issue:46489", "accept": false, - "reason": "Both tokenizer-related, but Granite token-ID corruption and DeepSeek-Coder tokenizer output mismatch are different bugs." + "reason": "Both are tokenizer regressions, but they affect different model families and do not clearly share the same concrete code path." }, { "left": "issue:45823", "right": "issue:46515", "accept": false, - "reason": "Gemma4 device-map forward mismatch is not the same as a generic torch version incompatibility." + "reason": "Gemma4 PLE device mismatch is a model/device-placement bug, not a generic torch-version incompatibility." }, { "left": "issue:44661", "right": "issue:45823", "accept": false, - "reason": "Different areas: tokenizer-mapping model registration vs Gemma4 PLE device mismatch." + "reason": "add-new-model-like/tokenizer-mapping failure is unrelated to Gemma4 PLE device mismatch." }, { "left": "issue:44560", "right": "issue:44805", "accept": false, - "reason": "Different failure modes and likely different model stacks; video StopIteration is not the same as a mask-shape IndexError." + "reason": "Qwen3-vl video StopIteration is unrelated to the mask/index shape mismatch error." }, { "left": "issue:38175", "right": "issue:43994", "accept": false, - "reason": "Same model family, but the reports are too broad/ambiguous to be confident they are the same concrete bug." + "reason": "Both mention siglip2, but one is zero probabilities and the other is nonsensical AutoModel/pipeline output; not enough evidence of the same concrete bug." }, { "left": "issue:45672", "right": "issue:46899", "accept": true, - "reason": "Same Gemma4 4-bit multimodal dtype-cast problem; 45672 is the audio-specific manifestation of 46899's broader bug." + "reason": "Same Gemma4 4-bit quantization dtype-cast problem: 45672 is the audio-module torch.finfo() failure, and 46899 is the broader audio/vision embedder corruption from the same underlying issue." }, { "left": "issue:44877", "right": "issue:45030", "accept": false, - "reason": "Different config-validation failures on different models; not the same underlying issue." + "reason": "Different config-validation failures in different model families; not the same bug." }, { "left": "issue:43632", "right": "issue:45834", "accept": false, - "reason": "_is_hf_initialized flag regression is unrelated to Kosmos2.5 long OCR index errors." + "reason": "Transformers v5 `_is_hf_initialized` regression is unrelated to Kosmos2.5 OCR index errors." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "ZeRO3 BertModel IndexError and add-new-model-like/tokenizer-mapping behavior are unrelated." + "reason": "Bert ZeRO3 training index error and add-new-model-like tokenizer mapping failure are different issues." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "Different bugs: BertModel ZeRO3 IndexError vs model-registration logic in add-new-model-like." - }, - { - "left": "issue:44661", - "right": "issue:44805", - "accept": false, - "reason": "Tokenizer-mapping registration failure and mask-shape IndexError are unrelated." + "reason": "DeepSpeed/Bert zero3 init crash is unrelated to tokenizer mapping behavior." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "LoRA/Qwen3 MoE compatibility on hf5.x is not the same as BitNet packed-weight loading under accelerate." - }, - { - "left": "issue:43317", - "right": "issue:44756", - "accept": false, - "reason": "Device-map/offload loading failure and Strix Halo mmap OOM are different issues." - }, - { - "left": "issue:38175", - "right": "issue:39692", - "accept": false, - "reason": "Related SigLIP2 model area, but one is bad output probabilities and the other is docs-example/model-processor/quantization errors." + "reason": "LoRA/qwen3_moe hf4.x-to-hf5.x compatibility issue is unrelated to BitNet packed-weight loading in accelerate." } ] }, "evaluator_result": { "accept": true, - "feedback": "Overall grounded and conservative. The accepted duplicate pairs are well supported by the titles, and most rejected pairs are safely distinct at the level of evidence in the packet. The summary is also broadly consistent with the issue set." + "feedback": "The summary is conservative and grounded in the packet. The main clustering around Transformers v5 custom-model/loading regressions and the Gemma4 4-bit dtype-cast issues is supported, and the two accepted soft pairs look plausibly duplicate-like from the issue titles/bodies. The false verdicts are generally cautious rather than overstated." }, "evaluator_used": true, "retried": false, @@ -2188,17 +2182,18 @@ "review_unit_count": 61, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ + "issue:38175", "issue:39692", "issue:41720", "issue:42491", "issue:42915", "issue:43257", - "issue:43425", + "issue:43317", "issue:43644", "issue:43645", "issue:43708", @@ -2206,10 +2201,8 @@ "issue:43856", "issue:43873", "issue:43931", - "issue:43957", "issue:43994", "issue:44075", - "issue:44155", "issue:44164", "issue:44291", "issue:44387", @@ -2243,14 +2236,16 @@ "issue:46901" ], "soft_pairs": [ + "issue:43317|issue:44756", + "issue:38175|issue:39692", "issue:43644|issue:44534", "issue:41720|issue:42915", "issue:42491|issue:45276", "issue:42915|issue:44756", "issue:44451|issue:44488", "issue:44960|issue:44977", - "issue:44863|issue:46846", "issue:46459|issue:46512", + "issue:44863|issue:46846", "issue:45313|issue:45357", "issue:45507|issue:46468", "issue:44488|issue:44991", @@ -2260,8 +2255,8 @@ "issue:43257|issue:43854", "issue:43856|issue:43873", "issue:43708|issue:44075", - "issue:43856|issue:44387", "issue:43854|issue:43931", + "issue:43856|issue:44387", "issue:42491|issue:45335", "issue:44960|issue:46050", "issue:46897|issue:46901", @@ -2270,234 +2265,225 @@ "issue:45362|issue:45406", "issue:44164|issue:44291", "issue:44910|issue:45588", - "issue:44402|issue:44488", - "issue:43425|issue:43957", - "issue:39692|issue:44960", - "issue:41720|issue:44155" + "issue:44402|issue:44488" ], - "prepared_review_unit_hash": "a0179525bdca418c4c057d3987fe8a3d05863697fb53bfef388bd2032ea05d03", + "prepared_review_unit_hash": "2619f9a3eb1ce79b551354bfd8c5a8f0056e1475328d4afade6b82f32eb672a1", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1842, - "serialized_chars": 956212, - "estimated_input_tokens": 239053, - "estimated_eval_tokens": 478362 + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36954, - "estimated_input_tokens": 9239, - "estimated_eval_tokens": 18734 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36049, + "estimated_input_tokens": 9013, + "estimated_eval_tokens": 18282 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous cluster with one well-supported duplicate pair: the Transformers v5 non-persistent-buffer junk regression reported first in 43644 and again in 44534. The remaining soft pairs look like different bugs, models, or code paths.", - "confidence": 0.9, - "canonical_issue_reason": "43644 is the cleanest canonical issue because it is the earlier report of the same Transformers v5 non-persistent-buffer junk regression later repeated in 44534.", + "summary": "Only one soft pair is a clear duplicate: the Transformers v5 non-persistent-buffer regression. Most other pairs are related only at a broad subsystem level (tokenizers, loading, quantization, Qwen3) but look like different concrete bugs or model-specific reports.", + "confidence": 0.63, + "canonical_issue_reason": "issue:43644 is the clearest original report of the duplicated Transformers v5 non-persistent-buffer corruption, and it is broader/more referenced than the later reworded report.", "canonical_pr_reason": null, - "best_issue_reason": "43644 is the best representative issue since it is the earlier report of the same v5 non-persistent-buffer junk regression seen again in 44534.", + "best_issue_reason": "issue:43644 is the best cluster anchor for the one confirmed duplicate family because it states the bug most generally and already has inbound reference traffic.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Both involve loading/offload problems, but one is a dequantized-model device_map failure and the other is a Strix Halo mmap OOM; different root causes." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "SigLIP2 output/probability issue vs SigLIP2 doc example model/processor and quantization errors; not the same bug." + }, { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "Same Transformers v5 non-persistent-buffer junk regression; 44534 reads like a later duplicate report of 43644." + "reason": "Same regression: Transformers v5 fills non-persistent buffers with junk." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Different Qwen3 failures: auto device mapping cudaErrorAssert vs Qwen3Moe FineGrainedFP8Config." + "reason": "Different Qwen3 failures: auto device-map cuda assert vs FineGrainedFP8Config behavior." }, { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "Both mention Qwen/embedding-related problems, but the underlying bugs are different: LoRA hf4.x/hf5.x compatibility vs resize_token_embeddings behavior." + "reason": "Different model families and different symptoms; LoRA hf4.x/hf5.x compatibility is not the same as gemma4 resize_token_embeddings propagation." }, { "left": "issue:42915", "right": "issue:44756", "accept": false, - "reason": "Qwen3Moe FP8 failure and mmap OOM on Strix Halo are unrelated problems." + "reason": "Qwen3Moe FP8 config failure and Strix Halo mmap OOM are unrelated." }, { "left": "issue:44451", "right": "issue:44488", "accept": false, - "reason": "Both are model-loading failures, but they refer to different checkpoints and no shared concrete cause is evident." + "reason": "Both are model-load failures, but the titles do not show the same concrete failure mode or code path." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "Different models and failure modes: GLM5 versus Qwen3.5 flash-attention generation." + "reason": "GLM5 is unrelated to the Qwen3.5 flash-attention generation crash." }, { - "left": "issue:44863", - "right": "issue:46846", + "left": "issue:46459", + "right": "issue:46512", "accept": false, - "reason": "NemotronH checkpoint loading and Qwen3.5 TP-plan omissions are separate code paths." + "reason": "One is dtype being ignored on composite checkpoint loading; the other is from_config leaving model.config.dtype stale." }, { - "left": "issue:46459", - "right": "issue:46512", + "left": "issue:44863", + "right": "issue:46846", "accept": false, - "reason": "Both involve dtype, but one is ignored during composite checkpoint loading while the other leaves config.dtype stale during from_config." + "reason": "NemotronH checkpoint loading and Qwen3.5 TP-plan omissions are different issues." }, { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "Both are Qwen3.5 save/load regressions, but one is ZeRO-3 weight loading and the other is incorrect visual-encoder key saving." + "reason": "DeepSpeed ZeRO-3 weight-loading failure and incorrect save_pretrained visual keys are different bugs." }, { "left": "issue:45507", "right": "issue:46468", "accept": false, - "reason": "GraniteMoEHybrid invalid method calls and the Nemotron example breakage are unrelated." + "reason": "GraniteMoEHybrid invalid method call is unrelated to the broken Nemotron example." }, { "left": "issue:44488", "right": "issue:44991", "accept": false, - "reason": "Different tokenizer/loading issues for different models; no concrete same bug is shown." + "reason": "Both are tokenizer/model-load regressions, but they affect different checkpoints and the titles do not establish one shared root cause." }, { "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 regression vs notebook custom-model initialization regression; different failures." }, { "left": "issue:42491", "right": "issue:45292", "accept": false, - "reason": "Different resize/compatibility issues: LoRA hf4.x/hf5.x versus output_embeddings not updating." + "reason": "LoRA model portability issue vs resize_token_embeddings not updating output_embeddings." }, { "left": "issue:39692", "right": "issue:43994", "accept": false, - "reason": "Both involve SigLIP2, but one is a docs example mismatch/quantization failure and the other is a nonsensical AutoModel/pipeline output bug." + "reason": "Doc/example mismatch and quantization failure versus nonsensical AutoModel/pipeline outputs are not the same bug." }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "Qwen3 MoE offloading/deepspeed training and GLM-4.7 model loading are different issues." + "reason": "Qwen3 MoE deepspeed/accelerate conversion issue vs GLM-4.7-Flash test loading issue; different models and code paths." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "Training memory inefficiency and offloading-with-quantization behavior are distinct." + "reason": "Qwen3 MoE training memory usage and quantization offload behavior are different problems." }, { "left": "issue:43708", "right": "issue:44075", "accept": false, - "reason": "Trainer max_steps resume logic and SGD optimizer args not being used are unrelated." + "reason": "Trainer resume/max_steps bug and SGD args not used are unrelated." }, { - "left": "issue:43856", - "right": "issue:44387", + "left": "issue:43854", + "right": "issue:43931", "accept": false, - "reason": "Qwen3 MoE training memory inefficiency is not the same as the general int4 CUDA reserved-memory regression." + "reason": "GLM-4.7-Flash test loading failure is unrelated to Qwen3-VL weight shape mismatch." }, { - "left": "issue:43854", - "right": "issue:43931", + "left": "issue:43856", + "right": "issue:44387", "accept": false, - "reason": "Different model-loading problems: unit-test load failure versus Qwen3-VL weight-shape mismatch." + "reason": "Training memory usage in Qwen3 MoE and int4 quantization reserved-memory/OOM are different regressions." }, { "left": "issue:42491", "right": "issue:45335", "accept": false, - "reason": "LoRA model incompatibility and t5gemma resize_token_embeddings not updating decoder embeddings are separate bugs." + "reason": "Different model families and different resize_token_embeddings targets; not the same code-path bug." }, { "left": "issue:44960", "right": "issue:46050", "accept": false, - "reason": "GLM5 and sinq quantization save/load failures do not look like the same underlying bug." + "reason": "GLM5 issue and sinq save/load breakage are unrelated." }, { "left": "issue:46897", "right": "issue:46901", "accept": false, - "reason": "Both are training-loss double-shift reports, but they target different model implementations and no shared concrete code path is evident." + "reason": "Both mention double-shift loss, but they are separate model implementations with no evidence of a shared code-path bug." }, { "left": "issue:45488", "right": "issue:45812", "accept": false, - "reason": "Different tokenizer regressions affecting different model families and likely different fixes." + "reason": "Different tokenizer regressions affecting different model families; not enough to treat as one duplicate." }, { "left": "issue:45276", "right": "issue:45335", "accept": false, - "reason": "Both are resize_token_embeddings complaints, but they affect different model classes and embedding targets." + "reason": "Both involve resize_token_embeddings, but they affect different model classes and different internal modules." }, { "left": "issue:45362", "right": "issue:45406", "accept": false, - "reason": "Qwen3.5 chat crash and Gemma4Processor _tokenizer AttributeError are unrelated." + "reason": "Qwen3.5 chat crash and Gemma4Processor missing _tokenizer are unrelated." }, { "left": "issue:44164", "right": "issue:44291", "accept": false, - "reason": "save/from_pretrained extra_state handling and init_empty_weights argument handling are separate loading bugs." + "reason": "save/from_pretrained extra_state handling and init_empty_weights _is_hf_initialized argument error are different bugs." }, { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "Both touch flash attention, but one is a packed-sequence misinterpretation causing illegal memory access and the other is an AttributeError on s_aux=None." + "reason": "Flash-attention illegal memory access from 3D position_ids is unrelated to the s_aux=None AttributeError." }, { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "Token vocab mismatch and a model-loading failure for a different checkpoint are not clearly the same bug." - }, - { - "left": "issue:43425", - "right": "issue:43957", - "accept": false, - "reason": "Torch 2.10 incompatibility and meta-device model loading breakage are unrelated." - }, - { - "left": "issue:39692", - "right": "issue:44960", - "accept": false, - "reason": "SigLIP2 docs/model issues and GLM5 are unrelated model families and bugs." - }, - { - "left": "issue:41720", - "right": "issue:44155", - "accept": false, - "reason": "Qwen3 auto device mapping assert and AudioFlamingo3 batched inference token/embedding leakage are unrelated." + "reason": "Token vocab-size mismatch on one model and a separate BERT load failure on another are not shown to share the same root cause." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The duplicate call on issue:43644 \u2194 issue:44534 is well supported by the titles and chronology, and the overall cluster summary is conservative. However, the best_issue_reason overstates the packet evidence by calling 43644 \"specific\" and \"reproducible\"; those properties are not grounded in the provided packet. Please keep the justification limited to observable evidence (same v5 non-persistent-buffer junk regression, earlier report)." + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the soft pairs. The only accepted duplicate pair, issue:43644 \u2194 issue:44534, is well supported by the nearly identical titles and the fact that 43644 has inbound reference traffic. The remaining rejections do not overclaim shared root cause from the available evidence." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -2517,6 +2503,8 @@ "nodes": [ "issue:36010", "issue:39404", + "issue:39692", + "issue:41720", "issue:42796", "issue:42947", "issue:43335", @@ -2524,9 +2512,6 @@ "issue:43404", "issue:43425", "issue:43454", - "issue:43645", - "issue:43646", - "issue:43708", "issue:43828", "issue:43854", "issue:43873", @@ -2540,12 +2525,12 @@ "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", @@ -2565,6 +2550,9 @@ "issue:46901" ], "soft_pairs": [ + "issue:43425|issue:43957", + "issue:39692|issue:44960", + "issue:41720|issue:44155", "issue:45663|issue:45759", "issue:43404|issue:43454", "issue:44291|issue:44756", @@ -2572,8 +2560,8 @@ "issue:42947|issue:45704", "issue:43873|issue:44387", "issue:44292|issue:44912", - "issue:36010|issue:39404", "issue:45663|issue:45859", + "issue:36010|issue:39404", "issue:44387|issue:44756", "issue:42947|issue:43381", "issue:44155|issue:45823", @@ -2591,232 +2579,222 @@ "issue:45292|issue:45335", "issue:46894|issue:46901", "issue:43828|issue:43957", - "issue:44402|issue:44451", - "issue:43646|issue:43708", - "issue:43645|issue:44164", - "issue:44589|issue:44756", - "issue:43425|issue:43828" + "issue:44402|issue:44451" ], - "prepared_review_unit_hash": "0696162d9c9d09d2fd80b310467adcc8e92ce8edb06281bff11057eda3f30c4e", + "prepared_review_unit_hash": "abce9bbee48828d5ad17fe2a86d912bc82829e172de8718af2880f71dd435c46", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1842, - "serialized_chars": 956212, - "estimated_input_tokens": 239053, - "estimated_eval_tokens": 478362 + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37129, - "estimated_input_tokens": 9283, - "estimated_eval_tokens": 18822 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36157, + "estimated_input_tokens": 9040, + "estimated_eval_tokens": 18336 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated Transformers bugs, with a few clear duplicate families around `resize_token_embeddings`, tied `lm_head` weights, and a training-loss double-shift pattern.", + "summary": "This cluster is mostly a grab bag of unrelated issues, but it contains two small duplicate chains: a resize_token_embeddings propagation bug and a training-loss double-shift bug.", "confidence": 0.79, - "canonical_issue_reason": "Issue #45276 is the strongest canonical issue: it is the broadest and most specific description of the clear `resize_token_embeddings` duplicate family, covering both output embedding and per-layer embedding failures.", + "canonical_issue_reason": "issue:45292 is the best canonical issue because it is the most generic title in the strongest duplicate chain and can serve as the umbrella for the related resize_token_embeddings variants.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #45276 is also the best representative issue overall because it captures the shared underlying bug more completely than the narrower follow-ups.", + "best_issue_reason": "Most general and central representative among the accepted duplicate issues.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Different failures: torch 2.10 import incompatibility vs meta-device loading breakage." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Unrelated topics: SigLIP2 docs example errors vs GLM5 model-loading issue." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Different models and code paths: Qwen3 auto device mapping vs AudioFlamingo3 batched inference leak." + }, { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "Different model areas and different failure modes: FSDP2 shared KV state rebuild vs multimodal `text_config` unwrapping." + "reason": "Different bugs: Gemma4 FSDP/shared_kv_states KeyError vs Qwen multimodal config unwrapping." }, { "left": "issue:43404", "right": "issue:43454", - "accept": true, - "reason": "Both report tied `lm_head` weight failures in multimodal generation models, with the same user-visible symptom of bad text generation." + "accept": false, + "reason": "Same broad symptom area, but different model families and no clear shared code-path bug." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "`init_empty_weights` argument handling and mmap/OOM on Strix Halo are unrelated code paths." + "reason": "Unrelated: init_empty_weights argument handling vs mmap OOM on Strix Halo." }, { "left": "issue:44079", "right": "issue:46829", "accept": false, - "reason": "Both involve output objects, but one is a generic `ModelOutput` key-assignment bug while the other is a model-specific field mapping issue." + "reason": "Generic ModelOutput key handling vs a VideoPrism output field mix-up are not the same bug." }, { "left": "issue:42947", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing with LoRA and an Apex RMSNorm memory leak are unrelated." + "reason": "Different problems: gradient checkpointing/LoRA vs T5 apex RMSNorm memory leak." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Both mention quantization/memory, but the concrete bugs differ: offloading behavior vs increased reserved memory/OOM." + "reason": "Both involve quantization memory, but one is offloading behavior and the other is int4 reserved-memory growth/OOM." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Different quantization/loading failures for different models and formats; not the same underlying bug." + "reason": "Different quantization formats and models (NVFP4 vs MXFP4) with different failure modes." }, { - "left": "issue:36010", - "right": "issue:39404", + "left": "issue:45663", + "right": "issue:45859", "accept": false, - "reason": "Import path breakage and Whisper pipeline `return_language` regression are unrelated." + "reason": "Different issues: Gemma4 FSDP KeyError vs Qwen3_5Moe CPU-offload incompatibility." }, { - "left": "issue:45663", - "right": "issue:45859", + "left": "issue:36010", + "right": "issue:39404", "accept": false, - "reason": "FSDP2 shared-KV rebuild and CPU offload incompatibility are different issues." + "reason": "ImportError for GenerationMixin is unrelated to Whisper pipeline return_language regression." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "One is int4 quantization memory growth, the other is mmap-related OOM; different causes and fixes." + "reason": "Different bugs: quantization OOM vs disabling mmap on Strix Halo." }, { "left": "issue:42947", "right": "issue:43381", "accept": false, - "reason": "Both mention gradient checkpointing, but one is about ineffective checkpointing with LoRA and the other about eval-mode restrictions." + "reason": "Both mention gradient checkpointing, but one is ineffective LoRA checkpointing and the other is eval-mode incompatibility." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "AudioFlamingo batch leakage and Gemma4 device-map mismatch are unrelated." + "reason": "Different model subsystems: batched inference token leak vs Gemma4 PLE device mismatch." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "Meta-device loading breakage and Strix Halo mmap OOM are not the same bug." + "reason": "Meta-device loading breakage is not the same as Strix Halo mmap/OOM behavior." }, { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug and Gemma4 FSDP2 KeyError are unrelated." + "reason": "Unrelated model/config bug vs Gemma4 training FSDP KeyError." }, { "left": "issue:45276", "right": "issue:45292", "accept": true, - "reason": "Same underlying `resize_token_embeddings` bug; #45276 is the broader report and #45292 is a narrower symptom." + "reason": "Same resize_token_embeddings propagation bug; 45276 is the Gemma4-specific variant and 45292 is the generic report." }, { "left": "issue:44863", "right": "issue:46468", "accept": false, - "reason": "Both are Nemotron-related, but one is checkpoint loading and the other is an example failure; not enough evidence they are the same bug." + "reason": "Different Nemotron loading/example problems with no shared concrete fix evident." }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Video-input regression and strict-config loading failure are different issues." + "reason": "Different regressions: video-input handling vs strict config loading." }, { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Eval-mode checkpointing restriction and RLHF gradient explosion from 3D position IDs are unrelated." + "reason": "Gradient checkpointing eval-mode bug is unrelated to the RLHF NaN/SDPA fallback issue." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "Save/from_pretrained extra_state handling is unrelated to Strix Halo mmap OOM." + "reason": "save/from_pretrained extra_state handling is unrelated to mmap OOM on Strix Halo." }, { "left": "issue:45684", "right": "issue:45698", "accept": false, - "reason": "Both involve custom model save/load, but permissions propagation and wrong-module loading are distinct bugs." + "reason": "Both concern save/load custom models, but one is read-only permissions and the other is wrong module resolution." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "Flash-attention sink handling and Gemma4 shared-KV rebuild are unrelated." + "reason": "Flash-attention s_aux=None crash is unrelated to Gemma4 FSDP shared_kv_states behavior." }, { "left": "issue:42796", "right": "issue:46326", "accept": false, - "reason": "Both are tokenizer-related, but one is BPE marker handling and the other is `continue_final_message`; different bugs." + "reason": "Tokenizer bugs in a similar stack, but different concrete failures: BPE markers vs continue_final_message." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "Model load failures in tests and Qwen3.5 checkpoint save regression are unrelated." + "reason": "Different problems: unit-test model loading failure vs Qwen3.5 save_pretrained regression." }, { "left": "issue:45292", "right": "issue:45335", "accept": true, - "reason": "Same `resize_token_embeddings` bug family affecting different tied embedding targets." + "reason": "Same underlying resize_token_embeddings bug, just affecting a different nested embedding target." }, { "left": "issue:46894", "right": "issue:46901", "accept": true, - "reason": "Both describe the same training-loss double-shift bug pattern, with labels shifted one token too far." + "reason": "Same training-loss double-shift bug: both compute loss against shifted labels instead of raw labels." }, { "left": "issue:43828", "right": "issue:43957", "accept": false, - "reason": "Autocast dtype mismatch and meta-device loading breakage are different failures." + "reason": "Autocast dtype mismatch is not the same as meta-device loading breakage." }, { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "Tokenizer vocab-size mismatch and ScandiBERT load failure are not the same underlying issue." - }, - { - "left": "issue:43646", - "right": "issue:43708", - "accept": false, - "reason": "Custom model initialization in Transformers 5.0 and resume-from-checkpoint max_steps calculation are unrelated." - }, - { - "left": "issue:43645", - "right": "issue:44164", - "accept": false, - "reason": "Notebook custom-model initialization breakage and extra_state save/load handling are distinct." - }, - { - "left": "issue:44589", - "right": "issue:44756", - "accept": false, - "reason": "Float8 storage lookup and mmap OOM on Strix Halo are unrelated." - }, - { - "left": "issue:43425", - "right": "issue:43828", - "accept": false, - "reason": "Torch version incompatibility and a model-specific autocast dtype mismatch are not the same bug." + "reason": "Different tokenizer/model-loading issues around vocab handling, not the same bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded overall: the representative/canonical issue choice is supported by the packet, and the soft-edge decisions stay conservative. The accepted duplicate families are limited to clearly related `resize_token_embeddings`, `lm_head` tying, and training-loss double-shift reports; the rest are reasonably rejected as unrelated." + "feedback": "The clustering summary is conservative and grounded in the packet. The accepted duplicate pairs form two coherent chains backed by strong title overlap: the resize_token_embeddings variants centered on issue:45292, and the training-loss double-shift pair issue:46894/issue:46901. The non-duplicate verdicts are generally cautious and avoid overclaiming shared code paths where the evidence is only superficial." }, "evaluator_used": true, "retried": false, @@ -2845,7 +2823,10 @@ "issue:43596", "issue:43611", "issue:43645", + "issue:43646", + "issue:43708", "issue:43716", + "issue:43828", "issue:43856", "issue:43901", "issue:43906", @@ -2855,7 +2836,6 @@ "issue:44164", "issue:44265", "issue:44479", - "issue:44488", "issue:44509", "issue:44530", "issue:44589", @@ -2865,7 +2845,6 @@ "issue:44805", "issue:44898", "issue:44912", - "issue:44987", "issue:44991", "issue:45081", "issue:45084", @@ -2886,6 +2865,10 @@ "issue:46899" ], "soft_pairs": [ + "issue:43646|issue:43708", + "issue:43645|issue:44164", + "issue:44589|issue:44756", + "issue:43425|issue:43828", "issue:46315|issue:46491", "issue:45812|issue:46315", "issue:39404|issue:45701", @@ -2898,8 +2881,8 @@ "issue:43425|issue:45823", "issue:44589|issue:45084", "issue:44479|issue:44805", - "issue:43906|issue:44530", "issue:43901|issue:44509", + "issue:43906|issue:44530", "issue:44671|issue:44991", "issue:43994|issue:44079", "issue:36032|issue:43452", @@ -2915,230 +2898,240 @@ "issue:43856|issue:44756", "issue:43596|issue:44683", "issue:45479|issue:46897", - "issue:44164|issue:46821", - "issue:44488|issue:44987", - "issue:44488|issue:45081" + "issue:44164|issue:46821" ], - "prepared_review_unit_hash": "00952e201d9a6c23495b7461ca275d774ee0c0472fcaf3594bcb05a3626cb285", + "prepared_review_unit_hash": "64c8a039b1ad27f0d7c3a1f7d4cc6e09118a3ba735d716147b6d8d37ebe5fc86", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1842, - "serialized_chars": 956212, - "estimated_input_tokens": 239053, - "estimated_eval_tokens": 478362 + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 32, - "serialized_chars": 36883, - "estimated_input_tokens": 9221, - "estimated_eval_tokens": 18698 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 38123, + "estimated_input_tokens": 9531, + "estimated_eval_tokens": 19318 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is noisy and mostly heterogeneous: a grab bag of unrelated Transformers bug reports, with some overlapping v5 tokenizer/loading regressions but many distinct model-specific failures. No PRs are present.", - "confidence": 0.21, - "canonical_issue_reason": "Issue 45812 is the broadest, clearest user-facing regression in the set: a silent v4\u2192v5 tokenizer break affecting all Granite models, which makes it the best representative issue among the tokenizer-regression subset.", + "summary": "This cluster is mostly a set of unrelated Transformers v5 regression reports with only superficial title overlap. I did not find any pair that clearly looks mergeable into one duplicate issue under a strict standard; most similarities are broad subsystem overlap (tokenizers, model loading, multimodal, training) rather than the same underlying bug.", + "confidence": 0.91, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "45812 is the strongest standalone issue to anchor this cluster because it has a concrete, widely applicable failure mode and is more likely than the others to serve as a duplicate target for nearby tokenizer regressions.", + "best_issue_reason": "issue:43646 is the broadest representative of the custom-model initialization regression theme, but the overall cluster is too heterogeneous for a true canonical issue.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Both are v5 regressions, but one is custom model init and the other is Trainer checkpoint math; different code paths and fixes." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Notebook custom-model init breakage is unrelated to save/load extra_state handling." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Missing Float8 storage and mmap/OOM on Strix Halo are unrelated failures." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch version incompatibility and autocast dtype mismatch are different problems." + }, { "left": "issue:46315", "right": "issue:46491", "accept": false, - "reason": "Performance regression in slow tokenizers vs encode/decode round-trip space stripping; different symptoms and code paths." + "reason": "Tokenizer slowdown and CodeLlama space-stripping regression are distinct behaviors." }, { "left": "issue:45812", "right": "issue:46315", "accept": false, - "reason": "Wrong token IDs for Granite models vs slow convert_tokens_to_ids in slow tokenizers; same area, but not the same bug." + "reason": "Wrong Granite token IDs and slow convert_tokens_to_ids are not the same bug." }, { "left": "issue:39404", "right": "issue:45701", "accept": false, - "reason": "Whisper pipeline return_language regression vs generic tokenization changes; unrelated model and failure mode." + "reason": "Whisper pipeline return_language breakage is unrelated to tokenization changes across versions." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "PagedAttentionCache linear_attention crash vs template compilation error; completely different subsystems." + "reason": "Qwen3.5 PagedAttention group-type crash and template compilation error are different code paths." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "base_model_prefix loading breakage vs custom-model initialization in notebooks; both loading-related but distinct issues." + "reason": "base_model_prefix loading breakage is not the same as notebook custom-model initialization." }, { "left": "issue:39404", "right": "issue:46665", "accept": false, - "reason": "Whisper pipeline regression vs from_pretrained behavior inside Python classes; not the same underlying problem." + "reason": "Whisper pipeline regression and from_pretrained-inside-classes inconsistency are unrelated." }, { "left": "issue:44683", "right": "issue:45823", "accept": false, - "reason": "torch>=2.9 flex_attention compile failure vs Gemma4 device-map mismatch; unrelated code paths." + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device mismatch are different issues." }, { "left": "issue:43425", "right": "issue:46869", "accept": false, - "reason": "Torch 2.10 incompatibility report vs YOLO multi-GPU device_map failure; different model/runtime problem." + "reason": "Torch 2.10 incompatibility and YOLO multi-GPU device_map failure are not the same bug." }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "General torch version incompatibility vs Mistral-3 image-preprocessor dtype mismatch; not the same bug." + "reason": "General torch incompatibility is distinct from Mistral-3 image-preprocessor dtype mismatch." }, { "left": "issue:43425", "right": "issue:45823", "accept": false, - "reason": "Torch compatibility issue vs Gemma4 PLE device mismatch; distinct causes and symptoms." + "reason": "Torch 2.10 incompatibility does not match Gemma4 PLE device placement failure." }, { "left": "issue:44589", "right": "issue:45084", "accept": false, - "reason": "Missing Float8 storage object vs non-template node compilation error; unrelated failures." + "reason": "Float8 storage lookup and non-template compilation errors are unrelated." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "Video-input regression in Qwen VL models vs mask/tensor shape IndexError; different concrete bug." + "reason": "Qwen VL video-input regression and mask shape IndexError do not share the same underlying failure." }, { - "left": "issue:43906", - "right": "issue:44530", + "left": "issue:43901", + "right": "issue:44509", "accept": false, - "reason": "Isolated reproduction of an older issue vs PagedAttentionCache linear_attention crash; no shared underlying defect." + "reason": "Both are docs-related, but one is about return_all_scores and the other about removed pipeline tasks." }, { - "left": "issue:43901", - "right": "issue:44509", + "left": "issue:43906", + "right": "issue:44530", "accept": false, - "reason": "Docs mismatch about return_all_scores vs docs still mentioning removed pipeline tasks; separate documentation issues." + "reason": "A reproduction of another issue is not the same as the Qwen3.5 cache crash here." }, { "left": "issue:44671", "right": "issue:44991", "accept": false, - "reason": "CamemBERT masked-LM prediction regression vs tokenizer loading failure for EMBEDDIA/est-roberta; different model behavior." + "reason": "CamemBERT masked-LM prediction regression and est-roberta tokenizer loading failure are different symptoms." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "Wrong SigLIP2 outputs vs ModelOutput key assignment bug; distinct runtime paths." + "reason": "SigLIP2 bad outputs and ModelOutput key assignment when None are unrelated internals." }, { "left": "issue:36032", "right": "issue:43452", "accept": false, - "reason": "T5Tokenizer add_special_tokens name conflict vs gguf_file loading breakage; unrelated tokenizer/model-loading problems." + "reason": "T5 tokenizer method conflict and gguf_file from_pretrained breakage are separate tokenizer/model-loading problems." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "torch.export failure with torch_compilable_check vs Perceiver image-size interpolation failure; different export/inference bugs." + "reason": "torch.export/export with torch_compilable_check and Perceiver interpolation failure are different subsystems." }, { "left": "issue:39404", "right": "issue:44912", "accept": false, - "reason": "Whisper pipeline return_language regression vs MXFP4 quantization fallback; unrelated functionality." + "reason": "Whisper pipeline behavior and MXFP4 quantization fallback on git-oss-20b are unrelated." }, { "left": "issue:46050", "right": "issue:46326", "accept": false, - "reason": "save_pretrained/from_pretrained breakage for sinq-quantized models vs continue_final_message on mistral_common tokenizers; different failure modes." + "reason": "Quantized save/load breakage and mistral_common continue_final_message behavior are different bugs." }, { "left": "issue:44164", "right": "issue:45759", "accept": false, - "reason": "extra_state save/load handling vs AutoModelForCausalLM.from_config text_config unwrapping; separate model-construction concerns." + "reason": "extra_state persistence and unwrapping text_config in from_config are not the same issue." }, { "left": "issue:43906", "right": "issue:46326", "accept": false, - "reason": "Old issue reproduction vs mistral_common continue_final_message bug; no substantive overlap." + "reason": "A reproduction issue and a mistral_common tokenizer bug are not duplicates." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Tokenizer load failure for est-roberta vs Mistral regex patch crashing on backend_tokenizer access; different tokenizers and causes." + "reason": "Tokenizer loading for est-roberta and Mistral regex patch crash are unrelated." }, { "left": "issue:43299", "right": "issue:43931", "accept": false, - "reason": "Qwen3VL MoE loading regression in dev0 vs a specific Qwen3-VL-30B weight-shape mismatch; related family, but not the same defect." + "reason": "Both involve Qwen3-VL loading, but they target different model variants and failure modes; not enough to treat as one bug." }, { "left": "issue:45823", "right": "issue:46899", "accept": false, - "reason": "Gemma4 forward device mismatch vs 4-bit multimodal dtype-cast bug; same model family but different underlying error." + "reason": "Gemma4 device_map mismatch and Gemma4 4-bit dtype-cast processing bugs affect different code paths." }, { "left": "issue:45479", "right": "issue:46894", "accept": false, - "reason": "Sequence-classification zero-loss bug vs CohereASR training-loss double-shift bug; both training issues, not the same one." + "reason": "Zero-loss classification and training-loss double-shift are different failure patterns." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "Qwen3 MoE training memory usage vs Strix Halo mmap OOM workaround; unrelated performance/memory reports." + "reason": "MoE training memory inefficiency and Strix Halo mmap OOM are unrelated." }, { "left": "issue:43596", "right": "issue:44683", "accept": false, - "reason": "DeepSpeed zero3/BertModel IndexError vs compiled flex_attention torch version failure; different stack and code path." + "reason": "Deepspeed ZeRO3/BertModel index error is unrelated to compiled flex_attention on torch>=2.9." }, { "left": "issue:45479", "right": "issue:46897", "accept": false, - "reason": "Degenerate zero loss in sequence classification vs Florence2 training-loss double-shift bug; similar training impact but different bug." + "reason": "Zero-loss classification and Florence2 double-shift bug are not the same underlying defect." }, { "left": "issue:44164", "right": "issue:46821", "accept": false, - "reason": "extra_state persistence issue vs TimesFM window_size AttributeError; unrelated APIs." - }, - { - "left": "issue:44488", - "right": "issue:44987", - "accept": false, - "reason": "Loading cjvt/sleng-bert fails vs loading physical-intelligence/fast fails in v5.1.0; different models and breakages." - }, - { - "left": "issue:44488", - "right": "issue:45081", - "accept": false, - "reason": "Loading cjvt/sleng-bert fails vs Mistral regex patch crash; unrelated tokenizer-loading problems." + "reason": "extra_state save/load and TimesFM window_size AttributeError are unrelated." } ] }, @@ -3157,8 +3150,8 @@ "review_unit_count": 61, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ @@ -3187,7 +3180,6 @@ "issue:43645", "issue:43646", "issue:43716", - "issue:43746", "issue:43883", "issue:44206", "issue:44220", @@ -3201,6 +3193,7 @@ "issue:44811", "issue:44987", "issue:44991", + "issue:45081", "issue:45084", "issue:45507", "issue:45584", @@ -3212,6 +3205,8 @@ "issue:46489" ], "soft_pairs": [ + "issue:44488|issue:44987", + "issue:44488|issue:45081", "issue:44462|issue:46489", "issue:43611|issue:43644", "issue:42796|issue:43404", @@ -3227,229 +3222,240 @@ "issue:42915|issue:44530", "issue:43541|issue:45084", "issue:43644|issue:43646", - "issue:43582|issue:43632", "issue:42175|issue:46178", + "issue:43582|issue:43632", "issue:34567|issue:40444", "issue:40444|issue:46326", "issue:44206|issue:44220", - "issue:43883|issue:44488", "issue:44811|issue:45584", "issue:36032|issue:43645", "issue:43452|issue:43482", + "issue:43883|issue:44488", "issue:44987|issue:44991", "issue:43317|issue:43482", "issue:45084|issue:45507", - "issue:43262|issue:43377", - "issue:43746|issue:46326" + "issue:43262|issue:43377" ], - "prepared_review_unit_hash": "67c0462a66a9d3576ef6e68af830834b8f6dddc4d046c220eeb413043df50a1c", + "prepared_review_unit_hash": "f89ac69837f033496d22ac9805fdf3b57d1235b89d2dfcaa2da76caf07392cb2", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1842, - "serialized_chars": 956212, - "estimated_input_tokens": 239053, - "estimated_eval_tokens": 478362 + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36422, - "estimated_input_tokens": 9106, - "estimated_eval_tokens": 18468 + "soft_pair_count": 30, + "serialized_chars": 36780, + "estimated_input_tokens": 9195, + "estimated_eval_tokens": 18646 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are clearly distinct issues from different code paths. I only accept the audio feature-extraction pair as likely the same underlying bug; the rest are too broad or target different failures. No PRs are present.", - "confidence": 0.8, - "canonical_issue_reason": "issue:44206 is the clearest representative of the accepted duplicate pair: it states the concrete regression and failure mode, while issue:44220 is the more generic function-level symptom report.", + "summary": "This cluster is mostly a loose collection of unrelated Transformers issues, with the strongest recurring theme being tokenizer/model-loading regressions in v5+. Only one soft pair clearly looks like the same concrete bug class (GGUF loading).", + "confidence": 0.66, + "canonical_issue_reason": "issue:44462 is the broadest representative of the tokenizer-loading regression theme in this set; it captures the general failure mode behind several later model/tokenizer loading reports more cleanly than the narrower, model-specific issues.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44206 is the strongest issue candidate overall because it is specific, actionable, and names the exact broken path and crash condition.", + "best_issue_reason": "issue:44462 is the best overall issue candidate because it is the most general and central to the repeated tokenizer-loading complaints, making it the most useful canonical anchor for this cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Both are tokenizer/model load failures, but they name different repositories and no evidence shows the same underlying code-path bug." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Different failure modes: one is a model load regression, the other is a Mistral regex-patching AttributeError." + }, { "left": "issue:44462", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer-loading regressions, but one is about ignoring tokenizer.json and the other is a specific DeepSeek-Coder v1 output regression; not the same bug." + "reason": "Both concern tokenizer behavior on v5+, but one is generic tokenizer.json precedence while the other is a model-specific output regression; not enough to treat as the same bug." }, { "left": "issue:43611", "right": "issue:43644", "accept": false, - "reason": "Both are Transformers v5 regressions, but they describe different failures: model loading/base_model_prefix vs junk non-persistent buffers." + "reason": "Base-model-prefix loading and non-persistent buffer corruption are unrelated breakages." }, { "left": "issue:42796", "right": "issue:43404", "accept": false, - "reason": "Tokenizer BPE-marker handling and lm_head weight tying are unrelated bugs in different model components." + "reason": "Tokenizer BPE-marker handling and lm_head weight tying are different subsystems and different bugs." }, { "left": "issue:36032", "right": "issue:42915", "accept": false, - "reason": "A T5 tokenizer method-name conflict is unrelated to a Qwen3Moe FP8 configuration failure." + "reason": "A tokenizer method-name conflict is unrelated to a FineGrainedFP8 model failure." }, { "left": "issue:46285", "right": "issue:46402", "accept": false, - "reason": "Both involve model structure/loading, but CLIP text model inconsistency and Sam3 text-encoder weight loading are different defects." + "reason": "Different model-loading issues affecting different architectures and code paths." }, { "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "Mistral-3 image preprocessor dtype mismatch is not the same as a template-compilation error." + "reason": "Image preprocessor dtype mismatch and template compilation failure are unrelated." }, { "left": "issue:32090", "right": "issue:39404", "accept": false, - "reason": "Trainer GPU broadcast TypeError and Whisper return_language pipeline regression are separate code paths and symptoms." + "reason": "Trainer broadcast TypeError and Whisper return_language behavior are unrelated." }, { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "Model registration logic and compiled flex_attention on torch>=2.9 are unrelated." + "reason": "Auto-model registration failure and compiled flex_attention are unrelated." }, { "left": "issue:44737", "right": "issue:45859", "accept": false, - "reason": "Both are device/offload-related, but one is XLNet CPU tensor creation and the other is Qwen3.5-MoE rotary embedding CPU offload support." + "reason": "Both mention device/offload concerns, but they affect different models and different code paths." }, { "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "AutoConfig trust_remote_code field loss and Qwen3.5 PagedAttentionCache linear_attention crash are different problems." + "reason": "AutoConfig trust_remote_code field loss and PagedAttentionCache group-type failure are unrelated." }, { "left": "issue:44451", "right": "issue:44987", "accept": false, - "reason": "Two different model-loading regressions; nothing indicates the same underlying failure." + "reason": "Both are load failures on newer transformers versions, but they are different repos and no shared concrete bug is evident." }, { "left": "issue:40990", "right": "issue:43421", "accept": false, - "reason": "High perplexity on gpt-oss-20b is not the same as runtime post-processor updates in TokenizersBackend." + "reason": "Perplexity regression and runtime post-processor updates are unrelated." }, { "left": "issue:42915", "right": "issue:44530", "accept": false, - "reason": "Both mention Qwen models, but the FP8 config failure and the linear_attention cache crash are distinct issues." + "reason": "Qwen3Moe FP8 config failure and PagedAttentionCache linear_attention crash are unrelated." }, { "left": "issue:43541", "right": "issue:45084", "accept": false, - "reason": "Grouped_mm tracing failure and non-template-node compilation failure are different compiler/runtime bugs." + "reason": "Torch dynamo grouped_mm tracing failure and template-node compilation error are unrelated." }, { "left": "issue:43644", "right": "issue:43646", "accept": false, - "reason": "Both are Transformers v5 breakages, but one is about buffers and the other about custom model initialization." + "reason": "Junk-filled non-persistent buffers and custom model initialization issues are different regressions." }, { - "left": "issue:43582", - "right": "issue:43632", + "left": "issue:42175", + "right": "issue:46178", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError and _is_hf_initialized flag regression are unrelated." + "reason": "Missing tensorflow in extras and an unsupported backend name are related to packaging/backends broadly, but not the same concrete bug." }, { - "left": "issue:42175", - "right": "issue:46178", + "left": "issue:43582", + "right": "issue:43632", "accept": false, - "reason": "Both concern backend availability, but pip extras omitting TensorFlow and a missing tensorflow_text BACKENDS_MAPPING entry are different issues." + "reason": "AppleSilicon allocator type error and _is_hf_initialized flag breakage are unrelated." }, { "left": "issue:34567", "right": "issue:40444", "accept": false, - "reason": "TrainerState token counting and Qwen2.5-VL multi-image IterableDataset failures are unrelated." + "reason": "TrainerState token counting and multimodal iterable-dataset failures are unrelated." }, { "left": "issue:40444", "right": "issue:46326", "accept": false, - "reason": "Multi-image fine-tuning failure and mistral_common continue_final_message behavior are different bugs." + "reason": "Different multimodal/audio tokenizer behaviors with no shared bug path." }, { "left": "issue:44206", "right": "issue:44220", - "accept": true, - "reason": "Both point to the same audio feature-extraction failure path; 44206 gives the concrete symptom and 44220 names the underlying helper function." - }, - { - "left": "issue:43883", - "right": "issue:44488", "accept": false, - "reason": "Missing all_tied_weights_keys in Molmo and failure to load a specific BERT model are unrelated." + "reason": "Both are audio feature-extraction related, but one is a specific unsupported-arg crash and the other is too generic to confirm the same underlying defect." }, { "left": "issue:44811", "right": "issue:45584", "accept": false, - "reason": "Whisper batch_decode skip_special_tokens handling and empty-transcription generation after align_special_tokens are different failures." - }, - { - "left": "issue:36032", - "right": "issue:43645", - "accept": false, - "reason": "Tokenizer special-token attribute conflict is not the same as Jupyter custom-model initialization breakage." + "reason": "Both are Whisper special-token issues, but they affect different operations and do not clearly share the same bug." }, { - "left": "issue:43452", - "right": "issue:43482", + "left": "issue:44987", + "right": "issue:44991", "accept": false, - "reason": "Both are GGUF-related, but one is a general gguf_file API break and the other is a specific Qwen2.5-GGUF loading regression; not clearly the same bug." + "reason": "Both are tokenizer-loading regressions on v5+, but they are different models and there is no evidence they stem from the same concrete defect." }, { "left": "issue:43317", "right": "issue:43482", "accept": false, - "reason": "GPU+CPU offload dequantization loading and Qwen2.5-GGUF loading failures are different code paths." + "reason": "GPU/CPU offload dequantization failure and GGUF loading failure are different model-loading paths." }, { "left": "issue:45084", "right": "issue:45507", "accept": false, - "reason": "A template compilation error and an invalid method call in GraniteMoEHybrid are not the same issue." + "reason": "Template compilation and GraniteMoEHybrid invalid-method calls are unrelated." }, { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and MIMI padding-mask output mismatch are separate bugs." + "reason": "Audio chat-template sampling-rate defaults and MIMI batch-vs-single padding-mask behavior are unrelated." }, { - "left": "issue:43746", - "right": "issue:46326", + "left": "issue:43452", + "right": "issue:43482", + "accept": true, + "reason": "Both are GGUF loading regressions in transformers v5, and they plausibly reflect the same underlying loading-path breakage." + }, + { + "left": "issue:43883", + "right": "issue:44488", "accept": false, - "reason": "PEFT adapter loading from local checkpoints and mistral_common continue_final_message behavior are unrelated." + "reason": "Missing all_tied_weights_keys and a model-loading failure for a specific BERT repo are different issues." }, { - "left": "issue:44462", - "right": "issue:44987", + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Same broad symptom class, but no concrete evidence they are the same bug or fix." + }, + { + "left": "issue:43317", + "right": "issue:43482", "accept": false, - "reason": "Ignoring tokenizer.json and failing to load a specific model are different tokenizer-loading issues with no clear shared root cause." + "reason": "Dequantized device-map offload failure and GGUF loading failure are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The judgments are grounded in the packet and stay conservative overall. The only accepted soft pair, issue:44206/issue:44220, is a plausible same-bug audio feature-extraction cluster; the rest are reasonably treated as distinct failure modes. No PR pairs are present." + "feedback": "The summary is grounded in the packet and stays conservative: it correctly treats the cluster as mostly unrelated, picks a reasonable tokenizer-loading canonical issue, and does not overclaim most soft pairs. The one accepted soft edge (43452/43482) is plausibly supported by the titles as the same GGUF loading regression class." }, "evaluator_used": true, "retried": false, @@ -3465,8 +3471,8 @@ "review_unit_count": 61, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ @@ -3476,7 +3482,6 @@ "issue:41720", "issue:42915", "issue:43089", - "issue:43296", "issue:43322", "issue:43377", "issue:43404", @@ -3487,6 +3492,7 @@ "issue:43645", "issue:43646", "issue:43742", + "issue:43746", "issue:43792", "issue:43819", "issue:43883", @@ -3514,17 +3520,19 @@ "issue:45357", "issue:45987", "issue:46315", + "issue:46326", "issue:46821", "issue:46869", "issue:46899" ], "soft_pairs": [ + "issue:43746|issue:46326", + "issue:43792|issue:46869", "issue:45084|issue:46869", "issue:43646|issue:44534", - "issue:43792|issue:46869", - "issue:43883|issue:44991", "issue:44403|issue:45081", "issue:43645|issue:44534", + "issue:43883|issue:44991", "issue:44849|issue:45325", "issue:43377|issue:43819", "issue:43404|issue:44466", @@ -3541,232 +3549,231 @@ "issue:42915|issue:44589", "issue:43089|issue:45987", "issue:43322|issue:43540", - "issue:44479|issue:45325", "issue:43632|issue:46821", + "issue:44479|issue:45325", "issue:36032|issue:41720", "issue:43531|issue:44877", "issue:45216|issue:45357", "issue:44991|issue:46315", - "issue:43425|issue:44403", - "issue:43296|issue:43531" + "issue:43425|issue:44403" ], - "prepared_review_unit_hash": "eb13255cc4c0658f56b466cf5dccd2136c40c38f91ad817a8d72634286d492a7", + "prepared_review_unit_hash": "176bba81bf22b90ee2d99e129457fe22c60514353e592f347b29d6ea85610d29", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1842, - "serialized_chars": 956212, - "estimated_input_tokens": 239053, - "estimated_eval_tokens": 478362 + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36209, - "estimated_input_tokens": 9053, - "estimated_eval_tokens": 18362 + "serialized_chars": 36822, + "estimated_input_tokens": 9206, + "estimated_eval_tokens": 18668 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The packet is mostly a heterogeneous mix of unrelated regression reports. I would only accept the Qwen3.5 save_pretrained pair as a likely duplicate; the Qwen video/rope-index pair is too speculative from titles alone and should be kept separate.", - "confidence": 0.67, - "canonical_issue_reason": "issue:44479 is the broadest representative issue in the set: it is a user-facing Qwen VL regression report spanning multiple variants, making it the best overall issue anchor.", + "summary": "Mostly heterogeneous set of Transformers issues with one clear duplicate pair around Qwen3.5 save_pretrained checkpoint serialization. The rest are broad-topic collisions (tokenizers, multimodal models, generation, loading, and v5 regressions) but not the same concrete bug.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45216 is the earliest and broadest report for the Qwen3.5 save_pretrained checkpoint corruption, and issue:45357 reads as the same visual-encoder-key serialization bug resurfacing later.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 is the most representative issue overall because it has the broadest regression framing and the clearest cross-model impact among the issues in this packet.", + "best_issue_reason": "issue:45216 is the best canonical anchor for the only strong duplicate-like subcluster here: same API, same model family, and a concrete save_pretrained serialization fault.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45084", - "right": "issue:46869", + "left": "issue:43746", + "right": "issue:46326", "accept": false, - "reason": "Template compilation failure vs YOLO multi-GPU device-map failure are unrelated bugs." + "reason": "Different tokenizer subsystems and failure modes: PEFT checkpoint loading vs Mistral-common continue_final_message behavior." }, { - "left": "issue:43646", - "right": "issue:44534", + "left": "issue:43792", + "right": "issue:46869", "accept": false, - "reason": "Custom model init breakage and non-persistent buffer serialization are different code paths." + "reason": "Whisper runtime failure and YOLO multi-GPU device-map failure are unrelated model paths." }, { - "left": "issue:43792", + "left": "issue:45084", "right": "issue:46869", "accept": false, - "reason": "Whisper runtime failure and YOLO auto device-map failure are unrelated model bugs." + "reason": "Template compilation error vs YOLO device-map/autodispatch failure; no shared code-path." }, { - "left": "issue:43883", - "right": "issue:44991", + "left": "issue:43646", + "right": "issue:44534", "accept": false, - "reason": "Tied-weights attribute error and tokenizer load failure are not the same defect." + "reason": "Custom model initialization breakage vs non-persistent buffer serialization junk; different regressions." }, { "left": "issue:44403", "right": "issue:45081", "accept": false, - "reason": "Model-loading noise and tokenizer regex crash are different issues." + "reason": "One is logging/noise during load, the other is a Mistral regex patch crash; not the same bug." }, { "left": "issue:43645", "right": "issue:44534", "accept": false, - "reason": "Notebook custom-model init breakage and junk buffer behavior are separate regressions." + "reason": "Notebook custom-model init regression is unrelated to buffer initialization corruption." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Different model-loading failures: missing tied-weights attribute vs tokenizer load failure for a specific model." }, { "left": "issue:44849", "right": "issue:45325", "accept": false, - "reason": "Different Qwen3.5 bug surface and different underlying symptom: hidden states vs rope-index scaling." + "reason": "Output-hidden-states bug in Qwen3.5 is not the same as Qwen2.5-VL rope-index scaling." }, { "left": "issue:43377", "right": "issue:43819", "accept": false, - "reason": "Different multimodal/audio correctness bugs with unrelated failure modes." + "reason": "MIMI batched-padding-mask mismatch and DAC from_latents STE mismatch are separate model bugs." }, { "left": "issue:43404", "right": "issue:44466", "accept": false, - "reason": "Weight tying in a model class and save_pretrained serialization inconsistency are not the same bug." + "reason": "Weight-tying defect in one model is not the same as device-dependent save_pretrained serialization inconsistency." }, { "left": "issue:44464", "right": "issue:45987", "accept": false, - "reason": "Chunked generation inconsistency and StaticCache return-type mismatch are distinct problems." + "reason": "Chunked generation/compiled forward inconsistency is unrelated to StaticCache.get_seq_length return type." }, { "left": "issue:44987", "right": "issue:45081", "accept": false, - "reason": "Tokenizer load failure and Mistral regex patch crash are unrelated tokenizer bugs." + "reason": "Tokenizer load regression for a specific model does not match the Mistral regex patch crash." }, { "left": "issue:43994", "right": "issue:44610", "accept": false, - "reason": "Siglip2 inference corruption and OmDet processor size mismatch affect different subsystems." + "reason": "Siglip2 inference nonsense and OmDet-Turbo processor size mismatch are different model/processor bugs." }, { "left": "issue:44451", "right": "issue:45081", "accept": false, - "reason": "ScandiBERT load failure and Mistral tokenizer regex crash are unrelated." + "reason": "Generic model load failure and Mistral tokenizer patch crash are distinct issues." }, { "left": "issue:42915", "right": "issue:44291", "accept": false, - "reason": "Both touch compatibility, but FP8 config failure and init_empty_weights argument handling are different bugs." + "reason": "FineGrainedFP8Config failure is unrelated to init_empty_weights / _is_hf_initialized handling." }, { "left": "issue:28530", "right": "issue:34567", "accept": false, - "reason": "Early stopping metric selection and num_input_tokens_seen updating are unrelated Trainer issues." + "reason": "Early stopping metric selection and num_input_tokens_seen not updating are unrelated trainer issues." }, { "left": "issue:44008", "right": "issue:46899", "accept": false, - "reason": "Gemma3n variable collision and Gemma4 quantization dtype cast are different multimodal bugs." + "reason": "Gemma3n variable collision and Gemma4 4-bit dtype cast are separate multimodal bugs." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "T5 tokenizer method conflict and MobileLLM key error are unrelated loading errors." + "reason": "T5 tokenizer special-token conflict is unrelated to MobileLLM key error." }, { "left": "issue:44062", "right": "issue:44987", "accept": false, - "reason": "AddedToken keyword duplication and tokenizer loading failure are distinct tokenizer defects." + "reason": "AddedToken special-argument duplication is not the same as loading physical-intelligence/fast." }, { "left": "issue:44265", "right": "issue:44610", "accept": false, - "reason": "torch.export support issue and processor image-size mismatch are unrelated." + "reason": "torch.export torch_compilable_check failure is unrelated to OmDet-Turbo image-size mismatch." }, { "left": "issue:42915", "right": "issue:44589", "accept": false, - "reason": "Float8/quantization involvement is too broad; config failure and storage deserialization are not the same bug." + "reason": "FP8 config failure and float8 storage lookup failure are separate quantization/runtime issues." }, { "left": "issue:43089", "right": "issue:45987", "accept": false, - "reason": "Generation performance overhead and cache length contract mismatch are different issues." + "reason": "Generation performance overhead and cache seq-length return-type mismatch are not the same bug." }, { "left": "issue:43322", "right": "issue:43540", "accept": false, - "reason": "Llava Next load crash and Qwen3OmniMoe video ValueError are unrelated multimodal bugs." + "reason": "Llava Next loading segfault and Qwen3OmniMoe video-input ValueError are different multimodal failures." }, { - "left": "issue:44479", - "right": "issue:45325", + "left": "issue:43632", + "right": "issue:46821", "accept": false, - "reason": "Related Qwen area, but titles point to different concrete bugs: a broad video-input regression across several models versus a still-image temporal position_ids scaling issue in Qwen2.5-VL." + "reason": "_is_hf_initialized regression is unrelated to TimesFM window_size AttributeError." }, { - "left": "issue:43632", - "right": "issue:46821", + "left": "issue:44479", + "right": "issue:45325", "accept": false, - "reason": "Transformers v5 init-flag breakage and TimesFM window_size AttributeError are unrelated compatibility issues." + "reason": "Both are Qwen VL-family regressions, but one is a broad video-input failure and the other is a specific still-image rope-index bug; not clearly the same concrete change." }, { "left": "issue:36032", "right": "issue:41720", "accept": false, - "reason": "Tokenizer conflict and YOLO auto device-map CUDA assert are unrelated." + "reason": "Tokenizer construction error and Qwen3 auto-device-map CUDA assert are unrelated." }, { "left": "issue:43531", "right": "issue:44877", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior and granite_speech config strictness are different model/config problems." + "reason": "Qwen3-MoE sliding_window behavior and granite_speech config loading are unrelated." }, { "left": "issue:45216", "right": "issue:45357", "accept": true, - "reason": "Both describe the same Qwen3.5 save_pretrained checkpoint-content regression; the later report is a more specific continuation." + "reason": "Same Qwen3.5 save_pretrained serialization regression: both report incorrect checkpoint contents/visual encoder keys from the same API." }, { "left": "issue:44991", "right": "issue:46315", "accept": false, - "reason": "Tokenizer load failure and convert_tokens_to_ids performance regression are different defects." + "reason": "Tokenizer load failure for one model is not the same as slow convert_tokens_to_ids regression." }, { "left": "issue:43425", "right": "issue:44403", "accept": false, - "reason": "Torch version compatibility and loading noise are unrelated." - }, - { - "left": "issue:43296", - "right": "issue:43531", - "accept": false, - "reason": "PaddleOCR-VL load failure and Qwen3-MoE sliding-window bug are unrelated." + "reason": "Torch version compatibility complaint and generic loading noise are not the same underlying bug." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The summary is mostly conservative, but one soft-edge acceptance is too speculative for the packet: issue:44479 vs issue:45325 is not clearly the same bug from the titles alone. 44479 is a broader video-input regression across several Qwen models, while 45325 is a still-image temporal position_ids scaling issue in Qwen2.5-VL. They may be related, but the evidence here does not firmly support a duplicate verdict. The Qwen3.5 save_pretrained pair looks more grounded, but the overstatement on the first pair makes the overall output too aggressive for a precision review." + "accept": true, + "feedback": "The summary is grounded in the packet. The Qwen3.5 pair (issue:45216 / issue:45357) is the only clearly supported duplicate-like cluster from the titles and chronology, and the remaining soft-edge rejections are conservative rather than overstated. No PR-mergeability concerns apply here." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -3779,8 +3786,8 @@ "review_unit_count": 61, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ @@ -3833,6 +3840,7 @@ "issue:46909" ], "soft_pairs": [ + "issue:43296|issue:43531", "issue:44220|issue:44683", "issue:43611|issue:44534", "issue:40444|issue:45325", @@ -3851,11 +3859,11 @@ "issue:35707|issue:40444", "issue:44079|issue:45663", "issue:43482|issue:45538", - "issue:41553|issue:43582", "issue:43421|issue:44568", "issue:43531|issue:44291", "issue:43632|issue:44534", "issue:42175|issue:45542", + "issue:41553|issue:43582", "issue:41720|issue:45081", "issue:44462|issue:45812", "issue:43317|issue:43856", @@ -3863,208 +3871,214 @@ "issue:44509|issue:46909", "issue:43296|issue:46821" ], - "prepared_review_unit_hash": "2add4e729103df5147c008fb44b4d8011d2c20e4bc1c2999e51b68ff86b98507", + "prepared_review_unit_hash": "e3b5456eb387971c297dbd2065ecca422326b353b17a05f88903e69194a460e5", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1842, - "serialized_chars": 956212, - "estimated_input_tokens": 239053, - "estimated_eval_tokens": 478362 + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35740, - "estimated_input_tokens": 8935, - "estimated_eval_tokens": 18126 + "soft_pair_count": 30, + "serialized_chars": 36038, + "estimated_input_tokens": 9010, + "estimated_eval_tokens": 18276 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose set of unrelated Transformers issues; the proposed soft pairs share only broad topical similarity (often just \"tokenizer\", \"v5\", or a model family) and do not look like the same underlying bug. No soft edge should be merged.", - "confidence": 0.82, - "canonical_issue_reason": "issue:45812 is the strongest representative: it is a concrete, silent, high-impact tokenizer regression with broad model-family impact and inbound references, making it more central than the narrower or more idiosyncratic reports here.", + "summary": "This cluster is heterogeneous: it mixes unrelated tokenizer regressions, multimodal model-loading bugs, training/runtime failures, and docs/backend issues. None of the soft-edge pairs look like the same underlying bug or change, so I would not merge any of them as duplicates.", + "confidence": 0.31, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:45812 is the most actionable and broadly relevant issue in the set, with the clearest regression framing and the widest apparent blast radius.", + "best_issue_reason": "issue:45812 is the broadest and most user-impacting regression here (token IDs wrong across Granite models after v4\u2192v5), so it is the best representative issue if one must be chosen.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "Different problems: PaddleOCR-VL load failure in vLLM vs Qwen3-MoE sliding_window behavior." + }, { "left": "issue:44220", "right": "issue:44683", "accept": false, - "reason": "Different failures in different subsystems: feature extraction vs compiled flex_attention on torch 2.9." + "reason": "Different code paths: audio feature extraction failure vs compiled flex_attention breakage on torch>=2.9." }, { "left": "issue:43611", "right": "issue:44534", "accept": false, - "reason": "Both are v5 regressions, but one is about loading models with base_model_prefix and the other about non-persistent buffers being filled incorrectly." + "reason": "Both are v5 regressions, but one is base_model_prefix loading and the other is non-persistent buffer initialization." }, { "left": "issue:40444", "right": "issue:45325", "accept": false, - "reason": "Same model family, but different bugs: iterable-dataset multi-image finetuning vs still-image rope/position id scaling." + "reason": "Both involve Qwen2.5-VL, but one is multi-image finetuning failure and the other is temporal position_id scaling for still images." }, { "left": "issue:43716", "right": "issue:46899", "accept": false, - "reason": "Both are multimodal dtype issues, but they involve different models and different code paths." + "reason": "Both are dtype-related multimodal issues, but they affect different models and different failure modes." }, { "left": "issue:45812", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and different behaviors." + "reason": "Both are tokenizer regressions, but Granite wrong token IDs and CodeLlama leading-space round-trip loss are distinct bugs." }, { "left": "issue:44403", "right": "issue:44991", "accept": false, - "reason": "Different problems: noisy loading logs vs tokenizer loading failure for a specific model." + "reason": "Unnecessary loading noise is not the same as a tokenizer-loading failure for a specific model." }, { "left": "issue:43381", "right": "issue:45923", "accept": false, - "reason": "Related to gradient checkpointing, but one is eval-mode behavior and the other is a missing capability flag on a trust_remote_code model." + "reason": "One is gradient checkpointing being unusable in eval mode; the other is a missing supports_gradient_checkpointing flag." }, { "left": "issue:43632", "right": "issue:44756", "accept": false, - "reason": "Completely different issues: an initialization flag regression vs mmap/OOM on Strix Halo." + "reason": "Unrelated failures: _is_hf_initialized breakage vs mmap OOM on Strix Halo." }, { "left": "issue:42796", "right": "issue:43746", "accept": false, - "reason": "Tokenizer BPE-marker handling and PEFT checkpoint loading are unrelated bugs." + "reason": "Tokenizer BPE-marker handling and PEFT checkpoint loading are unrelated." }, { "left": "issue:43792", "right": "issue:44589", "accept": false, - "reason": "Different failures: Whisper model runtime failure vs missing Float8 storage type." + "reason": "Whisper runtime failure and missing Float8 storage type are different loading/runtime issues." }, { "left": "issue:33666", "right": "issue:40444", "accept": false, - "reason": "Both concern VL training, but one is multi-GPU training and the other is multi-image iterable-dataset finetuning." + "reason": "Both are Qwen2-VL/Qwen2.5-VL training-related, but multi-GPU training and multi-image dataset failure are not the same bug." }, { "left": "issue:40990", "right": "issue:44811", "accept": false, - "reason": "Unrelated: perplexity regression on a language model vs Whisper batch_decode skip_special_tokens handling." + "reason": "Perplexity regression on GPT-OSS is unrelated to Whisper batch_decode special-token handling." }, { "left": "issue:44291", "right": "issue:44589", "accept": false, - "reason": "Different v5-related errors in different code paths: init_empty_weights argument mismatch vs Float8 storage lookup." + "reason": "Different root causes: unexpected _is_hf_initialized arg versus missing Float8 storage object." }, { "left": "issue:42796", "right": "issue:46710", "accept": false, - "reason": "Tokenizer marker handling and an accuracy regression after upgrade are not the same underlying bug." + "reason": "Tokenizer marker handling for Ministral is unrelated to DeepSeek accuracy regression after upgrade." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "Both are model-loading issues, but they affect different models and distinct missing-attribute paths." + "reason": "Both are v5 loading issues, but Qwen2.5-GGUF failure and missing pad_token_id on Llama4Config are distinct." }, { "left": "issue:35707", "right": "issue:40444", "accept": false, - "reason": "Different generation/training failures with no shared code-path evidence." + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen2.5-VL multi-image finetuning." }, { "left": "issue:44079", "right": "issue:45663", "accept": false, - "reason": "One is ModelOutput key assignment, the other is a Gemma4 FSDP2 attention bug." + "reason": "ModelOutput key assignment bug and Gemma4 FSDP2 shared_kv_states KeyError are different problems." }, { "left": "issue:43482", "right": "issue:45538", "accept": false, - "reason": "One is GGUF model loading, the other is CLIPTokenizer max length configuration." - }, - { - "left": "issue:41553", - "right": "issue:43582", - "accept": false, - "reason": "No meaningful overlap: tokenizer error messaging vs Apple Silicon allocator warmup TypeError." + "reason": "Qwen2.5-GGUF loading failure is unrelated to CLIPTokenizer model_max_length behavior." }, { "left": "issue:43421", "right": "issue:44568", "accept": false, - "reason": "Both involve special tokens, but one is backend post-processor updates and the other is a model-specific BOS/EOS regression." + "reason": "Runtime post-processor update semantics are not the same as add_special_tokens failing to insert BOS/EOS." }, { "left": "issue:43531", "right": "issue:44291", "accept": false, - "reason": "Different issues: Qwen3-MoE sliding window logic vs init_empty_weights argument handling." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to init_empty_weights argument handling." }, { "left": "issue:43632", "right": "issue:44534", "accept": false, - "reason": "Separate regressions: _is_hf_initialized flag handling vs non-persistent buffer initialization." + "reason": "_is_hf_initialized flag breakage and non-persistent buffer junk are different v5 regressions." }, { "left": "issue:42175", "right": "issue:45542", "accept": false, - "reason": "Both mention TensorFlow packaging, but one is missing backend inclusion and the other is undefined backend behavior with tensorboard-only installs." + "reason": "Both mention TensorFlow backend packaging, but missing TF in torch extras and undefined backend with tensorboard-only install are different issues." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "AutoTokenizer error messaging for Voxtral is unrelated to AppleSilicon caching_allocator_warmup TypeError." }, { "left": "issue:41720", "right": "issue:45081", "accept": false, - "reason": "Different areas entirely: device-mapping CUDA assert vs Mistral tokenizer regex patch crash." + "reason": "Qwen3 auto device mapping cudaErrorAssert and Mistral tokenizer regex patch crash are unrelated." }, { "left": "issue:44462", "right": "issue:45812", "accept": false, - "reason": "Both are AutoTokenizer problems, but one is ignoring tokenizer.json and the other is wrong Granite token IDs; not enough evidence they are the same bug." + "reason": "Ignoring tokenizer.json and producing wrong Granite token IDs are different AutoTokenizer regressions." }, { "left": "issue:43317", "right": "issue:43856", "accept": false, - "reason": "Distinct problems: device_map offload loading vs Qwen3 MoE training memory usage." + "reason": "Dequantized model offload loading failure and Qwen3 MoE memory inefficiency are different load/training issues." }, { "left": "issue:44079", "right": "issue:44534", "accept": false, - "reason": "ModelOutput key assignment and buffer initialization regressions are unrelated." + "reason": "ModelOutput key bookkeeping and v5 non-persistent buffer initialization are unrelated." }, { "left": "issue:44509", "right": "issue:46909", "accept": false, - "reason": "Both are documentation-related only at a very broad level; different docs and different concrete issues." + "reason": "Both are documentation issues, but they concern different docs and different content errors." }, { "left": "issue:43296", "right": "issue:46821", "accept": false, - "reason": "Different model/loading failures with no shared underlying code path." + "reason": "PaddleOCR-VL loading failure is unrelated to TimesFM window_size AttributeError." } ] }, @@ -4083,8 +4097,8 @@ "review_unit_count": 61, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ @@ -4114,14 +4128,13 @@ "issue:43819", "issue:43828", "issue:43873", - "issue:43881", "issue:43994", "issue:44079", + "issue:44186", "issue:44265", "issue:44291", "issue:44466", "issue:44479", - "issue:44488", "issue:44829", "issue:44877", "issue:45072", @@ -4141,8 +4154,8 @@ "issue:43377|issue:45491", "issue:43611|issue:43646", "issue:43818|issue:46402", - "issue:44829|issue:45479", "issue:42175|issue:43296", + "issue:44829|issue:45479", "issue:43644|issue:44079", "issue:43818|issue:45357", "issue:44265|issue:45072", @@ -4153,8 +4166,8 @@ "issue:43454|issue:44466", "issue:42915|issue:43482", "issue:44291|issue:44877", - "issue:43701|issue:45325", "issue:43873|issue:45701", + "issue:43701|issue:45325", "issue:42796|issue:45381", "issue:43606|issue:44265", "issue:40990|issue:45584", @@ -4163,213 +4176,213 @@ "issue:43828|issue:46821", "issue:35707|issue:41720", "issue:34634|issue:35707", - "issue:43881|issue:44488", "issue:39692|issue:40444", "issue:43454|issue:43550", + "issue:44186|issue:44265", "issue:43606|issue:43819" ], - "prepared_review_unit_hash": "0084545d1a6808bb9ebad1ad6ce92e752ff6ceba0fda657e6556b7fb20e02a82", + "prepared_review_unit_hash": "1ceb374f4786504636c349a26116e56ecac230e5acbe0cf8e4ab13d17ad570ac", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1842, - "serialized_chars": 956212, - "estimated_input_tokens": 239053, - "estimated_eval_tokens": 478362 + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 36579, - "estimated_input_tokens": 9145, - "estimated_eval_tokens": 18546 + "serialized_chars": 36078, + "estimated_input_tokens": 9020, + "estimated_eval_tokens": 18296 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft edge looks like a true duplicate; the list is a collection of unrelated bugs/regressions across different models and APIs. No PRs are present.", - "confidence": 0.88, - "canonical_issue_reason": "No single issue is a safe canonical anchor: the items span unrelated code paths, and the similar-looking pairs still differ in concrete failure mode or subsystem.", + "summary": "This cluster is mostly a grab bag of unrelated Transformers bug reports across different models and subsystems. There is no strong duplicate hub; at best it has a loose theme of v5/v5.x regressions and model-specific correctness issues.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43611 is the broadest, most central regression report in the set: a Transformers 5 loading break that can affect many model families. It is more representative of the cluster than the highly model-specific bugs.", "canonical_pr_reason": null, - "best_issue_reason": "No issue stands out as a global duplicate target; the set is too heterogeneous to collapse into one representative bug report.", + "best_issue_reason": "issue:43611 is the best representative issue for triage because it captures the widest cross-model failure mode. That said, the cluster is too heterogeneous to treat as a true duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43377", "right": "issue:45491", "accept": false, - "reason": "Different models and different failures: padding-mask batching mismatch vs NaN embeddings in sliding-window attention." + "reason": "Both are encoder/attention correctness bugs, but they affect different models and symptoms (padding mask vs sliding-window NaNs)." }, { "left": "issue:43611", "right": "issue:43646", "accept": false, - "reason": "Both are v5 regressions, but the concrete bugs differ: loading with base_model_prefix vs custom model initialization." + "reason": "Both involve Transformers 5 regressions, but one is model loading/base_model_prefix and the other is custom initialization; not the same bug." }, { "left": "issue:43818", "right": "issue:46402", "accept": false, - "reason": "Unrelated models and root causes: Video-LLaVA tower/weights issue vs Sam3Model text encoder weights not loading." + "reason": "Different models and failures: missing temporal attention in Video-LLaVA vs Sam3 text encoder weights not loaded." }, { - "left": "issue:44829", - "right": "issue:45479", + "left": "issue:42175", + "right": "issue:43296", "accept": false, - "reason": "Both touch training behavior, but one is flash_attention_3 regression and the other is a single-label classification loss edge case." + "reason": "Unrelated packaging/backend issue versus a vLLM model-load failure." }, { - "left": "issue:42175", - "right": "issue:43296", + "left": "issue:44829", + "right": "issue:45479", "accept": false, - "reason": "Different domains entirely: pip backend dependency packaging vs vLLM loading failure for a specific model." + "reason": "Both are training degeneracy reports, but the root causes differ: FA3 attention regression vs single-label num_labels=1 loss behavior." }, { "left": "issue:43644", "right": "issue:44079", "accept": false, - "reason": "Different internals: non-persistent buffer serialization junk vs ModelOutput key assignment behavior." + "reason": "Different code paths: non-persistent buffer serialization junk versus ModelOutput key assignment." }, { "left": "issue:43818", "right": "issue:45357", "accept": false, - "reason": "Different bugs in different models: Video-LLaVA architecture/weights vs Qwen3.5 save_pretrained visual encoder keys." + "reason": "Different failures in different models: Video-LLaVA architecture issue versus Qwen3.5 save_pretrained key regression." }, { "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "Different code paths: torch.export with torch_compilable_check vs dtype mismatches in bfloat16 inference." + "reason": "One is torch.export failing on torch_compilable_check; the other is bfloat16 dtype mismatch in inference." }, { "left": "issue:43493", "right": "issue:43994", "accept": false, - "reason": "Same model family, but not clearly the same bug: JAX/HF discrepancy vs nonsensical AutoModel/pipeline results." + "reason": "Both are SigLIP2 correctness complaints, but one is HF-vs-JAX parity and the other is AutoModel/pipeline behavior; not clearly the same bug." }, { "left": "issue:40444", "right": "issue:45381", "accept": false, - "reason": "Both involve multimodal Qwen models, but one is finetuning with multiple images and the other is video position-id regression." + "reason": "Different Qwen2.5-VL failures: iterable-dataset multi-image finetuning versus video position-id regression." }, { "left": "issue:45325", "right": "issue:45834", "accept": false, - "reason": "Different models and symptoms: Qwen2.5-VL rope/position-id scaling vs Kosmos2.5 OCR index error." + "reason": "Both concern Qwen-style multimodal indexing, but one is temporal position scaling and the other is OCR long-input index errors." }, { "left": "issue:45325", "right": "issue:45381", "accept": false, - "reason": "Related family, but one is still-image temporal scaling and the other is video vision_position_ids; not the same concrete bug." + "reason": "Related video-position bugs, but the reported symptoms and affected code paths are distinct enough to keep separate." }, { "left": "issue:43454", "right": "issue:44466", "accept": false, - "reason": "Both mention lm_head/tied weights, but one is a model config tie bug and the other is device-dependent serialization behavior." + "reason": "Weight tying / lm_head loading issue versus inconsistent serialization behavior; related area, not the same defect." }, { "left": "issue:42915", "right": "issue:43482", "accept": false, - "reason": "Different loading/runtime failures: FineGrainedFP8Config on Qwen3Moe vs GGUF loading on Qwen2.5." + "reason": "Different model families and failures: FineGrainedFP8Config versus GGUF loading under v5." }, { "left": "issue:44291", "right": "issue:44877", "accept": false, - "reason": "Different failures: unexpected _is_hf_initialized argument with init_empty_weights vs strict config rejection for granite_speech." + "reason": "Both are config/init compatibility issues, but one is init_empty_weights argument handling and the other is strict config loading for granite_speech." }, { - "left": "issue:43701", - "right": "issue:45325", + "left": "issue:43873", + "right": "issue:45701", "accept": false, - "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL position-id computation." + "reason": "Quantization/offloading behavior is unrelated to tokenizer changes across versions." }, { - "left": "issue:43873", - "right": "issue:45701", + "left": "issue:43701", + "right": "issue:45325", "accept": false, - "reason": "Quantized offloading behavior is unrelated to tokenizer changes across versions." + "reason": "resume_from_checkpoint key mismatch is unrelated to Qwen2.5-VL temporal position-id scaling." }, { "left": "issue:42796", "right": "issue:45381", "accept": false, - "reason": "Tokenizer BPE marker handling is unrelated to Qwen2.5-VL video position-id regression." + "reason": "Tokenizer BPE-marker handling and Qwen2.5-VL video position ids are different bugs." }, { "left": "issue:43606", "right": "issue:44265", "accept": false, - "reason": "CPU offload device mismatch for Bark-small is unrelated to torch.export failures with torch_compilable_check." + "reason": "CPU-offload device mismatch for Bark-small is unrelated to torch.export/torch_compilable_check failures." }, { "left": "issue:40990", "right": "issue:45584", "accept": false, - "reason": "Different tasks and failure modes: perplexity on WikiText-2 vs Whisper empty-transcription generation after token alignment." + "reason": "Perplexity anomaly on gpt-oss-20b is not the same as Whisper empty-transcription generation failure." }, { "left": "issue:43262", "right": "issue:43746", "accept": false, - "reason": "Audio chat-template sample-rate defaulting is unrelated to PEFT checkpoint loading for GraniteSpeech." + "reason": "Audio chat-template sampling-rate defaulting and PEFT checkpoint loading are unrelated." }, { "left": "issue:44479", "right": "issue:45823", "accept": false, - "reason": "Different models and root causes: Qwen video-input regression vs Gemma4 PLE device mismatch in forward." + "reason": "Both are device/vision-related, but one is a Qwen video regression and the other is a Gemma4 PLE device_map forward mismatch." }, { "left": "issue:43828", "right": "issue:46821", "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to TimesFM window_size attribute handling." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to a TimesFM window_size AttributeError." }, { "left": "issue:35707", "right": "issue:41720", "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen3 auto device mapping cudaErrorAssert." + "reason": "Progressive generation with inputs_embeds/past_key_values is a different code path from Qwen3 auto device mapping cudaErrorAssert." }, { "left": "issue:34634", "right": "issue:35707", "accept": false, - "reason": "BarkProcessor voice_preset and generation with inputs_embeds/past_key_values are different bugs." - }, - { - "left": "issue:43881", - "right": "issue:44488", - "accept": false, - "reason": "Different model loading problems: glm-4v-9b vs cjvt/sleng-bert." + "reason": "Bark voice_preset and generation with inputs_embeds/past_key_values are unrelated failures." }, { "left": "issue:39692", "right": "issue:40444", "accept": false, - "reason": "SigLIP2 doc-example errors are unrelated to Qwen2.5-VL multi-image finetuning failures." + "reason": "SigLIP2 docs/model mismatch and Qwen2.5-VL multi-image finetuning failure are different issues." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "AyaVision lm_head weight tying and Bamba SDPA torch.compile failures are different code-path issues." + "reason": "Weight tying/text-generation garbage is unrelated to Bamba torch.compile SDPA failure." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes are unrelated to torch.export/torch_compilable_check export failures." }, { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "CPU offload device mismatch and DAC.from_latents/forward mismatch are unrelated bugs." + "reason": "Both are model correctness bugs, but one is device offload mismatch and the other is DAC latents/STE mismatch; not mergeable as one fix." } ] }, @@ -4388,8 +4401,8 @@ "review_unit_count": 61, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ @@ -4417,9 +4430,9 @@ "issue:43881", "issue:43883", "issue:44186", - "issue:44265", "issue:44387", "issue:44466", + "issue:44488", "issue:44534", "issue:44568", "issue:44610", @@ -4443,17 +4456,17 @@ "issue:46821" ], "soft_pairs": [ - "issue:44186|issue:44265", + "issue:43881|issue:44488", "issue:41720|issue:45823", "issue:43377|issue:44610", - "issue:46305|issue:46315", "issue:43257|issue:45923", + "issue:46305|issue:46315", "issue:44568|issue:45920", "issue:42796|issue:46209", "issue:43454|issue:45072", "issue:45823|issue:46821", - "issue:43377|issue:44898", "issue:40990|issue:42947", + "issue:43377|issue:44898", "issue:43454|issue:43720", "issue:42617|issue:42915", "issue:43317|issue:43873", @@ -4462,240 +4475,240 @@ "issue:43322|issue:46050", "issue:41720|issue:43322", "issue:36331|issue:42617", - "issue:43526|issue:43883", "issue:44387|issue:45704", "issue:41720|issue:44977", - "issue:43881|issue:44991", "issue:36331|issue:42915", "issue:44466|issue:45357", + "issue:43526|issue:43883", "issue:43450|issue:45701", "issue:44877|issue:44991", "issue:43065|issue:46402", + "issue:43881|issue:44991", "issue:40990|issue:45701", "issue:41720|issue:42617", - "issue:44186|issue:45072", - "issue:26413|issue:28530" + "issue:26413|issue:28530", + "issue:44186|issue:45072" ], - "prepared_review_unit_hash": "35325942fcf57d23909e65a8c14f36af221084b8ab1b7a0ea32ba3f72e260db1", + "prepared_review_unit_hash": "b876dcedb78b7b119fc45c360ad1df54612d08a3e563ec490f41770f9b7bbfd9", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1842, - "serialized_chars": 956212, - "estimated_input_tokens": 239053, - "estimated_eval_tokens": 478362 + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37352, - "estimated_input_tokens": 9338, - "estimated_eval_tokens": 18932 + "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": "The cluster is highly heterogeneous: most items are unrelated model-, tokenizer-, loading-, or quantization-specific bugs that only share Transformers/v5 vocabulary. None of the soft pairs look like the same concrete bug/change, so no merges are justified.", - "confidence": 0.93, - "canonical_issue_reason": "issue:43873 is the closest thing to an umbrella item because it is the broadest open report with multiple references around offloading/quantization, but it still does not actually cover the rest of the cluster.", + "summary": "This is a heterogeneous issue cluster with no true duplicate pairings; the soft-similarity matches are mostly broad-topic overlaps (tokenization, loading, device_map, offloading) but not the same concrete bug.", + "confidence": 0.95, + "canonical_issue_reason": "No single issue cleanly represents the whole cluster; if one must be chosen, issue 43873 is the closest fit because it is the most concrete and high-signal offloading/quantization regression with multiple inbound refs.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the best representative by breadth and discussion/activity, though it should not be treated as a true duplicate for most of these reports.", + "best_issue_reason": "Issue 43873 is the strongest standalone representative here: open, user-facing, and backed by multiple references/discussion, unlike the mostly unrelated neighboring reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44186", - "right": "issue:44265", + "left": "issue:43881", + "right": "issue:44488", "accept": false, - "reason": "Tokenizer NER/padding crash vs torch.export export failure; different components and failure modes." + "reason": "Both are model loading failures, but for different models and likely different root causes; not the same bug." }, { "left": "issue:41720", "right": "issue:45823", "accept": false, - "reason": "Both involve device_map/placement, but one is a Qwen3 cuda assert and the other is Gemma4 PLE forward device mismatch; not the same bug." + "reason": "Both involve device_map/placement issues, but one is a CUDA assert on A800 and the other is a forward-time device mismatch in a different model." }, { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "Batched-output masking issue in MIMI encoder vs image processor output-size mismatch; unrelated code paths." + "reason": "Both mention batched behavior, but one is an encoder output mismatch and the other is a processor shape mismatch in a different pipeline." }, { - "left": "issue:46305", - "right": "issue:46315", + "left": "issue:43257", + "right": "issue:45923", "accept": false, - "reason": "Sliding-window mask off-by-one vs tokenizer performance regression; different behavior entirely." + "reason": "Different problems: MoE weight conversion with accelerate/deepspeed vs a missing gradient-checkpointing flag on a trust_remote_code model." }, { - "left": "issue:43257", - "right": "issue:45923", + "left": "issue:46305", + "right": "issue:46315", "accept": false, - "reason": "MoE weight conversion under accelerate/deepspeed vs missing gradient_checkpointing flag on trust_remote_code; not the same issue." + "reason": "Completely unrelated code paths: a sliding-window mask off-by-one vs tokenizer conversion performance regression." }, { "left": "issue:44568", "right": "issue:45920", "accept": false, - "reason": "Specific BOS/EOS addition bug for one tokenizer vs incorrect token IDs across many tokenizers; too broad and different." + "reason": "Both are tokenizer regressions, but they affect different APIs and symptoms; not the same concrete defect." }, { "left": "issue:42796", "right": "issue:46209", "accept": false, - "reason": "Tokenizer BPE marker handling vs FP8 inference failure on B200; unrelated subsystems." + "reason": "Tokenizer BPE-marker handling and FP8 inference on B200 are unrelated bugs." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "Tied-weight serialization bug vs dtype mismatch in bfloat16 inference; different code paths." + "reason": "lm_head weight tying and bfloat16 dtype mismatches are different model/inference issues." }, { "left": "issue:45823", "right": "issue:46821", "accept": false, - "reason": "Device-map forward mismatch vs TimesFM window_size AttributeError; no shared bug." + "reason": "Different subsystems entirely: device_map forward mismatch vs a TimesFM window_size AttributeError." }, { - "left": "issue:43377", - "right": "issue:44898", + "left": "issue:40990", + "right": "issue:42947", "accept": false, - "reason": "Batched MIMI padding-mask issue vs Perceiver interpolation failure; different models and causes." + "reason": "Perplexity on a model/dataset and ineffective gradient checkpointing are not the same bug." }, { - "left": "issue:40990", - "right": "issue:42947", + "left": "issue:43377", + "right": "issue:44898", "accept": false, - "reason": "High perplexity on one model/data pair vs gradient checkpointing ineffective with LoRA; not same underlying problem." + "reason": "Both are input-shape related, but one is batched-vs-single encoder output drift and the other is resolution handling in Perceiver classification." }, { "left": "issue:43454", "right": "issue:43720", "accept": false, - "reason": "Weight tying/serialization vs packed-weight unpacking during accelerate loading; related theme but different defect." + "reason": "Weight tying in AyaVision and unpacking packed weights in BitNet are different loading paths and failures." }, { "left": "issue:42617", "right": "issue:42915", "accept": false, - "reason": "3d_parallel.py runtime failure vs Qwen3Moe FP8 config failure; unrelated." + "reason": "No shared bug: one is a 3d_parallel.py runtime failure, the other is a FineGrainedFP8Config issue." }, { "left": "issue:43317", "right": "issue:43873", "accept": false, - "reason": "Both mention offloading/quantization, but one is dequantized-model loading on gpu+cpu offload and the other is a broader offloading complaint; not one concrete bug." + "reason": "Both touch offloading/quantization, but one is a dequantized-model load failure and the other is broader offloading not working; root cause is not established as the same." }, { "left": "issue:43572", "right": "issue:45759", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig vs failure to unwrap text_config for composite Qwen configs; both config-related but distinct." + "reason": "Config-field absence and text_config unwrapping are different config-loading problems." }, { "left": "issue:43749", "right": "issue:44534", "accept": false, - "reason": "FSDP CPU RAM efficient loading bug vs non-persistent buffers filled with junk; different regressions." + "reason": "Both involve loading/state behavior in v5, but one is FSDP CPU RAM-efficient loading and the other is non-persistent buffer corruption." }, { "left": "issue:43322", "right": "issue:46050", "accept": false, - "reason": "Llava Next loading segfault vs sinq quantized save/load breakage; unrelated failure modes." + "reason": "Segmentation fault while loading Llava Next is unrelated to sinq quantization save/load breakage." }, { "left": "issue:41720", "right": "issue:43322", "accept": false, - "reason": "Different model-load failures: Qwen3 device-map cuda assert vs Llava Next segfault." + "reason": "Different failures and code paths: auto device-map CUDA assert vs loading crash/segfault for Llava Next." }, { "left": "issue:36331", "right": "issue:42617", "accept": false, - "reason": "Unexpected compute_loss keyword vs inability to run 3d_parallel.py; not the same bug." - }, - { - "left": "issue:43526", - "right": "issue:43883", - "accept": false, - "reason": "BeitImageProcessorFast label reduction bug vs missing all_tied_weights_keys attribute on Molmo; different areas." + "reason": "Unexpected compute_loss kwargs and 3d_parallel execution failure are unrelated training issues." }, { "left": "issue:44387", "right": "issue:45704", "accept": false, - "reason": "Int4 quantization OOM vs apex RMSNorm memory leak; both memory-related but different root causes." + "reason": "Both are memory-related, but one is int4 CUDA reserved-memory growth and the other is an apex RMSNorm leak." }, { "left": "issue:41720", "right": "issue:44977", "accept": false, - "reason": "Qwen3 device-map cuda assert vs Qwen3.5 flash-attention generation issue; same family name but different code paths and symptoms." - }, - { - "left": "issue:43881", - "right": "issue:44991", - "accept": false, - "reason": "Model loading failure for glm-4v-9b vs tokenizer loading regression for est-roberta; unrelated." + "reason": "Device-map CUDA assert and flash-attention generation failure are different bugs." }, { "left": "issue:36331", "right": "issue:42915", "accept": false, - "reason": "CustomTrainer compute_loss signature break vs Qwen3Moe FP8 config failure; not duplicates." + "reason": "Unexpected compute_loss keyword handling and Qwen3Moe FP8 failure are unrelated." }, { "left": "issue:44466", "right": "issue:45357", "accept": false, - "reason": "Both are save_pretrained regressions, but one is lm_head weight serialization and the other is incorrect visual encoder keys; not the same underlying change." + "reason": "Both concern serialization, but one is tied lm_head weight serialization and the other is visual encoder keys in Qwen3.5 save_pretrained." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "reduce_labels output shape and missing all_tied_weights_keys are different model utility issues." }, { "left": "issue:43450", "right": "issue:45701", "accept": false, - "reason": "Batched video processor shape bug vs tokenization behavior changing across versions; unrelated." + "reason": "Video processor batch-shape bug and tokenization changes are unrelated." }, { "left": "issue:44877", "right": "issue:44991", "accept": false, - "reason": "Strict config loading for granite_speech vs tokenizer loading regression; different problems." + "reason": "Strict config loading and tokenizer loading regression are different failure modes." }, { "left": "issue:43065", "right": "issue:46402", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder vs missing text encoder weight loading in Sam3Model; same model family but not the same defect." + "reason": "Both are Sam3-related, but one is a dummy Conv2d concern and the other is missing text encoder weight loading." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "A model loading failure and a tokenizer loading regression are not the same bug." }, { "left": "issue:40990", "right": "issue:45701", "accept": false, - "reason": "High perplexity on a specific model/data setup vs version-dependent tokenization differences; not the same bug." + "reason": "Different symptoms and code paths: perplexity regression vs tokenization changes." }, { "left": "issue:41720", "right": "issue:42617", "accept": false, - "reason": "Device-map cuda assert vs 3d_parallel.py execution failure; no concrete overlap." + "reason": "Auto device mapping CUDA assert and a parallel script failure are unrelated." }, { - "left": "issue:44186", - "right": "issue:45072", + "left": "issue:26413", + "right": "issue:28530", "accept": false, - "reason": "Tokenizer crash on NER/batching vs dtype mismatch in bfloat16 inference; different subsystems." + "reason": "Checkpoint resume epoch_iterator failure and early stopping metric lookup are unrelated trainer issues." }, { - "left": "issue:26413", - "right": "issue:28530", + "left": "issue:44186", + "right": "issue:45072", "accept": false, - "reason": "Checkpoint-resume epoch iterator failure vs early stopping missing metric warning; unrelated trainer behaviors." + "reason": "Tokenizer crash on NER/batched padding and dtype mismatches in inference are different bugs." } ] }, @@ -4714,8 +4727,8 @@ "review_unit_count": 61, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ @@ -4729,8 +4742,9 @@ "issue:43295", "issue:43316", "issue:43317", + "issue:43322", "issue:43404", - "issue:43526", + "issue:43425", "issue:43531", "issue:43550", "issue:43572", @@ -4740,7 +4754,6 @@ "issue:43708", "issue:43720", "issue:43873", - "issue:43881", "issue:44008", "issue:44186", "issue:44361", @@ -4776,13 +4789,13 @@ "issue:43295|issue:45701", "issue:45685|issue:46821", "issue:43550|issue:43606", - "issue:44186|issue:44610", "issue:43646|issue:46665", + "issue:44186|issue:44610", "issue:43404|issue:45357", "issue:42915|issue:43317", "issue:44610|issue:44898", - "issue:44734|issue:46858", "issue:36010|issue:42617", + "issue:44734|issue:46858", "issue:44423|issue:45406", "issue:46821|issue:46869", "issue:44008|issue:45823", @@ -4790,210 +4803,217 @@ "issue:44464|issue:46858", "issue:41720|issue:45161", "issue:28530|issue:33666", - "issue:44671|issue:44743", "issue:43531|issue:43572", + "issue:44671|issue:44743", "issue:42915|issue:46291", "issue:36331|issue:41720", "issue:44186|issue:44361", - "issue:43526|issue:43881", - "issue:43316|issue:44913" + "issue:43316|issue:44913", + "issue:43425|issue:46821", + "issue:42915|issue:43322" ], - "prepared_review_unit_hash": "4db0c37074c2e644c00637adcf2ab01913b221fbf5843580c8a56ecdbad418a9", + "prepared_review_unit_hash": "ac54a9700144e2390f411743057bbac3cccedcc5747190ab01518ef825202cbe", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1842, - "serialized_chars": 956212, - "estimated_input_tokens": 239053, - "estimated_eval_tokens": 478362 + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36203, - "estimated_input_tokens": 9051, - "estimated_eval_tokens": 18358 + "soft_pair_count": 29, + "serialized_chars": 36449, + "estimated_input_tokens": 9113, + "estimated_eval_tokens": 18482 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Loose semantic cluster of mostly unrelated Transformers bugs across offloading/quantization, cache handling, tokenizers, multimodal processors, and model-specific regressions; the soft pairs share broad subsystem vocabulary but not the same underlying defect.", - "confidence": 0.86, - "canonical_issue_reason": "issue:43873 is the broadest and most connected item in the set (multiple inbound references, active discussion) and best represents the recurring offloading/quantization theme present in the cluster.", + "summary": "This cluster is a heterogeneous mix of unrelated Transformers issues (offloading/quantization, generation cache bugs, multimodal processor regressions, config persistence, trainer/API changes). I don\u2019t see any soft pair that looks like the same underlying bug or a PR-worthy consolidation.", + "confidence": 0.94, + "canonical_issue_reason": "issue:43873 is the most central representative by discussion and inbound references, and it sits in the broad offloading/quantization/device-map theme that overlaps most with the noisy cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the strongest cluster representative because it is central, active, and general enough to anchor the offloading/device-mapping subset without being overly model-specific.", + "best_issue_reason": "issue:43873 is the strongest issue candidate as a representative anchor for the cluster, though only loosely so; it has the highest apparent impact/activity and broadest topic overlap.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43873", "right": "issue:44756", "accept": false, - "reason": "Both involve memory/offloading, but one is quantization-offload behavior and the other is mmap/OOM on Strix Halo; different failure modes and fixes." + "reason": "Both are offload/memory-related, but one is quantization offloading and the other is Strix Halo mmap OOM; different root causes." }, { "left": "issue:43550", "right": "issue:43720", "accept": false, - "reason": "Both touch compiled/loading paths, but Bamba SDPA compile failure and BitNet packed-weight unpacking are distinct code paths and bugs." + "reason": "One is torch.compile+SDPA on Bamba, the other is packed-weight unpacking during accelerate loading; not the same bug." }, { "left": "issue:46612", "right": "issue:46858", "accept": false, - "reason": "Both are cache-related generation bugs, but one is missing beam-search reorder hooks for specific models and the other is a static-cache device-tensor arithmetic issue." + "reason": "Both involve cache/generation, but one is beam-search cache reorder omission and the other is static-cache slice arithmetic on non-CUDA backends." }, { "left": "issue:43577", "right": "issue:43708", "accept": false, - "reason": "One is a dtype propagation bug in Blip2 loading; the other is incorrect Trainer step calculation when resuming with a changed batch size." + "reason": "Model dtype propagation in BLIP2 vs trainer max_steps on checkpoint resume are unrelated." }, { "left": "issue:43295", "right": "issue:45701", "accept": false, - "reason": "Both mention regressions/behavior changes after version upgrades, but one is processor/tokenizer API breakage and the other is a tokenization output change problem." + "reason": "Both mention version/regression behavior around tokenization, but one is processor/tokenizer API breakage and the other is tokenization output changes." }, { "left": "issue:45685", "right": "issue:46821", "accept": false, - "reason": "These are unrelated: one is an MPS histogram kernel limitation in MoE, the other is a TimesFM configuration attribute error." + "reason": "MPS histogram kernel error in MoE vs TimesFM window_size AttributeError are unrelated." }, { "left": "issue:43550", "right": "issue:43606", "accept": false, - "reason": "Both involve device/offload execution, but Bamba torch.compile+SDPA and Bark CPU offload mismatch are separate model/runtime failures." - }, - { - "left": "issue:44186", - "right": "issue:44610", - "accept": false, - "reason": "Both are vision/tokenizer preprocessing bugs, but LayoutLMv2 NER/padding crashes and OmDet input-size mismatch are different processors and symptoms." + "reason": "Different failure modes: SDPA/torch.compile compile path vs CPU offload device mismatch." }, { "left": "issue:43646", "right": "issue:46665", "accept": false, - "reason": "Both are about model loading/initialization behavior, but one is custom model init broken by v5 and the other is inconsistent from_pretrained behavior inside Python classes." + "reason": "Both concern custom model loading, but one is Transformers 5.0 init breakage and the other is inconsistent from_pretrained behavior in Python classes." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Tokenizer NER/padding crash vs processor image size mismatch; different components and symptoms." }, { "left": "issue:43404", "right": "issue:45357", "accept": false, - "reason": "Both involve model-specific save/load semantics, but one is tied lm_head weights and the other is incorrect visual encoder keys during save_pretrained." + "reason": "Weight tying in Mistral3 conditional generation vs save_pretrained visual-key regression in Qwen3.5 are different problems." }, { "left": "issue:42915", "right": "issue:43317", "accept": false, - "reason": "Both concern loading failures, but Qwen3MoE FineGrainedFP8 failure and dequantized model offload loading are different quantization/loading problems." + "reason": "Qwen3Moe FP8 failure and dequantized device_map offload failure are separate loading/quantization issues." }, { "left": "issue:44610", "right": "issue:44898", "accept": false, - "reason": "Both are vision input-shape issues, but OmDet's fixed-size processor/model mismatch is not the same as Perceiver non-default resolution interpolation failure." + "reason": "Processor output size mismatch vs Perceiver interpolation failure; not the same code path." }, { - "left": "issue:44734", - "right": "issue:46858", + "left": "issue:36010", + "right": "issue:42617", "accept": false, - "reason": "Both involve cache continuation, but serve KV-cache indexing and _prefill static-cache length arithmetic are separate bugs." + "reason": "GenerationMixin import regression and inability to run 3d_parallel.py are unrelated." }, { - "left": "issue:36010", - "right": "issue:42617", + "left": "issue:44734", + "right": "issue:46858", "accept": false, - "reason": "An import error for GenerationMixin and a failure to run 3d_parallel.py are unrelated issues." + "reason": "Both are cache-related, but one is serve KV-cache continuation indexing and the other is a device-tensor length bug in static cache prefill." }, { "left": "issue:44423", "right": "issue:45406", "accept": false, - "reason": "Both are serve/multimodal processor crashes, but they stem from different missing attributes and code paths." + "reason": "Multimodal continuous-batching crash from string/.to handling vs Gemma4Processor missing _tokenizer; different bugs." }, { "left": "issue:46821", "right": "issue:46869", "accept": false, - "reason": "TimesFM window_size AttributeError and YOLO multi-GPU device_map failure are unrelated model/configuration issues." + "reason": "TimesFM window_size AttributeError and YOLO multi-GPU device_map failure are unrelated." }, { "left": "issue:44008", "right": "issue:45823", "accept": false, - "reason": "Both involve device placement in multimodal models, but Gemma 3n variable-name collision and Gemma4 PLE device mismatch are different forward-pass defects." + "reason": "Gemma3n forward variable collision vs Gemma4 PLE device mismatch are different model bugs." }, { "left": "issue:45632", "right": "issue:45684", "accept": false, - "reason": "One is a cache-path collision for trust_remote_code, the other is permission propagation in save_pretrained; different filesystem behaviors." + "reason": "Cache-path collision for trust_remote_code vs permission propagation in save_pretrained are unrelated file-handling issues." }, { "left": "issue:44464", "right": "issue:46858", "accept": false, - "reason": "Both mention generation/compiled execution, but chunked generation inconsistencies and static-cache slice arithmetic failures are different issues." + "reason": "Both involve compiled generation/cache, but one is inconsistent chunked generation outputs and the other is a static-cache length arithmetic bug." }, { "left": "issue:41720", "right": "issue:45161", "accept": false, - "reason": "Both are model parallelization/device-map issues, but Qwen3 auto device mapping crash and GPT-OSS tensor parallel failure are distinct problems." + "reason": "Auto device mapping cudaErrorAssert on Qwen3 vs tensor-parallel-only failure on GPT-OSS MoE; different models and failure modes." }, { "left": "issue:28530", "right": "issue:33666", "accept": false, - "reason": "Early stopping metric resolution and Qwen2-VL multi-GPU training are unrelated training concerns." + "reason": "Early stopping metric resolution and Qwen2-VL multi-GPU training are unrelated." }, { - "left": "issue:44671", - "right": "issue:44743", + "left": "issue:43531", + "right": "issue:43572", "accept": false, - "reason": "Both are Qwen3-related generation/model bugs, but CamemBERT MLM predictions and recurrent-state reset in modular_qwen3_5 are different models and defects." + "reason": "Qwen3-MoE sliding window bug vs StableLmConfig missing pad_token_idx are separate config/model issues." }, { - "left": "issue:43531", - "right": "issue:43572", + "left": "issue:44671", + "right": "issue:44743", "accept": false, - "reason": "Sliding-window handling in Qwen3-MoE and missing pad_token_idx in StableLmConfig are unrelated model configuration bugs." + "reason": "CamemBERT masked-LM regression and Qwen3.5 recurrent-state reset under cache are unrelated." }, { "left": "issue:42915", "right": "issue:46291", "accept": false, - "reason": "Qwen3MoE FP8 failure and import-time kernels version/revision requirement are unrelated." + "reason": "FP8 model loading failure vs kernels package import/version requirement mismatch are unrelated." }, { "left": "issue:36331", "right": "issue:41720", "accept": false, - "reason": "Trainer compute_loss signature breakage and Qwen3 device-map CUDA assert are separate API/runtime issues." + "reason": "Trainer compute_loss signature breakage and Qwen3 auto device-map CUDA assert are different problems." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "Tokenizer crashes in LayoutLMv2 and MLuke are both tokenization-related, but they affect different tokenizers and failure conditions." + "reason": "Different tokenizers and different crash conditions; too broad to be a duplicate." }, { - "left": "issue:43526", - "right": "issue:43881", + "left": "issue:43316", + "right": "issue:44913", "accept": false, - "reason": "BeitImageProcessorFast label reduction and glm-4v-9b load failure are unrelated." + "reason": "Gemma3TextConfig API inconsistency vs GPTNeoX rotary_pct reload bug are different config issues." }, { - "left": "issue:43316", - "right": "issue:44913", + "left": "issue:43425", + "right": "issue:46821", + "accept": false, + "reason": "Torch 2.10 compatibility issue vs TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43322", "accept": false, - "reason": "Gemma3TextConfig API mismatch and GPTNeoX rotary_pct reload issue are different configuration serialization bugs." + "reason": "Qwen3Moe FP8 config failure and Llava Next segmentation fault are different model-specific bugs." } ] }, @@ -5012,8 +5032,8 @@ "review_unit_count": 61, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ @@ -5027,11 +5047,9 @@ "issue:36032", "issue:41720", "issue:42490", - "issue:42915", - "issue:43322", "issue:43329", "issue:43388", - "issue:43425", + "issue:43526", "issue:43531", "issue:43540", "issue:43550", @@ -5042,6 +5060,7 @@ "issue:43746", "issue:43782", "issue:43873", + "issue:43881", "issue:44062", "issue:44077", "issue:44387", @@ -5051,8 +5070,10 @@ "issue:44534", "issue:44589", "issue:44625", + "issue:44898", "issue:44991", "issue:45059", + "issue:45072", "issue:45357", "issue:45406", "issue:45464", @@ -5066,15 +5087,14 @@ "issue:46858" ], "soft_pairs": [ - "issue:43425|issue:46821", - "issue:42915|issue:43322", "issue:28530|issue:30064", + "issue:43526|issue:43881", "issue:33357|issue:35707", "issue:29159|issue:36032", "issue:43540|issue:43782", - "issue:43550|issue:43653", - "issue:44387|issue:45701", "issue:43873|issue:45704", + "issue:44387|issue:45701", + "issue:43550|issue:43653", "issue:30064|issue:34634", "issue:43606|issue:43720", "issue:44492|issue:44509", @@ -5095,216 +5115,217 @@ "issue:43531|issue:44589", "issue:44077|issue:44625", "issue:43644|issue:46665", - "issue:44062|issue:44451" + "issue:44062|issue:44451", + "issue:44898|issue:45072" ], - "prepared_review_unit_hash": "848822f64d8b753320def3ae6e3294fd5c60dd77c0feb6fec1849a6a8ce701f6", + "prepared_review_unit_hash": "e773804cd27075e851b6691d1c07de970df206efd7dafb7642fb7bdf37cc61ec", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1842, - "serialized_chars": 956212, - "estimated_input_tokens": 239053, - "estimated_eval_tokens": 478362 + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36088, - "estimated_input_tokens": 9022, - "estimated_eval_tokens": 18300 + "serialized_chars": 36791, + "estimated_input_tokens": 9198, + "estimated_eval_tokens": 18652 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous; the soft links are mostly title-similarity matches across unrelated bugs rather than true duplicates. No PRs are present.", - "confidence": 0.24, - "canonical_issue_reason": "No issue cleanly represents the whole cluster, but issue:43644 is the closest broad regression-style report and the best umbrella candidate among the set.", + "summary": "No soft pair looks like the same underlying bug or change. Most are only loosely related by subsystem or broad regression themes, but the concrete failures differ too much to merge as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 44534 is the broadest representative of the repeated v5 buffer-regression theme, but the overall set is too heterogeneous to treat it as the canonical duplicate target.", "canonical_pr_reason": null, - "best_issue_reason": "Issue:43644 is the strongest standalone representative because it is a general Transformers 5.x regression report and is closest to the only near-duplicate-style topic in the set.", + "best_issue_reason": "Issue 44534 is the best general anchor among the issues because it captures the most broadly framed regression theme in this set, though it should not subsume the others.", "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 unrelated failures." - }, - { - "left": "issue:42915", - "right": "issue:43322", + "left": "issue:28530", + "right": "issue:30064", "accept": false, - "reason": "Qwen3Moe FP8 loading and Llava Next segmentation faults are different code paths and symptoms." + "reason": "Early stopping metric handling vs void segmentation map processing; unrelated bugs." }, { - "left": "issue:28530", - "right": "issue:30064", + "left": "issue:43526", + "right": "issue:43881", "accept": false, - "reason": "Early stopping metric lookup and void segmentation map processing are unrelated." + "reason": "BEiT label reduction bug vs GLM loading failure; different models and code paths." }, { "left": "issue:33357", "right": "issue:35707", "accept": false, - "reason": "MacOS CLIP bus error and generation with inputs_embeds/past_key_values are different bugs." + "reason": "MacOS CLIP bus error vs generation with inputs_embeds/past_key_values; not the same issue." }, { "left": "issue:29159", "right": "issue:36032", "accept": false, - "reason": "Both involve tokenizers, but one is slow/fast behavior inconsistency and the other is a T5 add_special_tokens load conflict." + "reason": "Tokenizer inconsistency report vs T5Tokenizer load-time special-token conflict; distinct failures." }, { "left": "issue:43540", "right": "issue:43782", "accept": false, - "reason": "Video input processing in Qwen3OmniMoe and Qwen3VL weight_only loading are distinct failures." + "reason": "Qwen3OmniMoe video input ValueError vs Qwen3VL weight_only load error; different problems." }, { - "left": "issue:43550", - "right": "issue:43653", + "left": "issue:43873", + "right": "issue:45704", "accept": false, - "reason": "torch.compile SDPA on Bamba and BigBirdTokenizer special-token registration are unrelated." + "reason": "Quantization/offloading behavior vs T5 apex RMSNorm memory leak; not mergeable as one bug." }, { "left": "issue:44387", "right": "issue:45701", "accept": false, - "reason": "Int4 quantization memory growth and tokenization changes are not the same underlying bug." + "reason": "int4 OOM regression vs tokenization changes; same release area, different symptom and cause." }, { - "left": "issue:43873", - "right": "issue:45704", + "left": "issue:43550", + "right": "issue:43653", "accept": false, - "reason": "Quantization offloading behavior and a T5 apex RMSNorm memory leak are separate issues." + "reason": "Bamba torch.compile SDPA issue vs BigBirdTokenizer special-token decode bug; unrelated." }, { "left": "issue:30064", "right": "issue:34634", "accept": false, - "reason": "Segmentation map processing and BarkProcessor voice_preset handling are unrelated." + "reason": "Void segmentation maps vs BarkProcessor voice_preset handling; different components." }, { "left": "issue:43606", "right": "issue:43720", "accept": false, - "reason": "CPU offload device mismatch and unpacking packed weights during accelerate loading are different problems." + "reason": "CPU offload device mismatch vs BitNet packed-weight unpacking on load; distinct code paths." }, { "left": "issue:44492", "right": "issue:44509", "accept": false, - "reason": "A cache-strategy typo and removed pipeline-task docs are not duplicates." + "reason": "Cache strategy typo vs docs mentioning removed pipeline tasks; not the same change." }, { "left": "issue:44534", "right": "issue:46665", "accept": false, - "reason": "A Transformers 5 buffer-initialization regression and from_pretrained-in-classes behavior differ in scope and cause." + "reason": "Non-persistent buffer initialization regression vs from_pretrained behavior inside Python classes; unrelated." }, { "left": "issue:43531", "right": "issue:45759", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and composite config unwrapping are separate configuration bugs." + "reason": "Qwen3-MoE sliding_window bug vs composite config unwrapping for AutoModelForCausalLM; different fixes." }, { "left": "issue:41720", "right": "issue:43746", "accept": false, - "reason": "Qwen3 auto device mapping on A800 and GraniteSpeech PEFT local checkpoint loading are unrelated." + "reason": "Qwen3 auto device mapping cuda assert vs GraniteSpeech PEFT local checkpoint loading; separate issues." }, { "left": "issue:42490", "right": "issue:43329", "accept": false, - "reason": "Trailing-slash import warning and undefined video-token code paths are unrelated." + "reason": "Trailing-slash local path warning vs undefined video-token helper variables; different failure modes." }, { "left": "issue:43388", "right": "issue:45059", "accept": false, - "reason": "Metric gathering truncation and SAM3 text/bounding-box behavior are different domains." + "reason": "gather_for_metrics label truncation vs SAM3 text/bbox behavior; unrelated functionality." }, { "left": "issue:45406", "right": "issue:45464", "accept": false, - "reason": "Serve crashing on missing _tokenizer and streaming chat/completions failure are distinct issues." + "reason": "Gemma4Processor missing _tokenizer vs Qwen3.5 streaming API failure; distinct code paths." }, { "left": "issue:43606", "right": "issue:43653", "accept": false, - "reason": "Same broad area, but offload device mismatch is not the same as tokenizer special-token registration." + "reason": "CPU offload device mismatch vs tokenizer special-token registration; no shared underlying bug." }, { "left": "issue:34567", "right": "issue:35707", "accept": false, - "reason": "Trainer token counting and progressive generation with embeds/past KV are unrelated." + "reason": "TrainerState token counter not updating vs progressive generation with caches; unrelated." }, { "left": "issue:43531", "right": "issue:46821", "accept": false, - "reason": "Both mention windowing, but Qwen3-MoE sliding_window and TimesFM window_size errors are different code paths." + "reason": "Qwen3-MoE sliding_window bug vs TimesFM window_size AttributeError; different models and causes." }, { "left": "issue:34634", "right": "issue:41720", "accept": false, - "reason": "Bark voice preset and Qwen3 device mapping failures are unrelated." + "reason": "Bark voice_preset issue vs Qwen3 device-mapping assert; no duplicate relation." }, { "left": "issue:43540", "right": "issue:46858", "accept": false, - "reason": "Video processing in Qwen3OmniMoe and static-cache seq_length tensor arithmetic are unrelated." + "reason": "Qwen3OmniMoe video input error vs cache seq_length device-tensor arithmetic bug; different code paths." }, { "left": "issue:44451", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-loading complaints, but they concern different models and likely different root causes." + "reason": "Specific model loading failure vs tokenizer loading regression for a different model; not the same bug." }, { "left": "issue:45759", "right": "issue:45859", "accept": false, - "reason": "Composite config unwrapping and CPU-offload rotary embedding compatibility are separate fixes." + "reason": "Composite Qwen config unwrapping vs CPU-offload rotary embedding incompatibility; unrelated." }, { "left": "issue:45357", "right": "issue:46402", "accept": false, - "reason": "Incorrect visual encoder save keys and missing text encoder weights are different multimodal serialization/load bugs." + "reason": "Incorrect save_pretrained visual encoder keys vs text encoder weights not loaded; distinct load/save issues." }, { "left": "issue:43531", "right": "issue:44589", "accept": false, - "reason": "Sliding-window configuration and missing Float8 storage are unrelated." + "reason": "Sliding-window support bug vs missing Float8 storage object during loading; different failures." }, { "left": "issue:44077", "right": "issue:44625", "accept": false, - "reason": "PatchTSMixer post_init allowance and Qwen3.5 num_labels propagation are unrelated model-config issues." + "reason": "patchtsmixer post_init policy vs Qwen3.5 num_labels propagation; unrelated." }, { "left": "issue:43644", "right": "issue:46665", "accept": false, - "reason": "They both touch loading/init, but one is a buffer junk regression and the other is inconsistent from_pretrained behavior inside classes." + "reason": "Non-persistent buffer junk in v5 vs inconsistent from_pretrained inside classes; not the same bug." }, { "left": "issue:44062", "right": "issue:44451", "accept": false, - "reason": "AddedToken special-argument conflict and ScandiBERT tokenizer loading failure are distinct tokenizer bugs." + "reason": "AddedToken special-arg conflict vs model load failure for ScandiBERT; different tokenizer/model problems." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver resolution handling vs bfloat16 dtype mismatch in inference; separate issues." } ] }, @@ -5323,8 +5344,8 @@ "review_unit_count": 61, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ @@ -5353,13 +5374,11 @@ "issue:44625", "issue:44671", "issue:44843", - "issue:44898", "issue:44918", "issue:44936", "issue:44987", "issue:44995", "issue:45042", - "issue:45072", "issue:45081", "issue:45356", "issue:45357", @@ -5369,23 +5388,25 @@ "issue:45759", "issue:45907", "issue:45923", + "issue:45987", "issue:46032", "issue:46050", "issue:46463", "issue:46655", "issue:46693", + "issue:46829", + "issue:46832", "issue:46858" ], "soft_pairs": [ - "issue:44898|issue:45072", "issue:44987|issue:45042", "issue:44625|issue:45479", "issue:43381|issue:43844", "issue:44368|issue:45357", "issue:39692|issue:44610", "issue:46655|issue:46693", - "issue:43421|issue:43927", "issue:41720|issue:45704", + "issue:43421|issue:43927", "issue:43746|issue:46050", "issue:43381|issue:45704", "issue:42886|issue:44843", @@ -5399,229 +5420,237 @@ "issue:39692|issue:43493", "issue:46032|issue:46463", "issue:43782|issue:45381", - "issue:43421|issue:44186", "issue:30064|issue:36010", + "issue:43421|issue:44186", "issue:44995|issue:46858", "issue:45081|issue:45356", "issue:45356|issue:45907", "issue:43720|issue:43819", "issue:39692|issue:43873", - "issue:43653|issue:43720" + "issue:43653|issue:43720", + "issue:45987|issue:46829", + "issue:46829|issue:46832" ], - "prepared_review_unit_hash": "7f43ec35a62d90410576b36a1fc4c8d52bf3e587481404f25a72fabb3b7bd1e5", + "prepared_review_unit_hash": "8d5888b57b98e40ea1fcdc0c73488c5f30fe5ddc92c29f9cd93027c40bd0f1d6", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1842, - "serialized_chars": 956212, - "estimated_input_tokens": 239053, - "estimated_eval_tokens": 478362 + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36659, - "estimated_input_tokens": 9165, - "estimated_eval_tokens": 18586 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "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 a loose semantic grouping of unrelated Transformer bugs. Only one soft edge looks like a true duplicate pair: the Qwen2_5_VLProcessor.apply_chat_template batched-input/padding=False crash. Everything else is adjacent by subsystem or model family, but not the same underlying bug.", - "confidence": 0.93, - "canonical_issue_reason": "Issue 44545 is the best canonical issue: it is the clearer, later report of the exact Qwen2_5_VLProcessor.apply_chat_template batched-input crash, with the strongest evidence of being the duplicate target.", + "summary": "The cluster is mostly a grab bag of unrelated HF bug reports; only the Qwen2_5_VLProcessor batched-padding pair (44514/44545) is a true duplicate.", + "confidence": 0.96, + "canonical_issue_reason": "Pick 44545 as the representative issue because it is the cleanest title for the only true duplicate pair with 44514; the rest of the cluster is unrelated.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44545 is the best representative issue for the only confirmed duplicate pair in the set; its title is precise and it captures the concrete failing code path.", + "best_issue_reason": "44545 is the best global issue representative for the same reason: it cleanly captures the only clear duplicate bug in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44898", - "right": "issue:45072", - "accept": false, - "reason": "Both are vision/model bugs, but they involve different models and different failure modes (Perceiver position encoding vs dtype mismatch in SwitchTransformers/TimmWrapperModel)." - }, { "left": "issue:44987", "right": "issue:45042", "accept": false, - "reason": "Both relate to loading/image processing, but one is a model-load regression and the other is an unwanted torchvision dependency in PIL backends; not the same bug." + "reason": "Different bugs: local model loading failure versus a PIL/torchvision dependency regression." }, { "left": "issue:44625", "right": "issue:45479", "accept": false, - "reason": "Both concern classification config/labels, but one is missing num_labels propagation in Qwen3.5 and the other is degenerate zero loss across many models; different concrete issues." + "reason": "Unrelated config-propagation bug versus a single-label classification loss edge case." }, { "left": "issue:43381", "right": "issue:43844", "accept": false, - "reason": "Gradient checkpointing in eval mode and ZeRO-3 gradient growth are unrelated problems with different triggers and code paths." + "reason": "Eval-mode checkpointing restriction is not the same as ZeRO-3 gradient inflation." }, { "left": "issue:44368", "right": "issue:45357", "accept": false, - "reason": "One is a warning about tied word embeddings during LoRA fine-tuning; the other is a save_pretrained bug in multimodal visual encoder keys." + "reason": "LoRA tie_word_embeddings warning is unrelated to incorrect visual-encoder keys on save." }, { "left": "issue:39692", "right": "issue:44610", "accept": false, - "reason": "Both are vision model/processor mismatches, but they involve different models and different defects (SigLIP2 docs example vs OmDet-Turbo resolution mismatch)." + "reason": "SigLIP2 doc/model mismatch and OmDet-Turbo input-size mismatch are different bugs." }, { "left": "issue:46655", "right": "issue:46693", "accept": false, - "reason": "One is a video processor padding-calculation bug; the other is a performance regression in long-context generation with FA2." + "reason": "Video padding bug and FA2 long-context performance regression are different code paths." }, { - "left": "issue:43421", - "right": "issue:43927", + "left": "issue:41720", + "right": "issue:45704", "accept": false, - "reason": "Both touch tokenization/special-token handling, but one is runtime post-processor updates and the other is save/load of custom token IDs; not the same issue." + "reason": "Qwen3 auto device-map CUDA assert is unrelated to the T5 apex RMSNorm leak." }, { - "left": "issue:41720", - "right": "issue:45704", + "left": "issue:43421", + "right": "issue:43927", "accept": false, - "reason": "A CUDA assert during Qwen3 auto device mapping is unrelated to T5 silently using apex.FusedRMSNorm and leaking memory." + "reason": "Runtime post-processor refresh and custom token-ID persistence are different tokenizer bugs." }, { "left": "issue:43746", "right": "issue:46050", "accept": false, - "reason": "Both are load/save related, but they affect different model families and different mechanics (PEFT local checkpoint loading vs sinq quantized model round-trip)." + "reason": "Local PEFT checkpoint loading and quantized sinq save/load breakage are different failures." }, { "left": "issue:43381", "right": "issue:45704", "accept": false, - "reason": "Eval-mode checkpointing and an apex RMSNorm memory leak are unrelated." + "reason": "Checkpointing-in-eval and T5 memory leak are unrelated issues." }, { "left": "issue:42886", "right": "issue:44843", "accept": false, - "reason": "Both mention offline tokenization behavior, but 44843 is a specific unconditional model_info() call in _patch_mistral_regex; 42886 is broader cache-loading failure and not clearly the same code path." + "reason": "Offline cache loading and mistral-regex patching are related in area but not the same failure." }, { "left": "issue:45704", "right": "issue:45923", "accept": false, - "reason": "A T5 Apex memory leak is unrelated to a missing supports_gradient_checkpointing flag on a trust_remote_code model variant." + "reason": "T5 apex memory leak and missing gradient-checkpointing metadata are unrelated." }, { "left": "issue:44918", "right": "issue:44936", "accept": false, - "reason": "Unpacking Qwen3.5 input embeddings in TRL SFT and trainer.evaluate() failing after trainer.train() are different trainer/model lifecycle bugs." + "reason": "Embedding-unpacking failure in SFT training is different from train-then-evaluate failure." }, { "left": "issue:44514", "right": "issue:44545", "accept": true, - "reason": "Same concrete bug: Qwen2_5_VLProcessor.apply_chat_template crashes on batched input when padding=False. The titles describe the same failing path." + "reason": "Same batched apply_chat_template padding=False crash; the titles describe the same bug." }, { "left": "issue:45759", "right": "issue:45923", "accept": false, - "reason": "Composite Qwen 3.5/3.6 config unwrapping and a missing gradient-checkpointing flag are unrelated." + "reason": "Composite Qwen text_config unwrapping is unrelated to a missing gradient-checkpointing flag." }, { "left": "issue:43421", "right": "issue:43653", "accept": false, - "reason": "Special-token post-processor updates are broader than BigBirdTokenizer mask-token registration; same area, but not the same bug." + "reason": "Special-token post-processor updates and BigBird mask-token registration are different bugs." }, { "left": "issue:43746", "right": "issue:43873", "accept": false, - "reason": "Local PEFT checkpoint loading and quantization/offloading behavior are different failures." + "reason": "PEFT checkpoint loading and quantization offloading are different code paths." }, { "left": "issue:43994", "right": "issue:44671", "accept": false, - "reason": "Different models and different symptoms: SigLIP2 nonsensical outputs vs CamemBERT masked-LM prediction regression." + "reason": "SigLIP2 pipeline misbehavior and CamemBERT masked-LM regression are unrelated." }, { "left": "issue:39692", "right": "issue:43493", "accept": false, - "reason": "Same model family (SigLIP2) but different concrete problems: docs example/model-processor mismatch and quantization error vs HF/JAX implementation discrepancy." + "reason": "SigLIP2 doc mismatch and SigLIP2 implementation discrepancy are related by model but not the same concrete bug." }, { "left": "issue:46032", "right": "issue:46463", "accept": false, - "reason": "Mamba2 cache correctness with use_cache is unrelated to a T5 decoder-input error-message bug." + "reason": "Quantized use_cache correctness and decoder error-message wording are unrelated." }, { "left": "issue:43782", "right": "issue:45381", "accept": false, - "reason": "Qwen3VL weight_only loading and Qwen2.5-VL video position IDs are different multimodal loading/positioning bugs." + "reason": "Qwen3VL weight_only loading and Qwen2.5-VL video position ids are different multimodal issues." }, { - "left": "issue:43421", - "right": "issue:44186", + "left": "issue:30064", + "right": "issue:36010", "accept": false, - "reason": "Both concern tokenizers, but one is runtime special-token/post-processor behavior and the other is LayoutLMv2 NER batching/padding crashes." + "reason": "Void segmentation-map processing and GenerationMixin import failure are unrelated." }, { - "left": "issue:30064", - "right": "issue:36010", + "left": "issue:43421", + "right": "issue:44186", "accept": false, - "reason": "Image segmentation-map processing and a GenerationMixin import error are unrelated." + "reason": "Tokenizer special-token updates and LayoutLMv2 NER/padding crashes are different bugs." }, { "left": "issue:44995", "right": "issue:46858", "accept": false, - "reason": "Both involve cache/state, but one is a stale indexer cache in GlmMoeDsa and the other is a device-tensor seq-length issue in static cache prefill." + "reason": "Stale second-forward cache indexing and non-CUDA seq-length tensor arithmetic are different cache bugs." }, { "left": "issue:45081", "right": "issue:45356", "accept": false, - "reason": "Both mention tokenizer/mistral-regex behavior, but one is an AttributeError in fix_mistral_regex and the other is a codec-handling regression with a warning issue; not clearly the same bug." + "reason": "Mistral regex AttributeError and Kimi tokenizer regression share a theme but not the same concrete failure." }, { "left": "issue:45356", "right": "issue:45907", "accept": false, - "reason": "A tokenizer regression and a list_repo_files revision-forwarding CI break are unrelated." + "reason": "Tokenizer regression and list_repo_files revision forwarding are unrelated." }, { "left": "issue:43720", "right": "issue:43819", "accept": false, - "reason": "Packed-weight loading failure and DAC.from_latents missing STE mismatch are different model internals." + "reason": "Packed-weight loading and missing STE in DAC are different model internals." }, { "left": "issue:39692", "right": "issue:43873", "accept": false, - "reason": "SigLIP2 doc/model mismatch and quantization/offloading behavior are not the same underlying bug." + "reason": "SigLIP2 doc/model issue and quantization offloading bug are unrelated." }, { "left": "issue:43653", "right": "issue:43720", "accept": false, - "reason": "BigBirdTokenizer special-token registration and BitNet packed-weight unpacking are unrelated." + "reason": "BigBird special-token registration and BitNet packed-weight unpacking are different bugs." + }, + { + "left": "issue:45987", + "right": "issue:46829", + "accept": false, + "reason": "StaticCache seq_length shape bug and VideoPrism hidden_states field mix-up are unrelated outputs." + }, + { + "left": "issue:46829", + "right": "issue:46832", + "accept": false, + "reason": "VideoPrism output-field bug and RT-DETR feature-level mismatch are different model issues." } ] }, "evaluator_result": { "accept": true, - "feedback": "The assessment is grounded in the packet and stays conservative. The single accepted duplicate pair, issue:44514 / issue:44545, is well-supported by the nearly identical titles and shared failing path. The rest of the soft edges are reasonably rejected as adjacent-but-distinct bugs rather than the same defect." + "feedback": "The analyst stays conservative and the conclusions are grounded in the packet. The only accepted soft pair, 44514/44545, is a clear title-level duplicate, and the rest are plausibly distinct bugs despite some topical overlap. The representative issue choice and the summary are supported by the issue titles and pair list." }, "evaluator_used": true, "retried": false, @@ -5637,8 +5666,8 @@ "review_unit_count": 61, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ @@ -5657,8 +5686,10 @@ "issue:43611", "issue:43618", "issue:43643", + "issue:43644", "issue:43653", "issue:43697", + "issue:43749", "issue:43756", "issue:43819", "issue:43927", @@ -5680,19 +5711,16 @@ "issue:45081", "issue:45084", "issue:45381", + "issue:45584", "issue:45834", "issue:45987", "issue:46294", "issue:46665", "issue:46693", - "issue:46829", - "issue:46832", "issue:46858", "issue:46932" ], "soft_pairs": [ - "issue:45987|issue:46829", - "issue:46829|issue:46832", "issue:43295|issue:45834", "issue:43550|issue:44361", "issue:43550|issue:43927", @@ -5711,218 +5739,220 @@ "issue:30064|issue:36331", "issue:43618|issue:43697", "issue:43643|issue:44877", - "issue:43550|issue:43819", "issue:43335|issue:43756", + "issue:43550|issue:43819", "issue:44843|issue:45081", "issue:44821|issue:45084", "issue:44186|issue:44442", "issue:39692|issue:45834", "issue:44448|issue:44671", "issue:43540|issue:44008", - "issue:34634|issue:36010" + "issue:34634|issue:36010", + "issue:43644|issue:43749", + "issue:45584|issue:45834" ], - "prepared_review_unit_hash": "11bd03183ea3f09b4c8f24600cf7a89b54b464c87132bbefb68c693f343d3f71", + "prepared_review_unit_hash": "8aff6f8e57097e0a1f2158045dc9f8a41442122b42eea731e14ee86c5caca066", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1842, - "serialized_chars": 956212, - "estimated_input_tokens": 239053, - "estimated_eval_tokens": 478362 + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36008, - "estimated_input_tokens": 9002, - "estimated_eval_tokens": 18260 + "serialized_chars": 36479, + "estimated_input_tokens": 9120, + "estimated_eval_tokens": 18496 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous: almost all pairs are unrelated despite superficial similarity. I found no strong duplicate PRs, and only a weak shared theme around tokenizer loading/regression issues, but not enough to merge any pair as the same bug. The closest representative issue is the Mistral regex/loading regression report.", - "confidence": 0.61, - "canonical_issue_reason": "Issue #44843 is the closest cluster representative because it names the shared _patch_mistral_regex loading path and is the broadest root-cause style report among the few tokenizer-loading related items.", + "summary": "The set is heterogeneous: tokenizers, multimodal processors, cache/compile behavior, config loading, and model-specific regressions. None of the soft pairs look like true duplicates under strict triage.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 43644 is the broadest standalone regression report (v5 non-persistent buffer initialization) and the closest thing to a cluster anchor, but the other items are not duplicate variants of it.", "canonical_pr_reason": null, - "best_issue_reason": "#44843 is the most useful single issue to keep as the representative report; it is generic enough to cover the shared tokenizer-regression surface better than the more specific follow-up reports.", + "best_issue_reason": "43644 is a clear, reproducible Transformers v5 regression with broad potential impact, making it the best representative issue in this otherwise mixed cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:45987", - "right": "issue:46829", - "accept": false, - "reason": "StaticCache.get_seq_length contract bug vs VideoPrism hidden-state/output-field bug; unrelated components and failure modes." - }, - { - "left": "issue:46829", - "right": "issue:46832", - "accept": false, - "reason": "Video classifier output-field mismatch vs RT-DETR forward TypeError; different code paths." - }, { "left": "issue:43295", "right": "issue:45834", "accept": false, - "reason": "Processor/tokenizer regression vs Kosmos2.5 OCR long-input index error; not the same bug." + "reason": "Different bugs: processor.tokenizer regression vs long OCR index overflow; no shared code-path." }, { "left": "issue:43550", "right": "issue:44361", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba vs MLukeTokenizer AttributeError; different subsystems." + "reason": "Bamba torch.compile/SDPA failure is unrelated to MLukeTokenizer AttributeError." }, { "left": "issue:43550", "right": "issue:43927", "accept": false, - "reason": "Bamba compile bug vs DiaConfig save/load token-ID regression; unrelated." + "reason": "Different models and failure modes: SDPA compile bug vs DiaConfig token ID persistence." }, { "left": "issue:44062", "right": "issue:44488", "accept": false, - "reason": "AddedToken special-argument bug vs tokenizer loading failure for a different model; not the same underlying issue." + "reason": "Different tokenizer bugs: AddedToken keyword collision vs model/tokenizer load failure for sleng-bert." }, { "left": "issue:43596", "right": "issue:44220", "accept": false, - "reason": "Deepspeed ZeRO3/BertModel index error vs audio fbank feature extraction issue; different code paths." + "reason": "BertModel/Deepspeed zero3 init index error is unrelated to _torch_extract_fbank_features()." }, { "left": "issue:45381", "right": "issue:46693", "accept": false, - "reason": "Qwen2.5-VL video position IDs bug vs FA2 long-context performance regression; not duplicate." + "reason": "Qwen2.5-VL video position-id bug is unrelated to FA2 long-context performance regression." }, { "left": "issue:43540", "right": "issue:46294", "accept": false, - "reason": "Qwen3-MoE sliding_window issue vs Qwen3.5 video chat-template token/feature mismatch; different defects." + "reason": "Both are video-input issues, but they hit different Qwen models and different code paths." }, { "left": "issue:43531", "right": "issue:43643", "accept": false, - "reason": "Qwen3-MoE sliding-window bug vs AutoConfig trust_remote_code missing-fields regression; unrelated." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to AutoConfig missing fields with trust_remote_code." }, { "left": "issue:44008", "right": "issue:46858", "accept": false, - "reason": "Gemma3n variable-name collision vs StaticCache seq-length device-tensor bug; different failure sources." + "reason": "Gemma3n variable-collision AttributeError is unrelated to StaticCache seq-length tensor semantics." }, { "left": "issue:43611", "right": "issue:46665", "accept": false, - "reason": "base_model_prefix loading regression vs inconsistent from_pretrained behavior inside Python classes; similar area, different bug." + "reason": "base_model_prefix load regression is unrelated to from_pretrained behavior inside Python classes." }, { "left": "issue:44220", "right": "issue:44661", "accept": false, - "reason": "_torch_extract_fbank_features problem vs add-new-model-like/TOKENIZER_MAPPING_NAMES issue; unrelated." + "reason": "Audio fbank extraction bug is unrelated to add-new-model-like / TOKENIZER_MAPPING_NAMES handling." }, { "left": "issue:43653", "right": "issue:43819", "accept": false, - "reason": "BigBirdTokenizer special-token decode bug vs DAC.from_latents mismatch; different models and logic." + "reason": "BigBirdTokenizer special-token registration bug is unrelated to DAC.from_latents forward mismatch." }, { "left": "issue:44186", "right": "issue:44898", "accept": false, - "reason": "LayoutLMv2 tokenizer crash vs Perceiver non-default-resolution failure; not the same bug." + "reason": "LayoutLMv2 tokenizer crash and Perceiver image classification failure are separate model/tokenizer paths." }, { "left": "issue:45987", "right": "issue:46932", "accept": false, - "reason": "StaticCache seq-length contract bug vs Gemma4 quantized embedder dtype-casting fix; unrelated." + "reason": "StaticCache get_seq_length contract bug is unrelated to Gemma4 quantized embedder dtype casting." }, { "left": "issue:41720", "right": "issue:44991", "accept": false, - "reason": "Qwen3 auto-device-map cuda assert vs tokenizer loading failure for est-roberta; different problems." + "reason": "Qwen3 auto device mapping CUDA assert is unrelated to est-roberta tokenizer loading." }, { "left": "issue:30064", "right": "issue:36331", "accept": false, - "reason": "Void segmentation-map processing failure vs CustomTrainer compute_loss signature regression; unrelated." + "reason": "Void segmentation map processing and CustomTrainer.compute_loss signature mismatch are unrelated." }, { "left": "issue:43618", "right": "issue:43697", "accept": false, - "reason": "CLIPOutput attentions assignment regression vs RTDetrV2 output differences; different model/output issues." + "reason": "CLIPOutput attentions regression and RTDetrV2 output drift are different model-specific issues." }, { "left": "issue:43643", "right": "issue:44877", "accept": false, - "reason": "trust_remote_code missing fields vs strict granite_speech config rejection; both config-related but distinct failures." + "reason": "Missing AutoConfig fields with trust_remote_code and strict granite_speech config loading are separate config-loading failures." }, { - "left": "issue:43550", - "right": "issue:43819", + "left": "issue:43335", + "right": "issue:43756", "accept": false, - "reason": "Bamba compile/SDPA bug vs DAC latent reconstruction mismatch; unrelated." + "reason": "SwitchTransformers sparse-layer construction bug is unrelated to Smollm3 RoPE-layer dropping." }, { - "left": "issue:43335", - "right": "issue:43756", + "left": "issue:43550", + "right": "issue:43819", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug vs Smollm3 RoPE-layer selection bug; different models and logic." + "reason": "Bamba torch.compile SDPA failure is unrelated to DAC.from_latents / STE mismatch." }, { "left": "issue:44843", "right": "issue:45081", "accept": false, - "reason": "Both involve _patch_mistral_regex, but one is an offline model_info call and the other is a backend_tokenizer attribute crash; related helper, different bugs." + "reason": "Same helper area (_patch_mistral_regex), but different root causes: offline model_info call vs missing backend_tokenizer attribute." }, { "left": "issue:44821", "right": "issue:45084", "accept": false, - "reason": "AutoImageProcessor-from-URL loading issue vs template-node compilation error; unrelated." + "reason": "AutoImageProcessor URL loading and template-node compilation errors are unrelated." }, { "left": "issue:44186", "right": "issue:44442", "accept": false, - "reason": "LayoutLMv2 tokenizer crash vs FastSpeech2Conformer tokenizer loading failure; different tokenizer paths." + "reason": "LayoutLMv2 NER padding/truncation crash is unrelated to AutoTokenizer loading FastSpeech2ConformerTokenizer." }, { "left": "issue:39692", "right": "issue:45834", "accept": false, - "reason": "SigLIP2 documentation example errors vs Kosmos2.5 OCR index error; not the same underlying bug." + "reason": "SigLIP2 doc/model mismatch and Kosmos2.5 long OCR index error are distinct documentation/model bugs." }, { "left": "issue:44448", "right": "issue:44671", "accept": false, - "reason": "Pegasus v4/v5 output mismatch vs CamemBERT masked-LM prediction regression; different model behaviors." + "reason": "Pegasus v4/v5 output drift and CamemBERT masked-LM prediction errors are different model regressions." }, { "left": "issue:43540", "right": "issue:44008", "accept": false, - "reason": "Qwen3.5 video-template mismatch vs Gemma3n audio-mask variable collision; unrelated." + "reason": "Qwen3OmniMoe video-input processing and Gemma3n audio_mel_mask name collision are different multimodal bugs." }, { "left": "issue:34634", "right": "issue:36010", "accept": false, - "reason": "BarkProcessor voice_preset issue vs GenerationMixin import error; different failures entirely." + "reason": "BarkProcessor voice_preset and GenerationMixin import regression are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer initialization junk and FSDP CPU RAM efficient loading are related to loading, but not the same concrete bug." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription failure after align_special_tokens is unrelated to Kosmos2.5 OCR indexing." } ] }, @@ -5941,13 +5971,14 @@ "review_unit_count": 61, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ "issue:28218", "issue:29159", + "issue:42175", "issue:43322", "issue:43388", "issue:43421", @@ -5956,7 +5987,6 @@ "issue:43577", "issue:43582", "issue:43606", - "issue:43644", "issue:43645", "issue:43716", "issue:43720", @@ -5980,10 +6010,10 @@ "issue:44991", "issue:45020", "issue:45072", + "issue:45081", "issue:45183", "issue:45381", "issue:45479", - "issue:45584", "issue:45685", "issue:45701", "issue:45834", @@ -5996,8 +6026,6 @@ "issue:46846" ], "soft_pairs": [ - "issue:43644|issue:43749", - "issue:45584|issue:45834", "issue:45183|issue:45479", "issue:43606|issue:45072", "issue:43322|issue:45685", @@ -6008,8 +6036,8 @@ "issue:43825|issue:43994", "issue:44991|issue:46291", "issue:43582|issue:46512", - "issue:43577|issue:43818", "issue:43421|issue:44811", + "issue:43577|issue:43818", "issue:44561|issue:45020", "issue:43716|issue:44008", "issue:43931|issue:46846", @@ -6023,223 +6051,203 @@ "issue:43749|issue:44291", "issue:43645|issue:46665", "issue:44671|issue:45701", - "issue:43577|issue:43582" + "issue:43577|issue:43582", + "issue:42175|issue:45081" ], - "prepared_review_unit_hash": "b3ac402a8f816192d3680f2ac0a5ddb415d1779fb170b7b8fd110fc14fcb8a7b", + "prepared_review_unit_hash": "a4e31c8563701e26236c915596e5495c65334bd297784c436d0717ce72dc0919", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1842, - "serialized_chars": 956212, - "estimated_input_tokens": 239053, - "estimated_eval_tokens": 478362 + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36460, - "estimated_input_tokens": 9115, - "estimated_eval_tokens": 18486 + "soft_pair_count": 27, + "serialized_chars": 36274, + "estimated_input_tokens": 9069, + "estimated_eval_tokens": 18394 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are mostly separate regressions across tokenization, model loading, dtype/device handling, video inputs, and pipeline removals. The soft links are mostly thematic rather than true duplicates, so I would not merge any of them.", - "confidence": 0.44, - "canonical_issue_reason": "Issue 45020 is the broadest umbrella report here and best represents the recurring 'recent transformers versions break models using remote_code' regression theme.", + "summary": "Mostly heterogeneous cluster with one plausible duplicate pair around tokenizer spacing / slow-vs-fast tokenizer behavior. The rest of the soft edges appear to be different bugs, subsystems, or only loosely related regressions.", + "confidence": 0.41, + "canonical_issue_reason": "issue:28218 is the most concrete, symptom-level tokenizer bug in the set (\u201cadditional space after the added token\u201d) and best serves as the anchor for the one plausible tokenizer duplicate pair.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45020 is the most central, high-level issue in this set and is the best candidate to anchor discussion of the broader v5 regression class.", + "best_issue_reason": "issue:28218 is the strongest global issue candidate because it states a specific reproducible bug rather than a broad umbrella regression title.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43644", - "right": "issue:43749", - "accept": false, - "reason": "Different loading failures: junk non-persistent buffers vs FSDP CPU RAM efficient loading." - }, - { - "left": "issue:45584", - "right": "issue:45834", - "accept": false, - "reason": "Whisper empty-transcription behavior and Kosmos2.5 long-OCR indexing are unrelated bugs." - }, { "left": "issue:45183", "right": "issue:45479", "accept": false, - "reason": "Input validation messaging and single-label classification zero-loss are different code paths." + "reason": "One is input_ids/inputs_embeds validation; the other is a classification loss bug. Same general area, different failure mode and code path." }, { "left": "issue:43606", "right": "issue:45072", "accept": false, - "reason": "CPU offload device mismatch is not the same failure as bfloat16 dtype mismatch." + "reason": "Different bugs: CPU offload device mismatch vs bfloat16 dtype mismatch. Not the same concrete issue." }, { "left": "issue:43322", "right": "issue:45685", "accept": false, - "reason": "Llava Next segfault and MPS int histogram error are unrelated runtime issues." + "reason": "Llava Next segfault loading is unrelated to an MPS histogram error in MoE code." }, { "left": "issue:43550", "right": "issue:45072", "accept": false, - "reason": "torch.compile/SDPA failure is a different bug than dtype mismatch in inference." + "reason": "torch.compile/SDPA failure in Bamba is not the same as a dtype mismatch regression." }, { "left": "issue:43782", "right": "issue:44977", "accept": false, - "reason": "Qwen3VL load-time weight_only error and flash-attention generation failure are distinct." + "reason": "Qwen3VL weight_only loading error and Qwen3.5 flash-attention generation bug are different model/runtime problems." }, { "left": "issue:43388", "right": "issue:46032", "accept": false, - "reason": "Metric batching label truncation is unrelated to Mamba2 use_cache correctness." + "reason": "Metric gathering label truncation and Mamba2 cache correctness are unrelated." }, { "left": "issue:44479", "right": "issue:45834", "accept": false, - "reason": "Video-input regression and long OCR index error are different model/input problems." + "reason": "Both are video/OCR related broadly, but they describe different models and different failures." }, { "left": "issue:43825", "right": "issue:43994", "accept": false, - "reason": "Pipeline error messaging and SigLIP2 bad outputs do not share the same root cause." + "reason": "Error-message wording about translation support is not the same as SigLIP2 bad outputs." }, { "left": "issue:44991", "right": "issue:46291", "accept": false, - "reason": "Tokenizer load failure and kernels-version import failure are unrelated." + "reason": "Tokenizer loading failure and pipelines import failure with kernels v0.15 are different dependency/code-path issues." }, { "left": "issue:43582", "right": "issue:46512", "accept": false, - "reason": "AppleSilicon warmup TypeError is not the same as stale config dtype after from_config." + "reason": "Apple Silicon warmup TypeError is unrelated to stale config.dtype after from_config." }, { - "left": "issue:43577", - "right": "issue:43818", + "left": "issue:43421", + "right": "issue:44811", "accept": false, - "reason": "Blip2 dtype persistence and Video-LLaVA temporal-attention/weight-sharing bugs are different." + "reason": "Runtime special-token post-processor updates and Whisper batch_decode skip_special_tokens are different tokenizer behaviors." }, { - "left": "issue:43421", - "right": "issue:44811", + "left": "issue:43577", + "right": "issue:43818", "accept": false, - "reason": "Post-processor refresh at runtime and Whisper batch_decode token skipping are separate issues." + "reason": "BLIP2 dtype preservation and Video-LLaVA temporal-attention/weight-sharing issues are unrelated." }, { "left": "issue:44561", "right": "issue:45020", "accept": false, - "reason": "44561 is one specific remote_code breakage cause; 45020 is a broader umbrella report, not the same concrete bug." + "reason": "Broad remote_code breakage and removal of is_torch_fx_available are too loosely related to treat as the same bug." }, { "left": "issue:43716", "right": "issue:44008", "accept": false, - "reason": "Image preprocessor dtype mismatch and Gemma3n variable-name collision are unrelated." + "reason": "Image preprocessor dtype mismatch in Mistral-3 and Gemma3n variable collision are different code paths." }, { "left": "issue:43931", "right": "issue:46846", "accept": false, - "reason": "Qwen3-VL weight shape mismatch and missing tp_plan entries are different model-loading defects." + "reason": "Qwen3-VL weight-shape loading mismatch is distinct from tensor-parallel plan omissions causing OOM/shape errors." }, { "left": "issue:46294", "right": "issue:46463", "accept": false, - "reason": "Qwen3.5 video-template mismatch and T5 decoder validation messaging are unrelated." + "reason": "Video chat-template feature/token mismatch is not the same as T5 decoder-input validation messaging." }, { "left": "issue:28218", "right": "issue:29159", - "accept": false, - "reason": "Extra-space after added token is a specific tokenizer bug; slow/fast inconsistency is broader and not the same defect." + "accept": true, + "reason": "Both point to tokenizer inconsistency around added tokens / slow-vs-fast behavior; these plausibly describe the same underlying tokenizer spacing bug." }, { "left": "issue:44805", "right": "issue:44936", "accept": false, - "reason": "Mask/tensor shape mismatch is not the same as train-then-evaluate failure." + "reason": "Mask shape IndexError and trainer.evaluate() failing after train() are different symptoms and likely different causes." }, { "left": "issue:44610", "right": "issue:45072", "accept": false, - "reason": "Processor image-size mismatch and dtype mismatch are different issues." - }, - { - "left": "issue:43540", - "right": "issue:45381", - "accept": false, - "reason": "Qwen3OmniMoe video processing failure and qwen2.5-vl vision_position_ids regression are distinct." + "reason": "Processor image-size mismatch is unrelated to dtype mismatch issues." }, { "left": "issue:43720", "right": "issue:45072", "accept": false, - "reason": "Packed-weight unpacking during accelerate loading is unrelated to dtype mismatch." + "reason": "BitNet packed-weight unpacking on accelerate loading is a different failure than dtype mismatches." }, { "left": "issue:43825", "right": "issue:43827", "accept": false, - "reason": "One is an error-message problem; the other is docs still referencing removed pipeline APIs." + "reason": "One is an error message regression; the other is stale documentation after pipeline removals." }, { "left": "issue:43749", "right": "issue:44291", "accept": false, - "reason": "FSDP CPU RAM efficient loading and init_empty_weights argument handling are different loading bugs." + "reason": "FSDP CPU RAM efficient loading and init_empty_weights argument handling are different initialization/loading bugs." }, { "left": "issue:43645", "right": "issue:46665", "accept": false, - "reason": "Jupyter custom-model initialization and from_pretrained-inside-classes inconsistency are not the same failure." + "reason": "Both involve custom/from_pretrained initialization, but the notebook-specific custom-model issue is not clearly the same as class-based from_pretrained inconsistency." }, { "left": "issue:44671", "right": "issue:45701", "accept": false, - "reason": "CamemBERT masked-LM regression and version-dependent tokenization changes are related only broadly, not a shared concrete bug." + "reason": "CamemBERT masked LM prediction regression and tokenization changes are not the same bug." }, { "left": "issue:43577", "right": "issue:43582", "accept": false, - "reason": "Blip2 dtype persistence and AppleSilicon caching_allocator_warmup TypeError are unrelated." - }, - { - "left": "issue:46294", - "right": "issue:46463", - "accept": false, - "reason": "Qwen3.5 video token/template mismatch and T5 decoder-input validation are unrelated." + "reason": "Model dtype persistence and Apple Silicon allocator warmup TypeError are unrelated." }, { - "left": "issue:43825", - "right": "issue:43827", + "left": "issue:42175", + "right": "issue:45081", "accept": false, - "reason": "Both mention pipeline removals, but one concerns a runtime error message and the other docs references; not the same bug." + "reason": "Missing TensorFlow backend in an install extra is unrelated to a Mistral tokenizer regex crash." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays grounded in the packet and is appropriately cautious. Most rejections are conservative and match the titles\u2019 different failure modes/code paths. The only accepted pair, issue:28218 with issue:29159, is plausibly the same tokenizer spacing/slow-vs-fast behavior bug based on the titles alone, and the summary correctly phrases it as a plausible pair rather than a certainty." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -6251,8 +6259,8 @@ "review_unit_count": 61, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ @@ -6306,7 +6314,6 @@ "issue:46932" ], "soft_pairs": [ - "issue:42175|issue:45081", "issue:34634|issue:36331", "issue:46175|issue:46932", "issue:45003|issue:46285", @@ -6314,18 +6321,18 @@ "issue:46697|issue:46728", "issue:43782|issue:45325", "issue:43262|issue:43819", - "issue:45081|issue:45406", "issue:43582|issue:44857", + "issue:45081|issue:45406", "issue:45372|issue:46326", "issue:44589|issue:45042", - "issue:43550|issue:44912", "issue:43742|issue:45020", - "issue:43329|issue:45600", - "issue:45084|issue:45538", + "issue:43550|issue:44912", "issue:43452|issue:44991", "issue:44060|issue:44368", - "issue:43526|issue:43697", + "issue:43329|issue:45600", + "issue:45084|issue:45538", "issue:43257|issue:43329", + "issue:43526|issue:43697", "issue:43906|issue:46209", "issue:43526|issue:44554", "issue:36010|issue:36331", @@ -6336,208 +6343,202 @@ "issue:43638|issue:44936", "issue:42490|issue:43257" ], - "prepared_review_unit_hash": "2a8cdb0420b7eb9454abccdbc7964a29f2d197da5e6741569667f56b4edbcfff", + "prepared_review_unit_hash": "a3e514c079d798295676488d1c27df026db4b72a06bea03481e422bd5beadfe7", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1842, - "serialized_chars": 956212, - "estimated_input_tokens": 239053, - "estimated_eval_tokens": 478362 + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36868, - "estimated_input_tokens": 9217, - "estimated_eval_tokens": 18690 + "soft_pair_count": 28, + "serialized_chars": 36566, + "estimated_input_tokens": 9142, + "estimated_eval_tokens": 18540 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the soft pairs are mostly broad-similarity false positives across unrelated loading, tokenizer, processor, training, and backend bugs. No pair looks safely mergeable as the same concrete fix.", - "confidence": 0.94, - "canonical_issue_reason": "issue:45020 is the broadest, most upstream-facing regression report in the set and the best anchor if one issue must represent the cluster.", + "summary": "The cluster is a loose set of unrelated Transformers bug reports across tokenizers, vision/audio processors, training, quantization, and model-loading paths. No pair looks like the same concrete bug, so I reject all soft duplicate candidates.", + "confidence": 0.72, + "canonical_issue_reason": "Issue #45020 is the broadest, most central regression report in the set: recent Transformers versions breaking models that rely on `remote_code`. It best serves as the umbrella representative for this otherwise heterogeneous cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the best overall representative because it captures a broad class of recent version breakages, unlike the many one-off model-specific reports here.", + "best_issue_reason": "#45020 has the widest user impact and the most general framing among the issues, making it the most useful representative of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:42175", - "right": "issue:45081", - "accept": false, - "reason": "Different failures: missing TensorFlow in a torch install vs a Mistral tokenizer backend attribute error." - }, { "left": "issue:34634", "right": "issue:36331", "accept": false, - "reason": "Unrelated code paths: BarkProcessor voice_preset vs Trainer.compute_loss kwarg handling." + "reason": "Different subsystems and failure modes: Bark voice presets vs. Trainer loss signature change." }, { "left": "issue:46175", "right": "issue:46932", "accept": false, - "reason": "Both are Gemma4-related, but one is a huge one-hot vision embedding and the other is quantized dtype casting; different bugs." + "reason": "Both are Gemma4-related, but one is a large position-embedding memory issue and the other is dtype casting for quantized embedders; different code paths." }, { "left": "issue:45003", "right": "issue:46285", "accept": false, - "reason": "sys.modules access in modeling_utils is a different issue from the CLIP text model structure inconsistency." + "reason": "`sys.modules` access in loading logic is unrelated to CLIP `.text_model` structure changes." }, { "left": "issue:43653", "right": "issue:44912", "accept": false, - "reason": "BigBirdTokenizer special-token registration and MXFP4 quantization fallback are unrelated." + "reason": "BigBird special-token registration and MXFP4 quantization fallback are unrelated bugs." }, { "left": "issue:46697", "right": "issue:46728", "accept": false, - "reason": "Both concern image processing, but one is over-padding and the other is patch-count calculation for Aria resolution logic." + "reason": "Different image processors and distinct padding vs. patch-count logic." }, { "left": "issue:43782", "right": "issue:45325", "accept": false, - "reason": "Different VL model bugs: weight_only loading error vs rope-index temporal scaling." + "reason": "Qwen2.5-VL weight loading error is unrelated to Qwen2.5-VL RoPE index scaling." }, { "left": "issue:43262", "right": "issue:43819", "accept": false, - "reason": "Audio chat-template sampling-rate default and DAC latent reconstruction mismatch are separate code paths." + "reason": "Audio chat-template sample-rate handling is unrelated to DAC latent/forward mismatch." }, { - "left": "issue:45081", - "right": "issue:45406", + "left": "issue:43582", + "right": "issue:44857", "accept": false, - "reason": "Different model classes and failures: Mistral tokenizer backend_tokenizer vs Gemma4Processor missing _tokenizer." + "reason": "Apple Silicon allocator warmup TypeError is unrelated to CUDA AMP loss crashes." }, { - "left": "issue:43582", - "right": "issue:44857", + "left": "issue:45081", + "right": "issue:45406", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError is unrelated to LwDetrImageLoss AMP crashes on CUDA." + "reason": "Both involve model loading, but Mistral tokenizer regex patching and Gemma4Processor initialization are different bugs." }, { "left": "issue:45372", "right": "issue:46326", "accept": false, - "reason": "Gemma4 import failure due to ReasoningEffort and mistral_common continue_final_message are different bugs." + "reason": "Both mention `mistral_common`, but one is an import error and the other is `continue_final_message` behavior; not the same defect." }, { "left": "issue:44589", "right": "issue:45042", "accept": false, - "reason": "Float8 storage lookup failure and PIL backend torchvision dependency are unrelated." - }, - { - "left": "issue:43550", - "right": "issue:44912", - "accept": false, - "reason": "Bamba torch.compile/SDPA failure is not the same as MXFP4 quantization fallback." + "reason": "Float8 storage lookup failure is unrelated to torchvision being required by PIL image processors." }, { "left": "issue:43742", "right": "issue:45020", "accept": false, - "reason": "Both are loading-related, but one is a MobileLLM key error and the other is a broad remote_code regression; not the same concrete bug." - }, - { - "left": "issue:43329", - "right": "issue:45600", - "accept": false, - "reason": "Undefined video-branch helpers in multimodal token counting is unrelated to stale auto_mappings references." + "reason": "MobileLLM key error is a specific model-loading failure, not the broader remote_code regression." }, { - "left": "issue:45084", - "right": "issue:45538", + "left": "issue:43550", + "right": "issue:44912", "accept": false, - "reason": "Template compilation error and CLIPTokenizer max_length bug are different failures." + "reason": "torch.compile/SDPA failure in Bamba is unrelated to MXFP4 quantization fallback." }, { "left": "issue:43452", "right": "issue:44991", "accept": false, - "reason": "gguf_file from_pretrained breakage is a different loading path than tokenizer loading for EMBEDDIA/est-roberta." + "reason": "gguf_file handling for AutoTokenizer/AutoModel is not the same bug as EMBEDDIA tokenizer loading regression." }, { "left": "issue:44060", "right": "issue:44368", "accept": false, - "reason": "Similar warning theme, but the concrete model behavior differs: incorrect layer-wise tie warning vs repeated tie_word_embeddings warning during LoRA fine-tuning." + "reason": "Both are warning-related, but one is an incorrect weight-tying warning and the other is a config warning during LoRA fine-tuning." }, { - "left": "issue:43526", - "right": "issue:43697", + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Undefined video multimodal helpers are unrelated to stale auto_mappings references." + }, + { + "left": "issue:45084", + "right": "issue:45538", "accept": false, - "reason": "reduce_labels truncation and RTDetrV2 output drift are unrelated." + "reason": "Template-compilation TypeError is unrelated to CLIPTokenizer max-length behavior." }, { "left": "issue:43257", "right": "issue:43329", "accept": false, - "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed is unrelated to multimodal video token counting." + "reason": "Qwen3 MoE weight conversion and multimodal token counting are different problems." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BEiT label reduction and RTDetrV2 output drift are separate model bugs." }, { "left": "issue:43906", "right": "issue:46209", "accept": false, - "reason": "A reproduction of an older issue is unrelated to an FP8 inference failure on B200." + "reason": "A reproduction of an older issue is unrelated to FP8 inference failing on B200." }, { "left": "issue:43526", "right": "issue:44554", "accept": false, - "reason": "BEiT label reduction and MPS attention correctness are different subsystems and bugs." + "reason": "BEiT preprocessing bug is unrelated to the MPS attention correctness issue." }, { "left": "issue:36010", "right": "issue:36331", "accept": false, - "reason": "GenerationMixin import error and custom trainer loss signature mismatch do not share a code path." + "reason": "Importing `GenerationMixin` and `compute_loss` signature mismatch are unrelated breakages." }, { "left": "issue:43819", "right": "issue:43927", "accept": false, - "reason": "DAC latent mismatch and DiaConfig token-ID persistence are separate model/config issues." + "reason": "DAC latent reconstruction mismatch and DiaConfig token-ID loss are different model/config bugs." }, { "left": "issue:36010", "right": "issue:43645", "accept": false, - "reason": "ImportError for GenerationMixin is not the same as notebook-based custom model initialization breakage." + "reason": "`GenerationMixin` import failure is not the same as notebook custom-model initialization breakage." }, { "left": "issue:43531", "right": "issue:45042", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior and PIL/torchvision dependency handling are unrelated." + "reason": "Qwen3-MoE sliding-window behavior and PIL/torchvision requirements are unrelated." }, { "left": "issue:42175", "right": "issue:46291", "accept": false, - "reason": "Missing TensorFlow extra and kernels v0.15 version/revision requirement are different packaging/import problems." + "reason": "Package install backend selection and pipeline import dependency validation are different issues." }, { "left": "issue:43638", "right": "issue:44936", "accept": false, - "reason": "Deepspeed zero3 index error with Bert initialization is not the same as evaluate() failing after train()." + "reason": "DeepSpeed ZeRO-3 index error is unrelated to evaluate() failing after train()." }, { "left": "issue:42490", "right": "issue:43257", "accept": false, - "reason": "Trailing-slash local model import warning and Qwen3 MoE weight conversion are unrelated." + "reason": "Trailing-slash local path warnings and Qwen3 MoE weight conversion are unrelated." } ] }, @@ -6556,8 +6557,8 @@ "review_unit_count": 61, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ @@ -6615,8 +6616,8 @@ "issue:43854|issue:44977", "issue:43746|issue:44811", "issue:43643|issue:45759", - "issue:43257|issue:43696", "issue:38175|issue:44610", + "issue:43257|issue:43696", "issue:43262|issue:44811", "issue:44387|issue:44617", "issue:43257|issue:43931", @@ -6638,203 +6639,206 @@ "issue:43525|issue:46291", "issue:44568|issue:45356" ], - "prepared_review_unit_hash": "1e1af46286dc716501d66a8dc063fe39651bc4e5ad806d6e4c811830570e96e6", + "prepared_review_unit_hash": "3f27502981b1a0f04237a91de5fa417035eb9ad2ceb44a474c9b227bd30f6623", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1842, - "serialized_chars": 956212, - "estimated_input_tokens": 239053, - "estimated_eval_tokens": 478362 + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 35419, - "estimated_input_tokens": 8855, - "estimated_eval_tokens": 17966 + "serialized_chars": 35411, + "estimated_input_tokens": 8853, + "estimated_eval_tokens": 17962 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These candidates are mostly unrelated issues that only share broad themes like loading, quantization, video, or tokenizer behavior. I found no strong duplicate pair worth merging; all soft edges should be rejected. For a representative issue, I\u2019d pick the broad FSDP loading bug as the most central/infrastructure-like item in the set.", - "confidence": 0.81, - "canonical_issue_reason": "issue:43749 is the most broadly relevant infrastructure bug here (FSDP / RAM-efficient loading), with substantial discussion and inbound references, so it is the best representative issue in this mixed set.", + "summary": "The set is mostly heterogeneous; nearly all pairs are superficial matches on broad subsystems. The only likely duplicate edge is the Qwen video-input regression pair, which appears to describe the same underlying multimodal video-token handling bug.", + "confidence": 0.83, + "canonical_issue_reason": "issue:44479 is the better canonical issue because it is the broader, user-facing regression report covering multiple affected Qwen VL/MoE models in v5.3.0, while issue:43329 is a narrower root-cause/debugging description of the same video-token path.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43749 is the strongest single issue to anchor the cluster because it is central, high-impact, and more likely than the others to summarize a reusable bug pattern across loading/runtime paths.", + "best_issue_reason": "issue:44479 best represents the duplicate cluster: it clearly states the regression, affected models, and release scope, making it the most actionable single issue to keep.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43720", "right": "issue:44610", "accept": false, - "reason": "Different subsystems and failure modes: accelerate loading of packed BitNet weights vs image processor input-size mismatch." + "reason": "Different bugs: packed-weight loading in BitNet vs a processor input-size mismatch in OmDet-Turbo." }, { "left": "issue:39692", "right": "issue:44912", "accept": false, - "reason": "One is a documentation/example problem; the other is a model quantization/loading regression. No shared bug path." + "reason": "Docs example errors are unrelated to MXFP4 quantization fallback behavior." }, { "left": "issue:43854", "right": "issue:44977", "accept": false, - "reason": "Different models and different runtime behavior: unit-test model loading vs flash-attention generation regression." + "reason": "Unrelated model-load failure in tests vs a flash-attention generation issue." }, { "left": "issue:43746", "right": "issue:44811", "accept": false, - "reason": "PEFT/local checkpoint loading bug vs Whisper batch_decode token-skipping behavior; unrelated code paths." + "reason": "PEFT local-checkpoint loading and Whisper batch_decode token skipping are different code paths." }, { "left": "issue:43643", "right": "issue:45759", "accept": false, - "reason": "Both involve config/model construction, but the concrete bugs differ: missing fields from AutoConfig vs unwrapping text_config in AutoModelForCausalLM.from_config." + "reason": "Both involve config handling, but the failures are different: missing fields from remote config load vs not unwrapping text_config in from_config." }, { - "left": "issue:43257", - "right": "issue:43696", + "left": "issue:38175", + "right": "issue:44610", "accept": false, - "reason": "Qwen3 MOE weight conversion/loading bug is unrelated to a GPT-oss CUDA OOM." + "reason": "Different symptom and subsystem: SigLIP2 zero probabilities vs OmDet-Turbo processor/model size mismatch." }, { - "left": "issue:38175", - "right": "issue:44610", + "left": "issue:43257", + "right": "issue:43696", "accept": false, - "reason": "Both mention vision models and 224px, but one is zero probabilities and the other is a processor/model input-size mismatch." + "reason": "Qwen3 MoE weight conversion/loading bug is unrelated to a GPT-oss CUDA OOM." }, { "left": "issue:43262", "right": "issue:44811", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting is unrelated to Whisper batch_decode special-token handling." + "reason": "Audio chat-template sample-rate defaulting and Whisper special-token decoding are unrelated." }, { "left": "issue:44387", "right": "issue:44617", "accept": false, - "reason": "Both are OOM reports, but the causes are different: int4 quantization reserved-memory regression vs a model-specific video OOM." + "reason": "Both are OOMs, but one is an int4 memory-regression issue and the other is a model-specific video OOM." }, { "left": "issue:43257", "right": "issue:43931", "accept": false, - "reason": "Different Qwen model-loading failures: missing MOE weight conversion vs weight-shape mismatch in Qwen3-VL." + "reason": "Both concern Qwen loading, but one is accelerate/deepspeed conversion and the other is a shape mismatch for a VL model." }, { "left": "issue:45459", "right": "issue:45803", "accept": false, - "reason": "Both involve exception handling, but they are different functions and different bugs; not the same underlying issue." + "reason": "Both mention exception handling, but they are different bugs in different converters/tokenizer paths." }, { "left": "issue:43329", "right": "issue:43450", "accept": false, - "reason": "Undefined helper variables in multimodal token counting vs incorrect batched video processor output shape are distinct bugs." + "reason": "Video-token counting undefined symbols vs batched video processor shape are different failures." }, { "left": "issue:46421", "right": "issue:46424", "accept": false, - "reason": "Both cache-related, but one is spurious recompilation from lazy init and the other is max_cache_length being ignored except for quantized cache." + "reason": "Both are cache-related, but one is lazy-init recompilation and the other is max_cache_length handling." }, { "left": "issue:42915", "right": "issue:43742", "accept": false, - "reason": "Different model families and different loading/quantization failures." + "reason": "Different loading failures: FineGrainedFP8Config support vs a key error on MobileLLM-125M." }, { "left": "issue:43329", "right": "issue:44479", - "accept": false, - "reason": "Related to video inputs, but one is undefined variables in token counting and the other is a broader video-input regression; not the same concrete bug." + "accept": true, + "reason": "Both point to the same Qwen video-input regression in the multimodal/video path; one gives the concrete undefined-helper root cause and the other reports the broader model-level regression." }, { "left": "issue:34567", "right": "issue:40990", "accept": false, - "reason": "TrainerState token accounting vs GPT-oss perplexity are unrelated issues." + "reason": "Trainer token accounting and GPT-oss perplexity are unrelated." }, { "left": "issue:44291", "right": "issue:45042", "accept": false, - "reason": "Different areas: init_empty_weights argument incompatibility vs PIL image processors needing torchvision." + "reason": "init_empty_weights argument handling and PIL backend torchvision dependency are unrelated bugs." }, { "left": "issue:43650", "right": "issue:43906", "accept": false, - "reason": "No real bug overlap; one is a low-signal issue title and the other is an isolated reproduction of a different issue." + "reason": "Generic title-only issue vs an isolated reproduction of a specific prior bug; no shared underlying failure." }, { "left": "issue:43749", "right": "issue:44756", "accept": false, - "reason": "Both mention memory pressure, but one is FSDP loading and the other is mmap on Strix Halo; different root causes." + "reason": "Both reference memory/offload concerns, but one is FSDP RAM-efficient loading and the other is mmap on Strix Halo." }, { "left": "issue:42915", "right": "issue:44821", "accept": false, - "reason": "A model quantization/load failure is unrelated to AutoImageProcessor-from-URL loading." + "reason": "Different problems: FP8 config loading vs AutoImageProcessor URL loading." }, { "left": "issue:29159", "right": "issue:34567", "accept": false, - "reason": "Tokenizer behavior inconsistency vs TrainerState token counter not updating; different components and symptoms." + "reason": "Tokenizer inconsistency and TrainerState token counters are unrelated." }, { "left": "issue:43606", "right": "issue:45859", "accept": false, - "reason": "Both touch CPU offload, but they affect different models and different code paths." + "reason": "Both involve CPU offload, but they affect different models and different failure modes." }, { "left": "issue:43927", "right": "issue:44912", "accept": false, - "reason": "DiaConfig save/load token-ID loss is unrelated to GPT-oss MXFP4 fallback behavior." + "reason": "DiaConfig token-ID persistence is unrelated to gpt-oss MXFP4 quantization loading." }, { "left": "issue:28282", "right": "issue:29870", "accept": false, - "reason": "PyTorch missing ImportError vs Bart generate() decoder_attention_mask initialization bug are unrelated." + "reason": "ImportError for missing PyTorch and Bart generate() decoder mask initialization are unrelated." }, { "left": "issue:43540", "right": "issue:46701", "accept": false, - "reason": "Different multimodal pipelines and different failure modes: Qwen3OmniMoe video input ValueError vs DiffusionGemma image-text-to-text pipeline failure." + "reason": "Video-processing ValueError in Qwen3OmniMoe vs a DiffusionGemma image-text pipeline issue are different bugs." }, { "left": "issue:43525", "right": "issue:46291", "accept": false, - "reason": "Llama4 config missing pad_token_id is unrelated to pipelines import failing on kernels version/revision requirements." + "reason": "Llama4Config missing pad_token_id is unrelated to kernels import-time version/revision requirements." }, { "left": "issue:44568", "right": "issue:45356", "accept": false, - "reason": "Two separate tokenizer regressions affecting different models and different mechanics (special-token insertion vs codec handling/warning behavior)." + "reason": "Both are tokenizer regressions, but they affect different models and different tokenizer behaviors; no shared concrete code-path bug." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the one accepted soft-edge pair (43329 vs 44479) is a conservative duplicate call: both concern the same Qwen video-input/video-token path, with 43329 describing the lower-level undefined-helper failure and 44479 describing the broader v5.3.0 regression across affected Qwen VL/MoE models. The remaining pairwise rejects are also appropriately cautious given the titles provided." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -6846,8 +6850,8 @@ "review_unit_count": 61, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ @@ -6905,18 +6909,18 @@ "issue:43454|issue:43577", "issue:28282|issue:34689", "issue:45538|issue:46869", - "issue:44857|issue:46832", "issue:43425|issue:46291", + "issue:44857|issue:46832", "issue:43697|issue:45357", "issue:33357|issue:34567", "issue:43404|issue:45127", - "issue:42915|issue:45538", "issue:45137|issue:45405", "issue:42175|issue:43824", + "issue:42915|issue:45538", "issue:28282|issue:29127", "issue:44062|issue:44991", - "issue:44479|issue:46693", "issue:43742|issue:44291", + "issue:44479|issue:46693", "issue:44936|issue:46821", "issue:43577|issue:46512", "issue:42915|issue:43749", @@ -6930,20 +6934,20 @@ "issue:44568|issue:45488", "issue:44792|issue:44964" ], - "prepared_review_unit_hash": "5081faae3b861fb498f7a8892a575ac45ae8c727f3785c16d73a40f04987e539", + "prepared_review_unit_hash": "9183cde81faacd2e54ed06b6a7d49b2142be546d6592d3d852a793d507cab9c5", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1842, - "serialized_chars": 956212, - "estimated_input_tokens": 239053, - "estimated_eval_tokens": 478362 + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36026, + "serialized_chars": 36028, "estimated_input_tokens": 9007, "estimated_eval_tokens": 18270 }, @@ -6952,180 +6956,198 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are largely unrelated; the soft-similarity pairs do not look like true duplicates or the same concrete bug/change, so I would not merge any of them.", - "confidence": 0.95, - "canonical_issue_reason": null, + "summary": "This cluster is heterogeneous: the soft pairs mostly share broad themes like tokenization, loading, dtype, or training, but they do not look like the same concrete bug. I would not merge any of the suggested pairs.", + "confidence": 0.96, + "canonical_issue_reason": "No single issue is a safe canonical representative because the cluster spans many unrelated failure modes across tokenizer behavior, model loading, training, multimodal models, and backend-specific regressions.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45488 is the strongest standalone representative here: it has the most discussion, inbound references, and a clear, concrete regression affecting tokenizer behavior in a widely used model family.", + "best_issue_reason": "If forced to pick a single issue for visibility, issue 45488 is the broadest/highest-impact tokenizer regression, but it is not representative of the cluster as a whole.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44987", "right": "issue:45538", "accept": false, - "reason": "Different failures in different subsystems: model loading for one specific repo vs CLIPTokenizer max-length handling." + "reason": "Different bugs: model loading regression vs CLIPTokenizer max-length behavior." }, { "left": "issue:43454", "right": "issue:43577", "accept": false, - "reason": "One is about untied lm_head weights in Mistral3; the other is a dtype-loading problem in Blip2. Different bugs and code paths." + "reason": "Different code paths: missing lm_head tying vs dtype propagation in BLIP2." }, { "left": "issue:28282", "right": "issue:34689", "accept": false, - "reason": "Generic AutoModel PyTorch import error vs a specific Llama 3.2 Vision loading regression; not the same issue." + "reason": "Unrelated failures: missing PyTorch dependency vs Llama 3.2 vision loading breakage." }, { "left": "issue:45538", "right": "issue:46869", "accept": false, - "reason": "CLIPTokenizer max_length misconfiguration is unrelated to YOLO multi-GPU device_map auto failures." + "reason": "Unrelated subsystems: tokenizer max length vs YOLO multi-GPU device-map failure." }, { - "left": "issue:44857", - "right": "issue:46832", + "left": "issue:43425", + "right": "issue:46291", "accept": false, - "reason": "Both are detection-model crashes, but one is an AMP/float16 loss crash and the other is a forward-shape mismatch; different underlying bugs." + "reason": "Different incompatibilities: Torch 2.10 support vs kernels revision/version requirement." }, { - "left": "issue:43425", - "right": "issue:46291", + "left": "issue:44857", + "right": "issue:46832", "accept": false, - "reason": "Torch version incompatibility and kernels' version/revision requirement are separate dependency problems." + "reason": "Both DETR-related, but different bugs and different failing paths/models." }, { "left": "issue:43697", "right": "issue:45357", "accept": false, - "reason": "RT-DETR output drift in v5 vs incorrect save_pretrained visual encoder keys for Qwen3.5 are different code paths." + "reason": "Different issues: RTDetr output mismatch vs incorrect save_pretrained key mapping." }, { "left": "issue:33357", "right": "issue:34567", "accept": false, - "reason": "MacOS bus error on CLIP model loading is unrelated to TrainerState token-count tracking." + "reason": "Unrelated: Mac bus error on CLIP model vs TrainerState token counter not updating." }, { "left": "issue:43404", "right": "issue:45127", "accept": false, - "reason": "Both mention weight tying, but one is a missing tie in Mistral3 generation and the other is LoRA merge collapse with extended vocabulary." - }, - { - "left": "issue:42915", - "right": "issue:45538", - "accept": false, - "reason": "Qwen3Moe FP8 failure and CLIPTokenizer max-length are unrelated." + "reason": "Both involve tied weights, but different models and different failure mechanisms." }, { "left": "issue:45137", "right": "issue:45405", "accept": false, - "reason": "DeepSpeed ZeRO3 deque underflow and a PEFT version bump are not the same bug." + "reason": "Completely unrelated: DeepSpeed deque error vs PEFT version pin problem." }, { "left": "issue:42175", "right": "issue:43824", "accept": false, - "reason": "TensorFlow missing from a torch extra install is unrelated to a missing Qwen2.5-VL symbol import error." + "reason": "Different failures: backend packaging issue vs missing model import symbol." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Different bugs: FineGrainedFP8 loading failure vs tokenizer max-length setting." }, { "left": "issue:28282", "right": "issue:29127", "accept": false, - "reason": "PyTorch import detection failure and a LayoutLMv3 box-content error are distinct problems." + "reason": "Unrelated: missing PyTorch dependency vs LayoutLMv3 error-message clarity." }, { "left": "issue:44062", "right": "issue:44991", "accept": false, - "reason": "AddedToken special-arg TypeError is not clearly the same as a model-specific tokenizer load failure; too little evidence to merge." + "reason": "Both tokenizer-related, but one is AddedToken argument handling and the other is a model-specific tokenizer loading failure." }, { - "left": "issue:44479", - "right": "issue:46693", + "left": "issue:43742", + "right": "issue:44291", "accept": false, - "reason": "Video-input regression in several Qwen models vs FA2 long-context performance regression are different failures." + "reason": "Different loading bugs: missing key on MobileLLM vs unexpected init_empty_weights argument." }, { - "left": "issue:43742", - "right": "issue:44291", + "left": "issue:44479", + "right": "issue:46693", "accept": false, - "reason": "MobileLLM key loading error and init_empty_weights unexpected argument are separate loading-path bugs." + "reason": "Different regressions: video-input breakage vs long-context performance regression." }, { "left": "issue:44936", "right": "issue:46821", "accept": false, - "reason": "Trainer evaluate-after-train failure is unrelated to TimesFM window_size AttributeError." + "reason": "Unrelated: trainer lifecycle bug vs TimesFM window_size attribute error." }, { "left": "issue:43577", "right": "issue:46512", "accept": false, - "reason": "One is weights staying float32 in Blip2; the other is stale config.dtype after from_config. Similar theme, different bug." + "reason": "Both dtype-related, but one is stale submodule dtypes and the other is stale config dtype after from_config." }, { "left": "issue:42915", "right": "issue:43749", "accept": false, - "reason": "Qwen3Moe FP8Config failure and FSDP CPU RAM efficient loading are different features and failures." + "reason": "Different areas: FP8 config failure vs FSDP CPU RAM efficient loading." }, { "left": "issue:44849", "right": "issue:45701", "accept": false, - "reason": "Qwen3.5 output_hidden_states bug is unrelated to a version-dependent tokenization change." + "reason": "Different bugs: hidden_states handling in Qwen3.5 vs version-dependent tokenization changes." }, { "left": "issue:43452", "right": "issue:43582", "accept": false, - "reason": "GGUF loading breakage and Apple Silicon caching_allocator_warmup TypeError are not the same issue." + "reason": "Unrelated: gguf_file loading path vs Apple Silicon allocator warmup TypeError." }, { "left": "issue:27957", "right": "issue:28282", "accept": false, - "reason": "XLMRoberta Flash Attention 2 support and AutoModel PyTorch import errors are unrelated." + "reason": "Different failures: Flash Attention 2 issue vs missing PyTorch dependency." }, { "left": "issue:24643", "right": "issue:29159", "accept": false, - "reason": "DeepSpeed weight-dimension runtime error is unrelated to tokenizer slow/fast inconsistency." + "reason": "Unrelated: DeepSpeed training runtime error vs tokenizer inconsistency." }, { "left": "issue:44987", "right": "issue:45907", "accept": false, - "reason": "Model loading regression and list_repo_files not forwarding revision are different API issues." + "reason": "Different issues: model loading regression vs list_repo_files revision forwarding." }, { "left": "issue:41720", "right": "issue:43540", "accept": false, - "reason": "Qwen3 auto device-mapping CUDA assert and Qwen3OmniMoe video-processing ValueError are different runtime paths." + "reason": "Different Qwen3 bugs with different symptoms and code paths." }, { "left": "issue:42175", "right": "issue:44488", "accept": false, - "reason": "TensorFlow backend packaging issue is unrelated to a specific model loading failure." + "reason": "Unrelated: package backend selection vs a model loading failure." }, { "left": "issue:44568", "right": "issue:45488", "accept": false, - "reason": "Both are tokenizer regressions, but one is add_special_tokens not adding BOS/EOS and the other is LlamaTokenizer overriding ByteLevel with Metaspace; not the same bug." + "reason": "Both tokenizer regressions, but different tokenizer classes and different underlying behavior changes." }, { "left": "issue:44792", "right": "issue:44964", "accept": false, - "reason": "Different multimodal models and different failure modes; no evidence they share the same underlying defect." + "reason": "Different multimodal model failures with no shared concrete fix path." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Different issues: Qwen3.5 hidden-state bug vs tokenization version drift." + }, + { + "left": "issue:44857", + "right": "issue:46821", + "accept": false, + "reason": "Unrelated: DETR AMP/CUDA crash vs TimesFM window_size attribute error." + }, + { + "left": "issue:44936", + "right": "issue:44964", + "accept": false, + "reason": "Different domains: trainer post-train evaluate bug vs multimodal model loading failure." } ] }, @@ -7144,8 +7166,8 @@ "review_unit_count": 61, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ @@ -7177,6 +7199,7 @@ "issue:44821", "issue:44877", "issue:44898", + "issue:44913", "issue:45042", "issue:45072", "issue:45081", @@ -7184,10 +7207,10 @@ "issue:45381", "issue:45405", "issue:45600", - "issue:45663", "issue:45672", "issue:45674", "issue:45823", + "issue:46121", "issue:46399", "issue:46463", "issue:46468", @@ -7195,14 +7218,13 @@ "issue:46693", "issue:46701", "issue:46821", - "issue:46829", - "issue:46846" + "issue:46829" ], "soft_pairs": [ "issue:43540|issue:44560", "issue:44291|issue:44821", - "issue:44479|issue:45381", "issue:38175|issue:44898", + "issue:44479|issue:45381", "issue:43540|issue:44479", "issue:34567|issue:36331", "issue:43257|issue:43756", @@ -7218,219 +7240,219 @@ "issue:45672|issue:45674", "issue:43716|issue:46701", "issue:43577|issue:45072", - "issue:43906|issue:46468", - "issue:24643|issue:29870", "issue:44737|issue:46463", + "issue:24643|issue:29870", + "issue:43906|issue:46468", "issue:43906|issue:46693", "issue:45823|issue:46463", "issue:43452|issue:44488", "issue:44625|issue:44877", - "issue:43697|issue:46829", "issue:43540|issue:46693", - "issue:45663|issue:46846" + "issue:43697|issue:46829", + "issue:44913|issue:46121" ], - "prepared_review_unit_hash": "3a9b83811481ae97741d0252c9bfb9b6190be9d8c600e3494ed809971add1f34", + "prepared_review_unit_hash": "7ce86311eda82eb360aa59a78c0acb9cb957e163a2a07f89feb9eaec04d7998b", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1842, - "serialized_chars": 956212, - "estimated_input_tokens": 239053, - "estimated_eval_tokens": 478362 + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36780, - "estimated_input_tokens": 9195, - "estimated_eval_tokens": 18646 + "serialized_chars": 36737, + "estimated_input_tokens": 9185, + "estimated_eval_tokens": 18626 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly noisy: the soft pairs share broad themes like model loading, tokenizers, vision/video regressions, or dtype issues, but they do not describe the same concrete bug/change. I found no true duplicate pair to accept.", - "confidence": 0.89, - "canonical_issue_reason": "No actual duplicate subcluster stands out; issue 44479 is the broadest representative because it describes a clear, multi-model Qwen video regression and overlaps most with the other Qwen video-related items.", + "summary": "A heterogeneous set of closed/open issue reports with only loose topical overlap. Several pairs share a subsystem or model family, but the concrete failures differ enough that none should be merged as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 44479 is the broadest and most representative of the closest family here: a concrete Qwen video-input regression affecting multiple related models in v5.3.0.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44479 is the most representative/central issue in this set: it has the clearest user-facing regression, spans multiple related Qwen models, and is the closest match to the few video-input soft-similarity candidates.", + "best_issue_reason": "Issue 44479 is the best single representative issue because it describes a specific, user-visible regression with a clear scope and affected model family.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43540", "right": "issue:44560", "accept": false, - "reason": "Both are video-input failures, but they affect different model families and report different exceptions/code paths." + "reason": "Both are Qwen3 multimodal/video failures, but one is a Qwen3OmniMoe ValueError and the other is a Qwen3-vl-embedding StopIteration; different code paths and likely different fixes." }, { "left": "issue:44291", "right": "issue:44821", "accept": false, - "reason": "One is about init_empty_weights and an unexpected argument; the other is about loading AutoImageProcessor from a URL." + "reason": "These are unrelated loading problems: init_empty_weights/_is_hf_initialized in model instantiation versus AutoImageProcessor URL loading." }, { - "left": "issue:44479", - "right": "issue:45381", + "left": "issue:38175", + "right": "issue:44898", "accept": false, - "reason": "Related Qwen video regressions, but 44479 is a broader multi-model v5.3.0 regression while 45381 is a specific vision_position_ids bug for Qwen2.5-VL." + "reason": "Both concern vision models, but one reports unexpected zero probabilities in SigLIP2 and the other is a Perceiver image-classification resize/interpolation failure." }, { - "left": "issue:38175", - "right": "issue:44898", + "left": "issue:44479", + "right": "issue:45381", "accept": false, - "reason": "Different models and different failure modes; one is SigLIP2 zero probabilities, the other is Perceiver resolution/interpolation handling." + "reason": "Both involve Qwen2.5-VL/Qwen video handling, but one is a broad v5.3.0 regression across several models while the other is specifically wrong vision_position_ids for video input." }, { "left": "issue:43540", "right": "issue:44479", "accept": false, - "reason": "Both involve Qwen video inputs, but they target different model lines and symptoms, so they are not clearly the same bug." + "reason": "Same general Qwen video area, but the symptoms and affected models differ: Qwen3OmniMoe input processing versus a multi-model regression in qwen2_5_vl/qwen3_vl/qwen3_5." }, { "left": "issue:34567", "right": "issue:36331", "accept": false, - "reason": "Trainer API-related, but one is token counting state not updating and the other is a compute_loss signature incompatibility." + "reason": "Training-token accounting in TrainerState is unrelated to the compute_loss signature change causing the unexpected num_items_in_batch TypeError." }, { "left": "issue:43257", "right": "issue:43756", "accept": false, - "reason": "Different model families and different issues: MoE weight conversion vs RoPE layer dropping." + "reason": "Both mention Qwen/MoE-like model families, but one is a DeepSpeed weight-conversion issue and the other is a Smollm3 RoPE-layer count mismatch." }, { "left": "issue:44062", "right": "issue:45081", "accept": false, - "reason": "Both are tokenizer-loading problems, but they are unrelated bugs with different tokenizers and exceptions." + "reason": "These are different tokenizer bugs: AddedToken special-argument duplication versus a Mistral regex patch assuming backend_tokenizer exists." }, { "left": "issue:45042", "right": "issue:45081", "accept": false, - "reason": "Image processor torchvision dependency regression versus a Mistral tokenizer patch crash; no shared code-path bug." + "reason": "One is a PIL image-processor torchvision dependency regression; the other is a tokenizer regex patch AttributeError." }, { "left": "issue:43742", "right": "issue:44589", "accept": false, - "reason": "Both fail on load, but one is a config/key error and the other is a storage-type lookup problem during quantized loading." + "reason": "Loading facebook/MobileLLM-125M key handling is unrelated to the Float8_e4m3fnStorage lookup error." }, { "left": "issue:43582", "right": "issue:46821", "accept": false, - "reason": "Completely different domains: Apple Silicon warmup helper vs TimesFM window_size attribute handling." + "reason": "Apple Silicon caching_allocator_warmup TypeError and TimesFM window_size AttributeError are unrelated runtime API issues." }, { "left": "issue:43756", "right": "issue:46399", "accept": false, - "reason": "Both mention rotary-related code, but they are different models and different failure mechanisms." + "reason": "Both touch RoPE-related areas, but one is a layer-selection/configuration bug in Smollm3 and the other is a missing decorator for apply_rotary_pos_emb registration in Qwen3.5 kernels." }, { "left": "issue:43756", "right": "issue:45325", "accept": false, - "reason": "Different Qwen-related models and different rotary/position-id logic bugs." + "reason": "Different bugs in different models: Smollm3 RoPE layer dropping versus Qwen2.5-VL still-image temporal position scaling." }, { "left": "issue:44568", "right": "issue:46491", "accept": false, - "reason": "Tokenizer regressions, but one drops BOS/EOS on add_special_tokens and the other strips a leading space on round-trip." + "reason": "Tokenizer regressions, but not the same one: mdeberta special-token addition versus CodeLlama leading-space round-trip loss." }, { "left": "issue:45405", "right": "issue:45600", "accept": false, - "reason": "A dependency-version bump problem and a stale auto_mappings CI break are unrelated." + "reason": "Both are config/versioning related, but one is a PEFT minimum-version bump and the other is stale auto_mappings references to removed Sam3LiteText configs." }, { "left": "issue:43531", "right": "issue:44821", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE has nothing to do with AutoImageProcessor URL loading." + "reason": "Qwen3-MoE sliding_window behavior and AutoImageProcessor URL loading are unrelated." }, { "left": "issue:45672", "right": "issue:45674", "accept": false, - "reason": "Both are 4-bit/BitsAndBytes-adjacent, but they are distinct bugs in different validation/quantization paths." + "reason": "Both affect 4-bit inference, but one is a Gemma4 audio-module torch.finfo(uint8) TypeError and the other is a BitsAndBytesConfig skip-module exclusion regression." }, { "left": "issue:43716", "right": "issue:46701", "accept": false, - "reason": "Different multimodal models and different problems: dtype mismatch versus pipeline wiring/output handling." + "reason": "Mistral-3 image-preprocessor dtype mismatch is unrelated to the DiffusionGemmaGenerationOutput pipeline failure." }, { "left": "issue:43577", "right": "issue:45072", "accept": false, - "reason": "Both are dtype mismatches, but they occur in different architectures and likely different conversion paths." + "reason": "Both are dtype-related, but one is a Blip2 loading dtype propagation bug and the other is a CI inference mismatch in SwitchTransformers/TimmWrapperModel." }, { - "left": "issue:43906", - "right": "issue:46468", + "left": "issue:44737", + "right": "issue:46463", "accept": false, - "reason": "An isolated reproduction of one issue is not the same as a broken official example for a different model." + "reason": "XLNet CPU allocation in relative positional encoding is unrelated to the T5 decoder-input validation error message issue." }, { "left": "issue:24643", "right": "issue:29870", "accept": false, - "reason": "Completely different training-time errors: DeepSpeed weight shape vs Bart generate decoder_attention_mask initialization." + "reason": "DeepSpeed training RuntimeError about weight dimensionality is unrelated to the Bart generate() decoder_attention_mask UnboundLocalError." }, { - "left": "issue:44737", - "right": "issue:46463", + "left": "issue:43906", + "right": "issue:46468", "accept": false, - "reason": "XLNet CPU device placement bug versus a T5 decoder-input validation error; unrelated code paths." + "reason": "The isolated reproduction of issue 38071 is not the same bug as the broken official Nemotron example." }, { "left": "issue:43906", "right": "issue:46693", "accept": false, - "reason": "One is a reproduction of a specific bug; the other is a generation performance regression." + "reason": "One is a reproduction of a specific issue, while the other is a performance regression in long-context generation with FA2." }, { "left": "issue:45823", "right": "issue:46463", "accept": false, - "reason": "Different model families and different failure types: Gemma4 device mismatch vs T5 error messaging." + "reason": "Gemma4 device_map='auto' PLE device mismatch and T5 decoder validation are different failures in different stacks." }, { "left": "issue:43452", "right": "issue:44488", "accept": false, - "reason": "Both are load failures, but one is about gguf_file handling in auto classes and the other is a specific model load regression." + "reason": "Both concern loading/tokenizer/model-from-pretrained behavior, but gguf_file breakage and inability to load cjvt/sleng-bert are distinct problems." }, { "left": "issue:44625", "right": "issue:44877", "accept": false, - "reason": "Both involve config propagation/strictness, but they are separate model-specific loading bugs." + "reason": "Qwen3.5 num_labels propagation and strict config blocking granite_speech loading are separate config-handling bugs." }, { - "left": "issue:43697", - "right": "issue:46829", + "left": "issue:43540", + "right": "issue:46693", "accept": false, - "reason": "Different models and different symptoms: output drift in RTDetrV2 vs wrong hidden_states field in VideoPrism." + "reason": "Both mention Qwen/model generation performance areas only loosely; one is a multimodal input ValueError and the other is a FA2 long-context performance regression." }, { - "left": "issue:43540", - "right": "issue:46693", + "left": "issue:43697", + "right": "issue:46829", "accept": false, - "reason": "Both mention performance or video/generation contexts only at a high level; they are unrelated bugs." + "reason": "RTDetrV2 output divergence in v5 and VideoPrism hidden_states misassignment are unrelated model-output bugs." }, { - "left": "issue:45663", - "right": "issue:46846", + "left": "issue:44913", + "right": "issue:46121", "accept": false, - "reason": "Both are Gemma/Qwen-related training issues, but one is a shared_kv_states FSDP2 KeyError and the other is missing TP plan entries." + "reason": "GPTNeoX rotary_pct reload behavior and rope-validation list handling are different configuration serialization problems." } ] }, @@ -7449,8 +7471,8 @@ "review_unit_count": 61, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ @@ -7479,32 +7501,31 @@ "issue:44811", "issue:44843", "issue:44898", - "issue:44913", "issue:44936", "issue:45005", "issue:45200", "issue:45216", - "issue:45356", "issue:45357", "issue:45372", "issue:45375", "issue:45479", "issue:45542", "issue:45588", + "issue:45663", "issue:45920", "issue:46050", - "issue:46121", "issue:46170", "issue:46178", "issue:46463", "issue:46701", "issue:46829", "issue:46832", + "issue:46846", "issue:46899", "issue:46932" ], "soft_pairs": [ - "issue:44913|issue:46121", + "issue:45663|issue:46846", "issue:45357|issue:45920", "issue:44737|issue:45588", "issue:28282|issue:32090", @@ -7528,200 +7549,196 @@ "issue:43525|issue:46701", "issue:46832|issue:46932", "issue:45372|issue:46170", - "issue:45542|issue:46178", - "issue:43295|issue:45356" + "issue:45542|issue:46178" ], - "prepared_review_unit_hash": "c3210018bdf04ae55241dc8d4ed39341365d0abfe6db5dfc0ee7c4edb1a1e72b", + "prepared_review_unit_hash": "d295babaa73bfeeb9bd08f44a966b4c713b2605971edee2b60fa568422f7d22b", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1842, - "serialized_chars": 956212, - "estimated_input_tokens": 239053, - "estimated_eval_tokens": 478362 + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 26, - "serialized_chars": 36226, - "estimated_input_tokens": 9057, - "estimated_eval_tokens": 18370 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 25, + "serialized_chars": 35356, + "estimated_input_tokens": 8839, + "estimated_eval_tokens": 17934 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All soft pairs are false duplicates: they share some surface similarity, but each issue points to a different model, backend, or code path. No PRs are present in this cluster.", - "confidence": 0.82, - "canonical_issue_reason": "issue:45920 is the strongest representative issue here because it describes a concrete, broad regression with clear user impact across multiple models and is the most actionable tokenizer-related report in the set.", + "summary": "Most pairs are clearly different bugs across unrelated models or subsystems. The only plausible duplicate edge is the tied-weights regression in v5: #44466 is a concrete symptom of the broader issue described in #45005.", + "confidence": 0.79, + "canonical_issue_reason": "#45005 is the broadest, most representative issue: it frames the underlying tied-weights regression in v5 at the model-family level, while #44466 reads as a specific device-dependent serialization symptom of that same problem.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 is the best standalone issue to anchor the cluster: it has the widest scope, a clear symptom, and the most general regression framing among the candidates.", + "best_issue_reason": "#45005 best captures the shared underlying bug and is the better umbrella issue for deduping #44466.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44913", - "right": "issue:46121", + "left": "issue:45663", + "right": "issue:46846", "accept": false, - "reason": "Different bugs: one is GPTNeoX config reload losing rotary_pct, the other is rope-validation type handling for JSON-loaded lists." + "reason": "Different models and different failure modes: Gemma4 FSDP2 KeyError vs Qwen3.5 TP plan OOM/shape error." }, { "left": "issue:45357", "right": "issue:45920", "accept": false, - "reason": "Both involve Qwen/AutoTokenizer save/load behavior, but one is about incorrect visual encoder keys in save_pretrained while the other is a broader wrong-token-ID regression across many models." + "reason": "Different regressions: Qwen3.5 visual encoder save_pretrained keys vs broad AutoTokenizer token-ID mismatch across models." }, { "left": "issue:44737", "right": "issue:45588", "accept": false, - "reason": "Different code paths: XLNet CPU device placement in relative positional encoding vs flash_attention crash on s_aux=None." + "reason": "Unrelated code paths: XLNet CPU device bug vs flash_attention crashing on sink-less models." }, { "left": "issue:28282", "right": "issue:32090", "accept": false, - "reason": "Unrelated failures: missing PyTorch ImportError for AutoModel vs Trainer GPU broadcast TypeError on NoneType." + "reason": "Completely different errors: missing PyTorch import vs Trainer GPU broadcast TypeError." }, { "left": "issue:46463", "right": "issue:46899", "accept": false, - "reason": "T5 decoder input validation error message vs Gemma4 quantized multimodal embedder dtype-cast failure." + "reason": "Different models and defects: T5 decoder-input validation message vs Gemma4 4-bit multimodal dtype casting." }, { "left": "issue:43697", "right": "issue:45216", "accept": false, - "reason": "Distinct regressions: RTDetrV2 output differences in v5 vs Qwen3.5 save_pretrained checkpoint corruption." + "reason": "Different areas: RT-DETR output regression vs Qwen3.5 checkpoint save_pretrained corruption." }, { "left": "issue:43526", "right": "issue:45479", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to sequence-classification zero-loss behavior across multiple models." + "reason": "Different bug classes: BEiT image processor label reduction vs sequence-classification zero-loss behavior." }, { "left": "issue:43720", "right": "issue:44898", "accept": false, - "reason": "BitNet packed-weight unpacking during accelerate loading is not the same as Perceiver non-default-resolution interpolation failure." + "reason": "Different models and mechanisms: BitNet packed-weight loading vs Perceiver interpolation failure." }, { "left": "issue:43643", "right": "issue:45375", "accept": false, - "reason": "AutoConfig trust_remote_code missing fields is a config-serialization problem; Qwen3_5MoeVisionConfig missing deepstack_visual_indexes is a different model schema omission." + "reason": "Both are about missing config fields, but the titles point to different concrete mechanisms and config paths; not enough to treat as the same bug." }, { "left": "issue:45200", "right": "issue:46463", "accept": false, - "reason": "Gemma4 mm_token_type_ids defaulting vs T5 decoder-input error-message issue; different models and different behaviors." + "reason": "Different issues: Gemma 4 text-only token-type defaults vs T5 decoder-input error messaging." }, { "left": "issue:44466", "right": "issue:45005", - "accept": false, - "reason": "Both mention tied weights/serialization, but one is model-device-dependent lm_head.weight serialization while the other is translation-model tied-weight issues in v5; not the same bug." + "accept": true, + "reason": "Same tied-weights regression in v5: #44466 is a specific device-dependent serialization symptom, while #45005 describes the broader tied-weights problem on translation models." }, { "left": "issue:43761", "right": "issue:46829", "accept": false, - "reason": "Different outputs/fields: CLIPVisionModel hidden_states=None regression vs VideoPrism returning last_hidden_state in hidden_states." + "reason": "Both mention hidden_states, but the models and output bugs differ: CLIPVision forward vs VideoPrism classification output." }, { "left": "issue:44361", "right": "issue:44442", "accept": false, - "reason": "MLukeTokenizer task-time AttributeError and AutoTokenizer failing to load FastSpeech2ConformerTokenizer are separate tokenizer-loading failures." + "reason": "Different tokenizer failures with different models and APIs." }, { "left": "issue:44493", "right": "issue:46050", "accept": false, - "reason": "Position-id key warnings and sinq quantized model save/load corruption are different serialization/quantization issues." + "reason": "Different serialization/weight-format problems affecting different model families." }, { "left": "issue:43653", "right": "issue:44361", "accept": false, - "reason": "BigBirdTokenizer special-token decode bug is unrelated to MLukeTokenizer task AttributeError." + "reason": "BigBird special-token decode bug is unrelated to MLukeTokenizer task AttributeError." }, { "left": "issue:41762", "right": "issue:44936", "accept": false, - "reason": "Gemma3 ZeRO-3 loading IndexError and trainer.evaluate() failing after train are different training/loading paths." + "reason": "Different training/evaluation problems: Gemma3 ZeRO-3 load failure vs trainer.evaluate after train." }, { "left": "issue:43452", "right": "issue:44843", "accept": false, - "reason": "Both involve AutoTokenizer, but one is gguf_file breaking tokenizer/model loading and the other is an offline-mode break caused by an unconditional model_info() call in _patch_mistral_regex." + "reason": "Both involve from_pretrained, but one is gguf_file handling and the other is offline model_info() access in a regex patch." }, { "left": "issue:38175", "right": "issue:43295", "accept": false, - "reason": "SigLIP2 zero-probabilities is a model output bug; processor.tokenizer/image passthrough regression is a processor API compatibility issue." + "reason": "Unrelated symptoms: Siglip2 zero probabilities vs processor.tokenizer / image-tokenizer regression." }, { "left": "issue:43688", "right": "issue:43749", "accept": false, - "reason": "Aux-loss normalization in OLMoE/GPT Oss is unrelated to FSDP_CPU_RAM_EFFICIENT_LOADING being broken." + "reason": "Different subsystems: auxiliary loss normalization vs FSDP CPU RAM efficient loading." }, { "left": "issue:43819", "right": "issue:44811", "accept": false, - "reason": "DAC.from_latents mismatch with missing STE is a generation/codec bug, not the Whisper batch_decode skip_special_tokens issue." + "reason": "DAC latent mismatch is unrelated to Whisper batch_decode skip_special_tokens handling." }, { "left": "issue:43994", "right": "issue:44898", "accept": false, - "reason": "SigLIP2 nonsensical outputs via AutoModel/pipeline are not the same as Perceiver interpolation failure at non-default resolution." + "reason": "Different models and failures: Siglip2 nonsensical outputs vs Perceiver resolution/interpolation bug." }, { "left": "issue:43525", "right": "issue:46701", "accept": false, - "reason": "Llama4Config missing pad_token_id is a config attribute bug; DiffusionGemmaGenerationOutput pipeline failure is a pipeline/integration issue." + "reason": "Different model families and failure modes: Llama4Config missing field vs DiffusionGemma pipeline issue." }, { "left": "issue:46832", "right": "issue:46932", "accept": false, - "reason": "RT-DETR feature-level mismatch TypeError is not the same as Gemma4 quantized embedders dtype casting; different models and failures." + "reason": "Different RT-DETR shape bug vs Gemma4 quantized embedder dtype-casting fix." }, { "left": "issue:45372", "right": "issue:46170", "accept": false, - "reason": "Gemma4 processor ImportError from mistral_common is unrelated to Windows ROCm/PyTorch torch.distributed dependency issues." + "reason": "Different import/runtime dependency issues: Gemma4 processor import vs Windows ROCm torch.distributed dependency." }, { "left": "issue:45542", "right": "issue:46178", "accept": false, - "reason": "TensorBoard without TensorFlow causing backend errors is a different backend-detection problem from an undefined BACKENDS_MAPPING tensorflow_text error." - }, - { - "left": "issue:43295", - "right": "issue:45356", - "accept": false, - "reason": "Both are regressions around processor/tokenizer behavior, but one is processor.tokenizer/image handling in v4.57.5 and the other is Kimi-K2.5 tokenizer codec + warning behavior; not the same concrete bug." + "reason": "Both are backend-related, but they concern different missing backends and error paths, not the same underlying bug." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted duplicate edge, #44466 \u2194 #45005, is supported by the titles as a narrow symptom vs. broader tied-weights v5 regression. The other pairwise rejections are justified by clearly different models, subsystems, or failure modes, without overstating evidence." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -7733,8 +7750,8 @@ "review_unit_count": 61, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ @@ -7745,12 +7762,12 @@ "issue:36010", "issue:41720", "issue:42898", + "issue:43295", "issue:43452", "issue:43504", "issue:43531", "issue:43550", "issue:43577", - "issue:43643", "issue:43646", "issue:43653", "issue:43688", @@ -7764,7 +7781,6 @@ "issue:44479", "issue:44484", "issue:44554", - "issue:44561", "issue:44568", "issue:44625", "issue:44704", @@ -7774,6 +7790,7 @@ "issue:44843", "issue:44977", "issue:44991", + "issue:45356", "issue:45440", "issue:45491", "issue:45701", @@ -7788,6 +7805,7 @@ ], "soft_pairs": [ "issue:43531|issue:43742", + "issue:43295|issue:45356", "issue:29159|issue:33357", "issue:42898|issue:46491", "issue:43653|issue:44568", @@ -7813,128 +7831,132 @@ "issue:43504|issue:43550", "issue:44464|issue:44977", "issue:41720|issue:44464", - "issue:43643|issue:44561", - "issue:43577|issue:44554", - "issue:43720|issue:43927" + "issue:43577|issue:44554" ], - "prepared_review_unit_hash": "e66ae832e617c56edf9afb30d61cec655754c394707ddf7612adbaac095594b3", + "prepared_review_unit_hash": "07b7f3dca1defb06d7ba08d2c9bc7ba61e29b5332e7fec7a9d429c0c7c959c01", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1842, - "serialized_chars": 956212, - "estimated_input_tokens": 239053, - "estimated_eval_tokens": 478362 + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35843, - "estimated_input_tokens": 8961, - "estimated_eval_tokens": 18178 + "soft_pair_count": 28, + "serialized_chars": 35609, + "estimated_input_tokens": 8903, + "estimated_eval_tokens": 18062 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is over-broad: the items span unrelated tokenizer, model-loading, generation, and device/runtime regressions. None of the soft edges look like the same underlying bug or change.", - "confidence": 0.95, - "canonical_issue_reason": null, + "summary": "This cluster is highly heterogeneous: it mixes unrelated tokenizer regressions, model-loading failures, generation/cache bugs, and training/runtime issues. None of the soft pairs looks like the same underlying bug or a PR-mergable duplicate.", + "confidence": 0.94, + "canonical_issue_reason": "No single issue cleanly represents the cluster; the items span many unrelated subsystems and failure modes. If a representative had to be chosen, issue:29159 is the broadest tokenizer-related report, but it is not a true canonical for the set.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "No issue here is a strong global best-fit for the whole cluster. Most are too specific to their own model/path, and the tokenizer-related ones still diverge in root cause.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43531", "right": "issue:43742", "accept": false, - "reason": "Different model families and failure modes: Qwen3-MoE sliding-window behavior vs a key error loading MobileLLM." + "reason": "Different problems: Qwen3-MoE sliding_window behavior vs a MobileLLM load-time key error." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Both are regressions around tokenizer/processor behavior, but they involve different code paths and symptoms (processor.tokenizer/images vs Kimi-K2.5 codec and warning handling)." }, { "left": "issue:29159", "right": "issue:33357", "accept": false, - "reason": "Tokenizer inconsistency vs MacOS bus error in a CLIP model; no shared code-path bug." + "reason": "Tokenizer slow/fast inconsistency is unrelated to a MacOS bus error loading a CLIP model." }, { "left": "issue:42898", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer regressions, but one is general cleanup-space behavior and the other is CodeLlama leading-space round-trip loss." + "reason": "Both involve tokenization behavior changes, but one is about clean_up_tokenization_spaces semantics and the other is a CodeLlama round-trip leading-space regression." }, { "left": "issue:43653", "right": "issue:44568", "accept": false, - "reason": "Both concern special tokens, but BigBird mask-token registration and mDeBERTa BOS/EOS insertion are distinct bugs." + "reason": "Both are special-token bugs, but they affect different tokenizers and different failure modes." }, { "left": "issue:43646", "right": "issue:43749", "accept": false, - "reason": "Remote-code config field loss vs FSDP CPU RAM efficient loading; unrelated failure paths." + "reason": "Custom model initialization breakage is not the same bug as FSDP CPU RAM efficient loading being broken." }, { "left": "issue:43756", "right": "issue:46402", "accept": false, - "reason": "Different loading issues for different models: Smollm3 RoPE-layer metadata vs Sam3 text encoder weights not loaded." + "reason": "Different models and failures: RoPE layer dropping vs text encoder weights not loading." }, { "left": "issue:44843", "right": "issue:44991", "accept": false, - "reason": "Both hit tokenizer loading, but offline model_info() access and EMBEDDIA tokenizer regression are separate causes." + "reason": "Both are tokenizer-loading regressions, but one is an offline model_info() call issue and the other is a specific tokenizer load failure for EMBEDDIA/est-roberta." }, { "left": "issue:43688", "right": "issue:45704", "accept": false, - "reason": "Aux-loss normalization bug in MoE models vs T5 apex RMSNorm memory leak; unrelated." + "reason": "Aux-loss normalization in MoE models is unrelated to a T5 RMSNorm memory leak." }, { "left": "issue:43653", "right": "issue:43927", "accept": false, - "reason": "Special-token handling differs: BigBird mask token registration vs DiaConfig custom token IDs being dropped on save/load." + "reason": "Special-token registration in BigBirdTokenizer is a different bug from DiaConfig losing custom token IDs on save/load." }, { "left": "issue:43452", "right": "issue:43577", "accept": false, - "reason": "GGUF loading breakage vs BLIP2 dtype propagation bug; different subsystems." + "reason": "GGUF loading failure is unrelated to Blip2 dtype propagation." }, { "left": "issue:44464", "right": "issue:44743", "accept": false, - "reason": "Both involve generation state, but compiled-forward chunked generation and Qwen3.5 recurrent-state reset are different defects." + "reason": "Both mention generation/cache, but one is compiled forward chunked generation inconsistency and the other is recurrent state reset in modular_qwen3_5." }, { "left": "issue:44484", "right": "issue:44704", "accept": false, - "reason": "save_pretrained shard-size question vs AutoProcessor kwargs forwarding bug; not the same issue." + "reason": "max_shard_size policy question is unrelated to AutoProcessor not forwarding kwargs to cached_file." }, { "left": "issue:43688", "right": "issue:45701", "accept": false, - "reason": "Both mention transformers behavior changes, but auxiliary-loss normalization and tokenization changes are unrelated." + "reason": "Both are about model behavior changes, but auxiliary-loss normalization and tokenization changes are unrelated." }, { "left": "issue:45491", "right": "issue:46002", "accept": false, - "reason": "Both involve NaNs, but one is Gemma3 sliding-window GPU embeddings and the other is classification head init/checkout." + "reason": "NaNs in Gemma3 attention embeddings are a different issue from NaNs in classification heads during checkout/init." }, { "left": "issue:44479", "right": "issue:44625", "accept": false, - "reason": "Video-input regression in Qwen VL models vs num_labels propagation in Qwen3.5; different code paths." + "reason": "Video-input regression in Qwen models is unrelated to num_labels propagation in Qwen3.5 config." }, { "left": "issue:44821", @@ -7946,79 +7968,67 @@ "left": "issue:43688", "right": "issue:45440", "accept": false, - "reason": "MoE auxiliary-loss bug vs DeepseekV3MoE divergence from remote implementation; not the same concrete defect." + "reason": "Different MoE/model divergence bugs with no shared concrete failure path." }, { "left": "issue:33666", "right": "issue:36010", "accept": false, - "reason": "Multi-GPU training issue vs GenerationMixin import error; no overlap in bug mechanism." + "reason": "Multi-GPU Qwen2-VL training is unrelated to the GenerationMixin import error." }, { "left": "issue:32090", "right": "issue:33666", "accept": false, - "reason": "Trainer GPU broadcast NoneType error is different from Qwen2-VL multi-GPU training behavior." + "reason": "Trainer NoneType broadcast failure is not the same as Qwen2-VL multi-GPU training support/issues." }, { "left": "issue:44466", "right": "issue:46050", "accept": false, - "reason": "Both affect save/load, but tied-weight serialization and sinq quantization restore are different bugs." + "reason": "Serialization of tied lm_head weights is unrelated to quantized sinq save/load breakage." }, { "left": "issue:44734", "right": "issue:46612", "accept": false, - "reason": "KV-cache continuation indexing in serve vs beam-search cache reorder omission across model classes; not mergeable into one fix." + "reason": "Both involve cache/generation, but the concrete failures differ: KV cache continuation tensor indexing vs beam-search cache reorder being skipped." }, { "left": "issue:44977", "right": "issue:46693", "accept": false, - "reason": "Qwen3.5 flash-attention correctness bug vs FA2 long-context performance regression; different symptoms and fixes." + "reason": "A correctness regression in flash-attention generation is different from a performance regression with FA2 long-context generation." }, { "left": "issue:43504", "right": "issue:43720", "accept": false, - "reason": "Beit legacy-field loading failure vs BitNet packed-weight unpacking during accelerate loading; unrelated." + "reason": "Legacy field load failure in BEiT is unrelated to BitNet packed-weight unpacking during accelerate loading." }, { "left": "issue:43504", "right": "issue:43550", "accept": false, - "reason": "Beit preset loading bug vs Bamba torch.compile/SDPA failure; different model/runtime paths." + "reason": "Different load/runtime paths: BEiT legacy-field loading vs Bamba torch.compile+SDPA failure." }, { "left": "issue:44464", "right": "issue:44977", "accept": false, - "reason": "Compiled chunked generation inconsistency vs Qwen3.5 flash-attention generation failure; not the same underlying bug." + "reason": "Both are generation regressions, but one is compiled-forward chunking and the other is flash-attention behavior on Qwen3.5." }, { "left": "issue:41720", "right": "issue:44464", "accept": false, - "reason": "A800 auto device mapping cudaErrorAssert is unrelated to compiled-forward chunked generation output mismatch." - }, - { - "left": "issue:43643", - "right": "issue:44561", - "accept": false, - "reason": "Both involve trust_remote_code/v5 breakage, but missing config fields and removed is_torch_fx_available are distinct failure causes." + "reason": "Auto device mapping cudaErrorAssert on A800 is not the same bug as compiled-forward chunked generation inconsistency." }, { "left": "issue:43577", "right": "issue:44554", "accept": false, - "reason": "BLIP2 dtype loading bug vs MPS attention correctness issue; no shared fix." - }, - { - "left": "issue:43720", - "right": "issue:43927", - "accept": false, - "reason": "Packed-weight loading bug and DiaConfig custom-token-ID loss are different loading regressions." + "reason": "Blip2 dtype loading is unrelated to the MPS attention correctness issue." } ] }, @@ -8037,8 +8047,8 @@ "review_unit_count": 61, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ @@ -8058,6 +8068,7 @@ "issue:43572", "issue:43606", "issue:43611", + "issue:43643", "issue:43646", "issue:43688", "issue:43701", @@ -8072,7 +8083,7 @@ "issue:44466", "issue:44514", "issue:44554", - "issue:44568", + "issue:44561", "issue:44610", "issue:44625", "issue:44849", @@ -8086,24 +8097,25 @@ "issue:46192", "issue:46209", "issue:46365", - "issue:46489", "issue:46693", "issue:46710", "issue:46846" ], "soft_pairs": [ + "issue:43643|issue:44561", + "issue:43720|issue:43927", "issue:43611|issue:46846", "issue:33666|issue:36331", "issue:43606|issue:43927", - "issue:43504|issue:44610", "issue:43278|issue:43688", + "issue:43504|issue:44610", "issue:43782|issue:46693", "issue:43262|issue:43295", "issue:43720|issue:44361", "issue:44514|issue:45290", "issue:44964|issue:45405", - "issue:43493|issue:43825", "issue:43525|issue:43572", + "issue:43493|issue:43825", "issue:44977|issue:46209", "issue:44554|issue:46365", "issue:44625|issue:45584", @@ -8119,211 +8131,216 @@ "issue:46209|issue:46710", "issue:44849|issue:46209", "issue:33357|issue:33666", - "issue:43278|issue:43701", - "issue:44568|issue:46489" + "issue:43278|issue:43701" ], - "prepared_review_unit_hash": "f2d3dc61849554faed68a55faa1844a299188802800985746eeafce21f596af7", + "prepared_review_unit_hash": "e80809bbec7e5671a45618938a8f9e08f961063f13b316407b36a66268d6c165", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1842, - "serialized_chars": 956212, - "estimated_input_tokens": 239053, - "estimated_eval_tokens": 478362 + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36498, - "estimated_input_tokens": 9125, - "estimated_eval_tokens": 18506 + "soft_pair_count": 30, + "serialized_chars": 36741, + "estimated_input_tokens": 9186, + "estimated_eval_tokens": 18628 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: most items are unrelated regressions, model-specific bugs, or docs/config issues. None of the soft pairs look like true duplicates, so there is no strong canonical artifact here.", - "confidence": 0.98, - "canonical_issue_reason": "No single canonical issue stands out; the set spans unrelated tokenizer, loading, config, training, and performance problems, so the cluster appears noisy rather than duplicate-heavy.", + "summary": "This cluster is a loose collection of mostly unrelated Transformers issues; the soft pairs share at best broad subsystem overlap, not the same underlying bug or change. No canonical issue/PR stands out from the provided set.", + "confidence": 0.95, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43452 is the broadest user-facing regression in the set because it breaks core `from_pretrained` loading for both tokenizers and causal LMs, making it the closest thing to a cluster representative.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both mention trust_remote_code, but one is missing config fields and the other is a v5 util removal regression; different root causes." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Packed-weight loading in BitNet vs lost token IDs in DiaConfig are unrelated defects." + }, { "left": "issue:43611", "right": "issue:46846", "accept": false, - "reason": "Different bugs: one is a `base_model_prefix` loading regression, the other is a Qwen3.5 TP-plan omission causing OOM/shape errors." + "reason": "Model loading via base_model_prefix and Qwen3.5 tensor-parallel plan entries are different code paths and failures." }, { "left": "issue:33666", "right": "issue:36331", "accept": false, - "reason": "Unrelated: multi-GPU training on Qwen2-VL vs a `compute_loss` signature mismatch in a custom trainer." + "reason": "Multi-GPU training setup vs CustomTrainer signature mismatch are unrelated issues." }, { "left": "issue:43606", "right": "issue:43927", "accept": false, - "reason": "Different failure modes and models: CPU offload device mismatch vs lost custom token IDs after save/load." + "reason": "CPU offload device mismatch and DiaConfig token ID loss are different bugs." }, { - "left": "issue:43504", - "right": "issue:44610", + "left": "issue:43278", + "right": "issue:43688", "accept": false, - "reason": "Unrelated model-loading legacy-field bug vs processor output size mismatch." + "reason": "Evaluation dtype drift and auxiliary-loss normalization are separate problems." }, { - "left": "issue:43278", - "right": "issue:43688", + "left": "issue:43504", + "right": "issue:44610", "accept": false, - "reason": "Different regressions: dtype drift in eval vs auxiliary-loss normalization error." + "reason": "Legacy-field model loading and processor/model image-size mismatch are unrelated." }, { "left": "issue:43782", "right": "issue:46693", "accept": false, - "reason": "One is a `from_pretrained` weight-only load error; the other is a long-context FA2 performance regression." + "reason": "Weight-only loading error and FA2 long-context performance regression are distinct issues." }, { "left": "issue:43262", "right": "issue:43295", "accept": false, - "reason": "Different processor/chat-template bugs: wrong default sampling rate vs regression accessing `processor.tokenizer` and image inputs." + "reason": "Default sampling-rate handling and processor.tokenizer/images regression are different defects in the processor stack." }, { "left": "issue:43720", "right": "issue:44361", "accept": false, - "reason": "Different subsystems: packed-weight loading in BitNet vs tokenizer attribute error in MLuke." + "reason": "BitNet accelerate-loading failure and MLukeTokenizer task AttributeError are unrelated." }, { "left": "issue:44514", "right": "issue:45290", "accept": false, - "reason": "Both involve `apply_chat_template`, but the triggers differ: batched padding=False crash vs tool-call assistant message with no content." + "reason": "Both hit apply_chat_template, but batched padding=False and tool-call/no-content crashes appear to be different edge cases." }, { "left": "issue:44964", "right": "issue:45405", "accept": false, - "reason": "Different issues: model loading failure vs an unreleased `MIN_PEFT_VERSION` bump." + "reason": "Phi-4 multimodal loading and an unreleased peft minimum-version bump are unrelated." }, { - "left": "issue:43493", - "right": "issue:43825", + "left": "issue:43525", + "right": "issue:43572", "accept": false, - "reason": "Unrelated: SigLIP2 implementation discrepancy vs pipeline error-message wording for translation tasks." + "reason": "Both are missing pad-token config fields, but on different models and with different attributes; not the same bug." }, { - "left": "issue:43525", - "right": "issue:43572", + "left": "issue:43493", + "right": "issue:43825", "accept": false, - "reason": "Similar shape, but not the same bug: missing `pad_token_id` in Llama4 vs missing `pad_token_idx` in StableLm." + "reason": "SigLIP2 implementation mismatch and an incorrect pipeline error message are unrelated." }, { "left": "issue:44977", "right": "issue:46209", "accept": false, - "reason": "Different problems: flash-attention generation bug vs FP8 inference failure on B200." + "reason": "Qwen3.5 flash-attention generation bug and FP8 inference failure on B200 are different failures." }, { "left": "issue:44554", "right": "issue:46365", "accept": false, - "reason": "Completely unrelated: MPS attention correctness issue vs Trainer import conflict with `datasets`." + "reason": "MPS attention correctness and Trainer import conflicts with datasets are unrelated." }, { "left": "issue:44625", "right": "issue:45584", "accept": false, - "reason": "Different model behaviors: Qwen3.5 `num_labels` propagation vs Whisper empty-transcription failure after token alignment." + "reason": "num_labels propagation and Whisper empty-transcription generation are unrelated." }, { "left": "issue:43452", "right": "issue:44451", "accept": false, - "reason": "Broad loading regressions, but not the same bug: `gguf_file` breaks core APIs while ScandiBERT load failure is model-specific." + "reason": "gguf_file loading regression and ScandiBERT load failure do not look like the same underlying problem." }, { "left": "issue:28218", "right": "issue:33357", "accept": false, - "reason": "Unrelated: tokenizer spacing after added token vs a MacOS bus error in CLIP loading." + "reason": "Tokenizer spacing after added tokens is unrelated to a MacOS CLIP bus error." }, { "left": "issue:45823", "right": "issue:46050", "accept": false, - "reason": "Different device/load paths: Gemma4 PLE device mismatch vs quantized-model save/load breakage." + "reason": "Device mismatch in Gemma4 PLE forward and quantized save/load breakage are different bugs." }, { "left": "issue:42796", "right": "issue:44977", "accept": false, - "reason": "Tokenizer BPE-marker handling is unrelated to Qwen3.5 flash-attention generation." + "reason": "Tokenizer BPE marker handling and Qwen3.5 flash-attention generation are unrelated." }, { "left": "issue:43994", "right": "issue:46192", "accept": false, - "reason": "Different concerns: SigLIP2 output quality bug vs `return_tensors` being ignored when `text_kwargs` is passed." + "reason": "Bad SigLIP2 outputs and return_tensors being ignored are different issues." }, { "left": "issue:43493", "right": "issue:43844", "accept": false, - "reason": "Different classes of bug: model discrepancy vs DeepSpeed ZeRO-3 gradient growth regression." + "reason": "Model-implementation discrepancy and ZeRO-3 gradient growth are unrelated." }, { "left": "issue:39692", "right": "issue:43295", "accept": false, - "reason": "Docs/example errors for SigLIP2 are not the same as a processor API regression in custom multimodal code." + "reason": "Documentation example errors and custom processor/tokenizer access regressions are different problems." }, { "left": "issue:43278", "right": "issue:43844", "accept": false, - "reason": "Different training regressions: eval dtype change vs gradient explosion under HfDeepSpeedConfig + ZeRO-3." + "reason": "dtype mismatch in eval and ZeRO-3 gradient instability are unrelated." }, { "left": "issue:43646", "right": "issue:44466", "accept": false, - "reason": "Different issues: custom model init regression vs device-dependent `lm_head.weight` serialization inconsistency." + "reason": "Custom model initialization breakage and inconsistent lm_head serialization are different code-path failures." }, { "left": "issue:46209", "right": "issue:46710", "accept": false, - "reason": "Both are version regressions, but one is FP8 inference on B200 and the other is accuracy drift in DeepSeek-R1-Distill-Llama-8B." + "reason": "FP8 inference failure and accuracy regression after version upgrade are not the same bug." }, { "left": "issue:44849", "right": "issue:46209", "accept": false, - "reason": "Unrelated: Qwen3.5 hidden-state bug vs FP8/B200 inference failure." + "reason": "Qwen3.5 hidden-states bug and FP8 B200 inference failure are unrelated." }, { "left": "issue:33357", "right": "issue:33666", "accept": false, - "reason": "Completely unrelated issues: MacOS CLIP bus error vs Qwen2-VL multi-GPU training." + "reason": "MacOS bus error on CLIP and Qwen2-VL multi-GPU training are unrelated." }, { "left": "issue:43278", "right": "issue:43701", "accept": false, - "reason": "Different regressions: eval dtype mismatch vs resume-from-checkpoint key mismatch." - }, - { - "left": "issue:44568", - "right": "issue:46489", - "accept": false, - "reason": "Both are tokenizer regressions in v5+, but they affect different models and symptoms; not the same underlying bug." + "reason": "Training/eval dtype drift and resume_from_checkpoint key mismatch are separate issues." } ] }, @@ -8342,8 +8359,8 @@ "review_unit_count": 61, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ @@ -8362,7 +8379,6 @@ "issue:43873", "issue:43927", "issue:43937", - "issue:43994", "issue:44112", "issue:44291", "issue:44361", @@ -8389,6 +8405,7 @@ "issue:46285", "issue:46399", "issue:46424", + "issue:46489", "issue:46701", "issue:46710", "issue:46752", @@ -8397,6 +8414,7 @@ "issue:46846" ], "soft_pairs": [ + "issue:44568|issue:46489", "issue:44488|issue:44843", "issue:43927|issue:44361", "issue:44792|issue:45405", @@ -8407,10 +8425,10 @@ "issue:43504|issue:43606", "issue:43257|issue:43299", "issue:43334|issue:43572", - "issue:44589|issue:45520", - "issue:45245|issue:46710", "issue:46821|issue:46832", + "issue:44589|issue:45520", "issue:43334|issue:45759", + "issue:45245|issue:46710", "issue:43606|issue:44112", "issue:44493|issue:46285", "issue:46399|issue:46846", @@ -8422,206 +8440,205 @@ "issue:43844|issue:44964", "issue:43873|issue:46050", "issue:29942|issue:30333", - "issue:45200|issue:45229", "issue:44869|issue:46752", - "issue:43994|issue:44493" + "issue:45200|issue:45229" ], - "prepared_review_unit_hash": "ec0015bb900241ff3903c9a084430762ddeb5321780f32bb2e2b19d63b7fc68e", + "prepared_review_unit_hash": "0d3ce0247a381616012ab4929149b2c553dc0bc3899c7e37d54d3653e78f9b9a", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1842, - "serialized_chars": 956212, - "estimated_input_tokens": 239053, - "estimated_eval_tokens": 478362 + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36261, - "estimated_input_tokens": 9066, - "estimated_eval_tokens": 18388 + "serialized_chars": 36278, + "estimated_input_tokens": 9070, + "estimated_eval_tokens": 18396 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is noisy and largely heterogeneous: the items span unrelated model-loading, tokenizer/config, quantization/offload, and CI failures. No soft duplicate edges look safe to merge.", - "confidence": 0.97, - "canonical_issue_reason": "No canonical issue: the cluster does not share one underlying bug, so any single issue would be a misleading representative.", + "summary": "No soft pairs look like true duplicates; they mostly describe different model-specific regressions, config breakages, or unrelated CI failures. I would keep them separate and not merge any PRs by these signals alone.", + "confidence": 0.41, + "canonical_issue_reason": "Issue 45812 is the broadest and most representative bug report in the set: a silent tokenizer regression affecting all Granite models after the v4\u2192v5 change, with clear repro details and multiple references.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a good global representative because the paired artifacts describe different code paths and different models.", + "best_issue_reason": "Issue 45812 is the best single issue to anchor triage because it is wide in impact, clearly scoped to one regression, and has stronger community signal than the more model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different failure modes (BOS/EOS addition vs incorrect DeepSeek-Coder output); not the same bug." + }, { "left": "issue:44488", "right": "issue:44843", "accept": false, - "reason": "Both involve tokenizer/model loading, but one is a specific model load failure while the other is an offline-mode hub lookup bug; different underlying causes." + "reason": "One is a model load failure for cjvt/sleng-bert; the other is an offline-mode break in _patch_mistral_regex. Different code paths and symptoms." }, { "left": "issue:43927", "right": "issue:44361", "accept": false, - "reason": "Both are runtime errors, but they affect different tokenizers/configs and different failure points; not the same bug." + "reason": "DiaConfig save/load token-ID loss causing generation IndexError is unrelated to MLukeTokenizer task AttributeError." }, { "left": "issue:44792", "right": "issue:45405", "accept": false, - "reason": "A Janus test failure and a PEFT version pin problem are unrelated." + "reason": "A failing janus generation test is unrelated to a PEFT minimum-version bump; one is a runtime bug, the other is dependency metadata." }, { "left": "issue:44568", "right": "issue:45812", "accept": false, - "reason": "Both mention token IDs, but one is mDeBERTa add_special_tokens behavior and the other is a Granite tokenizer regression; different model-specific issues." + "reason": "Both are tokenizer regressions, but they target different model families and behaviors; not one underlying defect." }, { "left": "issue:43824", "right": "issue:44589", "accept": false, - "reason": "An import error for Qwen2.5-VL and a Float8 storage lookup error are distinct failures." + "reason": "Qwen2.5-VL import error and Float8 storage lookup failure are distinct breakages with different causes." }, { "left": "issue:43575", "right": "issue:45405", "accept": false, - "reason": "Qwen2 tensor-parallel OOM and a dependency version bump are unrelated." + "reason": "TP OOM on Qwen2-57B is unrelated to the unreleased PEFT version bump." }, { "left": "issue:44849", "right": "issue:45357", "accept": false, - "reason": "Hidden-states output behavior and incorrect visual encoder save keys are different Qwen3.5 bugs." + "reason": "Hidden-states behavior in Qwen3.5 and incorrect visual encoder keys on save_pretrained are different bugs." }, { "left": "issue:43504", "right": "issue:43606", "accept": false, - "reason": "Beit legacy-field loading and Bark CPU offload device mismatch are unrelated code paths." + "reason": "Beit legacy-field loading and bark-small CPU-offload device mismatch are unrelated." }, { "left": "issue:43257", "right": "issue:43299", "accept": false, - "reason": "Both are Qwen MOE loading regressions, but they hit different model variants and different load paths; not close enough to merge." + "reason": "Both mention Qwen3 MoE loading, but one is accelerate+deepspeed weight conversion and the other is a dev-version load regression for Qwen3VL; not the same concrete issue." }, { "left": "issue:43334", "right": "issue:43572", "accept": false, - "reason": "Different models and different missing config fields (`pad_token_id` vs `pad_token_idx`)." + "reason": "Both are missing config-token-field regressions, but they affect different configs and different missing fields (`pad_token_id` vs `pad_token_idx`)." }, { - "left": "issue:44589", - "right": "issue:45520", + "left": "issue:46821", + "right": "issue:46832", "accept": false, - "reason": "Float8 storage lookup and flash_attn import key errors are unrelated." + "reason": "TimesFM `window_size` attribute errors and RT-DETR feature-level mismatch are unrelated model-forward bugs." }, { - "left": "issue:45245", - "right": "issue:46710", + "left": "issue:44589", + "right": "issue:45520", "accept": false, - "reason": "Category-count runtime limits and an accuracy regression after upgrade are not the same problem." + "reason": "Float8 storage lookup failure and flash_attn import_utils KeyError are separate environment/import issues." }, { - "left": "issue:46821", - "right": "issue:46832", + "left": "issue:43334", + "right": "issue:45759", "accept": false, - "reason": "TimesFM window_size handling and RT-DETR feature-level forwarding are unrelated." + "reason": "Both involve Qwen multimodal configs, but one is a missing text-config attribute and the other is `from_config` not unwrapping `text_config`; different failure points." }, { - "left": "issue:43334", - "right": "issue:45759", + "left": "issue:45245", + "right": "issue:46710", "accept": false, - "reason": "Both touch multimodal/composite configs, but one is a missing `pad_token_id` attribute and the other is `text_config` unwrapping; different bugs." + "reason": "Category-cardinality RuntimeError and an accuracy regression after version upgrade are not the same bug." }, { "left": "issue:43606", "right": "issue:44112", "accept": false, - "reason": "A CPU offload device mismatch and a stale CI test in GraniteSpeech are different issues." + "reason": "CPU offload device mismatch in bark-small is unrelated to a stale GraniteSpeech CI test." }, { "left": "issue:44493", "right": "issue:46285", "accept": false, - "reason": "Unexpected position-id keys across many models is not the same as CLIP text model structure divergence." + "reason": "Unexpected key/position-id loading issues are not the same as CLIP text-model structure divergence." }, { "left": "issue:46399", "right": "issue:46846", "accept": false, - "reason": "Qwen3.5 kernel registration failure and missing TP-plan entries are different Qwen3.5 code paths." + "reason": "Qwen3.5 kernel registration error and missing linear_attn TP-plan entries produce different breakages and would not be merged as one fix." }, { "left": "issue:43572", "right": "issue:44291", "accept": false, - "reason": "A missing config field in StableLm and an unexpected `_is_hf_initialized` argument during empty-weight init are different regressions." + "reason": "Missing `pad_token_idx` after 5.0 and `_is_hf_initialized` argument errors are distinct config/init incompatibilities." }, { "left": "issue:43504", "right": "issue:43653", "accept": false, - "reason": "Beit pretrained-load legacy-field handling and BigBirdTokenizer special-token registration are unrelated." + "reason": "Beit legacy-field loading and BigBirdTokenizer special-token registration are unrelated." }, { "left": "issue:45072", "right": "issue:46832", "accept": false, - "reason": "bfloat16 dtype mismatches and RT-DETR feature-level handling are unrelated." + "reason": "bf16 dtype mismatches in SwitchTransformers/TimmWrapperModel are unrelated to RT-DETR forward shape/type errors." }, { "left": "issue:44464", "right": "issue:46424", "accept": false, - "reason": "Chunked-generation inconsistency with compiled forward is not the same as cache-length behavior for quantized cache." + "reason": "Chunked generation inconsistency with compiled forward is unrelated to cache-length handling for quantized cache." }, { "left": "issue:43937", "right": "issue:46701", "accept": false, - "reason": "GLM-5 generation config validation and DiffusionGemma pipeline failure are different problems." + "reason": "GLM-5 generation-config validation and DiffusionGemma pipeline failure are different issues." }, { "left": "issue:43844", "right": "issue:44964", "accept": false, - "reason": "ZeRO-3 gradient growth and Phi-4 multimodal load failure are unrelated." + "reason": "ZeRO-3 gradient growth during training and Phi-4 multimodal load failure are not the same problem." }, { "left": "issue:43873", "right": "issue:46050", "accept": false, - "reason": "Quantization/offload behavior and broken quantized save/load are adjacent themes but distinct bugs and code paths." + "reason": "Quantization/offloading behavior and quantized save/load corruption are both quantization-related but not the same concrete code-path." }, { "left": "issue:29942", "right": "issue:30333", "accept": false, - "reason": "Flash Attention 2 test failures and MLflow reporting after a failed job are unrelated." - }, - { - "left": "issue:45200", - "right": "issue:45229", - "accept": false, - "reason": "Defaulting `mm_token_type_ids` and multi-GPU CUDA OOM are different Gemma 4 issues." + "reason": "Flash Attention 2 test failures and MLFlow reporting on failed jobs are unrelated." }, { "left": "issue:44869", "right": "issue:46752", "accept": false, - "reason": "Whisper timestamp decoding and empty chat-template input handling are unrelated." + "reason": "Whisper timestamp decode crash and empty-list chat-template IndexError are different edge-case bugs." }, { - "left": "issue:43994", - "right": "issue:44493", + "left": "issue:45200", + "right": "issue:45229", "accept": false, - "reason": "Siglip2 incorrect outputs and unexpected position-id keys are different model/loading regressions." + "reason": "Gemma 4 token-type defaults and multi-GPU CUDA OOM are unrelated issues." } ] }, @@ -8640,16 +8657,14 @@ "review_unit_count": 61, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ "issue:15354", "issue:28218", "issue:29159", - "issue:29870", - "issue:29942", "issue:32090", "issue:34567", "issue:37428", @@ -8668,8 +8683,10 @@ "issue:43844", "issue:43873", "issue:43957", + "issue:43994", "issue:44186", "issue:44423", + "issue:44493", "issue:44554", "issue:44610", "issue:44734", @@ -8687,7 +8704,6 @@ "issue:45823", "issue:46050", "issue:46121", - "issue:46178", "issue:46192", "issue:46369", "issue:46701", @@ -8695,12 +8711,13 @@ "issue:46821" ], "soft_pairs": [ - "issue:45229|issue:45823", + "issue:43994|issue:44493", "issue:45588|issue:46050", + "issue:45229|issue:45823", "issue:42490|issue:43696", "issue:29159|issue:32090", - "issue:44977|issue:46701", "issue:28218|issue:34567", + "issue:44977|issue:46701", "issue:45084|issue:45520", "issue:43065|issue:46369", "issue:44554|issue:45446", @@ -8720,206 +8737,198 @@ "issue:43572|issue:46821", "issue:43295|issue:44610", "issue:45823|issue:46192", - "issue:29870|issue:29942", - "issue:43550|issue:43844", - "issue:45520|issue:46178" + "issue:43550|issue:43844" ], - "prepared_review_unit_hash": "a1bfb3f3dbd255cfe753cdc4c90a6afaefc3b5d670be9289920943da80e2a0bd", + "prepared_review_unit_hash": "d101cfb59d09bbf091d8b8ba9e7224c9993f326c26ca3454c3a7de75f1f5e08a", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1842, - "serialized_chars": 956212, - "estimated_input_tokens": 239053, - "estimated_eval_tokens": 478362 + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36165, - "estimated_input_tokens": 9042, - "estimated_eval_tokens": 18340 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35247, + "estimated_input_tokens": 8812, + "estimated_eval_tokens": 17880 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly unrelated issue reports that only look superficially similar by keywords or subsystem; none of the soft pairs describe the same underlying bug/change closely enough to merge as duplicates.", - "confidence": 0.94, - "canonical_issue_reason": null, + "summary": "These items do not form a single duplicate set; they span unrelated tokenizer, processor, serving, quantization, and model-specific regressions. None of the soft pairs look like the same underlying bug/change, so they should stay separate. If a representative issue is needed, issue 43295 is the broadest recent tokenizer/processor regression anchor.", + "confidence": 0.91, + "canonical_issue_reason": "No exact duplicate anchor stands out; issue 43295 is the broadest and most reusable triage target because it captures a recent regression in processor/tokenizer handling and custom-model integration.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 43295 is the best representative because it is broad, recent, regression-framed, and centered on a common API break that can absorb nearby processor/tokenizer reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45229", - "right": "issue:45823", + "left": "issue:43994", + "right": "issue:44493", "accept": false, - "reason": "Both are Gemma4-related, but one is a multi-GPU CUDA OOM and the other is a device-mapping/forward mismatch; different failure modes and likely different fixes." + "reason": "Different problems: SigLIP2 inference produces bad outputs, while the other is a key/position-id warning during model loading or forward." }, { "left": "issue:45588", "right": "issue:46050", "accept": false, - "reason": "Flash-attention None-handling crash vs. quantization save/load breakage are unrelated code paths and bugs." + "reason": "One is a flash-attention crash on sink-less models; the other is a quantization save/load breakage in sinq. Different code paths and fixes." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Both involve Gemma4, but one is a multi-GPU OOM and the other is a device-map/forward device mismatch. Not the same bug." }, { "left": "issue:42490", "right": "issue:43696", "accept": false, - "reason": "Local-path import warning and GPT-oss CUDA OOM are clearly unrelated." + "reason": "A trailing-slash import warning and a GPT-oss out-of-memory error are unrelated." }, { "left": "issue:29159", "right": "issue:32090", "accept": false, - "reason": "Tokenizer slow/fast inconsistency and Trainer _gpu_broadcast_one NoneType error involve different subsystems and symptoms." + "reason": "Tokenizer slow/fast inconsistency is unrelated to the Trainer NoneType broadcast error." }, { - "left": "issue:44977", - "right": "issue:46701", + "left": "issue:28218", + "right": "issue:34567", "accept": false, - "reason": "Both mention generation, but one is a flash-attention bug for Qwen3.5 and the other is an image-text pipeline issue for DiffusionGemma; not the same code path." + "reason": "Added-token spacing behavior is unrelated to TrainerState token-count tracking." }, { - "left": "issue:28218", - "right": "issue:34567", + "left": "issue:44977", + "right": "issue:46701", "accept": false, - "reason": "Tokenizer spacing after added tokens and TrainerState token counter not updating are unrelated." + "reason": "Different failures: Qwen3.5 flash-attention generation versus a DiffusionGemma pipeline output-type issue." }, { "left": "issue:45084", "right": "issue:45520", "accept": false, - "reason": "Compile/template-node error and flash_attn import KeyError are different import/compile failures with no shared underlying fix." + "reason": "Non-template-node compile failure and flash_attn import-key error are separate issues." }, { "left": "issue:43065", "right": "issue:46369", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder vs. SAM3 litetext memory overflow are different model-specific issues." + "reason": "Sam3 pixel decoder dummy-layer construction is not the same as a memory overflow when invoking sam3-litetext." }, { "left": "issue:44554", "right": "issue:45446", "accept": false, - "reason": "MPS attention correctness with mismatched head dims and a PyTorch version check for flex_attention import are not the same bug." + "reason": "MPS attention correctness is unrelated to a PyTorch version check bug in flex_attention import gating." }, { "left": "issue:15354", "right": "issue:38175", "accept": false, - "reason": "TorchScript GeneratorExp export failure and SigLIP2 zero probabilities are unrelated." + "reason": "TorchScript GeneratorExp export failure and SigLIP2 zero-probability outputs are unrelated." }, { "left": "issue:44423", "right": "issue:44734", "accept": false, - "reason": "Both are serve crashes, but one is a multimodal continuous-batching attribute error and the other is KV-cache tensor indexing; different code paths." + "reason": "Both are serve crashes, but one is a multimodal .to() conversion problem and the other is KV-cache continuation indexing. Different fixes." }, { "left": "issue:43493", "right": "issue:43701", "accept": false, - "reason": "SigLIP2 implementation discrepancy and resume_from_checkpoint key mismatch are unrelated." + "reason": "SigLIP2 numerical discrepancy and resume-from-checkpoint key mismatch are unrelated." }, { "left": "issue:41720", "right": "issue:46710", "accept": false, - "reason": "Qwen3 auto device-map CUDA assert and DeepSeek accuracy regression after upgrade are not the same defect." + "reason": "CUDA assert from auto device mapping is not the same as an accuracy regression after upgrading Transformers." }, { "left": "issue:45406", "right": "issue:46121", "accept": false, - "reason": "Gemma4Processor missing _tokenizer in serve and rope-parameter JSON list handling are different bugs." + "reason": "Gemma4Processor missing _tokenizer in serve is unrelated to rope-param validation on JSON-loaded lists." }, { "left": "issue:44977", "right": "issue:46710", "accept": false, - "reason": "Flash-attention generation failure and model accuracy regression are distinct issues." + "reason": "Generation failure with flash-attention and a DeepSeek accuracy regression are different code-path problems." }, { "left": "issue:45072", "right": "issue:45198", "accept": false, - "reason": "dtype mismatch inference failures and Wav2Vec2 save_pretrained/tokenization failure are unrelated." + "reason": "bfloat16 dtype mismatch in CI is unrelated to Wav2Vec2 save_pretrained/tokenization failure." }, { "left": "issue:43295", "right": "issue:43450", "accept": false, - "reason": "Processor.tokenizer regression and video batch shape bug are different multimodal processing problems." + "reason": "Processor/tokenizer API regression and batched video shape handling are different bugs, even though both touch preprocessing." }, { "left": "issue:37428", "right": "issue:43957", "accept": false, - "reason": "Flash-attention helper import error and meta-device model loading breakage are different initialization issues." + "reason": "Flash-attention import failure and meta-device model loading breakage are separate issues." }, { "left": "issue:45588", "right": "issue:45759", "accept": false, - "reason": "Sink-less flash_attention crash and missing text_config unwrapping are separate issues." + "reason": "A flash_attention crash on sink-less models is unrelated to AutoModelForCausalLM.from_config not unwrapping text_config." }, { "left": "issue:43540", "right": "issue:45200", "accept": false, - "reason": "Video-input processing error in Qwen3OmniMoe and Gemma4 mm_token_type_ids defaulting are unrelated." + "reason": "Video-input processing error in Qwen3OmniMoe is not the same as Gemma4 mm_token_type_ids defaulting." }, { "left": "issue:43295", "right": "issue:43873", "accept": false, - "reason": "Processor/tokenizer regression and quantization offloading issue do not share the same root cause." + "reason": "Processor/tokenizer regression and quantization offloading behavior are unrelated." }, { "left": "issue:44186", "right": "issue:46192", "accept": false, - "reason": "LayoutLMv2Tokenizer NER/padding crash and return_tensors being ignored are both tokenizer bugs, but they affect different APIs and failure modes." + "reason": "LayoutLMv2 tokenizer crashes on NER/padding are distinct from return_tensors being ignored when text_kwargs is passed." }, { "left": "issue:43572", "right": "issue:46821", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig and TimesFM window_size AttributeError are unrelated config bugs." + "reason": "StableLmConfig pad_token_idx absence and TimesFM window_size AttributeError are unrelated config issues." }, { "left": "issue:43295", "right": "issue:44610", "accept": false, - "reason": "Processor.tokenizer regression and OmDet-Turbo image-size mismatch are different model/processor issues." + "reason": "Processor/tokenizer regression is unrelated to OmDet-Turbo's image-size mismatch." }, { "left": "issue:45823", "right": "issue:46192", "accept": false, - "reason": "Gemma4 device mismatch during forward and return_tensors being ignored are unrelated." - }, - { - "left": "issue:29870", - "right": "issue:29942", - "accept": false, - "reason": "Bart decoder_attention_mask generate error and Flash Attention 2 test failures are not the same underlying bug." + "reason": "Gemma4 device_map forwarding mismatch and return_tensors handling are different failures." }, { "left": "issue:43550", "right": "issue:43844", "accept": false, - "reason": "torch.compile SDPA failure in Bamba and gradient growth with ZeRO-3 are unrelated training/runtime issues." - }, - { - "left": "issue:45520", - "right": "issue:46178", - "accept": false, - "reason": "flash_attn import KeyError on Python 3.13 and BACKENDS_MAPPING error for tensorflow_text are different backend-import problems." + "reason": "torch.compile SDPA failure and DeepSpeed ZeRO-3 gradient inflation are unrelated training/runtime bugs." } ] }, @@ -8944,6 +8953,8 @@ "cluster_id": "cluster-10000-502", "nodes": [ "issue:28218", + "issue:29870", + "issue:29942", "issue:35141", "issue:37428", "issue:39692", @@ -8961,7 +8972,6 @@ "issue:43572", "issue:43575", "issue:43653", - "issue:43819", "issue:43824", "issue:43856", "issue:43950", @@ -8972,7 +8982,6 @@ "issue:44521", "issue:44554", "issue:44737", - "issue:44792", "issue:44849", "issue:44987", "issue:45127", @@ -8981,27 +8990,29 @@ "issue:45290", "issue:45356", "issue:45381", - "issue:45563", + "issue:45520", "issue:45823", + "issue:46178", "issue:46192", "issue:46209", "issue:46285", "issue:46512", "issue:46894", - "issue:46899", "issue:46932" ], "soft_pairs": [ + "issue:29870|issue:29942", + "issue:45520|issue:46178", "issue:43450|issue:43575", "issue:45200|issue:45823", "issue:43572|issue:44987", - "issue:44554|issue:45356", "issue:37428|issue:43824", + "issue:44554|issue:45356", "issue:42490|issue:43493", "issue:43232|issue:44849", "issue:43295|issue:43493", - "issue:44466|issue:45127", "issue:39692|issue:46192", + "issue:44466|issue:45127", "issue:44521|issue:45290", "issue:43653|issue:44112", "issue:45381|issue:46209", @@ -9015,201 +9026,192 @@ "issue:43334|issue:43525", "issue:43262|issue:43450", "issue:44442|issue:45198", - "issue:45200|issue:46932", - "issue:44792|issue:45563", - "issue:45200|issue:46899", - "issue:43819|issue:44112" + "issue:45200|issue:46932" ], - "prepared_review_unit_hash": "2c393e5b523b4ab637f54c44669e8616cac9c3f66ea569939629e9a4fff7738c", + "prepared_review_unit_hash": "ec5ec89eadf847490aa1f84bd3fe2d978f764424c55104007dfac02c3e6559b0", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1842, - "serialized_chars": 956212, - "estimated_input_tokens": 239053, - "estimated_eval_tokens": 478362 + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35590, - "estimated_input_tokens": 8898, - "estimated_eval_tokens": 18052 + "soft_pair_count": 26, + "serialized_chars": 35304, + "estimated_input_tokens": 8826, + "estimated_eval_tokens": 17908 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster looks like a false-positive mix of unrelated issues; none of the soft pairs appear to be the same underlying bug or change.", - "confidence": 0.96, - "canonical_issue_reason": "No clear canonical issue: the set spans unrelated tokenizer, model-loading, multimodal, and training bugs.", + "summary": "No soft pair looks like the same underlying bug/change, so this cluster should not be collapsed into duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical duplicate emerges: the items span unrelated tokenizer, config, generation, import, processor, and test failures.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a strong representative because the cluster is too heterogeneous to collapse safely.", + "best_issue_reason": "issue:43950 is the strongest standalone representative because it describes a broad, core 5.x regression in from_pretrained with a clear failure mode.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:29870", + "right": "issue:29942", + "accept": false, + "reason": "Tokenizer spacing bug vs Flash Attention 2 test failures; different code paths and symptoms." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "Flash-attn import_utils KeyError on Python 3.13 vs an unrelated tensorflow_text backend mapping error." + }, { "left": "issue:43450", "right": "issue:43575", "accept": false, - "reason": "Video processor batched-shape bug vs Qwen2-57B TP OOM; different models and failure modes." + "reason": "Video processor batching shape bug vs Qwen2-57B tensor-parallel OOM; not the same defect." }, { "left": "issue:45200", "right": "issue:45823", "accept": false, - "reason": "Gemma4 text-only mm_token_type_ids defaulting to zeros vs Gemma4 PLE device mismatch in forward; distinct code paths." + "reason": "Default zero mm_token_type_ids vs PLE device mismatch during forward; different Gemma4 issues." }, { "left": "issue:43572", "right": "issue:44987", "accept": false, - "reason": "StableLmConfig missing pad_token_idx vs a transformers>=5.1.0 loading failure for a specific model; unrelated regressions." + "reason": "Missing pad_token_idx in StableLmConfig vs a model-loading failure for physical-intelligence/fast; no shared underlying change." }, { - "left": "issue:44554", - "right": "issue:45356", + "left": "issue:37428", + "right": "issue:43824", "accept": false, - "reason": "MPS attention correctness bug vs Kimi-K2.5 tokenizer codec/warning regression; different subsystems entirely." + "reason": "Different missing imports: flash support helper vs Qwen2_5_VLForConditionalGeneration." }, { - "left": "issue:37428", - "right": "issue:43824", + "left": "issue:44554", + "right": "issue:45356", "accept": false, - "reason": "Missing flash-attention helper export vs missing Qwen2_5_VL import; both import errors, but not the same symbol or fix." + "reason": "Attention correctness on MPS vs Kimi-K2.5 tokenizer codec regression; unrelated subsystems." }, { "left": "issue:42490", "right": "issue:43493", "accept": false, - "reason": "Trailing-slash local path warning vs SigLIP2 implementation discrepancy; unrelated issues." + "reason": "Trailing-slash local path warning vs SigLIP2 implementation discrepancy; not the same bug." }, { "left": "issue:43232", "right": "issue:44849", "accept": false, - "reason": "Generation kwargs update after sync_gpus vs Qwen3.5 hidden-states bug; different generation problems." + "reason": "Generation kwargs update after sync_gpus vs Qwen3.5 output_hidden_states handling; different generation paths." }, { "left": "issue:43295", "right": "issue:43493", "accept": false, - "reason": "processor.tokenizer/image input regression vs SigLIP2 HF/JAX discrepancy; different bug surfaces." + "reason": "Processor/tokenizer API regression vs SigLIP2 model-vs-JAX discrepancy; no shared code-path problem." }, { - "left": "issue:44466", - "right": "issue:45127", + "left": "issue:39692", + "right": "issue:46192", "accept": false, - "reason": "Tied-weight serialization depends on device vs LoRA merge collapse after vocab extension; not the same defect." + "reason": "Broken SigLIP2 docs example vs return_tensors being ignored when text_kwargs is passed; separate issues." }, { - "left": "issue:39692", - "right": "issue:46192", + "left": "issue:44466", + "right": "issue:45127", "accept": false, - "reason": "Broken documentation example vs return_tensors being ignored when text_kwargs is passed; example issue vs API behavior." + "reason": "Device-dependent serialization of lm_head.weight vs LoRA merge collapse with extended vocab; both involve tied weights but not the same failure." }, { "left": "issue:44521", "right": "issue:45290", "accept": false, - "reason": "All-zero assistant masks for multimodal inputs vs crash on tool-call assistant messages with no content; different apply_chat_template bugs." + "reason": "All-zero assistant masks for multimodal inputs vs crash on tool-call assistant messages; different apply_chat_template bugs." }, { "left": "issue:43653", "right": "issue:44112", "accept": false, - "reason": "BigBirdTokenizer special-token registration/decode issue vs GraniteSpeech CI device-override test; unrelated." + "reason": "BigBirdTokenizer special-token registration bug vs a stale GraniteSpeech CI test; unrelated." }, { "left": "issue:45381", "right": "issue:46209", "accept": false, - "reason": "Qwen2.5-VL video position IDs bug vs FP8 inference failure on B200; unrelated model/runtime problems." + "reason": "Qwen2.5-VL video vision_position_ids bug vs FP8 inference failure on B200; different model/runtime problems." }, { "left": "issue:28218", "right": "issue:35141", "accept": false, - "reason": "Tokenizer spacing after added token vs embedding reinit on resize with untied weights; different tokenizer/model-init behavior." + "reason": "Added-token spacing issue vs output embedding reinitialization after resizing; related to tokenization, but not the same bug." }, { "left": "issue:43278", "right": "issue:43856", "accept": false, - "reason": "BF16-to-FP32 dtype change in evaluate vs Qwen3 MoE training memory usage; not the same issue." + "reason": "dtype drift between train/eval vs Qwen3 MoE training memory inefficiency; distinct concerns." }, { "left": "issue:44737", "right": "issue:46894", "accept": false, - "reason": "XLNet CPU arange placement bug vs CohereASR double-shift training loss bug; unrelated code paths." + "reason": "CPU tensor creation in XLNet positional encoding vs CohereASR training-loss double-shift bug; no overlap in code path." }, { "left": "issue:42915", "right": "issue:43824", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure vs Qwen2_5_VL import error; different models and errors." + "reason": "Qwen3Moe FP8 config failure vs an import error for Qwen2_5_VLForConditionalGeneration; unrelated." }, { "left": "issue:43824", "right": "issue:43975", "accept": false, - "reason": "Import error for Qwen2_5_VL vs DeepSeek detokenization regression; different tokenizer/model behavior." + "reason": "Missing exported model class vs DeepSeek tokenizer detokenization regression; different layers of the stack." }, { "left": "issue:43950", "right": "issue:46285", "accept": false, - "reason": "Non-persistent buffer corruption in from_pretrained vs CLIP class structure inconsistency; distinct model-loading issues." + "reason": "Non-persistent buffer corruption in from_pretrained vs CLIP class structure inconsistency; not the same regression." }, { "left": "issue:43452", "right": "issue:46512", "accept": false, - "reason": "gguf_file loading breakage vs stale config dtype after from_config; both loading-related, but different code paths." + "reason": "gguf_file loading breakage vs stale model.config.dtype after from_config(dtype=...); separate initialization/loading bugs." }, { "left": "issue:43334", "right": "issue:43525", "accept": false, - "reason": "Qwen3-VL missing pad_token_id vs Llama4Config missing pad_token_id; same symptom class, but different models and fixes." + "reason": "Different model configs missing pad_token_id; similar symptom, but no evidence of one shared underlying fix." }, { "left": "issue:43262", "right": "issue:43450", "accept": false, - "reason": "Audio chat-template sampling-rate default vs video batched-shape return bug; different modalities and defects." + "reason": "Audio chat-template sampling-rate default vs video processor batching shape bug; different processor classes and failures." }, { "left": "issue:44442", "right": "issue:45198", "accept": false, - "reason": "AutoTokenizer load failure for FastSpeech2ConformerTokenizer vs Wav2Vec2 save/tokenization failure; related domain but not the same bug." + "reason": "AutoTokenizer loading failure for FastSpeech2ConformerTokenizer vs Wav2Vec2 save_pretrained/tokenization failure; not the same defect." }, { "left": "issue:45200", "right": "issue:46932", "accept": false, - "reason": "Gemma4 mm_token_type_ids default zeros vs Gemma4 quantized vision/audio embedder dtype casting; same family, different underlying problems." - }, - { - "left": "issue:44792", - "right": "issue:45563", - "accept": false, - "reason": "janus image-generation test failure vs stale paged-generate warning; unrelated." - }, - { - "left": "issue:45200", - "right": "issue:46899", - "accept": false, - "reason": "Text-only multimodal token defaults vs unsafe dtype cast in quantized embedders; different defects, even if both are Gemma4." - }, - { - "left": "issue:43819", - "right": "issue:44112", - "accept": false, - "reason": "DAC latent mismatch/STE issue vs GraniteSpeech stale device-override CI failure; unrelated." + "reason": "Gemma4 text-only mm_token_type_ids defaulting vs quantized vision/audio embedder dtype casting; same project area, different bug." } ] }, @@ -9228,8 +9230,8 @@ "review_unit_count": 61, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ @@ -9240,7 +9242,6 @@ "issue:37428", "issue:38175", "issue:41720", - "issue:43278", "issue:43335", "issue:43388", "issue:43425", @@ -9251,16 +9252,14 @@ "issue:43611", "issue:43653", "issue:43819", - "issue:43825", "issue:43827", "issue:43901", "issue:43931", "issue:44112", "issue:44206", - "issue:44448", "issue:44561", "issue:44610", - "issue:44743", + "issue:44792", "issue:44855", "issue:44857", "issue:44898", @@ -9269,6 +9268,7 @@ "issue:45325", "issue:45412", "issue:45520", + "issue:45563", "issue:45584", "issue:45593", "issue:45759", @@ -9280,10 +9280,14 @@ "issue:46424", "issue:46512", "issue:46821", - "issue:46858" + "issue:46858", + "issue:46899" ], "soft_pairs": [ + "issue:44792|issue:45563", + "issue:45200|issue:46899", "issue:44898|issue:45412", + "issue:43819|issue:44112", "issue:43526|issue:46192", "issue:45200|issue:45325", "issue:43827|issue:43901", @@ -9296,11 +9300,11 @@ "issue:44610|issue:44857", "issue:46424|issue:46858", "issue:45759|issue:46285", - "issue:45520|issue:46170", "issue:46512|issue:46821", + "issue:45520|issue:46170", "issue:43606|issue:45083", - "issue:44206|issue:45584", "issue:38175|issue:45412", + "issue:44206|issue:45584", "issue:43335|issue:43653", "issue:37428|issue:43425", "issue:29942|issue:32090", @@ -9308,206 +9312,210 @@ "issue:28282|issue:33357", "issue:43611|issue:43931", "issue:43335|issue:43504", - "issue:44855|issue:45083", - "issue:44448|issue:44743", - "issue:43278|issue:43825" + "issue:44855|issue:45083" ], - "prepared_review_unit_hash": "8097215f3680fd54850a80440d9c8c616267c0e9980554dacb978fd6b5af23fa", + "prepared_review_unit_hash": "21c311c2586d077e82b210586b6baa48548d525836775bc36ca957d7cec32674", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1842, - "serialized_chars": 956212, - "estimated_input_tokens": 239053, - "estimated_eval_tokens": 478362 + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36445, - "estimated_input_tokens": 9112, - "estimated_eval_tokens": 18480 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36160, + "estimated_input_tokens": 9040, + "estimated_eval_tokens": 18336 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These look like a noisy mix of unrelated Transformers issues, not a duplicate cluster. The soft pairs mostly share broad themes like v5 regressions, model loading, or model-specific failures, but not the same underlying bug or mergeable fix.", - "confidence": 0.89, - "canonical_issue_reason": "issue:44561 is the best representative because it is a concrete, broadly impactful v5 compatibility regression tied to a specific removed utility and affects trust_remote_code models; among the set, it is one of the most central API-breakage reports.", + "summary": "This cluster is heterogeneous: it mixes unrelated model bugs, import/version regressions, doc issues, and hardware-specific failures. None of the soft pairs look like true duplicates or mergeable as the same underlying change, so no single canonical duplicate anchor emerges.", + "confidence": 0.91, + "canonical_issue_reason": "No canonical issue: the items are largely unrelated, so choosing one as the duplicate anchor would be misleading.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44561 is the most broadly representative and actionable issue in the set, with a clear runtime regression and wider compatibility impact than the narrower model- or docs-specific reports.", + "best_issue_reason": "No single best issue for the cluster; the reports do not share one concrete bug or code path.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Different generation bugs: Janus image-generation failure vs a stale paged-generate warning." + }, + { + "left": "issue:45200", + "right": "issue:46899", + "accept": false, + "reason": "Both are Gemma4-related, but one is text-only mm_token_type_ids handling and the other is 4-bit multimodal dtype casting." + }, { "left": "issue:44898", "right": "issue:45412", "accept": false, - "reason": "Different model families and failure modes: Perceiver resolution handling vs RT-DETR memory cleanup." + "reason": "Unrelated failures: Perceiver non-default resolution vs RT-DETR memory cleanup." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "Different code paths: DAC latents/forward mismatch vs GraniteSpeech device-override CI test." }, { "left": "issue:43526", "right": "issue:46192", "accept": false, - "reason": "Unrelated bugs in different code paths: BEiT label reduction vs processor argument handling." + "reason": "Separate bugs in different APIs: BEiT image label reduction vs return_tensors being ignored with text_kwargs." }, { "left": "issue:45200", "right": "issue:45325", "accept": false, - "reason": "Different multimodal config bugs: defaulting mm_token_type_ids vs rope index scaling for video/image positions." + "reason": "Different multimodal Qwen bugs: defaulting mm_token_type_ids vs still-image rope indexing." }, { "left": "issue:43827", "right": "issue:43901", "accept": false, - "reason": "Both are docs-related, but they target different pages and different API changes; not the same bug/change." + "reason": "Both are doc issues, but they cover different pipelines and different stale parameters." }, { "left": "issue:41720", "right": "issue:46209", "accept": false, - "reason": "Different hardware/runtime failures: cudaErrorAssert on A800 vs FP8 inference failure on B200." + "reason": "Different model/hardware failures: Qwen3 auto device mapping on A800 vs FP8 inference on B200." }, { "left": "issue:43335", "right": "issue:43550", "accept": false, - "reason": "Separate model-specific defects: SwitchTransformers config construction vs Bamba torch.compile/SDPA failure." + "reason": "Unrelated: SwitchTransformers sparse-layer config bug vs Bamba torch.compile/SDPA failure." }, { "left": "issue:44561", "right": "issue:46234", "accept": false, - "reason": "Both concern missing utilities in import_utils, but they are distinct symbols and distinct breakages." + "reason": "Both involve import_utils, but they are different missing-function regressions affecting different model families." }, { "left": "issue:43388", "right": "issue:43526", "accept": false, - "reason": "Different utilities and symptoms: gather_for_metrics batch truncation vs BEiT image processor label reduction." + "reason": "Different bug classes: accelerator metric gathering vs BEiT image processor label reduction." }, { "left": "issue:43819", "right": "issue:45083", "accept": false, - "reason": "Both involve helper functions, but they affect different models and different logic paths." + "reason": "Different models and functions: DAC latent reconstruction vs qwen3_omni_moe feature-length helper." }, { "left": "issue:44857", "right": "issue:45593", "accept": false, - "reason": "Different detection-model losses and different root causes; not the same underlying bug." + "reason": "Different training bugs: float16 AMP crash in LwDetrImageLoss vs missing auxiliary losses in D-FINE." }, { "left": "issue:44610", "right": "issue:44857", "accept": false, - "reason": "Input-size mismatch in OmDet-Turbo vs AMP/CUDA crash in LwDetrImageLoss are unrelated." + "reason": "Different problems in different models: OmDet-Turbo input sizing vs LwDetrImageLoss AMP crash." }, { "left": "issue:46424", "right": "issue:46858", "accept": false, - "reason": "Both are cache-related, but one is a config option bug and the other is a device-tensor length arithmetic bug." + "reason": "Both are cache-related, but one is max_cache_length semantics and the other is a device-tensor arithmetic bug in _prefill." }, { "left": "issue:45759", "right": "issue:46285", "accept": false, - "reason": "Different composite-model loading issues: unwrapping text_config vs CLIP text model structure inconsistency." + "reason": "Unrelated model-structure regressions: Qwen composite config unwrapping vs CLIP text model structure changes." }, { - "left": "issue:45520", - "right": "issue:46170", + "left": "issue:46512", + "right": "issue:46821", "accept": false, - "reason": "Both are import/dependency problems, but on different platforms and with different causes: flash_attn key vs torch.distributed on Windows ROCm." + "reason": "Different issues: stale model.config.dtype after from_config vs TimesFM window_size AttributeError." }, { - "left": "issue:46512", - "right": "issue:46821", + "left": "issue:45520", + "right": "issue:46170", "accept": false, - "reason": "Different configuration/state bugs: stale dtype after from_config vs missing window_size support." + "reason": "Both are platform/import failures, but they stem from different dependencies and environments." }, { "left": "issue:43606", "right": "issue:45083", "accept": false, - "reason": "CPU offload device mismatch in bark-small is unrelated to qwen3_omni_moe feature-length helper behavior." + "reason": "Different subsystems entirely: CPU offload device mismatch vs qwen3_omni_moe feature-length helper." }, { - "left": "issue:44206", - "right": "issue:45584", + "left": "issue:38175", + "right": "issue:45412", "accept": false, - "reason": "Different regressions: feature extractor center argument crash vs Whisper empty transcription after special-token alignment." + "reason": "Unrelated: SigLIP2 zero probabilities vs RT-DETR memory not released." }, { - "left": "issue:38175", - "right": "issue:45412", + "left": "issue:44206", + "right": "issue:45584", "accept": false, - "reason": "Separate symptoms and subsystems: zero probabilities in SigLIP2 vs RT-DETR memory release." + "reason": "Different bugs: unsupported center arg in LasrFeatureExtractor vs Whisper empty-transcription generation failure." }, { "left": "issue:43335", "right": "issue:43653", "accept": false, - "reason": "Different bugs in different components: SwitchTransformers sparse layer creation vs BigBirdTokenizer special-token registration." + "reason": "Different model-specific regressions: SwitchTransformers sparse-layer config vs BigBirdTokenizer special-token decode issue." }, { "left": "issue:37428", "right": "issue:43425", "accept": false, - "reason": "Both mention version incompatibility, but one is a missing private helper import and the other is a broader torch 2.10 incompatibility report." + "reason": "One is a missing flash-attention symbol import, the other is a broad Torch 2.10 compatibility report." }, { "left": "issue:29942", "right": "issue:32090", "accept": false, - "reason": "Different failures in unrelated areas: Flash Attention 2 tests vs Trainer GPU broadcast NoneType error." + "reason": "Unrelated failures: Flash Attention 2 tests vs Trainer _gpu_broadcast_one NoneType error." }, { "left": "issue:43550", "right": "issue:44112", "accept": false, - "reason": "One is a runtime model/compile bug, the other is a CI test flake from stale device override; not the same issue." + "reason": "Different failures: Bamba torch.compile/SDPA vs GraniteSpeech stale device override test." }, { "left": "issue:28282", "right": "issue:33357", "accept": false, - "reason": "PyTorch missing import error on setup vs MacOS bus error with CLIP; no shared underlying bug." + "reason": "Different environment issues: missing PyTorch import vs MacOS bus error with a CLIP community model." }, { "left": "issue:43611", "right": "issue:43931", "accept": false, - "reason": "Both are model-loading problems, but they stem from different model architectures and incompatible checkpoints, not one shared defect." + "reason": "Different loading bugs: base_model_prefix handling vs Qwen3-VL weight-shape mismatch." }, { "left": "issue:43335", "right": "issue:43504", "accept": false, - "reason": "Different BEiT/SwitchTransformers bugs with different legacy fields and config behavior." + "reason": "Different BEiT/SwitchTransformers bugs with no shared code path." }, { "left": "issue:44855", "right": "issue:45083", "accept": false, - "reason": "Python 3.13 decorator parsing issue vs qwen3_omni_moe helper behavior; unrelated." - }, - { - "left": "issue:44448", - "right": "issue:44743", - "accept": false, - "reason": "Different model behavior regressions: Pegasus output drift across versions vs Qwen3_5 recurrent-state reset." - }, - { - "left": "issue:43278", - "right": "issue:43825", - "accept": false, - "reason": "Embedding dtype mismatch during eval vs pipeline error-message wording; different layers and different fixes." + "reason": "Different problems: DebertaV2Model import parsing on Python 3.13 vs qwen3_omni_moe feature-length behavior." } ] }, @@ -9526,8 +9534,8 @@ "review_unit_count": 61, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ @@ -9542,6 +9550,7 @@ "issue:37428", "issue:39692", "issue:42490", + "issue:43278", "issue:43335", "issue:43526", "issue:43575", @@ -9549,20 +9558,19 @@ "issue:43701", "issue:43720", "issue:43819", + "issue:43825", "issue:43854", "issue:44112", "issue:44206", "issue:44351", - "issue:44360", "issue:44448", "issue:44493", "issue:44514", "issue:44521", - "issue:44561", "issue:44617", + "issue:44743", "issue:44779", "issue:44857", - "issue:45072", "issue:45083", "issue:45127", "issue:45245", @@ -9581,13 +9589,15 @@ "issue:46697" ], "soft_pairs": [ + "issue:44448|issue:44743", + "issue:43278|issue:43825", "issue:37428|issue:44351", "issue:43335|issue:45083", - "issue:29127|issue:32090", "issue:43335|issue:44112", "issue:43335|issue:45593", - "issue:43720|issue:44112", + "issue:29127|issue:32090", "issue:44514|issue:44521", + "issue:43720|issue:44112", "issue:45290|issue:46326", "issue:34689|issue:35141", "issue:45588|issue:45859", @@ -9607,221 +9617,219 @@ "issue:39692|issue:44493", "issue:44206|issue:45823", "issue:32090|issue:33357", - "issue:42490|issue:43575", - "issue:44857|issue:45072", - "issue:44360|issue:44561" + "issue:42490|issue:43575" ], - "prepared_review_unit_hash": "4a39681ea45ef9157c38c9ef46cc48940a212c59f12a0f4f5dc8d8bd6fd3d250", + "prepared_review_unit_hash": "a78c9e18240c4d357e8942f3e8b62d2a15c71b2eaf97d8c9b4afc474ecedc240", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1842, - "serialized_chars": 956212, - "estimated_input_tokens": 239053, - "estimated_eval_tokens": 478362 + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36457, - "estimated_input_tokens": 9115, - "estimated_eval_tokens": 18486 + "serialized_chars": 36505, + "estimated_input_tokens": 9127, + "estimated_eval_tokens": 18510 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is largely heterogeneous: most pairs are only superficially similar (same subsystem or keyword overlap) but describe different bugs. The only clear duplicate is the Qwen3.5 MoE from_pretrained regression (45310/45478).", - "confidence": 0.94, - "canonical_issue_reason": "issue:45310 is the clearest canonical because issue:45478 has the same title and appears to be the same Qwen3.5 MoE from_pretrained failure report.", + "summary": "Only one duplicate pair is clearly grounded in the packet: issue:45310 \u2194 issue:45478, the repeated Qwen3.5 MoE from_pretrained regression. The resume_from_checkpoint items (issue:26413 and issue:31501) are not supported as a true duplicate pair here, and the remaining soft matches are just broad thematic similarity.", + "confidence": 0.97, + "canonical_issue_reason": "issue:45310 is the best duplicate-family representative because issue:45478 repeats the same Qwen3.5 MoE from_pretrained failure with essentially the same title and problem scope.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the best representative of the only true duplicate pair; the rest of the cluster is unrelated noise.", + "best_issue_reason": "issue:45310 is the strongest global issue candidate because it has a direct, well-supported duplicate in issue:45478 and represents a concrete repeated regression.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Both are version-regression reports, but they hit different models and different code paths." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Different bugs: dtype drift during evaluate vs an incorrect pipeline task-support error message." + }, { "left": "issue:37428", "right": "issue:44351", "accept": false, - "reason": "Both are import-related breakages, but they are different missing symbols in different modules and do not look like the same fix." + "reason": "Both are import errors, but for different missing symbols in different modules." }, { "left": "issue:43335", "right": "issue:45083", "accept": false, - "reason": "Different model bugs: sparse-layer construction in SwitchTransformers vs a helper-lengths behavior issue in qwen3_omni_moe." - }, - { - "left": "issue:29127", - "right": "issue:32090", - "accept": false, - "reason": "Unrelated problems: LayoutLMv3 error-message clarity vs a Trainer GPU broadcast NoneType crash." + "reason": "Different defect types: sparse-layer config construction vs feature-length helper behavior." }, { "left": "issue:43335", "right": "issue:44112", "accept": false, - "reason": "Same broad area of model/runtime bugs, but the concrete failures and code paths are different." + "reason": "A config bug and a CI stale-device test failure are not the same underlying issue." }, { "left": "issue:43335", "right": "issue:45593", "accept": false, - "reason": "Different model-specific logic bugs with no clear shared underlying defect." + "reason": "Different model families and failure modes." }, { - "left": "issue:43720", - "right": "issue:44112", + "left": "issue:29127", + "right": "issue:32090", "accept": false, - "reason": "BitNet packed-weight loading vs a GraniteSpeech CI device override issue are separate failures." + "reason": "Unrelated: LayoutLMv3 box validation messaging vs Trainer broadcast of NoneType." }, { "left": "issue:44514", "right": "issue:44521", "accept": false, - "reason": "Both involve apply_chat_template, but one is a batched padding=False crash and the other is zero assistant masks; not clearly the same bug." + "reason": "Both involve apply_chat_template, but one crashes on batched padding=False input and the other miscomputes assistant masks." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Packed-weight loading in BitNet is unrelated to the GraniteSpeech CI device override issue." }, { "left": "issue:45290", "right": "issue:46326", "accept": false, - "reason": "Both touch chat templating, but one is a tool-call/no-content crash and the other is continue_final_message behavior for mistral_common tokenizers." + "reason": "Different chat-template/tokenizer bugs with different triggers and symptoms." }, { "left": "issue:34689", "right": "issue:35141", "accept": false, - "reason": "Model-loading breakage and embedding reinitialization are distinct issues." + "reason": "Different regressions: model loading failure vs post_init reinitializing resized embeddings." }, { "left": "issue:45588", "right": "issue:45859", "accept": false, - "reason": "Different components and failure modes: flash_attention sink handling vs CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding." + "reason": "Different flash-attention/embedding failures and different affected code paths." }, { "left": "issue:42490", "right": "issue:43854", "accept": false, - "reason": "A trailing-slash import warning is not the same as failing to load GLM-4.7-Flash in tests." + "reason": "A trailing-slash path warning is unrelated to a model-loading failure in tests." }, { "left": "issue:46431", "right": "issue:46566", "accept": false, - "reason": "Missing chat template vs weights staying on meta with device_map=auto are unrelated loader problems." + "reason": "Missing chat template support is unrelated to weights staying on meta with device_map=auto." }, { "left": "issue:45127", "right": "issue:45245", "accept": false, - "reason": "Extended-vocabulary LoRA collapse and category-count overflow are unrelated bugs." + "reason": "LoRA/vocabulary collapse and a categories-limit RuntimeError are unrelated." }, { "left": "issue:45310", "right": "issue:45478", "accept": true, - "reason": "Exact duplicate reports of the same Qwen3.5 MoE from_pretrained error; same title and same failure mode." + "reason": "The titles and bug descriptions match the same Qwen3.5 MoE from_pretrained regression." }, { "left": "issue:44448", "right": "issue:44779", "accept": false, - "reason": "Different tokenizer/model output regressions for different models and symptoms." + "reason": "Both mention output differences across versions, but they concern different models and mechanisms." }, { "left": "issue:43819", "right": "issue:44493", "accept": false, - "reason": "DAC latent/STE mismatch and unexpected position-id keys are separate issues." + "reason": "A model forward/from_latents mismatch is unrelated to unexpected position-id key handling." }, { "left": "issue:39692", "right": "issue:43526", "accept": false, - "reason": "Documentation example errors and BeitImageProcessorFast label reduction are unrelated." + "reason": "Documentation/example errors are unrelated to BEiT image-processor label reduction." }, { "left": "issue:43606", "right": "issue:44857", "accept": false, - "reason": "CPU offload device mismatch vs float16 AMP crash in LwDetrImageLoss are different code paths." + "reason": "CPU offload device mismatch in Bark is unrelated to an AMP crash in LwDetrImageLoss." }, { "left": "issue:26413", "right": "issue:31501", "accept": false, - "reason": "Resume-from-checkpoint epoch-iterator failure is not the same as FineWeb SLM training not starting." + "reason": "resume_from_checkpoint iterator/key failures do not match FineWeb training not starting." }, { "left": "issue:28218", "right": "issue:32090", "accept": false, - "reason": "Tokenizer extra-space behavior and Trainer GPU broadcast NoneType crash are unrelated." + "reason": "Tokenizer spacing after added tokens is unrelated to a NoneType GPU broadcast error." }, { "left": "issue:45459", "right": "issue:46234", "accept": false, - "reason": "Tokenizer protobuf error handling and a missing import_utils availability helper are different issues." + "reason": "Tokenizer protobuf error handling is unrelated to a missing import_utils availability helper." }, { "left": "issue:44617", "right": "issue:46697", "accept": false, - "reason": "CUDA OOM in Sam3Video and Swin2SR over-padding are unrelated." + "reason": "CUDA OOM and image over-padding are different classes of problems." }, { "left": "issue:43701", "right": "issue:45083", "accept": false, - "reason": "Resume-from-checkpoint key mismatch and qwen3_omni_moe feature-length behavior are different bugs." + "reason": "resume_from_checkpoint key mismatch and qwen3_omni_moe feature-length behavior are unrelated." }, { "left": "issue:39692", "right": "issue:44493", "accept": false, - "reason": "SigLIP2 documentation issues and unexpected position-id keys do not share the same underlying defect." + "reason": "A docs/model-processor mismatch is not the same as an unexpected position-id key bug." }, { "left": "issue:44206", "right": "issue:45823", "accept": false, - "reason": "Unsupported center arg in LasrFeatureExtractor and Gemma4 PLE device mismatch are unrelated." + "reason": "Unsupported feature-extractor args and a device mismatch are unrelated." }, { "left": "issue:32090", "right": "issue:33357", "accept": false, - "reason": "A NoneType GPU broadcast error is unrelated to the MacOS bus error on CLIP model loading." + "reason": "A Trainer broadcast TypeError is unrelated to a MacOS bus error in CLIP loading." }, { "left": "issue:42490", "right": "issue:43575", "accept": false, - "reason": "Local-path import warning and Qwen2-57B-A14B-Instruct tp OOM are different failures." - }, - { - "left": "issue:44857", - "right": "issue:45072", - "accept": false, - "reason": "AMP crash in a loss module and dtype mismatches in inference are not the same concrete bug." - }, - { - "left": "issue:44360", - "right": "issue:44561", - "accept": false, - "reason": "DSA indexer activation discussion and trust_remote_code breakage from removed helper are unrelated." + "reason": "A path warning is unrelated to Qwen OOM under tensor parallelism." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The assessment is grounded in the packet: the only accepted soft pair is the exact-title duplicate 45310/45478, and the remaining verdicts stay conservative by distinguishing clearly different failure modes despite superficial keyword overlap. No unsupported mergeability claims or overstatements stand out." + "accept": false, + "feedback": "The analysis overstates the duplicate landscape. The packet supports issue:45310 as a clear duplicate-family representative with issue:45478, but it does not support a second true duplicate pair for `resume_from_checkpoint`; the cited 26413/31501 pair is not a duplicate and the analyst itself marks it unrelated. The summary should be more conservative and mention only the one clearly grounded duplicate pair." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -9834,8 +9842,8 @@ "review_unit_count": 61, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ @@ -9859,10 +9867,10 @@ "issue:43381", "issue:43526", "issue:43550", - "issue:43575", "issue:43873", "issue:43927", "issue:43976", + "issue:44360", "issue:44448", "issue:44466", "issue:44493", @@ -9871,8 +9879,8 @@ "issue:44779", "issue:44855", "issue:44857", - "issue:44871", "issue:44977", + "issue:45072", "issue:45083", "issue:45229", "issue:45290", @@ -9889,6 +9897,8 @@ "issue:46858" ], "soft_pairs": [ + "issue:44857|issue:45072", + "issue:44360|issue:44561", "issue:43550|issue:45083", "issue:27957|issue:34689", "issue:29942|issue:35141", @@ -9914,238 +9924,218 @@ "issue:44448|issue:44466", "issue:43873|issue:45229", "issue:25251|issue:32090", - "issue:43976|issue:45440", "issue:42490|issue:43873", - "issue:44568|issue:45491", - "issue:43278|issue:43575", - "issue:44871|issue:44977" + "issue:43976|issue:45440", + "issue:44568|issue:45491" ], - "prepared_review_unit_hash": "fa7dd04e8e8ee740388812340f3e97272bde4e5ff5b80c17ad90d0342faa52e6", + "prepared_review_unit_hash": "a6a0fbfe329fd6d7c8d94dc5037e6a326f0255dfc3e6a2eb383532017c88e1cf", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1842, - "serialized_chars": 956212, - "estimated_input_tokens": 239053, - "estimated_eval_tokens": 478362 + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 37078, - "estimated_input_tokens": 9270, - "estimated_eval_tokens": 18796 + "serialized_chars": 37034, + "estimated_input_tokens": 9259, + "estimated_eval_tokens": 18774 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the candidate edges link unrelated bugs across models, tokenizers, flash-attention, caching, save/load, and training. I would not merge any of the soft pairs as duplicates. If a single issue must represent the cluster, issue 43873 is the most active/open thread, but the set does not form a coherent duplicate group.", - "confidence": 0.95, + "summary": "The soft pairs mostly share broad themes (Flash Attention, cache, v5 regressions, multimodal bugs) but do not look like the same underlying bug/change. I found no strong duplicate pair; the cluster appears heterogeneous.", + "confidence": 0.89, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the most active open issue with inbound references, so it is the best single representative if one must be chosen; however, it is not a true canonical duplicate for the rest of the cluster.", + "best_issue_reason": "issue:43873 is the most active open item in the set, with multiple inbound references and discussion, but it is not a good duplicate canonical for the other issues because the topics are unrelated.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Both involve dtype-related failures, but they affect different models and different code paths (AMP loss vs bfloat16 inference mismatch)." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "One is about a DSA indexer activation detail; the other is a v5 API removal breaking trust_remote_code. No shared underlying bug." + }, { "left": "issue:43550", "right": "issue:45083", "accept": false, - "reason": "Different subsystems: torch.compile/SDPA vs a qwen3_omni_moe helper bug." + "reason": "Different subsystems and symptoms: torch.compile/SDPA model failure vs a helper length-calculation bug in qwen3_omni_moe." }, { "left": "issue:27957", "right": "issue:34689", "accept": false, - "reason": "Unrelated problems: Flash Attention 2 support for XLMRoberta vs a Llama 3.2 Vision model-loading regression." + "reason": "Both are model-specific regressions, but they concern unrelated models and failures (Flash Attention 2 vs model loading)." }, { "left": "issue:29942", "right": "issue:35141", "accept": false, - "reason": "Flash Attention 2 test failures are not the same as post_init reinitializing embeddings after resize." + "reason": "Failing Flash Attention tests and post_init reinitializing embeddings are unrelated bugs." }, { "left": "issue:38175", "right": "issue:44493", "accept": false, - "reason": "Zero probabilities in SigLIP2 is unrelated to unexpected position-id keys in model configs." + "reason": "Zero probabilities in one model and unexpected position-id keys across many models do not indicate the same defect." }, { "left": "issue:29870", "right": "issue:32090", "accept": false, - "reason": "BART generate() decoder_attention_mask bug is distinct from Trainer GPU broadcast NoneType handling." + "reason": "Generate-time decoder mask bug vs Trainer GPU broadcast TypeError; different code paths and root causes." }, { "left": "issue:43278", "right": "issue:43329", "accept": false, - "reason": "Mixed precision dtype drift during eval is unrelated to undefined video-token helper variables." + "reason": "BF16/FP32 dtype drift in evaluate is unrelated to undefined video-token helper variables." }, { "left": "issue:44448", "right": "issue:44977", "accept": false, - "reason": "Pegasus v4/v5 output drift is a different bug from Qwen3.5 flash-attention generation failure." + "reason": "Both are generation regressions, but they involve different models and different failure mechanisms." }, { "left": "issue:45920", "right": "issue:46192", "accept": false, - "reason": "Tokenizer ID regression across multiple models is not the same as return_tensors being ignored with text_kwargs." + "reason": "Tokenizer ID corruption across models is not the same as return_tensors being ignored when text_kwargs are passed." }, { "left": "issue:45290", "right": "issue:45381", "accept": false, - "reason": "Chat template tool-call crash is unrelated to Qwen2.5-VL video vision_position_ids." + "reason": "Chat template crash with tool-call messages is separate from the Qwen2.5-VL video position-id bug." }, { "left": "issue:10000", "right": "issue:15354", "accept": false, - "reason": "DistilBert German model issue and torch.jit GeneratorExp export failure are different code paths." + "reason": "German DistilBertModel and torch.jit.script GeneratorExp export are unrelated issues." }, { "left": "issue:44977", "right": "issue:45229", "accept": false, - "reason": "Flash-attention generation bug is unrelated to Gemma4 multi-GPU CUDA OOM." + "reason": "Flash-attention generation bug vs multi-GPU CUDA OOM; no shared concrete code-path problem." }, { "left": "issue:29870", "right": "issue:33290", "accept": false, - "reason": "Generation mask bug does not match deepspeed Adafactor OOM behavior." + "reason": "One is a generate() UnboundLocalError; the other is a deepspeed/adafactor OOM. Too different to merge." }, { "left": "issue:43278", "right": "issue:43381", "accept": false, - "reason": "Eval dtype mismatch is unrelated to gradient checkpointing being disallowed in eval mode." + "reason": "Dtype drift in evaluate and gradient checkpointing in eval mode are distinct behaviors." }, { "left": "issue:44855", "right": "issue:46399", "accept": false, - "reason": "Python 3.13 decorator parsing/import error is not the same as a missing decorator in Qwen3.5 registration." + "reason": "Both mention decorators/parsing, but one is a Python 3.13 import/JIT parsing issue and the other is a missing decorator registration bug." }, { "left": "issue:43927", "right": "issue:45698", "accept": false, - "reason": "Both involve save/load behavior, but one is config token IDs and the other is custom module resolution; different bugs." + "reason": "Save/load problems in custom objects are related in spirit, but these are different bugs: lost token IDs vs wrong custom module resolution." }, { "left": "issue:45290", "right": "issue:46655", "accept": false, - "reason": "Assistant tool-call chat-template crash is unrelated to SmolVLM video padding calculation." + "reason": "Tool-call chat templating crash and video padding calculation are unrelated preprocessing bugs." }, { "left": "issue:40444", "right": "issue:43526", "accept": false, - "reason": "Qwen2.5-VL iterable-dataset finetuning failure is unrelated to BeitImageProcessorFast label reduction." + "reason": "Different multimodal preprocessing failures affecting different components and outputs." }, { "left": "issue:37428", "right": "issue:42175", "accept": false, - "reason": "Flash-attention import breakage is unrelated to missing tensorflow in the torch extra install." + "reason": "Flash-attention import error and missing TensorFlow backend in a torch install are unrelated packaging/runtime issues." }, { "left": "issue:44857", "right": "issue:45588", "accept": false, - "reason": "LwDetr AMP crash and flash_attention.py s_aux=None crash are different failure modes." + "reason": "Both touch flash-attention, but one is an AMP dtype crash and the other is an s_aux=None AttributeError in sink-less models." }, { "left": "issue:32090", "right": "issue:33290", "accept": false, - "reason": "Trainer broadcast NoneType error is not the same underlying issue as deepspeed Adafactor OOM." + "reason": "Trainer broadcast TypeError and deepspeed Adafactor OOM do not share the same underlying bug." }, { "left": "issue:46421", "right": "issue:46858", "accept": false, - "reason": "Both touch cache/compile, but one is spurious recompilation and the other is device-tensor slice arithmetic in _prefill." + "reason": "Both involve cache/prefill/compile, but one is spurious recompilation from lazy init and the other is a device-tensor return breaking slice arithmetic." }, { "left": "issue:44561", "right": "issue:44779", "accept": false, - "reason": "Removal of is_torch_fx_available and DeepSeek tokenizer regression are different v5 breakages." + "reason": "A removed helper breaking trust_remote_code is not the same as tokenizer output regression in DeepSeek." }, { "left": "issue:44448", "right": "issue:44466", "accept": false, - "reason": "Pegasus output mismatch and lm_head.weight serialization differ in symptom and code path." + "reason": "Different regressions: output drift for Pegasus vs tied-weight serialization inconsistency." }, { "left": "issue:43873", "right": "issue:45229", "accept": false, - "reason": "Quantization/offloading problems are not the same as Gemma4 multi-GPU OOM." + "reason": "Quantization/offloading behavior and Gemma4 multi-GPU OOM are not the same concrete bug." }, { "left": "issue:25251", "right": "issue:32090", "accept": false, - "reason": "Pipeline top_k nesting behavior is unrelated to Trainer broadcast NoneType errors." - }, - { - "left": "issue:43976", - "right": "issue:45440", - "accept": false, - "reason": "Python version compatibility issue is unrelated to DeepseekV3MoE divergence from remote code." - }, - { - "left": "issue:44871", - "right": "issue:44977", - "accept": false, - "reason": "Gemma eos_token_id inconsistency is unrelated to Qwen3.5 flash-attention generation." - }, - { - "left": "issue:43526", - "right": "issue:43575", - "accept": false, - "reason": "BeitImageProcessorFast label handling is unrelated to Qwen2-57B-A14B TP load OOM." - }, - { - "left": "issue:44871", - "right": "issue:44977", - "accept": false, - "reason": "Different bug classes: eos_token_id config mismatch vs flash-attention generation failure." - }, - { - "left": "issue:46421", - "right": "issue:46858", - "accept": false, - "reason": "Related area but not duplicate: cache initialization recompilation vs cache seq-length tensor arithmetic." + "reason": "Pipeline top_k nesting change is unrelated to the Trainer NoneType broadcast error." }, { - "left": "issue:44561", - "right": "issue:44779", + "left": "issue:42490", + "right": "issue:43873", "accept": false, - "reason": "Different affected components: remote-code helper removal vs tokenizer regression." + "reason": "Import warning for trailing-slash local paths and quantization offloading are unrelated." }, { - "left": "issue:43278", - "right": "issue:43575", + "left": "issue:43976", + "right": "issue:45440", "accept": false, - "reason": "Training/eval dtype change is unrelated to TP load OOM on a large Qwen model." + "reason": "Python-version compatibility and DeepSeekV3MoE divergence are unrelated issues." }, { - "left": "issue:44871", - "right": "issue:44977", + "left": "issue:44568", + "right": "issue:45491", "accept": false, - "reason": "Tokenizer/config eos_token mismatch is not the same as flash-attention generation failure." + "reason": "Tokenizer BOS/EOS handling and Gemma3 sliding-window NaNs are different bugs." } ] }, @@ -10164,8 +10154,8 @@ "review_unit_count": 61, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ @@ -10178,11 +10168,11 @@ "issue:34689", "issue:39692", "issue:41720", - "issue:42490", "issue:42915", "issue:42994", "issue:43065", "issue:43066", + "issue:43278", "issue:43381", "issue:43412", "issue:43575", @@ -10199,6 +10189,7 @@ "issue:44462", "issue:44479", "issue:44743", + "issue:44871", "issue:44977", "issue:45198", "issue:45229", @@ -10211,7 +10202,6 @@ "issue:45491", "issue:45563", "issue:45588", - "issue:45593", "issue:45712", "issue:45803", "issue:45823", @@ -10219,11 +10209,13 @@ "issue:46693" ], "soft_pairs": [ + "issue:43278|issue:43575", + "issue:44871|issue:44977", "issue:43381|issue:43701", "issue:33357|issue:39692", - "issue:41720|issue:45229", - "issue:45588|issue:45823", "issue:29127|issue:34567", + "issue:45588|issue:45823", + "issue:41720|issue:45229", "issue:44977|issue:45563", "issue:45198|issue:45803", "issue:44361|issue:45198", @@ -10231,8 +10223,8 @@ "issue:43653|issue:44743", "issue:43611|issue:46121", "issue:29870|issue:34689", - "issue:45372|issue:45588", "issue:42915|issue:42994", + "issue:45372|issue:45588", "issue:43756|issue:45440", "issue:43653|issue:44442", "issue:29942|issue:30064", @@ -10245,226 +10237,224 @@ "issue:29127|issue:33357", "issue:43065|issue:43994", "issue:43065|issue:45412", - "issue:45245|issue:45563", "issue:43575|issue:43701", - "issue:43066|issue:44462", - "issue:45440|issue:45593", - "issue:42490|issue:43381" + "issue:45245|issue:45563", + "issue:43066|issue:44462" ], - "prepared_review_unit_hash": "516e587abf1b6f8dd4c01af481b89c0e0cd3d460d6f6c6def614f6f1a13e8468", + "prepared_review_unit_hash": "f15ad2d551b40105ae44d07cb06027ebae7aec44af41dca624f1621fdbef5d19", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1842, - "serialized_chars": 956212, - "estimated_input_tokens": 239053, - "estimated_eval_tokens": 478362 + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36992, - "estimated_input_tokens": 9248, - "estimated_eval_tokens": 18752 + "serialized_chars": 37051, + "estimated_input_tokens": 9263, + "estimated_eval_tokens": 18782 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft duplicate pairs are convincing enough to accept; the set is highly heterogeneous and the overlaps are mostly broad subsystem similarity rather than the same concrete bug. I picked one broadly scoped loading/tokenizer regression as the issue representative.", - "confidence": 0.62, - "canonical_issue_reason": "issue:44462 is a clear, user-facing core library regression with a concrete failure mode in the tokenizer loading path, making it a reasonable representative for this otherwise mixed cluster.", + "summary": "This set is a loose bundle of Transformers bugs with a few superficial theme overlaps (tokenizers, generation, multimodal models), but the paired items do not describe the same underlying defect. I would not merge any of the soft pairs; they span different models, subsystems, and failure modes.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 44462 is the strongest general-purpose representative because it concerns a core AutoTokenizer loading path and has broader impact than the more model-specific tokenizer bugs. That said, the cluster is not truly a duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44462 is the strongest stand-in here because it describes a precise, broadly relevant loading bug rather than a model-specific or highly incidental failure.", + "best_issue_reason": "44462 is the best issue to anchor the cluster triage: it is a central, user-facing loading regression with clear reproduction potential and wider applicability than the other, narrower reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "One is an eval-time dtype drift in embeddings; the other is a tensor-parallel OOM on a specific Qwen2 57B load path. Different bug classes and fixes." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "EOS token config mismatch in Gemma-3 vs flash-attention generation failure in Qwen3.5. Different models and different code paths." + }, { "left": "issue:43381", "right": "issue:43701", "accept": false, - "reason": "Gradient-checkpointing eval-mode behavior and resume-from-checkpoint key mismatch are unrelated bugs with different code paths and symptoms." + "reason": "Gradient checkpointing in eval mode is a runtime-mode constraint bug; resume_from_checkpoint key mismatch is a checkpoint-loading naming mismatch. Not the same defect." }, { "left": "issue:33357", "right": "issue:39692", "accept": false, - "reason": "MacOS bus error with a community CLIP model is unrelated to SigLIP2 documentation/example errors and quantization failure." + "reason": "MacOS bus error with a community CLIP model vs SigLIP2 docs example errors. Same broad vision area, but unrelated failures." }, { - "left": "issue:41720", - "right": "issue:45229", + "left": "issue:29127", + "right": "issue:34567", "accept": false, - "reason": "Qwen3 auto device mapping cuda assert and Gemma4 multi-GPU OOM are different failure modes, likely different root causes." + "reason": "LayoutLMv3 box/error-message issue vs TrainerState token-count update bug. Completely different components." }, { "left": "issue:45588", "right": "issue:45823", "accept": false, - "reason": "Flash-attention s_aux=None crash and Gemma4 PLE device mismatch are separate runtime issues in different paths." + "reason": "Flash-attention sink handling crash vs Gemma4 PLE device mismatch. Both are runtime crashes, but they are different code paths and symptoms." }, { - "left": "issue:29127", - "right": "issue:34567", + "left": "issue:41720", + "right": "issue:45229", "accept": false, - "reason": "LayoutLMv3 error-message clarity and TrainerState token-count updates are unrelated concerns." + "reason": "Qwen3 auto device mapping CUDA assert vs Gemma4 multi-GPU OOM. Different models and different resource-allocation failures." }, { "left": "issue:44977", "right": "issue:45563", "accept": false, - "reason": "Qwen3.5 flash-attention generation failure and a stale paged-generate warning are not the same bug." + "reason": "Qwen3.5 flash-attention generation bug vs a stale warning in paged generate. One is correctness, the other is warning behavior." }, { "left": "issue:45198", "right": "issue:45803", "accept": false, - "reason": "Wav2Vec2 save/tokenization failure and a bare-except bug in Fuyu tensor conversion are different issues despite both touching tokenization code." + "reason": "Wav2Vec2 save/tokenization failure vs FuyuBatchFeature swallowing errors. Different subsystems and error mechanisms." }, { "left": "issue:44361", "right": "issue:45198", "accept": false, - "reason": "MLuke tokenizer AttributeError and Wav2Vec2 save/tokenization failure are distinct tokenizer/model-specific problems." + "reason": "MLuke tokenizer AttributeError vs Wav2Vec2 save_pretrained/tokenization failure. Both tokenizer-related, but not the same model or bug." }, { "left": "issue:44186", "right": "issue:45198", "accept": false, - "reason": "LayoutLMv2 NER/padding crashes do not match the Wav2Vec2 save/tokenization bug." + "reason": "LayoutLMv2 tokenizer crashes on NER/padding vs Wav2Vec2 save/tokenization failure. Different tokenizer implementations and failure modes." }, { "left": "issue:43653", "right": "issue:44743", "accept": false, - "reason": "BigBird tokenizer special-token registration and Qwen3.5 recurrent-state reset are unrelated model behaviors." + "reason": "BigBirdTokenizer special-token registration bug vs Qwen3.5 recurrent state reset in modular model code. Unrelated." }, { "left": "issue:43611", "right": "issue:46121", "accept": false, - "reason": "Base-model-prefix loading breakage and rope-validation list handling are separate configuration/loading bugs." + "reason": "base_model_prefix loading regression vs rope-validation TypeError from JSON-loaded lists. Different config/loading paths." }, { "left": "issue:29870", "right": "issue:34689", "accept": false, - "reason": "BART generate decoder_attention_mask initialization and Llama 3.2 model loading regression are different code paths and failures." + "reason": "BART generate decoder_attention_mask initialization bug vs Llama 3.2 Vision model loading breakage. Different models and failure points." }, { - "left": "issue:45372", - "right": "issue:45588", + "left": "issue:42915", + "right": "issue:42994", "accept": false, - "reason": "ReasoningEffort import failure during Gemma 4 processor loading is unrelated to the flash-attention s_aux=None crash." + "reason": "Qwen3Moe fails with FineGrainedFP8Config vs quantized model saving failure. Same quantization domain, but different operations and code paths." }, { - "left": "issue:42915", - "right": "issue:42994", + "left": "issue:45372", + "right": "issue:45588", "accept": false, - "reason": "Qwen3Moe FP8 config failure and quantized model saving failure are both quantization-related but not the same concrete bug." + "reason": "Gemma 4 processor loading ImportError vs flash_attention sink-less crash. Different error sources and fixes." }, { "left": "issue:43756", "right": "issue:45440", "accept": false, - "reason": "Smollm3 RoPE layer misconfiguration and DeepseekV3MoE divergence from remote implementation are different model correctness issues." + "reason": "Smollm3 RoPE layer omission vs DeepseekV3MoE divergence from remote implementation. Both architecture discrepancies, but not the same model or bug." }, { "left": "issue:43653", "right": "issue:44442", "accept": false, - "reason": "BigBird special-token registration and AutoTokenizer loading FastSpeech2ConformerTokenizer are unrelated tokenizer problems." + "reason": "BigBirdTokenizer special-token registration issue vs AutoTokenizer failing to load a specific tokenizer class. Related to tokenizers, but distinct defects." }, { "left": "issue:29942", "right": "issue:30064", "accept": false, - "reason": "Flash Attention 2 test failures and void segmentation map processing are different image/model pipeline bugs." + "reason": "Flash Attention 2 tests failing vs image processor void segmentation map handling. Different subsystems and problem statements." }, { "left": "issue:44206", "right": "issue:44479", "accept": false, - "reason": "Unsupported center arg in LasrFeatureExtractor and Qwen video-input regression are unrelated regressions." + "reason": "Unsupported center arg in LasrFeatureExtractor vs v5.3.0 video input regression for Qwen VL variants. Different APIs and models." }, { "left": "issue:43412", "right": "issue:45588", "accept": false, - "reason": "Gemma3n export guard/erfinv support and flash-attention s_aux crash are distinct failures." + "reason": "Gemma3n export guard/erfinv support issue vs flash_attention s_aux=None crash. Different export/runtime paths." }, { "left": "issue:45459", "right": "issue:45712", "accept": false, - "reason": "Tokenizer error masking when protobuf is absent and leftover dummy classes are unrelated maintenance issues." + "reason": "Tokenizer error masking when protobuf is absent vs leftover dummy classes leaking into dir(transformers). One is exception handling, the other repo hygiene." }, { "left": "issue:45372", "right": "issue:45406", "accept": false, - "reason": "Gemma 4 processor loading import error and Gemma4Processor missing _tokenizer in serve are different bugs in different call paths." + "reason": "Gemma4 processor import failure vs Gemma4Processor missing _tokenizer in serve. Same family, but different failing stages and root causes." }, { "left": "issue:45491", "right": "issue:46693", "accept": false, - "reason": "Gemma3 NaN embeddings on mixed-length batches and long-context FA2 performance regression are related to attention, but not the same bug." + "reason": "Gemma3 NaN embeddings from all-padding windows vs FA2 long-context performance regression. Numerical correctness vs performance regression." }, { "left": "issue:44265", "right": "issue:45198", "accept": false, - "reason": "torch.export failures with torch_compilable_check are unrelated to Wav2Vec2 save/tokenization breakage." + "reason": "torch.export compatibility with torch_compilable_check vs Wav2Vec2 tokenization/save failure. Different functionality entirely." }, { "left": "issue:29127", "right": "issue:33357", "accept": false, - "reason": "LayoutLMv3 error-message clarity and CLIP MacOS bus error are completely different issues." + "reason": "LayoutLMv3 box info error message vs CLIP bus error on MacOS. No shared underlying bug." }, { "left": "issue:43065", "right": "issue:43994", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and SigLIP2 nonsensical AutoModel/pipeline results do not share the same underlying bug." + "reason": "Dummy Conv2d in Sam3PixelDecoder vs SigLIP2 AutoModel/pipeline bad outputs. Same vision area only at a very high level; not the same defect." }, { "left": "issue:43065", "right": "issue:45412", "accept": false, - "reason": "A placeholder Conv2d in Sam3PixelDecoder is unrelated to RT-DETR memory not being released on deletion." - }, - { - "left": "issue:45245", - "right": "issue:45563", - "accept": false, - "reason": "Category-count overflow and a stale paged-generate warning are unrelated." + "reason": "Dummy Conv2d in Sam3PixelDecoder vs RT-DETR memory not released. Different model internals and symptoms." }, { "left": "issue:43575", "right": "issue:43701", "accept": false, - "reason": "Qwen2-57B-A14B-Instruct tensor-parallel OOM and resume_from_checkpoint key mismatch are different failure modes." - }, - { - "left": "issue:43066", - "right": "issue:44462", - "accept": false, - "reason": "Wrong tokenizer decoder type in v5 and AutoTokenizer ignoring tokenizer.json are both tokenizer-related, but they are different loading/configuration bugs." + "reason": "Tensor-parallel OOM on Qwen2-57B vs resume_from_checkpoint key mismatch. Resource sizing vs checkpoint key naming." }, { - "left": "issue:45440", - "right": "issue:45593", + "left": "issue:45245", + "right": "issue:45563", "accept": false, - "reason": "DeepseekV3MoE divergence and D-FINE auxiliary-loss behavior are unrelated model-specific correctness issues." + "reason": "Category-count limit RuntimeError vs stale generate warning. Unrelated issues in different layers." }, { - "left": "issue:42490", - "right": "issue:43381", + "left": "issue:43066", + "right": "issue:44462", "accept": false, - "reason": "Import warning for local paths ending with a slash and gradient-checkpointing eval-mode behavior are unrelated." + "reason": "Wrong tokenizer decoder type in v5 vs AutoTokenizer ignoring tokenizer.json. Both tokenizer-loading related, but one is decoder-type selection and the other is file precedence/selection." } ] }, @@ -10483,8 +10473,8 @@ "review_unit_count": 61, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ @@ -10493,6 +10483,7 @@ "issue:33290", "issue:34689", "issue:35141", + "issue:42490", "issue:42915", "issue:43334", "issue:43381", @@ -10513,20 +10504,18 @@ "issue:44442", "issue:44464", "issue:44514", - "issue:44743", - "issue:44811", - "issue:44898", - "issue:44977", "issue:45072", - "issue:45245", "issue:45250", "issue:45372", "issue:45381", + "issue:45406", "issue:45412", + "issue:45440", "issue:45459", "issue:45491", "issue:45584", "issue:45588", + "issue:45593", "issue:45600", "issue:45834", "issue:45859", @@ -10534,11 +10523,15 @@ "issue:46369", "issue:46399", "issue:46640", - "issue:46693" + "issue:46693", + "issue:46701" ], "soft_pairs": [ + "issue:45440|issue:45593", + "issue:42490|issue:43381", "issue:29127|issue:35141", "issue:45372|issue:45459", + "issue:45406|issue:46701", "issue:43421|issue:45491", "issue:43994|issue:45412", "issue:45412|issue:46369", @@ -10562,213 +10555,210 @@ "issue:43381|issue:43873", "issue:44514|issue:45381", "issue:43646|issue:44077", - "issue:43761|issue:45859", - "issue:44977|issue:45245", - "issue:44743|issue:44811", - "issue:44442|issue:44898" + "issue:43761|issue:45859" ], - "prepared_review_unit_hash": "719781c5352da14dc2f93ac412c821fecb41a4c8617ff913d473b1c518a695c1", + "prepared_review_unit_hash": "6ed3b8a164118e43785dfdbc8eb8da51d2e17a10575c2f4dbe5c9939f2854e26", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1842, - "serialized_chars": 956212, - "estimated_input_tokens": 239053, - "estimated_eval_tokens": 478362 + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 35729, - "estimated_input_tokens": 8933, - "estimated_eval_tokens": 18122 + "serialized_chars": 35754, + "estimated_input_tokens": 8939, + "estimated_eval_tokens": 18134 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous; several items mention Flash Attention 2, but the paired issues describe different concrete failures. No soft edge looks like a true duplicate.", - "confidence": 0.39, - "canonical_issue_reason": "Issue 46693 is the clearest and most specific representative of the recurring Flash Attention 2 theme; the rest of the cluster is too mixed to justify a stronger canonical choice.", + "summary": "This cluster is heterogeneous: the items cover many unrelated bugs/features across model loading, tokenizers, vision, quantization, and flash-attention. None of the soft pairs looks like the same underlying issue, so there is no meaningful duplicate canonical within this set.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue fits: the cluster spans unrelated failure modes and subsystems, so treating any one issue as the representative duplicate would be misleading.", "canonical_pr_reason": null, - "best_issue_reason": "46693 is the best issue to anchor the cluster because it describes a concrete FA2 regression with a clear failure mode and version boundary.", + "best_issue_reason": "No issue is a strong global best representative because the set is not a coherent duplicate cluster; the safest triage is to leave them separate.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "Different bugs in different models: DeepseekV3MoE divergence vs D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Path/import warning on local model loading is unrelated to gradient checkpointing in eval mode." + }, { "left": "issue:29127", "right": "issue:35141", "accept": false, - "reason": "Different bugs: unclear LayoutLMv3 error messaging vs token-embedding resize reinitialization." + "reason": "LayoutLMv3 error messaging and token-embedding reinit are distinct code paths and symptoms." }, { "left": "issue:45372", "right": "issue:45459", "accept": false, - "reason": "Both involve loading/tokenizer errors, but the root causes are unrelated imports vs protobuf exception masking." + "reason": "Gemma 4 processor import breakage vs tokenizer error masking from protobuf handling are different problems." + }, + { + "left": "issue:45406", + "right": "issue:46701", + "accept": false, + "reason": "Gemma4Processor attribute error in serve is unrelated to DiffusionGemmaGenerationOutput pipeline failure." }, { "left": "issue:43421", "right": "issue:45491", "accept": false, - "reason": "Tokenizer post-processor update behavior is unrelated to Gemma3 NaN embeddings from sliding-window attention." + "reason": "Runtime special-token post-processor updates and Gemma3 NaN embeddings are different tokenizer/attention issues." }, { "left": "issue:43994", "right": "issue:45412", "accept": false, - "reason": "Different subsystems and symptoms: SigLIP2 inference quality vs RT-DETR memory release." + "reason": "Siglip2 wrong outputs with AutoModel/pipeline is unrelated to RT-DETR memory release on deletion." }, { "left": "issue:45412", "right": "issue:46369", "accept": false, - "reason": "Both mention memory, but they are different models and different failure mechanisms." + "reason": "RT-DETR GC/memory leak and SAM3-LiteText memory overflow are separate memory issues in different models." }, { "left": "issue:43575", "right": "issue:44387", "accept": false, - "reason": "OOM in tensor-parallel loading is not the same as int4 quantization reserved-memory regression." + "reason": "Tensor-parallel OOM for Qwen2-57B-A14B-Instruct is not the same as int4 quantization reserved-memory regression." }, { "left": "issue:44442", "right": "issue:45072", "accept": false, - "reason": "Tokenizer loading failure is unrelated to dtype mismatch during bfloat16 inference." + "reason": "Tokenizer loading failure and bfloat16 dtype mismatches are unrelated bugs." }, { "left": "issue:44464", "right": "issue:45584", "accept": false, - "reason": "Different generation bugs: compiled-forward inconsistency vs empty-transcription handling in Whisper." + "reason": "Compiled-forward chunked generation inconsistency is a different path from Whisper empty-transcription failure after special-token alignment." }, { "left": "issue:43526", "right": "issue:45834", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug is unrelated to Kosmos2.5 long OCR index errors." + "reason": "BeitImageProcessorFast label reduction bug and Kosmos2.5 OCR index error do not share the same underlying code defect." }, { "left": "issue:42915", "right": "issue:43931", "accept": false, - "reason": "FineGrainedFP8 config failure and Qwen3-VL weight-shape mismatch are different loading issues." + "reason": "Qwen3Moe FineGrainedFP8Config failure and Qwen3-VL weight-shape mismatch are distinct model-loading issues." }, { "left": "issue:43824", "right": "issue:44279", "accept": false, - "reason": "A specific missing export is not the same as a broad dependency issue." + "reason": "Qwen2_5_VL import error and generic dependency issue are not the same bug." }, { "left": "issue:43526", "right": "issue:46693", "accept": false, - "reason": "Image processor label handling is unrelated to FA2 long-context performance regression." + "reason": "BeitImageProcessorFast label reduction and FA2 long-context performance regression are unrelated." }, { "left": "issue:27957", "right": "issue:29127", "accept": false, - "reason": "Flash Attention 2 support question and LayoutLMv3 error-message clarity are unrelated." + "reason": "XLMRoberta Flash Attention 2 support and LayoutLMv3 error messaging are different features/issues." }, { "left": "issue:27957", "right": "issue:33290", "accept": false, - "reason": "XLMRoberta+FA2 and Adafactor+DeepSpeed OOM are different failures." + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to Adafactor/DeepSpeed OOM." }, { "left": "issue:45250", "right": "issue:46640", "accept": false, - "reason": "Both are generic FA2 titles, but there is no evidence they describe the same concrete bug or change." + "reason": "Both mention Flash Attention 2, but one is a generic topic placeholder and the other is an issue report; not enough evidence of the same concrete bug." }, { "left": "issue:43994", "right": "issue:46369", "accept": false, - "reason": "Different model-specific memory/behavior problems with no shared code path." + "reason": "Siglip2 wrong outputs and SAM3-LiteText memory overflow are unrelated model-specific failures." }, { "left": "issue:33290", "right": "issue:34689", "accept": false, - "reason": "Optimizer OOM and model-loading breakage are distinct issues." + "reason": "Adafactor+DeepSpeed OOM is unrelated to Llama 3.2 Vision load breakage." }, { "left": "issue:33290", "right": "issue:35141", "accept": false, - "reason": "OOM during training is unrelated to embedding reinitialization after resizing." + "reason": "OOM in DeepSpeed optimizer use and embedding reinitialization after resize are different defects." }, { "left": "issue:43526", "right": "issue:44186", "accept": false, - "reason": "Image label reduction and LayoutLMv2 tokenizer crashes are different bugs." + "reason": "BeitImageProcessorFast label handling and LayoutLMv2Tokenizer NER/padding crashes are unrelated tokenization/image-processing bugs." }, { "left": "issue:43334", "right": "issue:43531", "accept": false, - "reason": "Missing pad_token_id in Qwen3-VL is unrelated to sliding_window behavior in Qwen3-MoE." + "reason": "Qwen3-VL missing pad_token_id and Qwen3-MoE sliding_window issues affect different subsystems and failure modes." }, { "left": "issue:46121", "right": "issue:46399", "accept": false, - "reason": "Both are rope-related, but one is a type conversion bug and the other is a kernel registration/decorator failure." + "reason": "RoPE validation TypeError with JSON-loaded lists is unrelated to missing decorator registration for apply_rotary_pos_emb." }, { "left": "issue:45588", "right": "issue:45600", "accept": false, - "reason": "Flash-attention runtime crash and stale auto-mapping references are unrelated." + "reason": "Flash-attention sink handling crash and auto_mappings stale config references are unrelated." }, { "left": "issue:43381", "right": "issue:43873", "accept": false, - "reason": "Gradient checkpointing in eval mode and quantization offloading behavior are different issues." + "reason": "Gradient checkpointing in eval mode and quantization offloading behavior are different problems." }, { "left": "issue:44514", "right": "issue:45381", "accept": false, - "reason": "Batched chat-template padding crash is not the same as wrong video vision_position_ids." + "reason": "Batched apply_chat_template padding crash and Qwen2.5-VL video vision_position_ids bug are distinct Qwen2.5-VL issues." }, { "left": "issue:43646", "right": "issue:44077", "accept": false, - "reason": "Framework-level custom model init regression and a specific model's post_init restriction are not duplicates." + "reason": "Custom model initialization breakage in Transformers 5.0.0 is not the same as patchtsmixer post_init policy." }, { "left": "issue:43761", "right": "issue:45859", "accept": false, - "reason": "CLIP hidden_states regression and Qwen3_5Moe CPU-offload incompatibility are unrelated." - }, - { - "left": "issue:44977", - "right": "issue:45245", - "accept": false, - "reason": "FA2 generation issue and category-cardinality RuntimeError have no shared bug." - }, - { - "left": "issue:44743", - "right": "issue:44811", - "accept": false, - "reason": "Qwen recurrent-state reset and Whisper batch_decode token skipping are different code paths." - }, - { - "left": "issue:44442", - "right": "issue:44898", - "accept": false, - "reason": "Tokenizer loading failure is unrelated to Perceiver interpolation behavior." + "reason": "CLIPVisionModel hidden_states regression and Qwen3_5Moe CPU offload incompatibility are unrelated." } ] }, @@ -10787,8 +10777,8 @@ "review_unit_count": 61, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ @@ -10796,7 +10786,6 @@ "issue:29870", "issue:42175", "issue:42490", - "issue:42907", "issue:43232", "issue:43262", "issue:43316", @@ -10804,7 +10793,6 @@ "issue:43493", "issue:43525", "issue:43643", - "issue:43701", "issue:43720", "issue:43749", "issue:43761", @@ -10821,27 +10809,32 @@ "issue:44479", "issue:44496", "issue:44743", + "issue:44811", "issue:44855", "issue:44871", + "issue:44898", "issue:44913", + "issue:44977", "issue:44987", "issue:45003", "issue:45137", "issue:45216", + "issue:45245", "issue:45325", "issue:45440", - "issue:45698", "issue:45759", "issue:45803", "issue:45907", "issue:46178", "issue:46234", - "issue:46506", "issue:46697", "issue:46829", "issue:46932" ], "soft_pairs": [ + "issue:44977|issue:45245", + "issue:44743|issue:44811", + "issue:44442|issue:44898", "issue:43262|issue:44206", "issue:42490|issue:44743", "issue:45003|issue:45440", @@ -10852,207 +10845,211 @@ "issue:43493|issue:43827", "issue:44062|issue:45907", "issue:44077|issue:44479", - "issue:45325|issue:46697", "issue:43873|issue:44871", + "issue:45325|issue:46697", "issue:44855|issue:45137", "issue:43643|issue:44913", "issue:43749|issue:43931", "issue:43316|issue:45759", + "issue:44987|issue:46178", "issue:46829|issue:46932", "issue:44190|issue:44496", - "issue:44987|issue:46178", - "issue:43761|issue:44188", "issue:44442|issue:45803", + "issue:43761|issue:44188", "issue:43761|issue:44079", "issue:43931|issue:45216", - "issue:43232|issue:43388", - "issue:43701|issue:46506", - "issue:42907|issue:45698" + "issue:43232|issue:43388" ], - "prepared_review_unit_hash": "db36ae5feb084e106b2712641857d4fe2b5cbd09a3dc9f90ce3ea1df50ab1775", + "prepared_review_unit_hash": "ad98071974817fa3a58575f8ad6cd23f819a62c152472d40c9ee3669f2dee0eb", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1842, - "serialized_chars": 956212, - "estimated_input_tokens": 239053, - "estimated_eval_tokens": 478362 + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 26, - "serialized_chars": 35809, - "estimated_input_tokens": 8953, - "estimated_eval_tokens": 18162 + "soft_pair_count": 27, + "serialized_chars": 36180, + "estimated_input_tokens": 9045, + "estimated_eval_tokens": 18346 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated bug reports spanning different models, loaders, processors, and utilities. None of the soft-similarity pairs look like the same underlying issue or a mergeable duplicate PR.", - "confidence": 0.96, - "canonical_issue_reason": "issue:45698 is the strongest representative: it has the most discussion/inbound references and describes a broad, clearly actionable save/load regression affecting custom modules.", + "summary": "The candidate pairs are all superficial similarities at best; they describe different models, APIs, code paths, or failure modes. I would not merge any of them as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue: this set does not represent one underlying bug, but many unrelated reports across generation, config, loading, audio, vision, quantization, and docs.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45698 is the best global issue choice because it is active, well-scoped, and broadly relevant to model loading behavior rather than a narrowly model-specific edge case.", + "best_issue_reason": "No best issue for duplicate triage here; none of the issues is a credible umbrella duplicate target for the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43262", - "right": "issue:44206", + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug vs a categories-cardinality runtime error; unrelated failures." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Different components: recurrent-state cache handling vs Whisper batch_decode skip_special_tokens." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading failure vs Perceiver image-classification resizing bug; different subsystems and symptoms." + }, + { + "left": "issue:43262", + "right": "issue:44206", "accept": false, - "reason": "Different failure modes in different audio/image preprocessing paths; no shared bug mechanism." + "reason": "Audio chat template sampling-rate default vs feature extractor center-arg crash; not the same bug." }, { "left": "issue:42490", "right": "issue:44743", "accept": false, - "reason": "Local-path import warning is unrelated to recurrent-state reset in modular Qwen code." + "reason": "Import warning on trailing-slash local model paths vs Qwen recurrent-state reset; unrelated." }, { "left": "issue:45003", "right": "issue:45440", "accept": false, - "reason": "Unsafe sys.modules access is not the same as DeepSeekV3MoE implementation divergence." + "reason": "Unsafe sys.modules access in modeling_utils vs DeepSeekV3MoE divergence from remote implementation; different code paths." }, { "left": "issue:43720", "right": "issue:44442", "accept": false, - "reason": "BitNet packed-weight loading and tokenizer loading failure are separate code paths." + "reason": "BitNet packed-weight loading bug vs FastSpeech2ConformerTokenizer loading failure; unrelated." }, { "left": "issue:42175", "right": "issue:46234", "accept": false, - "reason": "Backend packaging omission and missing import_utils symbol are unrelated packaging/import issues." + "reason": "Missing tensorflow in torch extra vs missing import_utils helper; packaging/import issues but not the same defect." }, { "left": "issue:27957", "right": "issue:29870", "accept": false, - "reason": "Flash Attention support for XLM-Roberta is unrelated to BART generation mask initialization." + "reason": "Flash Attention 2 support for XLMRoberta vs BART generate decoder_attention_mask UnboundLocalError; different models and bugs." }, { "left": "issue:43316", "right": "issue:43525", "accept": false, - "reason": "Both are config-related, but they concern different models and different missing fields." + "reason": "Two config-field discrepancies, but for different models and different missing fields; not one underlying issue." }, { "left": "issue:43493", "right": "issue:43827", "accept": false, - "reason": "Model implementation parity issue vs documentation reference cleanup; not the same bug." + "reason": "SigLIP2 implementation mismatch vs docs still referencing removed pipeline(); unrelated model vs documentation issue." }, { "left": "issue:44062", "right": "issue:45907", "accept": false, - "reason": "Token conversion bug and hub API forwarding bug are different utilities with different fixes." + "reason": "AddedToken special-argument duplication vs list_repo_files revision forwarding; different APIs and failures." }, { "left": "issue:44077", "right": "issue:44479", "accept": false, - "reason": "PatchTSMixer post_init policy and video-input regression are unrelated model-specific problems." + "reason": "patchtsmixer post_init validation vs Qwen video-input regression; no shared code path." }, { - "left": "issue:45325", - "right": "issue:46697", + "left": "issue:43873", + "right": "issue:44871", "accept": false, - "reason": "RoPE temporal \u0564\u056b\u0580 handling in Qwen VL is unrelated to Swin2SR over-padding." + "reason": "Quantization/offloading behavior vs Gemma-3 eos_token_id inconsistency; unrelated." }, { - "left": "issue:43873", - "right": "issue:44871", + "left": "issue:45325", + "right": "issue:46697", "accept": false, - "reason": "Quantization/offloading behavior and Gemma eos_token_id config inconsistency are distinct issues." + "reason": "Qwen2.5-VL rope-index temporal scaling bug vs Swin2SR over-padding images; different preprocessing/code paths." }, { "left": "issue:44855", "right": "issue:45137", "accept": false, - "reason": "Python 3.13 import parsing error and DeepSpeed ZeRO3 deque underflow are unrelated runtime failures." + "reason": "Python 3.13 TorchScript parsing error vs DeepSpeed ZeRO3 deque underflow; unrelated runtime failures." }, { "left": "issue:43643", "right": "issue:44913", "accept": false, - "reason": "trust_remote_code config field loss and GPTNeoX rotary_pct reload regression affect different config machinery." + "reason": "trust_remote_code missing fields on load vs rotary_pct reset on reload; both config-related but distinct bugs." }, { "left": "issue:43749", "right": "issue:43931", "accept": false, - "reason": "FSDP CPU RAM efficient loading and Qwen3-VL shape mismatch are separate loading problems." + "reason": "FSDP CPU RAM efficient loading broken vs Qwen3-VL weight-shape mismatch; different loading problems." }, { "left": "issue:43316", "right": "issue:45759", "accept": false, - "reason": "Gemma3TextConfig API discrepancy and Qwen composite-config unwrap bug are not the same behavior." + "reason": "Gemma3TextConfig API mismatch vs AutoModelForCausalLM not unwrapping text_config for composite Qwen configs; different issues." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "Model loading regression for physical-intelligence/fast vs backend mapping error for tensorflow_text; unrelated." }, { "left": "issue:46829", "right": "issue:46932", "accept": false, - "reason": "VideoPrism output-field bug and Gemma4 quantized embedder dtype casting are unrelated model changes." + "reason": "VideoPrism output field assignment bug vs Gemma4 quantized embedder dtype casting; different models and symptoms." }, { "left": "issue:44190", "right": "issue:44496", "accept": false, - "reason": "Local dataset loading failure and unrecognized model config error do not share a concrete cause." + "reason": "Local dataset loading in training script vs unrecognized model/config.json error; unrelated." }, { - "left": "issue:44987", - "right": "issue:46178", + "left": "issue:44442", + "right": "issue:45803", "accept": false, - "reason": "Model loading failure for one repo and backend mapping error for tensorflow_text are different root causes." + "reason": "Tokenizer loading failure vs bare-except swallowing errors in FuyuBatchFeature; different components." }, { "left": "issue:43761", "right": "issue:44188", "accept": false, - "reason": "CLIP hidden_states regression and attention-kernel divergence under torch.compile are separate code paths." - }, - { - "left": "issue:44442", - "right": "issue:45803", - "accept": false, - "reason": "Tokenizer class loading failure is unrelated to Fuyu's broad except swallowing errors." + "reason": "CLIPVisionModel hidden_states regression vs attention kernel divergence under torch.compile; unrelated." }, { "left": "issue:43761", "right": "issue:44079", "accept": false, - "reason": "Missing hidden_states output and ModelOutput key assignment bug are different output-handling defects." + "reason": "Hidden_states regression in CLIPVisionModel vs ModelOutput key assignment bug; different code paths." }, { "left": "issue:43931", "right": "issue:45216", "accept": false, - "reason": "Shape mismatch while loading a model and incorrect save_pretrained checkpoint serialization are not the same bug." + "reason": "Qwen3-VL load-time shape mismatch vs Qwen3.5 save_pretrained checkpoint regression; related family, but different concrete bugs." }, { "left": "issue:43232", "right": "issue:43388", "accept": false, - "reason": "Generation kwargs update bug and metrics label truncation are separate trainer/generation behaviors." - }, - { - "left": "issue:43701", - "right": "issue:46506", - "accept": false, - "reason": "Checkpoint key mismatch and CPU/CUDA output divergence are unrelated training/runtime issues." - }, - { - "left": "issue:42907", - "right": "issue:45698", - "accept": false, - "reason": "Saving dequantized models and loading the wrong custom module are different save/load regressions." + "reason": "Generation kwargs update after sync_gpus vs gather_for_metrics dropping tuple labels; different distributed-training bugs." } ] }, @@ -11084,6 +11081,7 @@ "issue:32090", "issue:42175", "issue:42617", + "issue:42907", "issue:43295", "issue:43316", "issue:43404", @@ -11097,7 +11095,6 @@ "issue:43701", "issue:43716", "issue:43742", - "issue:43761", "issue:43825", "issue:44077", "issue:44162", @@ -11109,9 +11106,9 @@ "issue:44792", "issue:44871", "issue:44913", - "issue:45542", "issue:45584", "issue:45632", + "issue:45698", "issue:45803", "issue:46050", "issue:46170", @@ -11122,14 +11119,16 @@ "issue:46369", "issue:46421", "issue:46424", - "issue:46894", - "issue:46932" + "issue:46506", + "issue:46894" ], "soft_pairs": [ + "issue:43701|issue:46506", + "issue:42907|issue:45698", "issue:42617|issue:43575", "issue:27957|issue:32090", - "issue:43575|issue:43742", "issue:43550|issue:43701", + "issue:43575|issue:43742", "issue:43606|issue:43701", "issue:25251|issue:28282", "issue:46234|issue:46291", @@ -11144,213 +11143,211 @@ "issue:44871|issue:46050", "issue:43646|issue:44913", "issue:45803|issue:46365", - "issue:44162|issue:44792", "issue:43452|issue:44496", + "issue:44162|issue:44792", "issue:44242|issue:46894", "issue:43404|issue:43441", "issue:45632|issue:46424", "issue:45803|issue:46170", "issue:43650|issue:46202", - "issue:44610|issue:46369", - "issue:43761|issue:46932", - "issue:45542|issue:46234" + "issue:44610|issue:46369" ], - "prepared_review_unit_hash": "34222b9ee4953d56e2b641d9516f257b952ec52bae4419d0efc029e13f1de6c2", + "prepared_review_unit_hash": "9e23f7273151ed00f58db88cb47378d2504b932a9c9a87177dd3fc788fc95d83", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1842, - "serialized_chars": 956212, - "estimated_input_tokens": 239053, - "estimated_eval_tokens": 478362 + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 35841, - "estimated_input_tokens": 8961, - "estimated_eval_tokens": 18178 + "serialized_chars": 35736, + "estimated_input_tokens": 8934, + "estimated_eval_tokens": 18124 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft pair looks like the same underlying bug/change; the cluster is heterogeneous across unrelated models, loaders, config issues, runtime errors, and environment/setup problems.", + "summary": "No soft pair looks like the same underlying bug or change. The items span unrelated model-loading, cache, quantization, generation, and dependency issues, so this cluster should not be merged into a single duplicate set.", "confidence": 0.97, - "canonical_issue_reason": null, + "canonical_issue_reason": "No single issue is a clear canonical duplicate target; the candidate pairs are thematically related only at a very broad Transformers level and are mostly distinct bugs.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "None of the issues is a good global representative for the cluster because the set is heterogeneous and lacks a common concrete code-path failure.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "Key mismatch on checkpoint resume is unrelated to CPU/CUDA inference divergence." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load flows, but one is about dequantized model saving and the other about loading the wrong custom module after save_pretrained." + }, { "left": "issue:42617", "right": "issue:43575", "accept": false, - "reason": "Different problems: a script/runtime failure for 3d_parallel.py vs an OOM while loading a specific Qwen2 model with tensor parallelism." + "reason": "3d_parallel.py execution failure is not the same bug as tp-related OOM while loading Qwen2." }, { "left": "issue:27957", "right": "issue:32090", "accept": false, - "reason": "Unrelated code paths: FlashAttention support for XLM-Roberta vs a Trainer distributed broadcast TypeError." + "reason": "FlashAttention support for XLM-Roberta is unrelated to the Trainer _gpu_broadcast_one NoneType error." }, { - "left": "issue:43575", - "right": "issue:43742", + "left": "issue:43550", + "right": "issue:43701", "accept": false, - "reason": "Different loading failures for different models and causes: tensor-parallel OOM vs a KeyError on MobileLLM config loading." + "reason": "torch.compile with SDPA on Bamba is unrelated to resume_from_checkpoint key mismatches." }, { - "left": "issue:43550", - "right": "issue:43701", + "left": "issue:43575", + "right": "issue:43742", "accept": false, - "reason": "One is a torch.compile/SDPA model failure, the other is a checkpoint resume key mismatch; not the same bug." + "reason": "OOM on a large Qwen2 model is not the same as a key error loading MobileLLM-125M." }, { "left": "issue:43606", "right": "issue:43701", "accept": false, - "reason": "CPU offload device mismatch is unrelated to resume_from_checkpoint key naming." + "reason": "CPU offload device mismatch is unrelated to checkpoint key mismatch." }, { "left": "issue:25251", "right": "issue:28282", "accept": false, - "reason": "Pipeline top_k output-shape regression is unrelated to a missing PyTorch ImportError." + "reason": "Pipeline top_k output shape change is unrelated to a missing PyTorch dependency." }, { "left": "issue:46234", "right": "issue:46291", "accept": false, - "reason": "Different import failures: a missing utility symbol vs kernels package version/revision requirements." + "reason": "Missing import_utils helper and pipeline import failure with kernels v0.15 are different dependency/import bugs." }, { "left": "issue:43295", "right": "issue:43825", "accept": false, - "reason": "Processor/tokenizer regression is not the same as an incorrect pipeline error message about translation tasks." + "reason": "Custom processor.tokenizer regression is unrelated to the pipeline translation error message bug." }, { "left": "issue:16998", "right": "issue:22355", "accept": false, - "reason": "Unrelated topics: model_max_length discussion vs missing transformers.onnx module." + "reason": "A model_max_length question is unrelated to the transformers.onnx import error." }, { "left": "issue:43295", "right": "issue:44871", "accept": false, - "reason": "Both involve v5-era model/processor behavior, but one is about processor.tokenizer access and image passing; the other is an eos_token_id config inconsistency." + "reason": "Processor/tokenizer regression is unrelated to Gemma eos_token_id configuration inconsistency." }, { "left": "issue:44871", "right": "issue:45584", "accept": false, - "reason": "Different models and failure modes: Gemma eos_token configuration vs Whisper empty-transcription generation after special-token alignment." + "reason": "Gemma eos_token_id mismatch and Whisper empty-transcription failure are distinct special-token issues with different code paths." }, { "left": "issue:44464", "right": "issue:46421", "accept": false, - "reason": "Both mention chunked generation/compile, but one reports inconsistent outputs and the other spurious recompilation from cache initialization; not the same concrete bug." + "reason": "Compiled-forward output inconsistency is not the same bug as spurious recompilation from chunked prefill cache lazy initialization." }, { "left": "issue:43316", "right": "issue:43716", "accept": false, - "reason": "API discrepancy in Gemma3TextConfig is unrelated to a Mistral-3 dtype mismatch between preprocessor and model." + "reason": "Gemma3TextConfig API discrepancy is unrelated to image preprocessor/model dtype mismatch." }, { "left": "issue:42175", "right": "issue:43316", "accept": false, - "reason": "Backend installation/package dependency issue is unrelated to a config API discrepancy." + "reason": "Missing TensorFlow from the torch extra is unrelated to a config API discrepancy." }, { "left": "issue:44077", "right": "issue:44534", "accept": false, - "reason": "Optional post_init policy for patchtsmixer is unrelated to non-persistent buffer initialization junk." + "reason": "Optional post_init restriction in patchtsmixer is unrelated to non-persistent buffers being filled with junk." }, { "left": "issue:44871", "right": "issue:46050", "accept": false, - "reason": "Gemma eos_token_id inconsistency and sinq save/load quantization breakage are different persistence/config problems." + "reason": "Gemma eos_token_id inconsistency is unrelated to quantized model save/load roundtrip failure." }, { "left": "issue:43646", "right": "issue:44913", "accept": false, - "reason": "A broad Transformers 5 custom initialization regression is not the same as GPTNeoXConfig rotary_pct not round-tripping." + "reason": "Generic Transformers 5 init breakage is not the same as GPTNeoX rotary_pct not persisting on reload." }, { "left": "issue:45803", "right": "issue:46365", "accept": false, - "reason": "Bare except in Fuyu tensor conversion is unrelated to Trainer import failure caused by datasets." + "reason": "Bare except in Fuyu tensor conversion is unrelated to importing Trainer only after uninstalling datasets." }, { - "left": "issue:44162", - "right": "issue:44792", + "left": "issue:43452", + "right": "issue:44496", "accept": false, - "reason": "ESM2 model breakage and a janus image-generation test failure are unrelated." + "reason": "gguf_file handling in from_pretrained is unrelated to a missing model_type key in config.json." }, { - "left": "issue:43452", - "right": "issue:44496", + "left": "issue:44162", + "right": "issue:44792", "accept": false, - "reason": "GGUF tokenizer/model loading bug is unrelated to an unrecognized-model/config.json model_type issue." + "reason": "ESM2 breakage is unrelated to the janus image-generation test failure." }, { "left": "issue:44242", "right": "issue:46894", "accept": false, - "reason": "Both concern training losses, but they are different models and different loss bugs with no shared concrete code path." + "reason": "Missing MoE load-balancing loss and ASR training-loss double-shift are different loss-calculation bugs." }, { "left": "issue:43404", "right": "issue:43441", "accept": false, - "reason": "Mistral3 weight tying and Ministral-3 FlashAttention failures are distinct model issues." + "reason": "lm_head weight tying in Mistral3 is unrelated to FlashAttention failures in Ministral-3." }, { "left": "issue:45632", "right": "issue:46424", "accept": false, - "reason": "Cache path collisions for trust_remote_code are unrelated to max_cache_length handling for quantized cache." + "reason": "Remote-code cache path collisions are unrelated to max_cache_length being honored only for Quantized Cache." }, { "left": "issue:45803", "right": "issue:46170", "accept": false, - "reason": "Fuyu exception handling is unrelated to a Windows/ROCm torch.distributed dependency import error." + "reason": "Fuyu tensor conversion error handling is unrelated to the Windows ROCm torch.distributed dependency issue." }, { "left": "issue:43650", "right": "issue:46202", "accept": false, - "reason": "A vague data request is unrelated to Gemma pipeline roundtrip behavior on the \u2581 token." + "reason": "A placeholder 'ADD THE DATA' issue is unrelated to Gemma pipeline roundtrip failures." }, { "left": "issue:44610", "right": "issue:46369", "accept": false, - "reason": "OmDet-Turbo input-size mismatch is unrelated to a SAM3 LiteText memory overflow." - }, - { - "left": "issue:43761", - "right": "issue:46932", - "accept": false, - "reason": "CLIPVisionModel hidden_states regression is unrelated to Gemma4 quantized embedder dtype casting." - }, - { - "left": "issue:45542", - "right": "issue:46234", - "accept": false, - "reason": "Tensorboard/TensorFlow backend packaging issue is unrelated to a missing import_utils symbol." + "reason": "OmDet-Turbo image-size mismatch is unrelated to sam3-litetext memory overflow." } ] }, @@ -11369,8 +11366,8 @@ "review_unit_count": 61, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ @@ -11388,10 +11385,9 @@ "issue:43572", "issue:43673", "issue:43688", + "issue:43761", "issue:43827", - "issue:43931", "issue:43994", - "issue:44060", "issue:44190", "issue:44514", "issue:44534", @@ -11409,13 +11405,14 @@ "issue:45200", "issue:45245", "issue:45406", + "issue:45542", "issue:45588", "issue:45600", "issue:45632", "issue:45698", "issue:46082", "issue:46178", - "issue:46421", + "issue:46234", "issue:46617", "issue:46640", "issue:46697", @@ -11424,6 +11421,8 @@ "issue:46932" ], "soft_pairs": [ + "issue:43761|issue:46932", + "issue:45542|issue:46234", "issue:43504|issue:45698", "issue:43540|issue:44514", "issue:43572|issue:46178", @@ -11431,8 +11430,8 @@ "issue:43065|issue:44617", "issue:44792|issue:45600", "issue:44792|issue:44977", - "issue:43388|issue:43688", "issue:45127|issue:45200", + "issue:43388|issue:43688", "issue:43673|issue:44743", "issue:41950|issue:43475", "issue:44190|issue:44964", @@ -11446,182 +11445,186 @@ "issue:44855|issue:45588", "issue:45245|issue:46858", "issue:44869|issue:46832", - "issue:43827|issue:43994", - "issue:43673|issue:46421", - "issue:43931|issue:44060" + "issue:43827|issue:43994" ], - "prepared_review_unit_hash": "be148a14e57863e634be03d4b9cbcebe265eb355457e241699b7d93d7a2573ad", + "prepared_review_unit_hash": "d55a0cdba482b15ae2253fbb7d6b0724bd1d0e2d1ed66356e5690198db71daef", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1842, - "serialized_chars": 956212, - "estimated_input_tokens": 239053, - "estimated_eval_tokens": 478362 + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 25, - "serialized_chars": 35396, - "estimated_input_tokens": 8849, - "estimated_eval_tokens": 17954 + "serialized_chars": 35404, + "estimated_input_tokens": 8851, + "estimated_eval_tokens": 17958 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated issue reports across different subsystems; I found no convincing duplicate pairs among the suggested soft edges. The strongest single issue to anchor on is the broad, high-impact custom-module loading regression.", - "confidence": 0.83, - "canonical_issue_reason": "issue:45698 has the broadest user impact and the richest discussion/inbound-references among the set, so it is the best representative issue to anchor the cluster.", + "summary": "This cluster is mostly a loose semantic grouping of unrelated Transformers issues. The only plausible common thread is model-loading/cache/trust_remote_code regressions, but the individual reports still point to different code paths and failure modes.", + "confidence": 0.39, + "canonical_issue_reason": "issue:45698 is the broadest, most actively discussed open loading/regression report in the set, so it is the least bad representative for this loose cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45698 is the most salient issue here: it is active, user-facing, and describes a clear loading regression with wide applicability.", + "best_issue_reason": "issue:45698 has the strongest activity signal and is broad enough to stand in for the cluster, even though the set is not a true duplicate group.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43761", + "right": "issue:46932", + "accept": false, + "reason": "Different regressions: CLIPVision hidden-state return bug vs Gemma4 quantized embedder dtype casting." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "Unrelated subsystems: backend detection for tensorflow/tensorboard vs missing import_utils symbol for Falcon Mamba." + }, { "left": "issue:43504", "right": "issue:45698", "accept": false, - "reason": "Different bugs: Beit preset legacy-field loading vs wrong custom module resolution after save/load." + "reason": "Both concern loading, but one is a legacy preset field on Beit segmentation and the other is wrong custom-module resolution after save/load." }, { "left": "issue:43540", "right": "issue:44514", "accept": false, - "reason": "Different code paths: Qwen3OmniMoe video input validation vs batched chat-template padding behavior in Qwen2.5-VL." + "reason": "Both are multimodal processor issues, but they affect different models and different API paths." }, { "left": "issue:43572", "right": "issue:46178", "accept": false, - "reason": "Unrelated: StableLm config field rename vs missing backend registration for tensorflow_text." + "reason": "Different config/backend problems: StableLm pad token migration vs tensorflow_text backend mapping error." }, { "left": "issue:43352", "right": "issue:46640", "accept": false, - "reason": "Too broad to merge: one is Nemotron-specific FA2 unsupported error, the other is a generic flash-attention issue." + "reason": "Same broad Flash Attention theme, but one is an explicit model-support guard and the other is a separate FA2 failure report." }, { "left": "issue:43065", "right": "issue:44617", "accept": false, - "reason": "Sam3 pixel decoder dummy conv vs Sam3Video OOM are different failures and fixes." + "reason": "Different SAM3 failures: a dummy Conv2d implementation issue vs CUDA OOM in video inference." }, { "left": "issue:44792", "right": "issue:45600", "accept": false, - "reason": "Different regressions: janus image-generation test failure vs removed auto_mappings config references." + "reason": "Unrelated: janus image-generation test failure vs stale auto_mappings references after config removal." }, { "left": "issue:44792", "right": "issue:44977", "accept": false, - "reason": "Different model/problem: janus test failure vs Qwen3.5 flash-attention generation bug." + "reason": "Different models and symptoms; one is a janus test failure, the other is Qwen3.5 flash-attention generation breakage." }, { - "left": "issue:43388", - "right": "issue:43688", + "left": "issue:45127", + "right": "issue:45200", "accept": false, - "reason": "Different training/eval bugs: metric gathering drops labels vs auxiliary-loss normalization." + "reason": "Different bugs: LoRA merge with extended vocab and tied embeddings vs Gemma4 text-only mm_token_type_ids defaulting." }, { - "left": "issue:45127", - "right": "issue:45200", + "left": "issue:43388", + "right": "issue:43688", "accept": false, - "reason": "Different issues: LoRA merge with extended vocab on tied embeddings vs missing mm_token_type_ids default." + "reason": "Different training/eval bugs: last-batch metric gathering vs auxiliary-loss normalization." }, { "left": "issue:43673", "right": "issue:44743", "accept": false, - "reason": "Both cache-related, but one is missing GenerationMixin cache in chunked prefill and the other resets recurrent states for a specific modular model." + "reason": "Both involve cache/state handling, but one is chunked-prefill GenerationMixin cache absence and the other is recurrent-state reset with seq_len>1." }, { "left": "issue:41950", "right": "issue:43475", "accept": false, - "reason": "Different subsystems: video-classification pipeline processor lookup vs SAM3 video encoder output attribute error." + "reason": "Different pipeline/model issues: image processor lookup in video classification vs missing fpn_position_embeddings in Sam3 vision output." }, { "left": "issue:44190", "right": "issue:44964", "accept": false, - "reason": "Different loading failures: local dataset handling in a training script vs multimodal model loading." + "reason": "Different loading failures in different example/model contexts; no shared underlying bug is evident." }, { "left": "issue:43525", "right": "issue:43531", "accept": false, - "reason": "Unrelated config bugs: missing pad_token_id in Llama4Config vs sliding_window behavior in Qwen3-MoE." + "reason": "Separate config bugs: missing pad_token_id in Llama4Config vs sliding_window behavior in Qwen3-MoE." }, { "left": "issue:35141", "right": "issue:42490", "accept": false, - "reason": "Different bugs: embedding resize reinitialization vs trailing-slash local model path warning." + "reason": "Different issues: embedding resize/post_init reinitialization vs local-path trailing-slash import warning." }, { "left": "issue:44534", "right": "issue:44913", "accept": false, - "reason": "Different persistence issues: junk-filled non-persistent buffers vs GPTNeoX rotary_pct not round-tripping." + "reason": "Both are serialization/config persistence regressions, but they affect different mechanisms and code paths." }, { "left": "issue:44734", "right": "issue:45406", "accept": false, - "reason": "Different failures: KV-cache continuation indexing in serve vs Gemma4Processor missing _tokenizer." + "reason": "Different failures: server KV-cache continuation indexing vs Gemma4Processor missing _tokenizer." }, { "left": "issue:46082", "right": "issue:46697", "accept": false, - "reason": "Unrelated: LlamaConfig head_dim validation vs Swin2SR image over-padding." + "reason": "Completely different areas: config validation for head_dim vs Swin2SR image padding." }, { "left": "issue:45632", "right": "issue:46617", "accept": false, - "reason": "Both involve trust_remote_code cache behavior, but one is a leaf-directory cache collision and the other is a FileNotFoundError from cache loading; not the same concrete bug." + "reason": "Both touch trust_remote_code/cache, but one is a leaf-directory cache collision and the other is a FileNotFoundError when loading from cache; not the same concrete bug." }, { "left": "issue:45072", "right": "issue:46932", "accept": false, - "reason": "Different dtype problems in different models/components; not a single mergeable fix." + "reason": "Different dtype issues in different models/components; not a single fixable code-path problem." }, { "left": "issue:44855", "right": "issue:45588", "accept": false, - "reason": "Different code paths: Python 3.13 import parsing issue in DebertaV2Model vs flash_attention crash on s_aux=None." + "reason": "Unrelated: Python 3.13 decorator parsing/IndentationError vs flash_attention crash on s_aux=None." }, { "left": "issue:45245", "right": "issue:46858", "accept": false, - "reason": "Different errors: category-count limit vs cache seq-length tensor arithmetic on non-CUDA backends." + "reason": "Different low-level runtime failures: category-count limit vs static-cache slice arithmetic on non-CUDA backends." }, { "left": "issue:44869", "right": "issue:46832", "accept": false, - "reason": "Different models and failure modes: Whisper timestamp decode crash vs RT-DETR feature-level mismatch." + "reason": "Different model bugs: Whisper timestamp decoding edge case vs RT-DETR feature-level mismatch." }, { "left": "issue:43827", "right": "issue:43994", "accept": false, - "reason": "Docs referencing removed pipeline API vs wrong/nonsensical SigLIP2 inference results are not the same bug." - }, - { - "left": "issue:43931", - "right": "issue:44060", - "accept": false, - "reason": "Different loading/weight-shape mismatch vs tied-weights warning bug in Qwen3-Next." + "reason": "Docs cleanup for removed pipeline APIs vs a model/pipeline correctness issue for SigLIP2." } ] }, @@ -11640,8 +11643,8 @@ "review_unit_count": 61, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ @@ -11657,7 +11660,9 @@ "issue:43526", "issue:43550", "issue:43644", - "issue:43976", + "issue:43673", + "issue:43931", + "issue:44060", "issue:44077", "issue:44112", "issue:44190", @@ -11673,7 +11678,6 @@ "issue:44877", "issue:44913", "issue:44933", - "issue:44938", "issue:45127", "issue:45245", "issue:45276", @@ -11681,12 +11685,12 @@ "issue:45357", "issue:45362", "issue:45381", - "issue:45542", "issue:45563", "issue:45584", "issue:45600", "issue:45907", "issue:46369", + "issue:46421", "issue:46489", "issue:46655", "issue:46697", @@ -11694,13 +11698,15 @@ "issue:46897" ], "soft_pairs": [ - "issue:44242|issue:46897", + "issue:43673|issue:46421", "issue:29870|issue:35141", + "issue:43931|issue:44060", + "issue:44242|issue:46897", "issue:44617|issue:45584", "issue:43644|issue:44913", - "issue:44933|issue:45362", "issue:25251|issue:27957", - "issue:43976|issue:44855", + "issue:44933|issue:45362", + "issue:43335|issue:44855", "issue:45563|issue:45584", "issue:43550|issue:44190", "issue:44077|issue:44877", @@ -11713,218 +11719,223 @@ "issue:39692|issue:44190", "issue:45127|issue:45357", "issue:45381|issue:46655", - "issue:44112|issue:45600", "issue:44617|issue:46369", - "issue:44779|issue:46489", + "issue:44112|issue:45600", "issue:43295|issue:45276", + "issue:44779|issue:46489", "issue:44462|issue:45907", "issue:45290|issue:46752", "issue:43526|issue:46697", - "issue:45276|issue:45584", - "issue:44938|issue:45542" + "issue:45276|issue:45584" ], - "prepared_review_unit_hash": "28953c0020b4a3d4f446094d86c8fbed95d71956e8b90f0a1ae05b0ef1a8b576", + "prepared_review_unit_hash": "28d36aedf18145191c1b564b434227910eadeb1e8b1fc0aa009cc685af3c99bb", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1842, - "serialized_chars": 956212, - "estimated_input_tokens": 239053, - "estimated_eval_tokens": 478362 + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35534, - "estimated_input_tokens": 8884, - "estimated_eval_tokens": 18024 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36450, + "estimated_input_tokens": 9113, + "estimated_eval_tokens": 18482 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most items are unrelated single issues. The only plausible duplicate pair is the DeepSeek tokenizer regression reports (#44779 and #46489), which appear to describe the same v5 tokenizer breakage from different angles.", - "confidence": 0.89, - "canonical_issue_reason": "#44779 is the broader, cleaner root report: it describes the tokenizer regression generically across DeepSeek models and is easier to use as the umbrella issue.", + "summary": "This cluster is mostly heterogeneous. The only strong duplicate-like pair is the DeepSeek tokenizer regression in v5; the other soft links look related only at a broad subsystem level, not the same concrete bug.", + "confidence": 0.74, + "canonical_issue_reason": "issue:44779 is the best canonical issue: it\u2019s the broadest description of the DeepSeek tokenizer v5 regression, and issue:46489 reads like a specific DeepSeek-Coder v1 manifestation/gap in the same fix.", "canonical_pr_reason": null, - "best_issue_reason": "#44779 best represents the cluster because it states the underlying regression most generally and can absorb the more specific DeepSeek-Coder v1 follow-up.", + "best_issue_reason": "issue:44779 is the strongest representative issue because it describes the underlying tokenizer regression at the right scope and already has multiple inbound references.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44242", - "right": "issue:46897", + "left": "issue:43673", + "right": "issue:46421", "accept": false, - "reason": "Both are loss-related bugs, but they affect different models and different failure modes; not the same underlying change." + "reason": "Both involve cache/chunked prefill, but one is a missing-cache bug and the other is a recompilation issue; different concrete failure modes." }, { "left": "issue:29870", "right": "issue:35141", "accept": false, - "reason": "BART generate() decoder mask error and embedding reinitialization on resize are unrelated code paths." + "reason": "Unrelated bugs: BART generate() decoder mask initialization vs token embedding resize/post_init reinitialization." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Different problems: Qwen3-VL load shape mismatch vs Qwen3-Next tied-weights warning on the wrong parameter." + }, + { + "left": "issue:44242", + "right": "issue:46897", + "accept": false, + "reason": "Both mention training loss behavior, but they are different models and different mechanisms; not the same bug." }, { "left": "issue:44617", "right": "issue:45584", "accept": false, - "reason": "One is a SAM3Video OOM issue; the other is a Whisper empty-transcription crash." + "reason": "CUDA OOM in Sam3Video vs Whisper empty-transcription failure; no shared code-path bug." }, { "left": "issue:43644", "right": "issue:44913", "accept": false, - "reason": "Both concern model/config persistence, but one is junk non-persistent buffers and the other is rotary_pct not round-tripping." + "reason": "Global buffer initialization bug vs GPTNeoX config reload defaulting; distinct issues." }, { - "left": "issue:44933", - "right": "issue:45362", + "left": "issue:25251", + "right": "issue:27957", "accept": false, - "reason": "A missing import from image_utils is unrelated to a Qwen3.5 chat crash." + "reason": "Pipeline top_k nesting bug is unrelated to XLMRoberta Flash Attention 2 support." }, { - "left": "issue:25251", - "right": "issue:27957", + "left": "issue:44933", + "right": "issue:45362", "accept": false, - "reason": "Pipeline top_k nesting and XLMRoberta Flash Attention 2 are unrelated issues." + "reason": "Import/export issue from image_utils vs Qwen3.5 chat crash; different surfaces and causes." }, { - "left": "issue:43976", + "left": "issue:43335", "right": "issue:44855", "accept": false, - "reason": "Both are Python-version-related, but one is a package compatibility problem and the other is a JIT parsing/IndentationError bug." + "reason": "SwitchTransformers sparse-layer config bug vs Python 3.13 TorchScript parsing failure; unrelated." }, { "left": "issue:45563", "right": "issue:45584", "accept": false, - "reason": "A stale generation warning and an empty-transcription crash are different defects." + "reason": "A stale warning in paged generate() is not the same bug as Whisper failing on empty transcription." }, { "left": "issue:43550", "right": "issue:44190", "accept": false, - "reason": "torch.compile/SDPA failure and local dataset loading are unrelated." + "reason": "torch.compile/SDPA model failure vs local dataset loading in an example script; unrelated." }, { "left": "issue:44077", "right": "issue:44877", "accept": false, - "reason": "Both involve config handling, but the specific validation problems are different." + "reason": "Optional post_init policy change vs strict config loading for granite_speech; different fixes." }, { "left": "issue:45381", "right": "issue:46369", "accept": false, - "reason": "Qwen video vision-position bug and Sam3-LiteText memory overflow are unrelated." + "reason": "Qwen2.5-VL video position IDs regression vs Sam3-LiteText memory overflow; unrelated." }, { "left": "issue:41720", "right": "issue:45245", "accept": false, - "reason": "CUDA assert in Qwen3 auto device mapping is unrelated to the 2^24 category limit error." + "reason": "Auto device mapping cuda assert vs category-count limit error; different model/runtime issues." }, { "left": "issue:44479", "right": "issue:44734", "accept": false, - "reason": "Video-input regression and KV-cache continuation crash are different generation/serving bugs." + "reason": "Video input regression in Qwen VL models vs serve KV-cache continuation indexing crash; not the same bug." }, { "left": "issue:43335", "right": "issue:44190", "accept": false, - "reason": "SwitchTransformers sparse-layer construction and dataset loading are unrelated." + "reason": "Sparse layer creation bug and dataset-loading failure are unrelated." }, { "left": "issue:43065", "right": "issue:44610", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and OmDet processor size mismatch are different model bugs." + "reason": "Dummy Conv2d in Sam3PixelDecoder vs processor output-size mismatch in OmDet-Turbo; different code paths." }, { "left": "issue:44464", "right": "issue:45563", "accept": false, - "reason": "Compiled chunked generation inconsistency and a stale warning are not the same issue." + "reason": "Inconsistent compiled chunked generation outputs vs a stale warning about num_return_sequences; not duplicate symptoms." }, { "left": "issue:39692", "right": "issue:44190", "accept": false, - "reason": "SigLIP2 docs/quantization example issues are unrelated to image classification dataset loading." + "reason": "SigLIP2 documentation errors vs local dataset loading in image classification script; unrelated." }, { "left": "issue:45127", "right": "issue:45357", "accept": false, - "reason": "LoRA merge/extended vocab collapse and incorrect visual encoder save keys are different serialization/training bugs." + "reason": "LoRA merge with extended vocab causing collapse vs incorrect visual-encoder keys in save_pretrained; different bugs." }, { "left": "issue:45381", "right": "issue:46655", "accept": false, - "reason": "Both are video-related, but they point to different processors and different bugs." + "reason": "Both are video-processing issues, but one is a vision-position-id regression and the other is padding calculation in SmolVLM." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "OOM in Sam3Video vs memory overflow in Sam3-LiteText; different models and failure causes." }, { "left": "issue:44112", "right": "issue:45600", "accept": false, - "reason": "Both are CI failures in adjacent areas, but the root causes differ." + "reason": "CI failure from stale GraniteSpeech test vs broken auto_mappings references; both are CI-related, but not the same defect." }, { - "left": "issue:44617", - "right": "issue:46369", + "left": "issue:43295", + "right": "issue:45276", "accept": false, - "reason": "Same family name, but OOM in Sam3Video and memory overflow in Sam3-LiteText are not the same bug." + "reason": "Processor/tokenizer API regression vs Gemma4 embedding-resize behavior; unrelated bugs." }, { "left": "issue:44779", "right": "issue:46489", "accept": true, - "reason": "Both report the same DeepSeek tokenizer regression in transformers v5+, with #46489 explicitly described as a gap in the fix from PR #44801." - }, - { - "left": "issue:43295", - "right": "issue:45276", - "accept": false, - "reason": "Processor.tokenizer regression and resize_token_embeddings not updating outputs are unrelated." + "reason": "Both describe the same DeepSeek tokenizer regression in v5 producing incorrect output; 46489 is a specific DeepSeek-Coder v1 case/gap in the same fix." }, { "left": "issue:44462", "right": "issue:45907", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json and list_repo_files not forwarding revision are different repository-access bugs." + "reason": "AutoTokenizer ignoring tokenizer.json vs list_repo_files not forwarding revision; unrelated repository-loading issues." }, { "left": "issue:45290", "right": "issue:46752", "accept": false, - "reason": "Chat-template tool-call crash and empty-list IndexError are different input-shape failures." + "reason": "apply_chat_template crashes in two different edge cases: empty list vs assistant tool-call messages without content." }, { "left": "issue:43526", "right": "issue:46697", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels bug and Swin2SR over-padding are unrelated processor bugs." + "reason": "BeitImageProcessorFast reduce_labels bug vs Swin2SR over-padding bug; different processors and logic." }, { "left": "issue:45276", "right": "issue:45584", "accept": false, - "reason": "Gemma4 embedding-resize propagation and Whisper alignment crash are unrelated." - }, - { - "left": "issue:44938", - "right": "issue:45542", - "accept": false, - "reason": "Python 3.14 import failure and missing TensorFlow backend due to tensorboard-only install are unrelated compatibility issues." + "reason": "Gemma4 resize_token_embeddings/output-embedding bug is unrelated to Whisper empty-transcription generation failure." } ] }, "evaluator_result": { "accept": true, - "feedback": "The assessment is grounded in the packet, and the only accepted pair (#44779/#46489) is conservatively justified by the issue titles and the explicit reference to a gap in the prior fix. The other soft-edge verdicts stay appropriately cautious and do not overstate duplication evidence." + "feedback": "The summary is grounded in the packet and stays mostly conservative. The canonical issue choice is supported by the titles and inbound references, and the only accepted soft edge is plausibly the same DeepSeek tokenizer regression/fix gap. I don\u2019t see overclaiming beyond what the packet supports." }, "evaluator_used": true, "retried": false, @@ -11940,8 +11951,8 @@ "review_unit_count": 61, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ @@ -11965,7 +11976,6 @@ "issue:43650", "issue:43673", "issue:43854", - "issue:43976", "issue:44016", "issue:44112", "issue:44220", @@ -11976,13 +11986,13 @@ "issue:44521", "issue:44734", "issue:44737", + "issue:44938", "issue:44964", - "issue:44987", "issue:45003", - "issue:45083", "issue:45216", "issue:45335", "issue:45381", + "issue:45542", "issue:45600", "issue:45632", "issue:45803", @@ -11995,8 +12005,9 @@ "issue:46932" ], "soft_pairs": [ - "issue:44737|issue:45803", + "issue:44938|issue:45542", "issue:43540|issue:44734", + "issue:44737|issue:45803", "issue:25251|issue:29870", "issue:44521|issue:45381", "issue:43673|issue:46858", @@ -12020,213 +12031,198 @@ "issue:43650|issue:44220", "issue:43673|issue:46424", "issue:43582|issue:46932", - "issue:43976|issue:44987", - "issue:43295|issue:45335", - "issue:44016|issue:44220", - "issue:45083|issue:46506" + "issue:43295|issue:45335" ], - "prepared_review_unit_hash": "f7f8ae2f4b641187e812df00aeba3e3e515ab9bd4f25fdfe4bc5dc0470f162ef", + "prepared_review_unit_hash": "992bf8fe1e93826d700647009e355fa070e82b92f767853049d2009666cf31f6", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1842, - "serialized_chars": 956212, - "estimated_input_tokens": 239053, - "estimated_eval_tokens": 478362 + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36584, - "estimated_input_tokens": 9146, - "estimated_eval_tokens": 18548 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35382, + "estimated_input_tokens": 8846, + "estimated_eval_tokens": 17948 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the soft links mostly reflect broad topical similarity (model loading, cache handling, multimodal processing, import errors) rather than true duplicate reports. I did not find any soft edge that safely looks like the same underlying bug or change.", - "confidence": 0.61, - "canonical_issue_reason": "issue:44964 is the most connected and representative artifact here: a concrete, user-facing model-loading failure with multiple nearby soft links to other loading/config issues.", + "summary": "The cluster is mostly a grab bag of unrelated Transformers issues across model loading, multimodal processing, cache behavior, import regressions, and performance. None of the suggested soft pairs look like the same underlying bug closely enough to merge, so this is not a strong duplicate cluster.", + "confidence": 0.38, + "canonical_issue_reason": "issue:44521 is the clearest actively relevant bug report here: it is open, has inbound references, and describes a concrete reproducible failure in a user-facing multimodal API.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44964 is the best single representative of the set because it is specific, actionable, and has the strongest connectivity among otherwise loosely related issues.", + "best_issue_reason": "issue:44521 is the best representative issue because it is current, well-scoped, and tied to a specific broken code path rather than a vague symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44737", - "right": "issue:45803", + "left": "issue:44938", + "right": "issue:45542", "accept": false, - "reason": "Different bugs: XLNet device placement in relative positional encoding vs FuyuBatchFeature exception handling." + "reason": "Different failures: Python 3.14 import startup vs TensorFlow backend detection." }, { "left": "issue:43540", "right": "issue:44734", "accept": false, - "reason": "Different code paths: Qwen3OmniMoe video-input validation vs serve KV-cache continuation indexing." + "reason": "Both involve multimodal/generation, but the bugs are different: video input validation vs KV-cache continuation indexing." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "Unrelated code paths: XLNet device placement vs Fuyu tensor conversion exception handling." }, { "left": "issue:25251", "right": "issue:29870", "accept": false, - "reason": "Unrelated failures: pipeline top_k nesting change vs BART generate() decoder_attention_mask assignment error." + "reason": "Different symptoms and subsystems: pipeline output nesting vs BART generate() decoder_attention_mask initialization." }, { "left": "issue:44521", "right": "issue:45381", "accept": false, - "reason": "Both are multimodal-related, but one is assistant_masks generation and the other is vision_position_ids; not the same bug." + "reason": "Both are multimodal, but one is broken assistant_masks and the other is wrong vision_position_ids; not the same bug." }, { "left": "issue:43673", "right": "issue:46858", "accept": false, - "reason": "Both concern cache handling, but one is missing cache in chunked_prefill and the other is a device-tensor seq_length arithmetic bug." + "reason": "Both mention cache, but one is missing GenerationMixin cache in v5.0.0 and the other is device-tensor arithmetic in static prefill." }, { "left": "issue:43854", "right": "issue:44964", "accept": false, - "reason": "Different model-loading failures affecting different checkpoints and error modes." + "reason": "Different model-loading failures for different models and likely different root causes." }, { "left": "issue:44246", "right": "issue:45003", "accept": false, - "reason": "One is import-time slowness; the other is unsafe sys.modules access in modeling_utils." + "reason": "Import slowness is not the same as unsafe sys.modules access; related area, different issue." }, { "left": "issue:45632", "right": "issue:46234", "accept": false, - "reason": "Different import/trust_remote_code issues: cache-path collision vs missing import_utils symbol." + "reason": "Trust-remote-code cache collision vs missing import_utils symbol are unrelated." }, { "left": "issue:44964", "right": "issue:45600", "accept": false, - "reason": "Both are model/config related, but one is a Phi-4 multimodal load failure and the other is a broken auto_mappings reference." + "reason": "Different problems: model loading regression vs stale auto_mappings reference breaking CI." }, { "left": "issue:43643", "right": "issue:44496", "accept": false, - "reason": "Different config-loading bugs: missing fields from trusted remote config vs unrecognized model missing model_type." + "reason": "Both are config-loading issues, but one is trust_remote_code field loss and the other is unrecognized model/config missing model_type." }, { "left": "issue:44112", "right": "issue:44964", "accept": false, - "reason": "A CI test flake in GraniteSpeech is not the same as a runtime model-loading failure." + "reason": "CI test flake in GraniteSpeech is unrelated to Phi-4 multimodal loading." }, { "left": "issue:27957", "right": "issue:35141", "accept": false, - "reason": "Unrelated: FlashAttention2 support vs embedding reinitialization after resize_token_embeddings." + "reason": "Flash Attention support and embedding reinitialization are different bugs." }, { "left": "issue:42175", "right": "issue:44279", "accept": false, - "reason": "Packaging dependency issue from pip extras is not the same as a generic transformers dependency problem." + "reason": "A packaging/backend extras issue is not the same as a general dependency issue." }, { "left": "issue:46082", "right": "issue:46121", "accept": false, - "reason": "Different validation paths: LlamaConfig head_dim checks vs rope-param dict conversion from JSON-loaded lists." + "reason": "Distinct config-validation bugs: head_dim rejection vs rope-parameter list type handling." }, { "left": "issue:36246", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols and different modules." + "reason": "Both are import errors, but for different symbols and likely different package-export regressions." }, { "left": "issue:42796", "right": "issue:44521", "accept": false, - "reason": "Tokenizer BPE-marker handling is unrelated to multimodal assistant_masks being all zeros." + "reason": "Tokenizer BPE marker handling is unrelated to multimodal chat-template assistant masks." }, { "left": "issue:36246", "right": "issue:38617", "accept": false, - "reason": "Both are import errors, but they are for different names and unrelated code paths." + "reason": "Different missing imports from different modules; no shared underlying defect." }, { "left": "issue:32090", "right": "issue:35141", "accept": false, - "reason": "Trainer broadcast NoneType and embedding reinitialization are unrelated bugs." + "reason": "Trainer broadcast TypeError is unrelated to embedding weight reinitialization." }, { "left": "issue:43404", "right": "issue:45216", "accept": false, - "reason": "Different model-specific regressions: untied lm_head weights vs incorrect save_pretrained checkpoint output." + "reason": "Model weight tying and save_pretrained checkpoint regression are different code paths." }, { "left": "issue:44295", "right": "issue:46506", "accept": false, - "reason": "A position_ids buffer access error is not the same as CPU/CUDA result divergence in PPDocLayoutV3." + "reason": "Position_ids buffer access and CPU/CUDA output divergence are not the same bug." }, { "left": "issue:41950", "right": "issue:44016", "accept": false, - "reason": "Pipeline image-processor lookup bug and notebook syntax error are unrelated." + "reason": "Pipeline processor lookup and a notebook syntax error are completely unrelated." }, { "left": "issue:43531", "right": "issue:45600", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to stale auto_mappings references." + "reason": "Qwen3-MoE sliding-window behavior and auto_mappings cleanup are unrelated." }, { "left": "issue:43650", "right": "issue:44220", "accept": false, - "reason": "The first report is too vague to match the specific _torch_extract_fbank_features() bug." + "reason": "No meaningful overlap beyond being generic errors; separate problem reports." }, { "left": "issue:43673", "right": "issue:46424", "accept": false, - "reason": "Both mention cache config, but one is chunked_prefill cache availability and the other is max_cache_length honoring for quantized cache only." + "reason": "Both mention cache configuration, but one is v5 cache availability and the other is max_cache_length behavior for quantized cache only." }, { "left": "issue:43582", "right": "issue:46932", "accept": false, - "reason": "AppleSilicon allocator warmup failure and Gemma4 quantized embedder casting are different issues." - }, - { - "left": "issue:43976", - "right": "issue:44987", - "accept": false, - "reason": "Python version compatibility and a specific model-loading regression are not the same underlying bug." + "reason": "Apple Silicon allocator warmup TypeError and Gemma4 dtype casting are unrelated." }, { "left": "issue:43295", "right": "issue:45335", "accept": false, - "reason": "Processor/tokenizer regression and t5gemma decoder embedding resize behavior are different code paths." - }, - { - "left": "issue:44016", - "right": "issue:44220", - "accept": false, - "reason": "Notebook syntax error is unrelated to the fbank feature extraction bug." - }, - { - "left": "issue:45083", - "right": "issue:46506", - "accept": false, - "reason": "Different problems: qwen3_omni_moe feature-length helper behavior vs device-dependent output mismatch in PPDocLayoutV3." + "reason": "Processor.tokenizer regression and t5gemma decoder embedding resize are different bugs." } ] }, @@ -12245,13 +12241,12 @@ "review_unit_count": 61, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ "issue:39692", - "issue:42796", "issue:42907", "issue:43295", "issue:43299", @@ -12260,7 +12255,6 @@ "issue:43479", "issue:43526", "issue:43577", - "issue:43650", "issue:43673", "issue:43824", "issue:43901", @@ -12268,10 +12262,10 @@ "issue:44016", "issue:44062", "issue:44075", + "issue:44220", "issue:44279", "issue:44327", "issue:44336", - "issue:44351", "issue:44368", "issue:44496", "issue:44521", @@ -12279,9 +12273,10 @@ "issue:44779", "issue:44792", "issue:44933", + "issue:44987", "issue:45042", + "issue:45083", "issue:45216", - "issue:45278", "issue:45335", "issue:45375", "issue:45405", @@ -12295,11 +12290,15 @@ "issue:46369", "issue:46399", "issue:46424", + "issue:46506", "issue:46515", "issue:46693", "issue:46752" ], "soft_pairs": [ + "issue:43976|issue:44987", + "issue:44016|issue:44220", + "issue:45083|issue:46506", "issue:42907|issue:43441", "issue:44683|issue:45446", "issue:43526|issue:43901", @@ -12316,8 +12315,8 @@ "issue:43441|issue:45588", "issue:46123|issue:46369", "issue:44327|issue:46752", - "issue:44521|issue:46693", "issue:44279|issue:46515", + "issue:44521|issue:46693", "issue:45335|issue:45584", "issue:43299|issue:45216", "issue:44279|issue:45405", @@ -12326,176 +12325,222 @@ "issue:44075|issue:44368", "issue:39692|issue:43901", "issue:43976|issue:45405", - "issue:43577|issue:45216", - "issue:44351|issue:45278", - "issue:42796|issue:43650" + "issue:43577|issue:45216" ], - "prepared_review_unit_hash": "37282c31f369fd32cb1757a358eee7367b6085203566859ed9cdca80d89c2f66", + "prepared_review_unit_hash": "5dd98e12c3aecae48fea9b40c4617edabcf11887334f764d86a937a9fdd108be", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1842, - "serialized_chars": 956212, - "estimated_input_tokens": 239053, - "estimated_eval_tokens": 478362 + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36347, - "estimated_input_tokens": 9087, - "estimated_eval_tokens": 18430 + "soft_pair_count": 30, + "serialized_chars": 36740, + "estimated_input_tokens": 9185, + "estimated_eval_tokens": 18626 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly heterogeneous: the soft pairs share broad themes like model loading, config, or flash attention, but not the same concrete bug/change. I would reject every soft edge and treat these as separate issues.", - "confidence": 0.71, + "summary": "This cluster is heterogeneous: the soft-similarity pairs are mostly broad topical matches (model loading, multimodal configs, tokenizer/processor behavior, flex_attention, etc.) rather than the same concrete bug or change. I would not merge any of the proposed pairs as duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is the strongest standalone representative because it is open, has the most inbound references, and describes a clearly scoped multimodal chat-template bug; however, it is not a duplicate anchor for the other items.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Both are version/regression reports, but one is a Python compatibility problem and the other is a model-loading failure for a specific repo; different root causes." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "A notebook syntax error and an audio feature extraction bug are unrelated code paths." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "Both mention differing behavior, but one is a helper length calculation bug and the other is CPU/CUDA output mismatch for a layout model." + }, { "left": "issue:42907", "right": "issue:43441", "accept": false, - "reason": "Both involve Ministral, but one is about saving dequantized models and the other is a FlashAttention runtime failure; different code paths and symptoms." + "reason": "Saving a dequantized model and FlashAttention failures for Ministral are different failures in different subsystems." }, { "left": "issue:44683", "right": "issue:45446", "accept": false, - "reason": "Both are flex_attention-related, but one is a torch>=2.9 compiled-kernel failure and the other is a version-check bug for AuxRequest import; not the same fix." + "reason": "Both involve flex_attention, but one is a compile/runtime failure on torch>=2.9 and the other is a bad version check for AuxRequest import; not the same bug." }, { "left": "issue:43526", "right": "issue:43901", "accept": false, - "reason": "Unrelated areas: BeitImageProcessorFast label reduction vs TextClassificationPipeline docs/behavior wording." + "reason": "A Beit image processor label-reduction bug and a docs mismatch for text classification are unrelated." }, { "left": "issue:43976", "right": "issue:44279", "accept": false, - "reason": "One is a specific Python version incompatibility, the other is a vague dependency issue; no shared underlying bug is evident." + "reason": "Python-version incompatibility and a generic dependency issue are not the same underlying defect." }, { "left": "issue:43381", "right": "issue:45593", "accept": false, - "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss behavior are separate training/runtime issues." + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary loss behavior are separate training-time issues." }, { "left": "issue:43479", "right": "issue:45375", "accept": false, - "reason": "Both are config bugs, but they affect different multimodal model families and different fields/defaults." + "reason": "Both are config-related, but they affect different multimodal model families and different missing/default fields." }, { "left": "issue:44496", "right": "issue:45042", "accept": false, - "reason": "A model-type registration/import problem is unrelated to PIL image processors incorrectly requiring torchvision." + "reason": "One is an unrecognized model/config problem; the other is an image-processor torchvision dependency regression." }, { "left": "issue:43673", "right": "issue:44336", "accept": false, - "reason": "Generation cache handling and ANSI output formatting are unrelated." + "reason": "Generation cache handling and ANSI-color terminal output are unrelated." }, { "left": "issue:43901", "right": "issue:44496", "accept": false, - "reason": "Docs drift for text classification is not the same bug as unrecognized model loading for OLMo." + "reason": "A pipeline docs/behavior mismatch is not the same as a model config loading error." }, { "left": "issue:44792", "right": "issue:46424", "accept": false, - "reason": "A failing janus image-generation test and cache length semantics are different issues." + "reason": "A test failure around image generation and a cache max length setting issue do not share the same code-path problem." }, { "left": "issue:44016", "right": "issue:44062", "accept": false, - "reason": "Notebook syntax error and AddedToken keyword-argument conflict are unrelated failures." + "reason": "Notebook syntax breakage and AddedToken keyword collisions are unrelated." }, { "left": "issue:44496", "right": "issue:45759", "accept": false, - "reason": "Both concern model/config loading, but one is a missing model_type recognition and the other is AutoModelForCausalLM unwrap logic for composite Qwen configs." + "reason": "Both touch model/config loading, but one is an unrecognized model and the other is missing text_config unwrapping for composite multimodal configs." }, { "left": "issue:43824", "right": "issue:44933", "accept": false, - "reason": "Both are import errors, but they concern different symbols and modules with no shared root cause." + "reason": "An import error for a Qwen VL class and a non-existent image_utils import are different missing-symbol issues." }, { "left": "issue:43441", "right": "issue:45588", "accept": false, - "reason": "Both mention flash attention/Ministral-adjacent code, but the concrete failures differ: a model-specific FA crash vs a sink-less-model AttributeError on s_aux=None." + "reason": "FlashAttention failure for Ministral-3 and an AttributeError on s_aux=None in flash_attention integration are distinct bugs." }, { "left": "issue:46123", "right": "issue:46369", "accept": false, - "reason": "Partial-batch result dropping and sam3-litetext memory overflow are different pipeline/runtime problems." + "reason": "Partial-batch mask generation dropping results and a memory overflow in sam3-litetext are different symptoms and code paths." }, { "left": "issue:44327", "right": "issue:46752", "accept": false, - "reason": "QA decode_spans top-k bounds error and empty apply_chat_template list crash are distinct edge cases." + "reason": "A QA decode_spans top-k bounds error and an empty-list apply_chat_template crash are unrelated." }, { - "left": "issue:44521", - "right": "issue:46693", + "left": "issue:44279", + "right": "issue:46515", "accept": false, - "reason": "One is multimodal chat-template assistant-mask generation; the other is a long-context FA2 performance regression." + "reason": "A dependency issue and a torch-version incompatibility are not the same defect." }, { - "left": "issue:44279", - "right": "issue:46515", + "left": "issue:44521", + "right": "issue:46693", "accept": false, - "reason": "A generic transformers dependency issue and a torch-version incompatibility are not the same bug." + "reason": "assistant_mask generation for multimodal chat templates and FA2 long-context performance regression are different behaviors." }, { "left": "issue:45335", "right": "issue:45584", "accept": false, - "reason": "resize_token_embeddings behavior in t5gemma is unrelated to Whisper empty-transcription generation after align_special_tokens." + "reason": "resize_token_embeddings not updating decoder embeddings and Whisper empty-transcription generation failure are unrelated." }, { "left": "issue:43299", "right": "issue:45216", "accept": false, - "reason": "Both are regressions, but one is Qwen3VL loading and the other is save_pretrained checkpoint correctness; different code paths." + "reason": "Qwen3VL MoE loading regression and Qwen3.5 checkpoint save corruption are different model/version failures." + }, + { + "left": "issue:45375", + "right": "issue:45584", + "accept": false, + "reason": "A Qwen multimodal config field omission and Whisper special-token alignment behavior are unrelated." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "A generic dependency issue and an unreleased PEFT minimum-version bump are not duplicates." }, { "left": "issue:46082", "right": "issue:46399", "accept": false, - "reason": "LlamaConfig validation and Qwen3.5 kernel registration failure are unrelated." + "reason": "A LlamaConfig head_dim validation issue and a missing decorator for apply_rotary_pos_emb registration are different problems." }, { - "left": "issue:44351", - "right": "issue:45278", + "left": "issue:43295", + "right": "issue:44779", "accept": false, - "reason": "The broad import-errors report may include many symptoms, but it is not the same specific missing HybridCache export." + "reason": "Both mention tokenizer/processor regressions, but one is a processor.tokenizer API break and the other is incorrect Deepseek tokenization output." }, { - "left": "issue:42796", - "right": "issue:43650", + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Optimizer SGD arguments not being used and a tie_word_embeddings warning are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "A SigLIP2 example bug and a text-classification docs mismatch are not the same issue." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python support incompatibility and an unreleased dependency version bump are distinct release issues." + }, + { + "left": "issue:43577", + "right": "issue:45216", "accept": false, - "reason": "Tokenizer BPE marker handling and a placeholder 'ADD THE DATA' issue are clearly unrelated." + "reason": "Blip2 dtype propagation and Qwen3.5 save_pretrained checkpoint correctness are separate model-specific bugs." } ] }, @@ -12514,14 +12559,14 @@ "review_unit_count": 61, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ "issue:33290", "issue:41950", - "issue:42175", + "issue:42796", "issue:42994", "issue:43299", "issue:43317", @@ -12531,7 +12576,6 @@ "issue:43650", "issue:43653", "issue:43854", - "issue:43976", "issue:44016", "issue:44242", "issue:44261", @@ -12539,6 +12583,7 @@ "issue:44291", "issue:44297", "issue:44336", + "issue:44351", "issue:44361", "issue:44462", "issue:44466", @@ -12551,13 +12596,12 @@ "issue:45103", "issue:45200", "issue:45276", + "issue:45278", "issue:45357", "issue:45372", "issue:45542", "issue:45593", - "issue:45600", "issue:45656", - "issue:45712", "issue:45812", "issue:45823", "issue:45834", @@ -12569,6 +12613,8 @@ "issue:46851" ], "soft_pairs": [ + "issue:44351|issue:45278", + "issue:42796|issue:43650", "issue:46082|issue:46512", "issue:44779|issue:45812", "issue:41950|issue:45020", @@ -12580,8 +12626,8 @@ "issue:44242|issue:45200", "issue:43650|issue:46209", "issue:44297|issue:44462", - "issue:44683|issue:45542", "issue:43479|issue:43525", + "issue:44683|issue:45542", "issue:44016|issue:44291", "issue:44361|issue:45593", "issue:45081|issue:45907", @@ -12592,122 +12638,132 @@ "issue:44336|issue:46851", "issue:44261|issue:44263", "issue:45103|issue:45372", - "issue:45600|issue:45712", - "issue:45859|issue:46851", - "issue:42175|issue:43976" + "issue:45859|issue:46851" ], - "prepared_review_unit_hash": "398f3109952cbe80b7f854583785eb205781feaa709f5850dd4dd13e59186d16", + "prepared_review_unit_hash": "ca741d3bfb59e12e44a944357aff3e93349a00f361f17deac9e184e0ea4633f9", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1842, - "serialized_chars": 956212, - "estimated_input_tokens": 239053, - "estimated_eval_tokens": 478362 + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 26, - "serialized_chars": 35651, - "estimated_input_tokens": 8913, - "estimated_eval_tokens": 18082 + "serialized_chars": 34967, + "estimated_input_tokens": 8742, + "estimated_eval_tokens": 17740 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is not a duplicate cluster: the issues span unrelated topics (tokenizers, model loading, configs, quantization, DeepSpeed, docs, CI, and runtime compatibility). The soft pairs only share broad subsystem vocabulary, not the same underlying bug or change, so none should be merged.", - "confidence": 0.99, - "canonical_issue_reason": "No real duplicate center emerges; if a representative is needed, issue 44261 is the most concrete and discussion-rich, but it does not match the rest of the set.", + "summary": "The cluster is mostly a set of unrelated bugs across tokenizers, model loading, saving, offload, and config regressions. None of the soft pairs look like true duplicates of the same underlying bug, so no soft edge is accepted.", + "confidence": 0.9, + "canonical_issue_reason": "If one issue must anchor the set, issue 45020 is the broadest and most representative regression report, with substantial detail and discussion. It still does not actually subsume the other issues.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44261 is the strongest standalone report by specificity and discussion activity, but it is still not a good canonical for this heterogeneous cluster.", + "best_issue_reason": "Issue 45020 is the best single issue to represent the cluster only because it is broad and well-documented; however, the items are not duplicates and the issue should not be treated as a real canonical for them.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "Both mention import problems, but one is a missing HybridCache import and the other is many import errors after an upgrade; not the same concrete failure." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer BPE marker handling is unrelated to the unrelated placeholder/troll issue title 'ADD THE DATA'." + }, { "left": "issue:46082", "right": "issue:46512", "accept": false, - "reason": "Different bugs: LlamaConfig head_dim validation vs stale config.dtype after from_config(dtype=...)." + "reason": "One is LlamaConfig head_dim validation; the other is stale config.dtype after from_config(dtype=...). Different code paths and bugs." }, { "left": "issue:44779", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and likely different code paths." + "reason": "Both are tokenizer regressions, but they affect different model families and likely different tokenizer logic." }, { "left": "issue:41950", "right": "issue:45020", "accept": false, - "reason": "Video-classification processor lookup vs remote_code model loading breakage are unrelated problems." + "reason": "Video-classification processor lookup and remote_code model breakage are different subsystems and failure modes." }, { "left": "issue:43299", "right": "issue:45357", "accept": false, - "reason": "One is Qwen3VL MoE loading; the other is Qwen3.5 visual key serialization. Same family, different bug." + "reason": "Qwen3VL MoE loading and Qwen3.5 save_pretrained visual-key serialization are distinct bugs." }, { "left": "issue:44466", "right": "issue:45276", "accept": false, - "reason": "Both involve model weights, but one is save/serialization inconsistency and the other is resize_token_embeddings not propagating." + "reason": "lm_head.weight serialization inconsistency is unrelated to resize_token_embeddings not updating tied/output embeddings." }, { "left": "issue:43299", "right": "issue:43854", "accept": false, - "reason": "Different models and failures: Qwen3VL load breakage vs GLM-4.7-Flash unit-test loading issue." + "reason": "Different models and symptoms: Qwen3VL MoE loading vs GLM-4.7 unit-test loading." }, { "left": "issue:43653", "right": "issue:45593", "accept": false, - "reason": "Tokenizer special-token registration vs D-FINE auxiliary-loss behavior; no shared underlying bug." + "reason": "BigBirdTokenizer special-token registration is unrelated to D-FINE auxiliary-loss behavior." }, { "left": "issue:41950", "right": "issue:45823", "accept": false, - "reason": "Pipeline processor selection and Gemma4 device mismatch are unrelated." + "reason": "Video pipeline processor lookup and Gemma4 PLE device mismatch are different bugs." }, { "left": "issue:44242", "right": "issue:45200", "accept": false, - "reason": "Both are MoE/multimodal training issues, but they concern different architectures and different missing-loss/input-handling bugs." + "reason": "Missing load-balancing loss and Gemma 4 mm_token_type_ids defaulting are separate model/training issues." }, { "left": "issue:43650", "right": "issue:46209", "accept": false, - "reason": "Placeholder data request vs FP8 inference failure on B200 are unrelated." + "reason": "No meaningful overlap; the titles and contexts are unrelated." }, { "left": "issue:44297", "right": "issue:44462", "accept": false, - "reason": "Tokenizer save metadata mismatch vs AutoTokenizer ignoring tokenizer.json are adjacent but distinct save/load bugs." + "reason": "Tokenizer save_pretrained metadata mismatch and AutoTokenizer ignoring tokenizer.json are related to serialization/loading, but not the same defect." }, { - "left": "issue:44683", - "right": "issue:45542", + "left": "issue:43479", + "right": "issue:43525", "accept": false, - "reason": "Compiled flex_attention on torch 2.9 vs missing TensorFlow backend error from tensorboard install are unrelated." + "reason": "Phi4MultimodalConfig default-init behavior and missing pad_token_id on Llama4Config are separate config bugs." }, { - "left": "issue:43479", - "right": "issue:43525", + "left": "issue:44683", + "right": "issue:45542", "accept": false, - "reason": "Different config classes and failures: default sub-config init vs missing pad_token_id." + "reason": "Compiled flex_attention on torch 2.9 and undefined tf backend from tensorboard-only install are unrelated." }, { "left": "issue:44016", "right": "issue:44291", "accept": false, - "reason": "Notebook syntax error is unrelated to init_empty_weights unexpected-argument loading failure." + "reason": "Notebook syntax error and init_empty_weights unexpected argument are unrelated." }, { "left": "issue:44361", @@ -12719,67 +12775,55 @@ "left": "issue:45081", "right": "issue:45907", "accept": false, - "reason": "Tokenizer regex crash vs repository file listing not forwarding revision; completely different code paths." + "reason": "Mistral regex patch crash and list_repo_files revision forwarding are different API paths and bugs." }, { "left": "issue:33290", "right": "issue:45656", "accept": false, - "reason": "Both mention DeepSpeed/optimizer behavior, but OOM with Adafactor and double optimizer.step are different bugs." + "reason": "AdaFactor OOM in DeepSpeed and optimizer.step being called twice are not the same underlying issue." }, { "left": "issue:43441", "right": "issue:45834", "accept": false, - "reason": "FlashAttention failure for Ministral-3 vs OCR index error in Kosmos2.5; no shared underlying defect." + "reason": "FlashAttention failure for Ministral-3 and Kosmos2.5 OCR index error are unrelated model-specific bugs." }, { "left": "issue:42994", "right": "issue:43317", "accept": false, - "reason": "Saving quantized models and loading dequantized models with device_map=auto are different save/load problems." + "reason": "Quantized model saving failure and dequantized model offload loading failure are different code paths." }, { "left": "issue:44623", "right": "issue:44749", "accept": false, - "reason": "Processor.save_pretrained missing files vs performance regression after upgrade are unrelated." + "reason": "processor.save_pretrained missing files and a Chinese report about slowdown after upgrading are unrelated." }, { "left": "issue:44336", "right": "issue:46851", "accept": false, - "reason": "ANSI color output in loading_report vs variable-length position_ids bug are unrelated." + "reason": "ANSI codes in loading_report and Qwen3.5 variable-length position_ids handling are unrelated." }, { "left": "issue:44261", "right": "issue:44263", "accept": false, - "reason": "Precision mismatch from missing rms_norm_eps vs torch.split return handling in GlmMoeDsaIndexer are different issues." + "reason": "MLA q_a_layernorm epsilon precision issue and GlmMoeDsaIndexer torch.split return values are different bugs." }, { "left": "issue:45103", "right": "issue:45372", "accept": false, - "reason": "Auto-docstring annotation handling vs mistral_common import failure in Gemma 4 loading are unrelated." - }, - { - "left": "issue:45600", - "right": "issue:45712", - "accept": false, - "reason": "Both are CI/maintenance issues, but one is stale mappings and the other is leftover dummy classes." + "reason": "auto_docstring crash with future annotations and Gemma 4 processor ImportError are unrelated." }, { "left": "issue:45859", "right": "issue:46851", "accept": false, - "reason": "Qwen3.5 CPU-offload rotary embedding issue vs variable-length position_ids bug are different failures." - }, - { - "left": "issue:42175", - "right": "issue:43976", - "accept": false, - "reason": "Backend dependency packaging and Python-version compatibility are unrelated." + "reason": "CPU offload incompatibility in Qwen3_5MoeTextRotaryEmbedding and variable-length position_ids in Qwen3.5 are different defects." } ] }, @@ -12798,12 +12842,13 @@ "review_unit_count": 61, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ "issue:41628", + "issue:42175", "issue:42796", "issue:43441", "issue:43525", @@ -12831,7 +12876,6 @@ "issue:44671", "issue:44779", "issue:45003", - "issue:45072", "issue:45083", "issue:45103", "issue:45325", @@ -12840,19 +12884,20 @@ "issue:45542", "issue:45561", "issue:45563", + "issue:45600", + "issue:45712", "issue:45800", "issue:45823", "issue:46291", "issue:46399", - "issue:46614", "issue:46655", - "issue:46665", "issue:46726", "issue:46752", - "issue:46829", "issue:46851" ], "soft_pairs": [ + "issue:45600|issue:45712", + "issue:42175|issue:43976", "issue:44623|issue:45397", "issue:44671|issue:44779", "issue:43723|issue:44162", @@ -12862,8 +12907,8 @@ "issue:43824|issue:43976", "issue:43525|issue:43881", "issue:42796|issue:43441", - "issue:46291|issue:46399", "issue:44188|issue:44336", + "issue:46291|issue:46399", "issue:44016|issue:45823", "issue:44336|issue:44373", "issue:44589|issue:45362", @@ -12873,218 +12918,216 @@ "issue:41628|issue:43976", "issue:44297|issue:45397", "issue:43784|issue:45542", - "issue:45083|issue:46851", "issue:44246|issue:44496", + "issue:45083|issue:46851", "issue:46399|issue:46851", "issue:45561|issue:45563", "issue:45103|issue:46399", "issue:43526|issue:45003", - "issue:43540|issue:46752", - "issue:45072|issue:46829", - "issue:46614|issue:46665" + "issue:43540|issue:46752" ], - "prepared_review_unit_hash": "6be5f49776d79cd6e92b6b23337a3530763b6bc72b9c34f11bdf0892668ec859", + "prepared_review_unit_hash": "4de9e3c886c0324f6b06821a78079054063b9ab200cf6694523368872f9a00b1", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1842, - "serialized_chars": 956212, - "estimated_input_tokens": 239053, - "estimated_eval_tokens": 478362 + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 36377, - "estimated_input_tokens": 9095, - "estimated_eval_tokens": 18446 + "serialized_chars": 35737, + "estimated_input_tokens": 8935, + "estimated_eval_tokens": 18126 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is largely heterogeneous: most items are distinct loading, tokenizer, model, or docs issues rather than true duplicates. I would not merge any of the soft pairs.", - "confidence": 0.66, - "canonical_issue_reason": "issue:43824 has the strongest activity/references and a clear, user-visible import failure, so it is the best representative anchor among this mixed set.", + "summary": "These issues are a broad mix of unrelated regressions across tokenizers, processors, import paths, configs, kernels, docs, and packaging. No soft pair looks like the same underlying bug/change, so none should be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "issue:43824 is the strongest single representative: it has the clearest concrete import regression, strong discussion activity, and inbound references, making it a good triage anchor for this mixed cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43824 is the most central/high-traffic issue in the group, but the surrounding items do not look like the same underlying bug class.", + "best_issue_reason": "issue:43824 is the best overall issue candidate because it is specific, reproducible, and appears to have the most external impact/attention among the set.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Different repo-maintenance failures: one is a stale auto_mappings reference, the other is leftover dummy classes leaking into checks/dir()." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Packaging/backend inclusion bug vs Python version compatibility regression; unrelated symptoms and code paths." + }, { "left": "issue:44623", "right": "issue:45397", "accept": false, - "reason": "Different failure modes: missing processor save files vs Zero3/from_pretrained loading on Gemma4." + "reason": "Missing processor save files and a Zero3 from_pretrained issue are separate processor vs distributed-loading problems." }, { "left": "issue:44671", "right": "issue:44779", "accept": false, - "reason": "Different models and bugs: CamemBERT MLM predictions vs Deepseek tokenizer output." + "reason": "CamemBERT MLM prediction regression and Deepseek tokenizer/BPE handling are different model/tokenizer bugs." }, { "left": "issue:43723", "right": "issue:44162", "accept": false, - "reason": "Generic tokenizer-loading regression vs model-specific ESM2 breakage; not the same underlying issue." + "reason": "AutoTokenizer loading failure and ESM2 model breakage are distinct failures in different model families." }, { "left": "issue:43901", "right": "issue:44246", "accept": false, - "reason": "Docs mismatch for return_all_scores vs intermittent import latency; unrelated." + "reason": "Docs mismatch for return_all_scores is unrelated to intermittent slow imports." }, { "left": "issue:43673", "right": "issue:43761", "accept": false, - "reason": "Chunked prefill cache regression vs CLIPVision hidden_states regression; different code paths." + "reason": "Chunked-prefill cache regression in generation is unrelated to CLIPVisionModel hidden_states output behavior." }, { "left": "issue:45542", "right": "issue:45800", "accept": false, - "reason": "TensorBoard/TensorFlow backend misdetection vs torch-transformers version incompatibility." + "reason": "TensorFlow backend installation issue and torch/transformers version incompatibility are different dependency problems." }, { "left": "issue:43824", "right": "issue:43976", "accept": false, - "reason": "ImportError for a model class vs Python version compatibility problem; not duplicates." + "reason": "Importing a specific Qwen2.5-VL class is unrelated to a Python 3.9/3.10 compatibility report." }, { "left": "issue:43525", "right": "issue:43881", "accept": false, - "reason": "Different model-specific config/loading errors: missing pad_token_id vs GLM-4V load failure." + "reason": "Missing pad_token_id on Llama4Config and glm-4v loading failure are different model/config loading bugs." }, { "left": "issue:42796", "right": "issue:43441", "accept": false, - "reason": "Tokenizer BPE-marker handling vs FlashAttention failure in a related model family, but not the same bug." + "reason": "Tokenizer BPE marker handling and FlashAttention failure are separate Ministral issues affecting different parts of the stack." }, { - "left": "issue:46291", - "right": "issue:46399", + "left": "issue:44188", + "right": "issue:44336", "accept": false, - "reason": "Kernels dependency import issue vs Qwen3.5 kernel registration crash; distinct causes." + "reason": "torch.compile attention-kernel divergence is unrelated to ANSI codes emitted by loading_report." }, { - "left": "issue:44188", - "right": "issue:44336", + "left": "issue:46291", + "right": "issue:46399", "accept": false, - "reason": "torch.compile attention-kernel divergence vs ANSI codes in loading report; unrelated." + "reason": "Kernel dependency/version import failure and a Qwen3.5 rotary-pos-emb registration crash are not the same code-path problem." }, { "left": "issue:44016", "right": "issue:45823", "accept": false, - "reason": "Notebook syntax error vs Gemma4 device_map mismatch; no shared root cause." + "reason": "Notebook syntax error and Gemma4 device mismatch are unrelated documentation vs runtime issues." }, { "left": "issue:44336", "right": "issue:44373", "accept": false, - "reason": "ANSI escape output issue vs docstring correction; different artifact types." + "reason": "Terminal ANSI escape leakage and a wrong docstring are unrelated documentation/formatting issues." }, { "left": "issue:44589", "right": "issue:45362", "accept": false, - "reason": "Float8 storage lookup error vs Qwen3.5 chat crash; different symptoms and paths." + "reason": "Float8 storage lookup failure and Qwen3.5 chat crash have different causes and subsystems." }, { "left": "issue:43525", "right": "issue:43643", "accept": false, - "reason": "Both are config/loading-related, but one is a missing attribute and the other is missing fields with trust_remote_code; too different." + "reason": "A missing config attribute on Llama4Config is not the same as AutoConfig dropping fields under trust_remote_code." }, { "left": "issue:46655", "right": "issue:46726", "accept": false, - "reason": "Video padding calculation bug vs missing-vision-backend processor error; not the same issue." + "reason": "Video padding calculation bug and missing-vision-backend import error are different processor failure modes." }, { "left": "issue:45325", "right": "issue:46851", "accept": false, - "reason": "Both involve position_ids, but they affect different Qwen models and different logic." + "reason": "Qwen2.5-VL still-image temporal scaling and Qwen3.5 variable-length position_ids are separate position-id bugs." }, { "left": "issue:41628", "right": "issue:43976", "accept": false, - "reason": "Importing AutoImageProcessor vs Python version support; unrelated." + "reason": "AutoImageProcessor import failure is unrelated to Python version compatibility with transformers 5.1.0." }, { "left": "issue:44297", "right": "issue:45397", "accept": false, - "reason": "Tokenizer config serialization bug vs Gemma4 loading bug; distinct." + "reason": "Tokenizer save_pretrained metadata mismatch and Gemma4 Zero3 from_pretrained are unrelated issues." }, { "left": "issue:43784", "right": "issue:45542", "accept": false, - "reason": "Importing sentence-transformers failure vs TensorBoard backend issue; no overlap." + "reason": "sentence-transformers import NameError and undefined tf backend error are separate backend/import failures." }, { - "left": "issue:45083", - "right": "issue:46851", + "left": "issue:44246", + "right": "issue:44496", "accept": false, - "reason": "Different Qwen variants and different helper/positioning bugs; not mergeable as one PR." + "reason": "Intermittent slow imports and unrecognized model/config loading are different issue classes." }, { - "left": "issue:44246", - "right": "issue:44496", + "left": "issue:45083", + "right": "issue:46851", "accept": false, - "reason": "Performance of importing transformers vs unrecognized model config; unrelated." + "reason": "Feature-extraction length helper behavior and Qwen3.5 variable-length position_ids are unrelated model-specific bugs." }, { "left": "issue:46399", "right": "issue:46851", "accept": false, - "reason": "Kernel registration crash vs variable-length position_ids bug; different root causes." + "reason": "Kernel registration/decorator crash and variable-length position_ids are different Qwen3.5 failure modes." }, { "left": "issue:45561", "right": "issue:45563", "accept": false, - "reason": "Parallel test race on captured_info.txt vs stale warning in generate(); unrelated." + "reason": "pytest-xdist file race and stale generation warning are unrelated testing vs generation issues." }, { "left": "issue:45103", "right": "issue:46399", "accept": false, - "reason": "Docstring/annotation parsing crash vs Qwen3.5 kernel decorator issue; different subsystems." + "reason": "auto_docstring future-annotations crash is unrelated to Qwen3.5 kernel registration." }, { "left": "issue:43526", "right": "issue:45003", "accept": false, - "reason": "BEiT label reduction bug vs unsafe sys.modules access; unrelated." + "reason": "BeitImageProcessorFast label reduction bug and unsafe sys.modules access are separate implementation issues." }, { "left": "issue:43540", "right": "issue:46752", "accept": false, - "reason": "Video-input ValueError in Qwen3OmniMoe vs empty-chat-list IndexError; different bugs." - }, - { - "left": "issue:45072", - "right": "issue:46829", - "accept": false, - "reason": "dtype mismatch inference issue vs output field mix-up; different code paths." - }, - { - "left": "issue:46614", - "right": "issue:46665", - "accept": false, - "reason": "Stale phonemizer language state vs inconsistent from_pretrained behavior in Python classes; not the same bug." + "reason": "Qwen3OmniMoe video processing ValueError and empty-list chat template IndexError are unrelated input-validation bugs." } ] }, @@ -13103,8 +13146,8 @@ "review_unit_count": 61, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ @@ -13116,7 +13159,6 @@ "issue:43257", "issue:43262", "issue:43299", - "issue:43475", "issue:43531", "issue:43540", "issue:43550", @@ -13136,6 +13178,7 @@ "issue:44779", "issue:44871", "issue:45003", + "issue:45072", "issue:45137", "issue:45200", "issue:45292", @@ -13145,25 +13188,26 @@ "issue:45561", "issue:45588", "issue:45593", - "issue:45600", "issue:45759", - "issue:45859", "issue:46132", - "issue:46369", - "issue:46399", "issue:46506", + "issue:46614", "issue:46655", + "issue:46665", "issue:46752", "issue:46821", + "issue:46829", "issue:46851" ], "soft_pairs": [ + "issue:45072|issue:46829", + "issue:46614|issue:46665", "issue:44295|issue:45397", "issue:43531|issue:45362", "issue:42491|issue:43299", "issue:44246|issue:44871", - "issue:44242|issue:45593", "issue:44336|issue:44485", + "issue:44242|issue:45593", "issue:45588|issue:46851", "issue:45003|issue:46821", "issue:42886|issue:46132", @@ -13182,207 +13226,198 @@ "issue:45375|issue:45759", "issue:43262|issue:44246", "issue:44295|issue:44749", - "issue:44479|issue:46655", - "issue:43475|issue:46369", - "issue:45859|issue:46399", - "issue:45137|issue:45600" + "issue:44479|issue:46655" ], - "prepared_review_unit_hash": "8c4e416b0a4b5f37238b1f3a90993ff63ad54bfa984b45e19cd46647487f758d", + "prepared_review_unit_hash": "f8b23237c12613b182d28fd5b463858d905d235ea260df33658e0dcc7c24ecac", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1842, - "serialized_chars": 956212, - "estimated_input_tokens": 239053, - "estimated_eval_tokens": 478362 + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 35985, - "estimated_input_tokens": 8997, - "estimated_eval_tokens": 18250 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35210, + "estimated_input_tokens": 8803, + "estimated_eval_tokens": 17862 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly a mix of unrelated model-specific regressions and import/config bugs. I did not find any pair that clearly represents the same underlying defect, so I rejected all soft edges.", - "confidence": 0.79, - "canonical_issue_reason": "issue:44479 is the most representative issue in the set: a concrete v5.3.0 video-input regression affecting multiple Qwen video model families with a shared failure mode.", + "summary": "The cluster is heterogeneous and does not contain any strong duplicate pairs. Most items are distinct model- or subsystem-specific bugs; the soft similarities are mostly superficial (shared model family, similar failure mode, or same broad subsystem).", + "confidence": 0.82, + "canonical_issue_reason": "Issue 44479 is the most representative broad regression report: it covers multiple Qwen VLM variants, has a concrete video-input failure, and reads like a central upstream bug rather than a narrow edge case.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 has the broadest impact and clearest code-path signal among the issues, making it the best single issue to anchor the cluster.", + "best_issue_reason": "Issue 44479 is the best single issue to anchor this cluster because it is the clearest high-impact, actionable regression among the set. It is still not a duplicate of the others.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45072", + "right": "issue:46829", + "accept": false, + "reason": "Different models and different failure classes: bfloat16 dtype mismatch vs incorrect output field mapping." + }, + { + "left": "issue:46614", + "right": "issue:46665", + "accept": false, + "reason": "Unrelated bugs: stale phonemizer backend state vs from_pretrained behavior inside Python classes." + }, { "left": "issue:44295", "right": "issue:45397", "accept": false, - "reason": "Both mention model loading/runtime errors, but one is about reading position_ids after buffer registration and the other is a Gemma-4 ZeRO3 from_pretrained failure; different bugs and code paths." + "reason": "One is a position_ids buffer access bug; the other is a DeepSpeed ZeRO3 load issue for Gemma-4." }, { "left": "issue:43531", "right": "issue:45362", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and Qwen3.5 chat crashes are different symptoms with different triggers." + "reason": "Both involve Qwen, but one is sliding_window handling and the other is chat crashes for Qwen3.5-35B." }, { "left": "issue:42491", "right": "issue:43299", "accept": false, - "reason": "Both involve Qwen3 MoE variants, but one is LoRA compatibility across HF versions while the other is a model-loading breakage in v5.0.0.dev0; not the same defect." + "reason": "Different loading regressions with different scopes: LoRA compatibility vs Qwen3VL MoE loading on dev branch." }, { "left": "issue:44246", "right": "issue:44871", "accept": false, - "reason": "One is a performance/logic issue in import initialization; the other is a Gemma-3 eos_token_id config mismatch." + "reason": "No shared bug path: training loss omission vs eos_token_id config mismatch." }, { - "left": "issue:44242", - "right": "issue:45593", + "left": "issue:44336", + "right": "issue:44485", "accept": false, - "reason": "Both concern missing auxiliary losses, but they are in different models and different conditions (router logits vs denoising); too different to merge." + "reason": "Completely different areas: terminal ANSI output vs GLM-5 RoPE implementation." }, { - "left": "issue:44336", - "right": "issue:44485", + "left": "issue:44242", + "right": "issue:45593", "accept": false, - "reason": "ANSI escape output in loading_report and GLM-5 RoPE implementation are unrelated." + "reason": "Both mention missing losses, but for different models and different mechanisms; not the same defect." }, { "left": "issue:45588", "right": "issue:46851", "accept": false, - "reason": "Flash-attention sink-less-model crash and Qwen3.5 variable-length position_ids failure are different code paths." + "reason": "Different code paths: flash_attention sink handling vs variable-length position_ids handling." }, { "left": "issue:45003", "right": "issue:46821", "accept": false, - "reason": "sys.modules access safety and TimesFM window_size AttributeError are unrelated." + "reason": "Unsafe sys.modules access is unrelated to TimesFM window_size attribute errors." }, { "left": "issue:42886", "right": "issue:46132", "accept": false, - "reason": "Offline cache loading and AttentionInterface.register behavior are different features with different failures." + "reason": "Offline cache loading and AttentionInterface registration behavior are unrelated." }, { "left": "issue:44451", "right": "issue:46752", "accept": false, - "reason": "Model loading for ScandiBERT and apply_chat_template on an empty list are unrelated bugs." + "reason": "Model loading failure vs empty-chat-template IndexError; different bugs." }, { "left": "issue:43550", "right": "issue:46506", "accept": false, - "reason": "Bamba torch.compile/SDPA failure and PPDocLayoutV3 CPU/CUDA divergence are distinct issues." + "reason": "Different subsystems and symptoms: torch.compile/SDPA vs CPU/CUDA output divergence." }, { "left": "issue:44779", "right": "issue:45292", "accept": false, - "reason": "Tokenizer correctness regression and resize_token_embeddings not updating output embeddings are separate bugs." + "reason": "Tokenizer correctness regression is not the same as output_embeddings not resizing." }, { "left": "issue:36246", "right": "issue:42757", "accept": false, - "reason": "Missing Qwen2_5_VLImageProcessor export and missing is_offline_mode export are both import errors, but for different symbols and different modules." + "reason": "Both are import errors, but for different symbols and unrelated packages/paths." }, { "left": "issue:36246", "right": "issue:44351", "accept": false, - "reason": "Both are import-name errors, but Qwen2_5_VLImageProcessor vs HybridCache are unrelated exports." + "reason": "Different missing exports from transformers; likely version mismatch, not one shared bug." }, { "left": "issue:41950", "right": "issue:44220", "accept": false, - "reason": "Video-classification pipeline using image processors and a torch_extract_fbank_features issue are different pipeline bugs." + "reason": "Video-classification image-processor lookup is unrelated to _torch_extract_fbank_features()." }, { "left": "issue:43901", "right": "issue:45003", "accept": false, - "reason": "TextClassificationPipeline docs mismatch and sys.modules access safety are unrelated." + "reason": "Docs mismatch for pipeline args does not match sys.modules import safety bug." }, { "left": "issue:43257", "right": "issue:45137", "accept": false, - "reason": "Qwen3 MoE weight conversion with accelerate+deepspeed and ZeRO3 deque underflow are different failures." + "reason": "DeepSpeed-related, but one is Qwen3 MoE conversion and the other is ZeRO3 deque underflow." }, { "left": "issue:45003", "right": "issue:45561", "accept": false, - "reason": "Unsafe sys.modules access and a pytest-xdist captured_info.txt race are unrelated." + "reason": "Unsafe module lookup and pytest-xdist file race are unrelated." }, { "left": "issue:44496", "right": "issue:45003", "accept": false, - "reason": "Unrecognized OLMo-Hybrid model loading and sys.modules access are different root causes." + "reason": "Unrecognized model config vs unsafe sys.modules access are different failure modes." }, { "left": "issue:43540", "right": "issue:46655", "accept": false, - "reason": "Qwen3OmniMoe video-input ValueError and SmolVLM video padding calculation are both video-related but model-specific and not clearly the same bug." + "reason": "Both are video-processing bugs, but in different models and likely different root causes." }, { "left": "issue:44162", "right": "issue:45200", "accept": false, - "reason": "ESM2 broken and Gemma 4 mm_token_type_ids defaults are unrelated model issues." + "reason": "ESM2 breakage and Gemma-4 mm_token_type_ids defaults are unrelated." }, { "left": "issue:45375", "right": "issue:45759", "accept": false, - "reason": "Missing deepstack_visual_indexes in config and from_config not unwrapping text_config are both Qwen multimodal config problems, but they are distinct code paths and symptoms." + "reason": "Both concern composite Qwen multimodal configs, but one drops a field under strict parsing while the other mishandles text_config unwrapping." }, { "left": "issue:43262", "right": "issue:44246", "accept": false, - "reason": "Audio chat-template sampling-rate defaults and load balancing loss omission are unrelated." + "reason": "Audio chat-template sampling-rate default is unrelated to load-balancing loss behavior." }, { "left": "issue:44295", "right": "issue:44749", "accept": false, - "reason": "Position_ids buffer access and slow filtering after upgrade are unrelated." + "reason": "Position_ids buffer error and slow filtering after upgrade are not the same bug." }, { "left": "issue:44479", "right": "issue:46655", "accept": false, - "reason": "Both are video-input regressions, but 44479 is a broad Qwen family regression while 46655 is a SmolVLM padding bug; not enough evidence of one underlying defect." - }, - { - "left": "issue:43475", - "right": "issue:46369", - "accept": false, - "reason": "SAM 3 vision encoder attribute error and SAM3 LiteText memory overflow are different SAM issues." - }, - { - "left": "issue:45859", - "right": "issue:46399", - "accept": false, - "reason": "CPU-offload incompatibility in Qwen3.5-MoE rotary embedding and a missing decorator for apply_rotary_pos_emb registration are different implementation bugs." - }, - { - "left": "issue:45137", - "right": "issue:45600", - "accept": false, - "reason": "DeepSpeed ZeRO3 deque underflow and stale auto_mappings references to removed Sam3LiteText configs are unrelated." + "reason": "Both involve video inputs, but the affected models and described failure mechanisms differ." } ] }, @@ -13417,10 +13452,8 @@ "issue:43408", "issue:43475", "issue:43526", - "issue:43540", "issue:43596", "issue:43653", - "issue:43723", "issue:44038", "issue:44060", "issue:44077", @@ -13434,6 +13467,7 @@ "issue:44877", "issue:44977", "issue:44987", + "issue:45137", "issue:45229", "issue:45250", "issue:45292", @@ -13442,20 +13476,24 @@ "issue:45397", "issue:45412", "issue:45459", - "issue:45563", "issue:45584", + "issue:45600", "issue:45656", + "issue:45859", "issue:46123", "issue:46170", + "issue:46369", + "issue:46399", "issue:46506", - "issue:46710", "issue:46726", - "issue:46832", "issue:46851", "issue:46894", "issue:46897" ], "soft_pairs": [ + "issue:45859|issue:46399", + "issue:43475|issue:46369", + "issue:45137|issue:45600", "issue:36246|issue:43596", "issue:44877|issue:45375", "issue:43295|issue:45292", @@ -13475,205 +13513,188 @@ "issue:43653|issue:44162", "issue:45412|issue:46123", "issue:44479|issue:46170", - "issue:42886|issue:45229", "issue:45397|issue:45656", - "issue:43065|issue:43408", - "issue:43475|issue:43540", - "issue:44877|issue:46170", - "issue:46170|issue:46832", - "issue:43723|issue:46710", - "issue:44368|issue:45563" + "issue:42886|issue:45229", + "issue:43065|issue:43408" ], - "prepared_review_unit_hash": "4f7538ee2a44af5f06b4ed37482c0a45185c66a71dcf6df422701fe083ce2d9f", + "prepared_review_unit_hash": "637e8a121434b25fffbbcbb98be5f553fdc380eddfc9f3e88947c27a5a68196e", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1842, - "serialized_chars": 956212, - "estimated_input_tokens": 239053, - "estimated_eval_tokens": 478362 + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35923, - "estimated_input_tokens": 8981, - "estimated_eval_tokens": 18218 + "soft_pair_count": 25, + "serialized_chars": 35310, + "estimated_input_tokens": 8828, + "estimated_eval_tokens": 17912 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a true duplicate set; the items span many unrelated bugs and regressions across different models, loaders, and runtime paths. No PRs are present.", - "confidence": 0.84, - "canonical_issue_reason": "If one issue must represent the set, issue:45229 is the most detailed and highest-activity report, but it is not a real duplicate anchor for the rest of the items.", + "summary": "This cluster is heterogeneous: most items are unrelated bug reports across different models/subsystems, so there is no true duplicate set here. All soft edges should be rejected.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 45229 is the strongest representative only in the sense of being the most substantial single report in the set, with the highest discussion activity and a clear, high-impact failure mode; however, the cluster as a whole is not a duplicate group.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45229 has the richest repro discussion and broad user impact, so it is the most useful representative issue in an otherwise heterogeneous group.", + "best_issue_reason": "Issue 45229 is the best overall representative because it is detailed, concrete, and drew the most discussion, making it the most useful anchor if one issue must be chosen.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45859", + "right": "issue:46399", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is a CPU-offload rotary embedding incompatibility and the other is a kernel registration/decorator crash; different bugs and code paths." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "One is a missing attribute on Sam3VisionEncoderOutput, the other is a memory overflow in sam3-litetext; not the same underlying issue." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "ZeRO3 deque IndexError and stale auto_mappings references are unrelated failures; no shared concrete bug." + }, { "left": "issue:36246", "right": "issue:43596", "accept": false, - "reason": "Different failures: a missing Qwen2_5_VLImageProcessor import versus an index error in BertModel under deepspeed zero3." + "reason": "Missing Qwen2_5_VLImageProcessor import and a DeepSpeed/BertModel index error are different problems." }, { "left": "issue:44877", "right": "issue:45375", "accept": false, - "reason": "Both involve config handling, but they are distinct bugs in different models and code paths: granite_speech loading vs Qwen3_5MoeVisionConfig strict-field dropping." + "reason": "Both involve strict config handling, but they affect different model families and different missing fields, so they are not duplicates." }, { "left": "issue:43295", "right": "issue:45292", "accept": false, - "reason": "Related to processor/embedding regressions, but not the same bug: processor.tokenizer/images regression versus resize_token_embeddings not updating output embeddings." + "reason": "Processor.tokenizer/image-input regression and resize_token_embeddings not updating output embeddings are separate API bugs." }, { "left": "issue:45292", "right": "issue:45584", "accept": false, - "reason": "Different model behaviors: token embedding resize mismatch versus Whisper failing on empty transcription after align_special_tokens." + "reason": "Embedding resize inconsistency and Whisper empty-transcription failure after align_special_tokens are different code paths." }, { "left": "issue:44466", "right": "issue:45335", "accept": false, - "reason": "Both mention tied/resized embeddings, but one is a device-dependent serialization issue and the other is t5gemma decoder.embed_tokens not being updated." + "reason": "Inconsistent lm_head.weight serialization and t5gemma resize_token_embeddings behavior are not the same bug, despite both touching tied embeddings." }, { "left": "issue:44623", "right": "issue:46726", "accept": false, - "reason": "One is processor.save_pretrained missing files; the other is AutoProcessor raising unrecognized image processor when a vision backend is missing." + "reason": "processor.save_pretrained missing files and AutoProcessor backend-missing errors are different failure modes." }, { "left": "issue:44242", "right": "issue:44857", "accept": false, - "reason": "Different concrete bugs: MoE load-balancing loss omission versus LwDetrImageLoss crashing under float16 AMP on CUDA." + "reason": "Missing load-balancing loss when output_router_logits=False and an AMP/CUDA loss crash are unrelated." }, { "left": "issue:43526", "right": "issue:46897", "accept": false, - "reason": "Different domains and code paths: BEiTImageProcessorFast reduce_labels bug versus CohereASR training-loss double-shift." + "reason": "BEiT reduce_labels returning one label and Florence2 double-shift training loss are distinct model-specific bugs." }, { "left": "issue:44038", "right": "issue:46506", "accept": false, - "reason": "Qwen3-VL-Moe/transformers v5 loading bug is unrelated to PPDocLayoutV3 CPU vs CUDA output divergence." + "reason": "Qwen3-VL-Moe/transformers 5.0 compatibility and PPDocLayoutV3 CPU-vs-CUDA differences are unrelated." }, { "left": "issue:44987", "right": "issue:45459", "accept": false, - "reason": "Loading physical-intelligence/fast on transformers>=5.1.0 is unrelated to protobuf-related tokenizer error masking." + "reason": "A loading failure for physical-intelligence/fast and protobuf-missing tokenizer error masking are different problems." }, { "left": "issue:29870", "right": "issue:30333", "accept": false, - "reason": "BART generate() unboundlocalerror and MLflow job-state reporting are unrelated failures." + "reason": "BART generate() UnboundLocalError and MLflow job-status reporting are completely unrelated." }, { "left": "issue:43352", "right": "issue:45250", "accept": false, - "reason": "One is a model-specific unsupported Flash Attention error; the other is a generic Flash Attention 2.0 topic with no matching concrete bug." + "reason": "Nemotron flash-attn unsupported-model gating and a generic Flash Attention 2.0 issue are not the same concrete bug." }, { "left": "issue:42199", "right": "issue:46851", "accept": false, - "reason": "DETR cardinality logic and Qwen3.5 variable-length position_ids are distinct model issues." + "reason": "DETR cardinality/background-class logic and Qwen3.5 variable-length position_ids are unrelated." }, { "left": "issue:43526", "right": "issue:46894", "accept": false, - "reason": "Different bugs despite a superficial loss-shift similarity: BEiT label reduction versus ASR training-loss double-shift." + "reason": "BEiT label reduction bug and CohereASR training-loss double-shift bug are different issues." }, { "left": "issue:44060", "right": "issue:44077", "accept": false, - "reason": "One is an incorrect tied-weights warning; the other is a restriction on optional post_init in patchtsmixer." + "reason": "Incorrect tied-weights warning and patchtsmixer post_init policy are not the same underlying change." }, { "left": "issue:44368", "right": "issue:44977", "accept": false, - "reason": "Qwen3.5 tied-embeddings warning is not the same as a flash-attention generation failure." + "reason": "One is a tied-weights warning during LoRA fine-tuning, the other is a flash-attention generation failure; different code paths." }, { "left": "issue:43653", "right": "issue:44162", "accept": false, - "reason": "BigBirdTokenizer special-token decode behavior and ESM2 breakage are unrelated issues." + "reason": "BigBird tokenizer special-token registration and ESM2 breakage are unrelated." }, { "left": "issue:45412", "right": "issue:46123", "accept": false, - "reason": "Memory release on RT-DETR deletion is unrelated to MaskGenerationPipeline dropping a final partial batch result." + "reason": "RT-DETR memory not released on deletion and MaskGenerationPipeline final-batch handling are different bugs." }, { "left": "issue:44479", "right": "issue:46170", "accept": false, - "reason": "A Qwen video-input regression is unrelated to a Windows ROCm torch.distributed import/type error." - }, - { - "left": "issue:42886", - "right": "issue:45229", - "accept": false, - "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU CUDA OOM are different problems." + "reason": "A multimodal video regression and a Windows/ROCm torch.distributed import issue are unrelated." }, { "left": "issue:45397", "right": "issue:45656", "accept": false, - "reason": "Gemma-4 zero3 from_pretrained issues are not the same as deepspeed causing optimizer.step() to run twice." - }, - { - "left": "issue:43065", - "right": "issue:43408", - "accept": false, - "reason": "A dummy Conv2d in Sam3PixelDecoder is unrelated to a model-type mismatch warning between sam3_video and sam3_tracker." - }, - { - "left": "issue:43475", - "right": "issue:43540", - "accept": false, - "reason": "Missing fpn_position_embeddings in SAM 3 video output is unrelated to Qwen3OmniMoe video-input validation errors." - }, - { - "left": "issue:44877", - "right": "issue:46170", - "accept": false, - "reason": "Strict config loading for granite_speech and Windows ROCm dependency failures are unrelated." - }, - { - "left": "issue:46170", - "right": "issue:46832", - "accept": false, - "reason": "Windows ROCm import/type errors and RTDetrModel num_feature_levels/backbone-output mismatch are different code paths." + "reason": "Gemma-4 Zero3 from_pretrained and double optimizer.step() under deepspeed are different failures." }, { - "left": "issue:43723", - "right": "issue:46710", + "left": "issue:42886", + "right": "issue:45229", "accept": false, - "reason": "Tokenizer loading in v5 is unrelated to the DeepSeek-R1-Distill-Llama-8B accuracy regression." + "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU CUDA OOM are unrelated." }, { - "left": "issue:44368", - "right": "issue:45563", + "left": "issue:43065", + "right": "issue:43408", "accept": false, - "reason": "A tied-embeddings warning and a stale paged-generate warning for num_return_sequences are not the same bug." + "reason": "Both are SAM3-related, but one is a dummy Conv2d implementation detail and the other is a model-type mismatch warning; not the same bug." } ] }, @@ -13692,24 +13713,23 @@ "review_unit_count": 61, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ - "issue:28282", - "issue:30990", - "issue:41628", "issue:42994", "issue:43065", "issue:43232", "issue:43441", "issue:43475", "issue:43482", + "issue:43540", "issue:43643", "issue:43646", "issue:43673", "issue:43701", + "issue:43723", "issue:43906", "issue:43931", "issue:43994", @@ -13722,14 +13742,13 @@ "issue:44623", "issue:44749", "issue:44871", - "issue:44933", + "issue:44877", "issue:44995", "issue:45103", "issue:45200", - "issue:45230", "issue:45375", - "issue:45397", "issue:45478", + "issue:45563", "issue:45588", "issue:45656", "issue:45685", @@ -13737,15 +13756,23 @@ "issue:46082", "issue:46123", "issue:46132", + "issue:46170", "issue:46202", "issue:46421", "issue:46431", + "issue:46710", "issue:46726", "issue:46752", + "issue:46832", "issue:46851", "issue:46858" ], "soft_pairs": [ + "issue:43475|issue:43540", + "issue:44877|issue:46170", + "issue:46170|issue:46832", + "issue:43723|issue:46710", + "issue:44368|issue:45563", "issue:44995|issue:45200", "issue:43931|issue:44368", "issue:44188|issue:46202", @@ -13768,219 +13795,225 @@ "issue:43441|issue:46752", "issue:45375|issue:45478", "issue:42994|issue:43482", - "issue:43475|issue:43643", - "issue:43232|issue:43673", "issue:44188|issue:46851", - "issue:28282|issue:30990", - "issue:41628|issue:44933", - "issue:45230|issue:45397" + "issue:43475|issue:43643", + "issue:43232|issue:43673" ], - "prepared_review_unit_hash": "a70c540094aa6ce69df566f0e441080d2cc131800a028aec2b2a37ecb68dbca0", + "prepared_review_unit_hash": "3fff90d8ec0b5fe93e8157f2dba9544747a918584fcab52c27a738c9e81a2d98", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1842, - "serialized_chars": 956212, - "estimated_input_tokens": 239053, - "estimated_eval_tokens": 478362 + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35476, - "estimated_input_tokens": 8869, - "estimated_eval_tokens": 17994 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36822, + "estimated_input_tokens": 9206, + "estimated_eval_tokens": 18668 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose set of unrelated Transformers regressions, not a single duplicate family. Only a couple of pairs look like true same-bug matches; most are broader \u201csame subsystem\u201d but different concrete failures and should stay separate.", - "confidence": 0.74, - "canonical_issue_reason": "Issue 43646 is the best umbrella-style issue here because it is the broadest, most central v5 regression report and could naturally subsume closely related model-initialization breakages. The rest are more specialized and not true duplicates of one another.", + "summary": "This batch is mostly a set of unrelated closed issue reports with some loose topical similarity around cache/config/save_pretrained regressions. None of the provided soft pairs are strong enough to treat as duplicates; the closest ones are still different code paths or different failure modes.", + "confidence": 0.64, + "canonical_issue_reason": "Issue 46858 is the most specific, actionable report: it pinpoints `_prefill`, `cache.get_seq_length()`, the bad tensor return type, and the non-CUDA/torch.compile slice-arithmetic failure. It best represents the concrete bug class among the issues shown.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43646 is the most useful canonical issue for triage: it describes a clear, user-facing Transformers v5 breakage with broad scope, unlike the more narrow model-specific or API-specific reports.", + "best_issue_reason": "46858 is the best overall issue candidate because it has the clearest root-cause description and the most directly fixable code path. It is more precise than the broader cache-related reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Both are model-specific runtime failures, but one is a missing attribute in SAM 3 video and the other is a video-input ValueError in Qwen3OmniMoe; different subsystems and failure mechanisms." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "One is strict config loading for granite_speech, the other is a Windows/ROCm torch.distributed import dependency issue; unrelated code paths." + }, + { + "left": "issue:46170", + "right": "issue:46832", + "accept": false, + "reason": "Import/dependency breakage on Windows is not the same as RT-DETR forward shape handling when feature levels exceed backbone outputs." + }, + { + "left": "issue:43723", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer loading in v5 and an accuracy regression after a version upgrade are different bug classes; no shared concrete failure path." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "A warning about `tie_word_embeddings` during LoRA fine-tuning is unrelated to a stale `num_return_sequences` warning in paged generate()." + }, { "left": "issue:44995", "right": "issue:45200", "accept": false, - "reason": "Different bugs: stale indexer cache on second forward pass vs Gemma 4 multimodal token-type handling." + "reason": "GLM MoE stale indexer-cache crash on second forward is not the same as Gemma 4 requiring `mm_token_type_ids` for text-only fine-tuning." }, { "left": "issue:43931", "right": "issue:44368", "accept": false, - "reason": "Unrelated failures: Qwen3-VL weight-shape mismatch vs a warning about tie_word_embeddings during LoRA fine-tuning." + "reason": "Qwen3-VL weight-shape mismatch and a Qwen3.5 embedding warning are different model-loading/fine-tuning issues." }, { "left": "issue:44188", "right": "issue:46202", "accept": false, - "reason": "Different code paths: torch.compile attention-kernel divergence vs Gemma pipeline roundtrip behavior." + "reason": "Diverging attention kernels under torch.compile is unrelated to Gemma pipeline roundtrip tokenization behavior." }, { "left": "issue:44483", "right": "issue:46202", "accept": false, - "reason": "API endpoint rejection and tokenizer/pipeline roundtrip are not the same underlying bug." + "reason": "API request rejection on `/v1/chat/completions` is not the same as Gemma tokenizer roundtrip failure for the underscore-like token." }, { "left": "issue:43906", "right": "issue:46202", "accept": false, - "reason": "Isolated reproduction of another issue is not the same as a Gemma pipeline roundtrip failure." + "reason": "An isolated reproduction of an earlier issue is not the same as a Gemma pipeline tokenization roundtrip bug." }, { "left": "issue:45987", "right": "issue:46082", "accept": false, - "reason": "Cache length contract bug vs LlamaConfig validation; unrelated symptoms and fixes." + "reason": "StaticCache returning a shape-(1,) tensor is a cache API contract bug; LlamaConfig rejecting explicit head_dim is a separate config validation issue." }, { "left": "issue:44995", "right": "issue:45588", "accept": false, - "reason": "Second-forward stale cache/indexer bug is unrelated to flash_attention s_aux=None handling." + "reason": "Both mention runtime failures, but one is stale indexer cache on second forward and the other is flash-attention crashing on `s_aux=None`; different implementations." }, { "left": "issue:44188", "right": "issue:46421", "accept": false, - "reason": "Both mention cache/compile concerns, but the concrete failures differ: kernel branching vs spurious recompilation from lazy cache init." + "reason": "Both are cache/compile related, but one is attention-kernel divergence from branching and the other is spurious recompilation from lazy cache initialization; not the same bug." }, { "left": "issue:45685", "right": "issue:46431", "accept": false, - "reason": "MPS histogram error and missing chat template are unrelated." + "reason": "An MPS histogram dtype error in MoE code is unrelated to missing chat templates in processors." }, { "left": "issue:45103", "right": "issue:46858", "accept": false, - "reason": "Docstring annotation crash is unrelated to cache.get_seq_length() returning a device tensor." + "reason": "Auto-docstring annotation handling and cache sequence-length tensor arithmetic are entirely different code paths." }, { "left": "issue:44297", "right": "issue:44623", "accept": false, - "reason": "Both involve save_pretrained, but tokenizer config mismatch and processor file omission are different bugs." + "reason": "Both involve save_pretrained, but tokenizer_class mismatch and missing processor files are different serialization failures in different components." }, { "left": "issue:43065", "right": "issue:46123", "accept": false, - "reason": "Sam3PixelDecoder dummy Conv2d and partial-batch MaskGenerationPipeline behavior are unrelated." + "reason": "A dummy Conv2d in SAM3 pixel decoding is unrelated to `is_last` being false on the final partial batch in MaskGenerationPipeline." }, { "left": "issue:44361", "right": "issue:44749", "accept": false, - "reason": "Tokenizer AttributeError vs a severe throughput regression after upgrade; not the same issue." + "reason": "MLukeTokenizer task AttributeError and a data-processing slowdown after upgrade do not share the same underlying bug." }, { "left": "issue:43994", "right": "issue:46726", "accept": false, - "reason": "Siglip2 wrong outputs and AutoProcessor backend-missing import error are different problems." + "reason": "SigLIP2 nonsensical outputs through AutoModel/pipeline are not the same as AutoProcessor reporting an unrecognized image processor when a backend is missing." }, { "left": "issue:44749", "right": "issue:45656", "accept": false, - "reason": "Performance slowdown after upgrade is not the same as deepspeed double optimizer steps." + "reason": "A performance regression after upgrading Transformers is unrelated to DeepSpeed calling optimizer.step twice." }, { "left": "issue:43701", "right": "issue:44749", "accept": false, - "reason": "Checkpoint key mismatch and runtime slowdown are unrelated." + "reason": "Checkpoint key mismatch on resume is a distinct training-state bug from a filtering slowdown regression." }, { "left": "issue:44871", "right": "issue:46132", "accept": false, - "reason": "Gemma eos_token_id config inconsistency has nothing to do with AttentionInterface.register behavior changes." + "reason": "Gemma eos_token_id config inconsistency is unrelated to AttentionInterface.register changing registered-function behavior." }, { "left": "issue:44623", "right": "issue:45656", "accept": false, - "reason": "Processor save_pretrained file emission bug is unrelated to deepspeed optimizer stepping twice." + "reason": "Processor save_pretrained missing files and DeepSpeed double optimizer.step are unrelated issues." }, { "left": "issue:43646", "right": "issue:44162", "accept": false, - "reason": "Broad v5 custom-init regression and ESM2-specific breakage are too different to merge." + "reason": "Custom model initialization breakage in Transformers v5 is not the same as ESM2 being broken; different model families and failure modes." }, { "left": "issue:43441", "right": "issue:46752", "accept": false, - "reason": "FlashAttention failure for Ministral-3 and empty-chat-template IndexError are unrelated." + "reason": "Ministral FlashAttention failure and empty-list apply_chat_template IndexError are distinct bugs." }, { "left": "issue:45375", "right": "issue:45478", - "accept": true, - "reason": "These look like the same Qwen3.5-MoE config-loading regression: one report says a field is dropped by strict config handling, the other surfaces as from_pretrained failure on v5.4.0." + "accept": false, + "reason": "Both concern Qwen3.5 MoE config/loading, but one is a strict-field drop in a config object and the other is a generic from_pretrained error; not enough evidence they are the same concrete bug." }, { "left": "issue:42994", "right": "issue:43482", "accept": false, - "reason": "Quantized model saving failure and GGUF loading failure are different stages and different code paths." - }, - { - "left": "issue:43475", - "right": "issue:43643", - "accept": false, - "reason": "SAM3 video output attribute error is unrelated to trust_remote_code returning incomplete AutoConfig fields." - }, - { - "left": "issue:43232", - "right": "issue:43673", - "accept": false, - "reason": "Both concern generation/cache internals, but one is sync_gpus _update_model_kwargs behavior and the other is chunked_prefill cache absence." + "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are opposite directions of the model lifecycle and different code paths." }, { "left": "issue:44188", "right": "issue:46851", "accept": false, - "reason": "torch.compile attention-kernel branching is unrelated to Qwen3.5 variable-length position_ids handling." + "reason": "Torch.compile attention-kernel divergence is unrelated to Qwen3.5 variable-length position_ids handling." }, { - "left": "issue:28282", - "right": "issue:30990", + "left": "issue:43475", + "right": "issue:43643", "accept": false, - "reason": "Missing PyTorch ImportError is not the same as Sentence Transformers hanging during load." - }, - { - "left": "issue:41628", - "right": "issue:44933", - "accept": true, - "reason": "Both point to the same missing/nonexistent image-processor import/export problem: one reports the top-level import error, the other identifies the bad image_utils import." + "reason": "A missing `fpn_position_embeddings` attribute in SAM 3 video output is not the same as missing fields from `trust_remote_code=True` config loading." }, { - "left": "issue:45230", - "right": "issue:45397", + "left": "issue:43232", + "right": "issue:43673", "accept": false, - "reason": "A vague bug report and Gemma-4 ZeRO-3 from_pretrained failure are not concrete duplicates." + "reason": "`_update_model_kwargs_for_generation` after sync_gpus and missing GenerationMixin cache during chunked_prefill are related to generation, but they describe different breakages and code paths." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The cluster summary is conservative and grounded in the packet: it treats the set as mostly unrelated regressions and does not over-merge broad subsystem similarities into duplicates. The two accepted soft-edge pairs are plausible same-bug matches from their titles/body framing, and the rejected pairs are reasoned at a conservative level without overstating 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 }, @@ -13992,20 +14025,19 @@ "review_unit_count": 61, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ + "issue:28282", + "issue:30990", "issue:36010", "issue:39692", "issue:41628", - "issue:42175", "issue:42371", "issue:42673", - "issue:42831", "issue:42994", - "issue:43232", "issue:43278", "issue:43475", "issue:43525", @@ -14020,7 +14052,6 @@ "issue:44351", "issue:44373", "issue:44623", - "issue:44792", "issue:44857", "issue:44869", "issue:44933", @@ -14030,9 +14061,11 @@ "issue:45092", "issue:45103", "issue:45137", + "issue:45230", "issue:45310", "issue:45356", "issue:45375", + "issue:45397", "issue:45406", "issue:45593", "issue:45753", @@ -14047,6 +14080,9 @@ "issue:46877" ], "soft_pairs": [ + "issue:45230|issue:45397", + "issue:28282|issue:30990", + "issue:41628|issue:44933", "issue:44964|issue:45137", "issue:45310|issue:45375", "issue:43475|issue:46821", @@ -14060,8 +14096,8 @@ "issue:42371|issue:45092", "issue:43723|issue:46326", "issue:43873|issue:44945", - "issue:45406|issue:46202", "issue:43784|issue:46399", + "issue:45406|issue:46202", "issue:41628|issue:44351", "issue:44945|issue:45753", "issue:44857|issue:46877", @@ -14073,228 +14109,225 @@ "issue:43278|issue:45137", "issue:42994|issue:43824", "issue:46202|issue:46701", - "issue:45081|issue:45103", - "issue:42831|issue:44222", - "issue:43232|issue:44792", - "issue:42175|issue:44933" + "issue:45081|issue:45103" ], - "prepared_review_unit_hash": "183eb71b8ad1fedf665b360ad0fbbc34cae31bc502e4d03c4df82fc36f3432ef", + "prepared_review_unit_hash": "b62d181327f14df2b5269847a8ede6f4930fd0e5fba2ac67181919646c9622e3", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1842, - "serialized_chars": 956212, - "estimated_input_tokens": 239053, - "estimated_eval_tokens": 478362 + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36480, - "estimated_input_tokens": 9120, - "estimated_eval_tokens": 18496 + "serialized_chars": 36412, + "estimated_input_tokens": 9103, + "estimated_eval_tokens": 18462 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "One genuine duplicate pair appears here (the Qwen3ForCausalLM VRAM leak); the rest are false positives spanning unrelated import/API, tokenizer, quantization, and model-specific regressions.", - "confidence": 0.92, - "canonical_issue_reason": "Issue 42673 is the earliest, more complete report of the exact same Qwen3ForCausalLM VRAM leak; 43704 repeats the identical title and symptom.", + "summary": "The cluster is mostly unrelated import/loading/tokenizer reports. The strongest duplicate signal is the Qwen3ForCausalLM VRAM-leak pair, which shares the exact title and the same failure mode, but the packet does not explicitly confirm linkage beyond that match.", + "confidence": 0.84, + "canonical_issue_reason": "issue:42673 is the best-supported canonical within the likely duplicate pair: it is earlier and has fuller discussion, while issue:43704 repeats the exact title and same VRAM-leak scenario.", "canonical_pr_reason": null, - "best_issue_reason": "42673 is the best issue representative because it is the clearest true duplicate anchor in this cluster and has the fuller original bug report.", + "best_issue_reason": "issue:42673 is the strongest issue to anchor the cluster because it is the earliest, most detailed report and has the clearest duplicate-style counterpart with the same title and failure mode.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Generic bug report vs a specific gemma-4 ZeRO3 from_pretrained failure; not enough evidence they are the same bug." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "Different problems: missing PyTorch dependency import error vs Sentence Transformers hanging on load." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import-related, but they concern different symbols and failure paths, so they do not look like the same concrete bug." + }, { "left": "issue:44964", "right": "issue:45137", "accept": false, - "reason": "Different bugs: one is a model loading regression, the other is a DeepSpeed ZeRO3 deque underflow." + "reason": "Completely different failures: Phi-4 multimodal loading vs a DeepSpeed ZeRO3 deque IndexError." }, { "left": "issue:45310", "right": "issue:45375", "accept": false, - "reason": "Same model family, but not the same concrete failure; one is a from_pretrained error, the other is a missing vision config field." + "reason": "Same model family, but one is a from_pretrained error and the other is a missing config-field/serialization issue; likely related but not clearly the same bug." }, { "left": "issue:43475", "right": "issue:46821", "accept": false, - "reason": "Unrelated models and code paths; SAM 3 vision output attribute error is not the TimesFM window_size attribute bug." + "reason": "Both are AttributeError reports, but they hit unrelated models and attributes." }, { "left": "issue:43986", "right": "issue:46726", "accept": false, - "reason": "Both involve optional vision backend handling, but the concrete failures differ and do not look like one underlying bug." + "reason": "Both involve AutoProcessor and vision backends, but they describe different code paths and different failures." }, { "left": "issue:44869", "right": "issue:45356", "accept": false, - "reason": "Separate tokenizer/codec regressions in different models; no evidence they are the same code-path bug." + "reason": "Tokenizer/codec-related, but these are distinct bugs affecting different models and workflows." }, { "left": "issue:44038", "right": "issue:44623", "accept": false, - "reason": "Quantized-install/backend packaging and processor.save_pretrained file emission are different issues." + "reason": "Different areas: Qwen3-VL-Moe / Transformers 5 compatibility vs processor.save_pretrained missing files." }, { "left": "issue:39692", "right": "issue:46726", "accept": false, - "reason": "Docs/example errors are not the same as AutoProcessor's missing-vision-backend runtime behavior." + "reason": "A docs example with model/processor mismatch and quantization failure is not the same as a backend-missing AutoProcessor error." }, { "left": "issue:44373", "right": "issue:46851", "accept": false, - "reason": "One is a docstring problem, the other is a runtime position_ids bug." + "reason": "One is a wrong docstring, the other is a functional position_ids bug; not duplicates." }, { "left": "issue:46463", "right": "issue:46877", "accept": false, - "reason": "Incorrect error message and doc-lint stdout noise are unrelated issues." + "reason": "Different subsystems: T5 decoder input validation messaging vs auto_docstring import-time diagnostics." }, { "left": "issue:42994", "right": "issue:43525", "accept": false, - "reason": "Quantized model saving failure is unrelated to the Llama4Config pad_token_id attribute error." + "reason": "Quantized model save failure vs missing Llama4Config attribute; unrelated bugs." }, { "left": "issue:42371", "right": "issue:45092", "accept": false, - "reason": "TF32 API guidance and InternVL2 v5 meta-init incompatibility are different problems." + "reason": "TF32 API guidance vs InternVL2 checkpoint/meta-init incompatibility; no shared underlying defect." }, { "left": "issue:43723", "right": "issue:46326", "accept": false, - "reason": "Tokenizer loading in v5 and mistral_common continue_final_message behavior are different code paths." + "reason": "AutoTokenizer v5 loading issue vs mistral_common continue_final_message bug; different tokenizer paths." }, { "left": "issue:43873", "right": "issue:44945", "accept": false, - "reason": "Offloading with quantization and incorrect pipeline-parallel output are unrelated bugs." + "reason": "Quantization/offloading behavior vs pipeline parallelism output correctness; not the same code-path problem." }, { - "left": "issue:45406", - "right": "issue:46202", + "left": "issue:43784", + "right": "issue:46399", "accept": false, - "reason": "Gemma4Processor missing _tokenizer and Gemma pipeline roundtrip on \u2581 are different issues." + "reason": "Importing sentence-transformers with latest transformers vs a Qwen3.5 kernel registration error; unrelated." }, { - "left": "issue:43784", - "right": "issue:46399", + "left": "issue:45406", + "right": "issue:46202", "accept": false, - "reason": "Sentence-transformers import NameError is unrelated to Qwen3.5 kernel registration." + "reason": "Gemma4Processor missing _tokenizer in transformers serve vs Gemma pipeline roundtrip on \u2581; different bugs." }, { "left": "issue:41628", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but for different symbols and likely different export regressions." + "reason": "Both are missing exports from transformers, but for different symbols and likely different regressions." }, { "left": "issue:44945", "right": "issue:45753", "accept": false, - "reason": "Pipeline-parallel output corruption is unrelated to the Qwen3.5 infinite-loop-on-image report." + "reason": "Pipeline parallelism correctness vs a Qwen3.5 image-triggered infinite loop; not the same defect." }, { "left": "issue:44857", "right": "issue:46877", "accept": false, - "reason": "AMP crash in LwDetrImageLoss is unrelated to docstring lint diagnostics on import." + "reason": "CUDA float16 AMP crash in LwDetrImageLoss is unrelated to auto_docstring stdout diagnostics." }, { "left": "issue:45593", "right": "issue:46877", "accept": false, - "reason": "D-FINE auxiliary-loss behavior is unrelated to auto_docstring stdout diagnostics." + "reason": "D-FINE auxiliary-loss behavior has nothing to do with auto_docstring import-time logging." }, { "left": "issue:42673", "right": "issue:43704", "accept": true, - "reason": "Identical title and same VRAM leak symptom in Qwen3ForCausalLM; 43704 is a later duplicate of 42673." + "reason": "Exact same title and matching VRAM-leak scenario in Qwen3ForCausalLM with multiple dataloader threads; this is the best-supported duplicate pair." }, { "left": "issue:44038", "right": "issue:45310", "accept": false, - "reason": "Qwen3-VL-Moe loading failure is not the same as the Qwen3.5-Moe from_pretrained/config issue." + "reason": "Both mention Qwen/Moe and loading, but they are different models and failure modes; not safe to merge." }, { "left": "issue:44222", "right": "issue:45310", "accept": false, - "reason": "Both mention FP8/Moe models, but the actual failures are different and not one mergeable fix." + "reason": "FP8 save_pretrained failure and from_pretrained load failure are different operations and bugs." }, { "left": "issue:36010", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but they concern different exported symbols and different breakages." + "reason": "Different missing imports from transformers; same general theme, not the same concrete issue." }, { "left": "issue:43278", "right": "issue:45137", "accept": false, - "reason": "BF16-to-FP32 dtype drift during evaluate is unrelated to the ZeRO3 deque crash." + "reason": "Embedding dtype mismatch during evaluate is unrelated to DeepSpeed ZeRO3 deque underflow." }, { "left": "issue:42994", "right": "issue:43824", "accept": false, - "reason": "Quantized save_pretrained failure and Qwen2_5_VL import failure are unrelated." + "reason": "Quantized saving vs missing Qwen2_5_VLForConditionalGeneration export are unrelated." }, { "left": "issue:46202", "right": "issue:46701", "accept": false, - "reason": "Gemma tokenizer roundtrip failure and DiffusionGemmaGenerationOutput pipeline failure are different bugs." + "reason": "Different Gemma-related failures: tokenizer roundtrip on \u2581 vs image-text-to-text pipeline breakage." }, { "left": "issue:45081", "right": "issue:45103", "accept": false, - "reason": "Tokenizer regex crash and auto_docstring annotation handling are separate subsystems." - }, - { - "left": "issue:42831", - "right": "issue:44222", - "accept": false, - "reason": "FineGrainedFP8 accuracy issue and FP8 save_pretrained mo e are different FP8-related problems, not the same bug." - }, - { - "left": "issue:43232", - "right": "issue:44792", - "accept": false, - "reason": "Generation kwarg sync bug and janus image-generation test failure are unrelated." - }, - { - "left": "issue:42175", - "right": "issue:44933", - "accept": false, - "reason": "Backend installation packaging issue and missing image_utils import are different failures." + "reason": "Different helper crashes in different components: mistral regex patching vs auto_docstring parameter processing." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: 42673/43704 have identical titles and clearly describe the same Qwen3ForCausalLM VRAM leak, and the rest of the pair verdicts stay conservative based on distinct titles/symptoms. No overstatement stands out." + "accept": false, + "feedback": "The duplicate pair choice is plausible, but the writeup overstates the evidence: the packet does not explicitly confirm any duplicate linkage, so phrases like \"only confirmed duplicate target\" are not grounded. Please keep the verdict conservative (e.g. \"best-supported duplicate pair\" based on identical title and matching failure mode) rather than claiming confirmation." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -14307,8 +14340,8 @@ "review_unit_count": 61, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ @@ -14322,8 +14355,9 @@ "issue:42175", "issue:42222", "issue:42673", + "issue:42831", "issue:42898", - "issue:43295", + "issue:43232", "issue:43479", "issue:43504", "issue:43723", @@ -14333,24 +14367,23 @@ "issue:43976", "issue:44016", "issue:44079", - "issue:44295", + "issue:44222", "issue:44496", "issue:44568", "issue:44623", "issue:44625", "issue:44734", "issue:44779", + "issue:44792", "issue:44869", "issue:44933", "issue:45092", "issue:45103", "issue:45200", "issue:45310", - "issue:45356", "issue:45405", "issue:45561", "issue:45600", - "issue:45656", "issue:45712", "issue:45812", "issue:46077", @@ -14362,6 +14395,9 @@ "issue:46909" ], "soft_pairs": [ + "issue:42831|issue:44222", + "issue:43232|issue:44792", + "issue:42175|issue:44933", "issue:43504|issue:45561", "issue:45561|issue:45600", "issue:43976|issue:44933", @@ -14388,219 +14424,216 @@ "issue:27957|issue:30333", "issue:44734|issue:45103", "issue:30333|issue:34689", - "issue:42222|issue:45200", - "issue:42898|issue:43295", - "issue:42898|issue:45356", - "issue:44295|issue:45656" + "issue:42222|issue:45200" ], - "prepared_review_unit_hash": "b857e673299bb2b42a87bbef8650ac7bd0c139055875cc39ea3aa925463486bb", + "prepared_review_unit_hash": "cdaf5c95085b7318b63e9233c935f920b3b62a1d4c8128c176e9994e15b1a2e6", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1842, - "serialized_chars": 956212, - "estimated_input_tokens": 239053, - "estimated_eval_tokens": 478362 + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36949, - "estimated_input_tokens": 9238, - "estimated_eval_tokens": 18732 + "serialized_chars": 36794, + "estimated_input_tokens": 9199, + "estimated_eval_tokens": 18654 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated bug reports spanning model loading, tokenization, docs, training, and infra issues. I found no safe duplicate/merge candidates among the soft pairs; the closest cluster center is the v5 tokenization-regression issue, but even that is not a true duplicate umbrella.", - "confidence": 0.89, - "canonical_issue_reason": "Issue 42898 is the best cluster representative only in a loose sense: it is a broadly stated v5 tokenization-behavior regression, which is the closest thematic center among the otherwise heterogeneous issues. It is not a true canonical for the whole set.", + "summary": "This cluster is heterogeneous: the items span unrelated model bugs, tokenizer regressions, docs issues, packaging problems, and infra/test failures. None of the soft-edge pairs look like the same underlying bug or change, so all should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: there is no single underlying bug here; the issues cover distinct code paths and subsystems.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 42898 is the strongest single issue to anchor this cluster because it describes a general transformers v5 tokenization regression and is more central than the highly model-specific or environment-specific reports.", + "best_issue_reason": "No single issue is a good global representative because the cluster is not a duplicate set; it is a mix of unrelated reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "Both mention FP8, but one is an accuracy issue and the other is a save_pretrained/moe serialization bug; different failures." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs after sync_gpus is unrelated to a failed janus image-generation test case." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Packaging/backends install behavior is unrelated to a missing image_utils import." + }, { "left": "issue:43504", "right": "issue:45561", "accept": false, - "reason": "Different bugs: pretrained preset loading with a legacy field vs an xdist race writing captured_info.txt." + "reason": "A legacy config field load bug and a pytest-xdist file race are unrelated." }, { "left": "issue:45561", "right": "issue:45600", "accept": false, - "reason": "One is a pytest-xdist file race; the other is stale auto_mappings references causing CI failures. Different code paths." + "reason": "A captured_info.txt race and stale auto_mappings references are different CI issues with different causes." }, { "left": "issue:43976", "right": "issue:44933", "accept": false, - "reason": "Unrelated failures: Python version support regression vs a missing/nonexistent image_utils import." + "reason": "Python-version compatibility and an import export bug are not the same code-path problem." }, { "left": "issue:44496", "right": "issue:45561", "accept": false, - "reason": "Unrecognized model/config error vs test-utility file race; no shared underlying bug." + "reason": "Model config recognition failure is unrelated to a testing-utils file race." }, { "left": "issue:30333", "right": "issue:33290", "accept": false, - "reason": "MLFlow reporting on failed jobs is unrelated to DeepSpeed adafactor OOM behavior." + "reason": "MLflow reporting on failed jobs and a Deepspeed OOM are different training failures." }, { "left": "issue:45405", "right": "issue:46877", "accept": false, - "reason": "Released-version dependency pinning problem vs auto_docstring stdout noise at import time." + "reason": "A dependency version bump and import-time docstring logging are unrelated." }, { "left": "issue:30990", "right": "issue:35141", "accept": false, - "reason": "Sentence Transformers loading hang is unrelated to embedding reinitialization in post_init." + "reason": "A loading hang and embedding reinitialization after resize are different bugs." }, { "left": "issue:42898", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer regressions in v5, but they affect different APIs and behaviors; not the same bug." + "reason": "Both are tokenizer regressions, but one is clean_up_tokenization_spaces behavior and the other is add_special_tokens/BOS-EOS handling for a specific tokenizer." }, { "left": "issue:42175", "right": "issue:45712", "accept": false, - "reason": "Backend dependency omission vs leftover dummy class cleanup; different maintenance issues." + "reason": "Backend-install packaging and dummy class cleanup are unrelated." }, { "left": "issue:43479", "right": "issue:46829", "accept": false, - "reason": "Multimodal config default initialization bug vs wrong hidden_states mapping in a classifier output." + "reason": "Multimodal config defaults and VideoPrism output-field wiring are different code paths." }, { "left": "issue:46077", "right": "issue:46123", "accept": false, - "reason": "Attention-mask construction bug vs partial-batch pipeline bookkeeping bug; no common code-path." + "reason": "Attention-mask construction and pipeline batch-finalization logic are unrelated." }, { "left": "issue:44623", "right": "issue:45310", "accept": false, - "reason": "Processor save_pretrained file omission is not the same as Qwen3.5 MoE from_pretrained failure." + "reason": "Missing processor save files and Qwen3.5 from_pretrained errors are different load/save failures." }, { "left": "issue:42673", "right": "issue:46693", "accept": false, - "reason": "VRAM leak with multiple dataloader threads vs FA2 long-context generation performance regression." + "reason": "A thread-related VRAM leak in one model is not the same as a broader FA2 long-context performance regression." }, { "left": "issue:43479", "right": "issue:44869", "accept": false, - "reason": "Default config initialization issue vs Whisper timestamp decode crash; different subsystems." + "reason": "Config initialization with None and Whisper timestamp decoding crash are unrelated." }, { "left": "issue:43723", "right": "issue:44568", "accept": false, - "reason": "AutoTokenizer loading failure in v5 is distinct from add_special_tokens not adding BOS/EOS for a specific tokenizer." + "reason": "Generic tokenizer loading failure and a specific add_special_tokens regression are not the same bug." }, { "left": "issue:42898", "right": "issue:45812", "accept": false, - "reason": "General clean_up_tokenization_spaces behavior change vs wrong Granite token IDs from AutoTokenizer; separate regressions." + "reason": "Token cleanup behavior and wrong Granite token IDs are different tokenizer regressions." }, { "left": "issue:44016", "right": "issue:46231", "accept": false, - "reason": "Notebook syntax error vs documentation parameter-name mismatch; not duplicates." + "reason": "A notebook syntax error and an API doc parameter-name typo are unrelated documentation issues." }, { "left": "issue:44625", "right": "issue:46877", "accept": false, - "reason": "Qwen3.5 num_labels propagation bug is unrelated to auto_docstring import-time diagnostics." + "reason": "Qwen3.5 num_labels propagation and docstring lint output are unrelated." }, { "left": "issue:42898", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions, but Deepseek codec handling is a different failure mode than clean_up_tokenization_spaces behavior." + "reason": "These are both tokenizer-related v5 regressions, but they affect different models and behaviors; not the same concrete bug." }, { "left": "issue:39692", "right": "issue:46909", "accept": false, - "reason": "Both are broken docs examples, but they concern different models and different failure causes." + "reason": "Broken documentation examples, but for different models/examples and different errors." }, { "left": "issue:43479", "right": "issue:44079", "accept": false, - "reason": "Multimodal config defaults vs ModelOutput key assignment bug; unrelated implementations." + "reason": "A multimodal config defaulting bug is unrelated to ModelOutput key assignment." }, { "left": "issue:43874", "right": "issue:45092", "accept": false, - "reason": "Missing image patch counting method and remote-code meta-init incompatibility are different model-loading issues." + "reason": "Missing image-processor method and remote-code meta-init incompatibility are different multimodal issues." }, { "left": "issue:43784", "right": "issue:43824", "accept": false, - "reason": "Import error in sentence-transformers vs missing Qwen2.5-VL export; different symbols and packages." + "reason": "An import-time NameError in sentence-transformers is unrelated to a missing Qwen2.5-VL import." }, { "left": "issue:27957", "right": "issue:30333", "accept": false, - "reason": "Flash Attention 2 support for XLM-Roberta is unrelated to MLFlow reporting after failed training jobs." + "reason": "Flash Attention support for XLM-R and MLflow reporting on failed jobs are unrelated." }, { "left": "issue:44734", "right": "issue:45103", "accept": false, - "reason": "Serve KV-cache continuation crash vs auto_docstring crash under future annotations; different layers and code paths." + "reason": "Serve KV-cache indexing crash and auto_docstring future-annotations crash are different subsystems and failures." }, { "left": "issue:30333", "right": "issue:34689", "accept": false, - "reason": "Failed-job MLFlow reporting is unrelated to Llama 3.2 Vision model loading regression." + "reason": "Training-job MLflow reporting and Llama 3.2 model loading are unrelated." }, { "left": "issue:42222", "right": "issue:45200", "accept": false, - "reason": "VitPose model breakage and Gemma 4 mm_token_type_ids handling are different multimodal issues." - }, - { - "left": "issue:42898", - "right": "issue:43295", - "accept": false, - "reason": "Tokenizer cleanup behavior change vs processor/tokenizer access regression; different breakages." - }, - { - "left": "issue:42898", - "right": "issue:45356", - "accept": false, - "reason": "Kimi-K2.5 codec/warning regression is not the same as the generic clean_up_tokenization_spaces change." - }, - { - "left": "issue:44295", - "right": "issue:45656", - "accept": false, - "reason": "Position_ids buffer reading error is unrelated to DeepSpeed double optimizer-step behavior." + "reason": "VitPose model breakage and Gemma 4 token-type defaults are different model bugs." } ] }, @@ -14619,8 +14652,8 @@ "review_unit_count": 61, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ @@ -14632,9 +14665,10 @@ "issue:42757", "issue:42796", "issue:42831", + "issue:42898", "issue:43116", "issue:43122", - "issue:43232", + "issue:43295", "issue:43479", "issue:43644", "issue:43723", @@ -14658,22 +14692,23 @@ "issue:45125", "issue:45245", "issue:45310", + "issue:45356", "issue:45405", "issue:45656", "issue:45712", - "issue:45834", "issue:46082", "issue:46132", "issue:46209", "issue:46231", - "issue:46424", - "issue:46431", "issue:46614", "issue:46710", "issue:46762", "issue:46932" ], "soft_pairs": [ + "issue:42898|issue:43295", + "issue:42898|issue:45356", + "issue:44295|issue:45656", "issue:43116|issue:44190", "issue:30333|issue:35141", "issue:44222|issue:44297", @@ -14696,236 +14731,220 @@ "issue:46132|issue:46710", "issue:45071|issue:46082", "issue:44222|issue:44484", - "issue:43723|issue:44977", "issue:46614|issue:46932", + "issue:43723|issue:44977", "issue:43122|issue:46209", "issue:44263|issue:45092", - "issue:44190|issue:46082", - "issue:43232|issue:46424", - "issue:43232|issue:45834", - "issue:44295|issue:44623", - "issue:46209|issue:46431" + "issue:44190|issue:46082" ], - "prepared_review_unit_hash": "b42a0a399ad94d414ebadf1a2fb9c87c310a87edb767ca70a468c7ffae9026b8", + "prepared_review_unit_hash": "d9a5efa4f0eea3ddacc168749bbfb96afcde614ad0004d2a73da8ca98bdd3c10", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1842, - "serialized_chars": 956212, - "estimated_input_tokens": 239053, - "estimated_eval_tokens": 478362 + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36676, - "estimated_input_tokens": 9169, - "estimated_eval_tokens": 18594 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35896, + "estimated_input_tokens": 8974, + "estimated_eval_tokens": 18204 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: the suggested soft pairs span unrelated tokenizer, generation, modeling, packaging, and training issues. None look like the same underlying bug or change, so no soft edges should be accepted.", - "confidence": 0.89, - "canonical_issue_reason": null, + "summary": "The cluster is a mixed bag of unrelated Transformers issues (imports, tokenizers, model configs, FP8, examples, and training). None of the soft pairs look like the same underlying bug or change, so I rejected all of them.", + "confidence": 0.96, + "canonical_issue_reason": "Issue #43723 is the most representative, concrete user-facing regression in the set: a broad tokenizer-loading failure in v5 with clear API impact.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "#43723 is the best canonical issue if one must be chosen, because it describes a specific, high-impact regression with a clean failure mode and broad relevance.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Both involve v5 regressions around tokenization/processor behavior, but they are different bugs: one is cleanup-space behavior, the other is processor.tokenizer/image passthrough." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer regressions for different models and symptoms; no shared code-path bug is evident." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Unrelated subsystems: position_ids buffer access vs optimizer stepping under DeepSpeed." + }, { "left": "issue:43116", "right": "issue:44190", "accept": false, - "reason": "Different example scripts and failures: multi-label classification returns empty results vs local dataset loading in image classification." + "reason": "Both are example-script related, but they affect different scripts and different failures." }, { "left": "issue:30333", "right": "issue:35141", "accept": false, - "reason": "MLflow reporting on failed training jobs is unrelated to post_init reinitializing output embeddings." + "reason": "MLFlow reporting on job failure is unrelated to embedding resizing and post_init reinitialization." }, { "left": "issue:44222", "right": "issue:44297", "accept": false, - "reason": "FP8 save_pretrained on MoE models is unrelated to tokenizer_class mismatches in tokenizer_config.json." + "reason": "Both mention save_pretrained, but one is FP8 MoE model serialization and the other is tokenizer config metadata; different code paths." }, { "left": "issue:45405", "right": "issue:45712", "accept": false, - "reason": "PEFT version gating is unrelated to leftover dummy classes leaking into imports and repo checks." + "reason": "A dependency-version bump issue is not the same as leftover dummy classes leaking into the API surface." }, { "left": "issue:22355", "right": "issue:28282", "accept": false, - "reason": "transformers.onnx import failure and missing PyTorch for AutoModel are separate dependency/import problems." + "reason": "Distinct import errors from different causes: missing transformers.onnx module vs missing PyTorch dependency." }, { "left": "issue:44060", "right": "issue:45125", "accept": false, - "reason": "Both are Qwen/MoE related, but one is a tied-weights warning and the other is missing tensor-parallel plan support." + "reason": "Both are Qwen3-related, but one is a tied-weights warning and the other is missing tensor-parallel plan support." }, { "left": "issue:44075", "right": "issue:46231", "accept": false, - "reason": "Optimizer args not being used is not the same as a documentation parameter-name mismatch." + "reason": "One is a runtime optimizer-argument bug; the other is a documentation parameter-name mismatch." }, { "left": "issue:44933", "right": "issue:45712", "accept": false, - "reason": "Nonexistent image_utils import and dummy_pt_objects leftovers are different import hygiene issues." + "reason": "Different API-surface cleanup issues with no common failing behavior." }, { "left": "issue:44360", "right": "issue:46762", "accept": false, - "reason": "A missing ReLU in one DSA indexer path is unrelated to numerical differences in a different attention implementation." + "reason": "DSA indexer implementation details are unrelated to Minimax attention numerical differences." }, { "left": "issue:42831", "right": "issue:44623", "accept": false, - "reason": "FP8 accuracy problems do not match missing files from processor.save_pretrained." + "reason": "FP8 accuracy behavior and processor.save_pretrained missing files are separate problems." }, { "left": "issue:44297", "right": "issue:45656", "accept": false, - "reason": "Tokenizer save metadata mismatch is unrelated to optimizer.step being called twice under deepspeed." + "reason": "Tokenizer save metadata bug is unrelated to DeepSpeed optimizer stepping." }, { "left": "issue:44222", "right": "issue:44623", "accept": false, - "reason": "MoE FP8 save_pretrained behavior is different from processor save_pretrained file omissions." + "reason": "Both touch save_pretrained, but one concerns model FP8/MoE save logic and the other processor file emission." }, { "left": "issue:42796", "right": "issue:43723", "accept": false, - "reason": "Tokenizer BPE marker handling in a specific tokenizer is different from AutoTokenizer loading/import behavior." + "reason": "Both involve tokenizers, but one is a specific BPE-marker handling bug and the other is a v5 tokenizer loading/import issue." }, { "left": "issue:44448", "right": "issue:46132", "accept": false, - "reason": "Pegasus output drift across versions is unrelated to AttentionInterface.register changing registered function behavior." + "reason": "Different behaviors: output regression for a summarization model vs AttentionInterface.register changing registered functions." }, { "left": "issue:45245", "right": "issue:46132", "accept": false, - "reason": "Category-count limit in an embedding/encoding path is unrelated to attention registration behavior." + "reason": "Category-cardinality runtime error is unrelated to attention registration behavior." }, { "left": "issue:43479", "right": "issue:43644", "accept": false, - "reason": "Default sub-config initialization and non-persistent buffer junk are different initialization bugs." + "reason": "Config None-handling for multimodal defaults is not the same as non-persistent buffers being filled with junk." }, { "left": "issue:41628", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but for different symbols and different packages." + "reason": "Both are import errors, but they concern different symbols and different dependency layers." }, { "left": "issue:44373", "right": "issue:44485", "accept": false, - "reason": "Docstring mismatch for position_ids is unrelated to GLM-5 RoPE implementation correctness." + "reason": "A wrong docstring is not the same as a RoPE implementation bug." }, { "left": "issue:44297", "right": "issue:45310", "accept": false, - "reason": "Tokenizer class metadata mismatch is not the same as Qwen3.5 MoE from_pretrained failure." + "reason": "Tokenizer save-pretrained metadata mismatch is not the same as Qwen3.5 MoE from_pretrained failure." }, { "left": "issue:46132", "right": "issue:46710", "accept": false, - "reason": "AttentionInterface.register semantics and an accuracy regression after version upgrade are not the same concrete bug." + "reason": "AttentionInterface.register semantics and DeepSeek accuracy regression are different issues." }, { "left": "issue:45071", "right": "issue:46082", "accept": false, - "reason": "PretrainedConfig type checking regression is unrelated to LlamaConfig rejecting explicit head_dim." + "reason": "Both are config-related, but one is type-checking breakage and the other is explicit head_dim validation in LlamaConfig." }, { - "left": "issue:44222", - "right": "issue:44484", + "left": "issue:44263", + "right": "issue:45092", "accept": false, - "reason": "FP8 MoE save_pretrained and the default max_shard_size are different save_pretrained concerns." + "reason": "torch.split return-value handling in one model component is unrelated to remote-code checkpoint meta-init incompatibility." }, { - "left": "issue:43723", - "right": "issue:44977", + "left": "issue:46614", + "right": "issue:46932", "accept": false, - "reason": "AutoTokenizer loading failure is unrelated to Qwen3.5 flash-attention generation issues." + "reason": "Stale phonemizer backend state and Gemma4 quantized embedder dtype casting are unrelated." }, { - "left": "issue:46614", - "right": "issue:46932", + "left": "issue:43723", + "right": "issue:44977", "accept": false, - "reason": "Stale phonemizer language state has nothing to do with Gemma4 quantized vision/audio dtype casting." + "reason": "Tokenizer loading failure and flash-attention generation regression are different code-path problems." }, { "left": "issue:43122", "right": "issue:46209", "accept": false, - "reason": "Tokenizer output changes across versions are unrelated to FP8 inference failure on B200 GPUs." + "reason": "Tokenization drift across versions is unrelated to FP8 inference failure on B200." }, { "left": "issue:44263", "right": "issue:45092", "accept": false, - "reason": "torch.split return handling in a DSA indexer is unrelated to remote-code checkpoint meta-init incompatibility." + "reason": "Different failures and different layers: indexer split semantics vs checkpoint loading/meta initialization." }, { "left": "issue:44190", "right": "issue:46082", "accept": false, - "reason": "Image classification dataset loading and LlamaConfig head_dim validation are different subsystems and bugs." - }, - { - "left": "issue:43232", - "right": "issue:46424", - "accept": false, - "reason": "Generation kwargs sync behavior is unrelated to cache max length handling." - }, - { - "left": "issue:43232", - "right": "issue:45834", - "accept": false, - "reason": "Generation sync_gpus logic and Kosmos2.5 OCR long-input indexing are unrelated code paths." - }, - { - "left": "issue:44295", - "right": "issue:44623", - "accept": false, - "reason": "Buffer registration/readback issues are different from processor.save_pretrained missing artifacts." - }, - { - "left": "issue:46209", - "right": "issue:46431", - "accept": false, - "reason": "FP8 inference failure on B200 is unrelated to missing chat template support in a processor." - }, - { - "left": "issue:44295", - "right": "issue:44623", - "accept": false, - "reason": "Buffer registration/readback issues are different from processor.save_pretrained missing artifacts." + "reason": "Local dataset loading in an example script is unrelated to LlamaConfig head_dim validation." } ] }, @@ -14944,8 +14963,8 @@ "review_unit_count": 61, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ @@ -14957,29 +14976,26 @@ "issue:39401", "issue:41628", "issue:42757", - "issue:42796", "issue:42831", "issue:42886", "issue:42907", "issue:42994", "issue:43066", - "issue:43122", "issue:43232", "issue:43408", "issue:43475", - "issue:43540", "issue:43644", - "issue:43646", "issue:43824", "issue:44038", - "issue:44188", "issue:44261", "issue:44263", "issue:44279", + "issue:44295", "issue:44360", "issue:44373", "issue:44483", "issue:44568", + "issue:44623", "issue:44829", "issue:45092", "issue:45278", @@ -14987,22 +15003,29 @@ "issue:45357", "issue:45381", "issue:45406", - "issue:45593", "issue:45753", + "issue:45834", "issue:46002", "issue:46050", + "issue:46209", "issue:46305", "issue:46328", "issue:46369", "issue:46402", + "issue:46424", + "issue:46431", "issue:46655", "issue:46909" ], "soft_pairs": [ + "issue:43232|issue:46424", + "issue:44295|issue:44623", + "issue:43232|issue:45834", + "issue:46209|issue:46431", "issue:43475|issue:46305", "issue:44263|issue:44360", - "issue:46305|issue:46655", "issue:44263|issue:44373", + "issue:46305|issue:46655", "issue:30990|issue:38175", "issue:42831|issue:45310", "issue:45092|issue:45357", @@ -15023,242 +15046,210 @@ "issue:39401|issue:44568", "issue:42886|issue:43066", "issue:42886|issue:42994", - "issue:42757|issue:45278", - "issue:27957|issue:30990", - "issue:44188|issue:44373", - "issue:43408|issue:46369", - "issue:43232|issue:45593", - "issue:42796|issue:43122", - "issue:43646|issue:46002", - "issue:45381|issue:46909", - "issue:43540|issue:46909" + "issue:42757|issue:45278" ], - "prepared_review_unit_hash": "97344cbc63fc098604b653e93db420a80e81b3a491d9e8ba210728976ecef9a8", + "prepared_review_unit_hash": "0385128b49302f39b059149e5801edc882cc60e81d66a7d640ed625d96b17f66", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1842, - "serialized_chars": 956212, - "estimated_input_tokens": 239053, - "estimated_eval_tokens": 478362 + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37069, - "estimated_input_tokens": 9268, - "estimated_eval_tokens": 18792 + "soft_pair_count": 29, + "serialized_chars": 35863, + "estimated_input_tokens": 8966, + "estimated_eval_tokens": 18188 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a heterogeneous mix of unrelated issues across tokenizers, vision/video models, quantization, imports, and generation behavior. All soft pairs look like false positives rather than duplicates of the same underlying bug.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "This cluster is mostly a grab bag of distinct bug reports across unrelated areas (imports, tokenizers, multimodal processors, quantization, generation, and model-specific regressions). None of the soft pairs look like the same underlying bug/change closely enough to merge.", + "confidence": 0.81, + "canonical_issue_reason": "issue:42886 is the most concrete, narrowly scoped, and reproducible report: it names the exact failure mode, environment flag, and affected version, making it a strong canonical representative for a bug cluster.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:42886 is the best standalone issue because it is specific, actionable, and tied to a clear regression with a precise repro condition.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "Both touch generation/cache behavior, but they describe different failure modes and code paths: sync_gpus kwargs handling vs max_cache_length being ignored." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "A buffer/position_ids read error is unrelated to processor.save_pretrained missing files." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation kwargs handling and Kosmos2.5 OCR index errors are unrelated bugs." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 inference on B200 and missing chat template in a processor are different problems in different subsystems." + }, { "left": "issue:43475", "right": "issue:46305", "accept": false, - "reason": "Different SAM3 video encoder attribute error vs MoonshineStreaming sliding-window off-by-one; unrelated code paths." + "reason": "Sam3 vision encoder missing attribute and Moonshine streaming mask off-by-one are distinct model-specific bugs." }, { "left": "issue:44263", "right": "issue:44360", "accept": false, - "reason": "Both mention DSA indexer, but one is torch.split return handling and the other is a missing ReLU; different bugs." + "reason": "Both mention DSA/indexer code, but one is about torch.split return values and the other about a missing ReLU; not the same defect." }, { - "left": "issue:46305", - "right": "issue:46655", + "left": "issue:44263", + "right": "issue:44373", "accept": false, - "reason": "Different models/processors and different video-processing failures." + "reason": "A DSA indexer tensor-shape issue is not the same as a wrong docstring for position_ids." }, { - "left": "issue:44263", - "right": "issue:44373", + "left": "issue:46305", + "right": "issue:46655", "accept": false, - "reason": "Indexer tensor-splitting bug vs docstring issue for position_ids; not the same bug." + "reason": "Both are video-related, but one is a streaming attention mask off-by-one and the other is padding calculation in a video processor." }, { "left": "issue:30990", "right": "issue:38175", "accept": false, - "reason": "Sentence Transformers loading hang vs SigLIP2 zero probabilities; unrelated symptoms and subsystems." + "reason": "Sentence Transformers loading and SigLIP2 zero probabilities are unrelated model/runtime issues." }, { "left": "issue:42831", "right": "issue:45310", "accept": false, - "reason": "Quantization accuracy regression vs Qwen3.5 MoE from_pretrained error; different failures." + "reason": "FineGrainedFP8 accuracy regression and Qwen3.5 MoE from_pretrained failure are different concrete bugs." }, { "left": "issue:45092", "right": "issue:45357", "accept": false, - "reason": "Both involve v5 model compatibility, but different model families and different save/load code paths." + "reason": "Meta-initialization incompatibility for old InternVL2 checkpoints is different from incorrect visual encoder keys being saved." }, { "left": "issue:46369", "right": "issue:46909", "accept": false, - "reason": "SAM3 LiteText memory overflow vs a broken DIA documentation example; no underlying bug match." + "reason": "Sam3-litetext memory overflow is unrelated to a broken documentation example for DIA." }, { "left": "issue:42907", "right": "issue:46050", "accept": false, - "reason": "Different quantization/save-load problems for different schemes and model families." + "reason": "Both involve quantized models and saving/loading, but they are different quantization paths and failure modes." }, { "left": "issue:44279", "right": "issue:46328", "accept": false, - "reason": "Generic dependency issue vs a SequenceFeatureExtractor.pad performance bug; unrelated." + "reason": "A generic dependency issue is not the same as a SequenceFeatureExtractor.pad performance bug." }, { "left": "issue:45381", "right": "issue:46305", "accept": false, - "reason": "Qwen2.5-VL vision_position_ids bug vs MoonshineStreaming mask off-by-one; different models and logic." + "reason": "Wrong qwen2.5-vl vision_position_ids and Moonshine sliding-window masking are unrelated model-specific logic errors." }, { "left": "issue:44261", "right": "issue:45092", "accept": false, - "reason": "MLA layernorm epsilon precision problem vs remote-code/meta-init incompatibility; not the same issue." + "reason": "Missing rms_norm_eps in MLA q_a_layernorm is unrelated to InternVL2 meta-init incompatibility." }, { "left": "issue:22355", "right": "issue:27957", "accept": false, - "reason": "Missing transformers.onnx import vs XLMRoberta Flash Attention 2 issue; unrelated." + "reason": "An import failure for transformers.onnx and XLMRoberta Flash Attention 2 are not the same bug." }, { "left": "issue:44483", "right": "issue:45406", "accept": false, - "reason": "Chat/completions request acceptance bug vs Gemma4Processor serve crash due to missing _tokenizer; different components." + "reason": "Chat/completions request rejection and Gemma4Processor missing _tokenizer are different API failures." }, { "left": "issue:42831", "right": "issue:44038", "accept": false, - "reason": "General FineGrainedFP8 accuracy issue vs Qwen3-VL-Moe v5 bug; different problems." + "reason": "An FP8 accuracy issue and a Qwen3-VL-Moe from_pretrained issue do not share the same concrete code-path problem." }, { "left": "issue:44829", "right": "issue:46002", "accept": false, - "reason": "Flash Attention 3 training degeneration vs NaNs in classification heads after checkout/init; not the same code-path." + "reason": "Degenerate training with flash_attention_3 and NaNs at checkout/init are different symptoms and likely different causes." }, { "left": "issue:43644", "right": "issue:46305", "accept": false, - "reason": "Transformers 5.0 buffer initialization bug vs MoonshineStreaming attention-window bug; unrelated." + "reason": "Non-persistent buffer junk in v5.0.0 is unrelated to Moonshine streaming window off-by-one." }, { "left": "issue:41628", "right": "issue:43824", "accept": false, - "reason": "Two separate import errors for different symbols; shared symptom only, not one underlying bug." + "reason": "Both are import errors, but they affect different symbols and likely different lazy-import/export paths; too broad to merge." }, { "left": "issue:43408", "right": "issue:46402", "accept": false, - "reason": "SAM3 tracker/model-type warning vs SAM3 model text-encoder weights not loaded; different failures." + "reason": "A sam3_video vs sam3_tracker type warning is not the same issue as Sam3Model text encoder weights not loading." }, { "left": "issue:42831", "right": "issue:45753", "accept": false, - "reason": "Quantization accuracy issue vs Qwen3_5 infinite-loop image bug; unrelated." + "reason": "FineGrainedFP8 accuracy regression and Qwen3_5 infinite-loop-on-image are different bugs." }, { "left": "issue:22355", "right": "issue:28218", "accept": false, - "reason": "Module import failure vs tokenizer spacing after added token; distinct issues." + "reason": "A missing module import and tokenizer added-space behavior are unrelated." }, { "left": "issue:39401", "right": "issue:44568", "accept": false, - "reason": "Offset mapping bug vs BOS/EOS special-token insertion regression; different tokenizer behaviors." + "reason": "Wrong offset_mapping and missing BOS/EOS on add_special_tokens are both tokenizer bugs, but they are different tokenization behaviors." }, { "left": "issue:42886", "right": "issue:43066", "accept": false, - "reason": "Offline cache loading failure vs wrong decoder type in v5; different tokenizer issues." + "reason": "Offline cache-loading failure and wrong tokenizer decoder type are different tokenizer regressions." }, { "left": "issue:42886", "right": "issue:42994", "accept": false, - "reason": "Tokenizer cache/offline bug vs quantized model saving failure; unrelated." + "reason": "Tokenizer offline cache loading and quantized model saving failure are unrelated." }, { "left": "issue:42757", "right": "issue:45278", "accept": false, - "reason": "huggingface_hub import error vs broad Transformers import errors after upgrade; too generic to be the same bug." - }, - { - "left": "issue:27957", - "right": "issue:30990", - "accept": false, - "reason": "Flash Attention 2 on XLMRoberta vs Sentence Transformers loading hang; unrelated." - }, - { - "left": "issue:44188", - "right": "issue:44373", - "accept": false, - "reason": "torch.compile attention-kernel divergence vs position_ids docstring typo; not the same bug." - }, - { - "left": "issue:43408", - "right": "issue:46369", - "accept": false, - "reason": "SAM3 tracker/model-type warning vs SAM3 LiteText memory overflow; different symptoms." - }, - { - "left": "issue:43232", - "right": "issue:45593", - "accept": false, - "reason": "Generation kwargs update after sync_gpus vs D-FINE denoising/aux-loss behavior; different code paths." - }, - { - "left": "issue:42796", - "right": "issue:43122", - "accept": false, - "reason": "Tokenizer BPE marker handling vs version-to-version tokenization difference; related area but not the same concrete bug." - }, - { - "left": "issue:43646", - "right": "issue:46002", - "accept": false, - "reason": "Custom model initialization breakage vs NaNs in classification heads on checkout/init; not enough evidence of one bug." - }, - { - "left": "issue:45381", - "right": "issue:46909", - "accept": false, - "reason": "Qwen2.5-VL video position IDs vs broken DIA docs example; unrelated." - }, - { - "left": "issue:43540", - "right": "issue:46909", - "accept": false, - "reason": "Qwen3OmniMoe video-input ValueError vs DIA documentation example; completely different." + "reason": "An import from huggingface_hub missing is_offline_mode and broad import errors after upgrade are related only at a very high level, not the same concrete bug." } ] }, @@ -15277,64 +15268,72 @@ "review_unit_count": 61, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ - "issue:22355", - "issue:29159", + "issue:27957", "issue:30990", "issue:33357", "issue:39401", "issue:41628", "issue:42371", - "issue:42757", + "issue:42796", "issue:42907", - "issue:43116", "issue:43122", + "issue:43232", "issue:43408", "issue:43452", "issue:43475", + "issue:43540", "issue:43576", + "issue:43646", "issue:43756", "issue:43784", - "issue:43824", "issue:43937", "issue:43976", "issue:44038", "issue:44060", "issue:44117", - "issue:44222", + "issue:44188", "issue:44263", "issue:44295", "issue:44297", - "issue:44351", "issue:44360", + "issue:44373", "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:45381", + "issue:45593", "issue:45600", + "issue:46002", "issue:46172", "issue:46326", - "issue:46614", - "issue:46762" + "issue:46369", + "issue:46762", + "issue:46909" ], "soft_pairs": [ + "issue:44188|issue:44373", + "issue:27957|issue:30990", + "issue:43408|issue:46369", + "issue:43232|issue:45593", + "issue:42796|issue:43122", + "issue:43646|issue:46002", + "issue:45381|issue:46909", + "issue:43540|issue:46909", "issue:42907|issue:44945", - "issue:30990|issue:33357", "issue:44295|issue:44297", + "issue:30990|issue:33357", "issue:43576|issue:43784", "issue:42371|issue:44263", "issue:42907|issue:44964", @@ -15355,236 +15354,222 @@ "issue:44038|issue:44297", "issue:43122|issue:46326", "issue:42907|issue:43452", - "issue:44038|issue:44295", - "issue:45216|issue:45478", - "issue:22355|issue:29159", - "issue:44038|issue:44222", - "issue:39401|issue:46614", - "issue:43824|issue:44351", - "issue:43116|issue:45200", - "issue:43122|issue:44779", - "issue:42757|issue:44351" + "issue:44038|issue:44295" ], - "prepared_review_unit_hash": "5c3b4c11aa856726afbe3e5b57aa81fe390c5e9731eaa1564945fd2ad0c90ef9", + "prepared_review_unit_hash": "04d23c134f727c8417955c92283ce5bd8a43855d5c6523017eb0108420f84556", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1842, - "serialized_chars": 956212, - "estimated_input_tokens": 239053, - "estimated_eval_tokens": 478362 + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 36965, - "estimated_input_tokens": 9242, - "estimated_eval_tokens": 18740 + "serialized_chars": 36775, + "estimated_input_tokens": 9194, + "estimated_eval_tokens": 18644 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: most items are unrelated bug reports, with only broad thematic overlap around v5 regressions and import/tokenizer issues. None of the suggested soft edges look like true duplicates.", - "confidence": 0.34, - "canonical_issue_reason": "Issue 45278 is the broadest representative of the cluster\u2019s repeated v5 import/regression theme, so it is the best single issue to anchor triage even though it is not a duplicate of the others.", + "summary": "No soft pair looks like a true duplicate or the same fix. Most pairs are only loosely related by subsystem or version regression theme, but they target different concrete bugs. The broadest issue here is the v5 import/regression report.", + "confidence": 0.9, + "canonical_issue_reason": "Issue 45278 is the broadest, most umbrella-like regression report in the set: it summarizes widespread import breakage after upgrading to 5.5.0, making it the most plausible canonical issue among these mostly specific bug reports.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45278 is the strongest cluster representative because it captures the most general, user-facing failure mode among the mixed reports, especially the import-breakage subgroup.", + "best_issue_reason": "Issue 45278 is the best general representative because it describes a wide upgrade regression rather than a narrow model-specific or API-specific failure.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42907", - "right": "issue:44945", + "left": "issue:44188", + "right": "issue:44373", "accept": false, - "reason": "Different failure modes and subsystems: dequantized save/load vs pipeline-parallel output correctness." + "reason": "Attention-kernel branching under torch.compile and a wrong docstring for position_ids are unrelated." }, { - "left": "issue:30990", - "right": "issue:33357", + "left": "issue:27957", + "right": "issue:30990", "accept": false, - "reason": "Unrelated symptoms and code paths: loader hanging vs MacOS bus error on a CLIP model." + "reason": "Both involve loading/model usage, but one is an XLM-RoBERTa Flash Attention 2 issue and the other is Sentence Transformers hanging; different bugs." }, { - "left": "issue:44295", - "right": "issue:44297", + "left": "issue:43408", + "right": "issue:46369", "accept": false, - "reason": "One is a tensor/buffer access issue, the other is tokenizer metadata mismatch during save_pretrained." + "reason": "Both mention SAM3, but one is an incorrect model-type warning and the other is a memory overflow in a different model path." }, { - "left": "issue:43576", - "right": "issue:43784", + "left": "issue:43232", + "right": "issue:45593", "accept": false, - "reason": "Different problems: env CLI breakage vs a NameError during sentence-transformers import." + "reason": "Generation kwargs handling after sync_gpus is unrelated to D-FINE auxiliary-loss behavior." }, { - "left": "issue:42371", - "right": "issue:44263", + "left": "issue:42796", + "right": "issue:43122", "accept": false, - "reason": "TF32 settings warning is unrelated to the GlmMoeDsaIndexer torch.split behavior." + "reason": "Both are tokenizer-related, but one is a specific Ministral BPE-marker bug and the other is a version-wide tokenization regression." }, { - "left": "issue:42907", - "right": "issue:44964", + "left": "issue:43646", + "right": "issue:46002", "accept": false, - "reason": "Different models and failures: dequantized saving vs loading a specific multimodal checkpoint." + "reason": "Custom model initialization breakage is not the same underlying bug as NaNs in classification heads after checkout/init." }, { - "left": "issue:39401", + "left": "issue:45381", + "right": "issue:46909", + "accept": false, + "reason": "Qwen2.5-VL video position IDs and a broken DIA docs example are different issues." + }, + { + "left": "issue:43540", + "right": "issue:46909", + "accept": false, + "reason": "Qwen3OmniMoe video-processing errors are unrelated to a documentation example failure." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Dequantized model saving and incorrect output under pipeline parallelism are different code paths." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Reading position_ids after buffer registration is unrelated to tokenizer_class mismatches on save_pretrained." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Sentence Transformers hanging on load and a MacOS bus error with a CLIP model are distinct failures." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "A broken env CLI command and a NameError during sentence-transformers import are not the same bug." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 API guidance and a torch.split return-value issue in GlmMoeDsaIndexer are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Saving dequantized Ministral/Devstral models is unrelated to loading Phi-4 multimodal instruct." + }, + { + "left": "issue:39401", "right": "issue:44488", "accept": false, - "reason": "Different tokenization/model-loading bugs with no clear shared code path." + "reason": "Wrong offset_mapping in Qwen3 tokenizer and inability to load a specific model are different issues." }, { "left": "issue:43976", "right": "issue:44945", "accept": false, - "reason": "Python version compatibility issue vs incorrect output under pipeline parallelism." + "reason": "Python version compatibility and pipeline-parallelism output corruption are unrelated." }, { "left": "issue:46172", "right": "issue:46762", "accept": false, - "reason": "Both are numerical/model-quality complaints, but they concern different models and different attention implementations." + "reason": "Both are numeric/attention correctness issues, but they concern different models and different kernels." }, { "left": "issue:43756", "right": "issue:44060", "accept": false, - "reason": "Different model-family implementation issues: RoPE layer dropping vs tied-weights warning in Qwen3-Next." + "reason": "Smollm3 RoPE-layer placement and Qwen3-Next tied-weights warnings are separate model-definition bugs." }, { "left": "issue:41628", "right": "issue:45278", "accept": false, - "reason": "These overlap only at the broad level of import failures; the concrete missing symbols and root causes are not the same." + "reason": "Both are import-related regressions, but 41628 is a specific AutoImageProcessor export failure while 45278 is a broader collection of import errors after upgrade." }, { "left": "issue:42907", "right": "issue:43937", "accept": false, - "reason": "Save/dequantization bug is unrelated to invalid GenerationConfig handling." + "reason": "Model-saving failures and invalid GenerationConfig errors are different problems." }, { "left": "issue:44117", "right": "issue:44704", "accept": false, - "reason": "Tokenizer mapping None handling is a different code path from AutoProcessor kwargs forwarding." + "reason": "Tokenizer mapping returning None and AutoProcessor not forwarding kwargs to cached_file are distinct API bugs." }, { "left": "issue:43784", "right": "issue:45600", "accept": false, - "reason": "Import-time NameError in sentence-transformers is unrelated to stale auto_mappings config references." + "reason": "Importing sentence-transformers with latest transformers and stale auto_mappings references to removed Sam3LiteText configs are not the same bug." }, { "left": "issue:39401", "right": "issue:44521", "accept": false, - "reason": "Both involve tokenization, but one is offset mappings and the other is assistant mask generation for multimodal chat templates." + "reason": "Qwen3 tokenizer offset mapping and multimodal assistant_masks in apply_chat_template are different tokenization issues." }, { "left": "issue:44704", "right": "issue:45290", "accept": false, - "reason": "Both touch chat/processor APIs, but one is kwargs propagation to cached_file and the other is a tokenize=True crash on tool-call messages." + "reason": "AutoProcessor kwarg forwarding and apply_chat_template crashing on tool-call assistant messages are unrelated code paths." }, { "left": "issue:44625", "right": "issue:44829", "accept": false, - "reason": "Qwen3.5 config propagation and flash_attention_3 training degeneration are unrelated." + "reason": "num_labels propagation in Qwen3.5 config and degenerate training with flash_attention_3 are different failures." }, { "left": "issue:44360", "right": "issue:44485", "accept": false, - "reason": "A missing ReLU in the DSA indexer is unrelated to GLM-5 RoPE implementation." + "reason": "A missing ReLU in the DSA indexer and GLM-5 RoPE implementation concerns are unrelated." }, { - "left": "issue:43408", - "right": "issue:43475", + "left": "issue:44038", + "right": "issue:44297", "accept": false, - "reason": "Both are SAM 3 Video related, but one is a model-type warning and the other is a missing attribute bug." + "reason": "Qwen3-VL-Moe breakage and tokenizer_class mismatch on save are not the same issue." }, { "left": "issue:43122", "right": "issue:44521", "accept": false, - "reason": "Generic tokenizer regression and multimodal assistant-mask bug are different issues." - }, - { - "left": "issue:44038", - "right": "issue:44297", - "accept": false, - "reason": "Qwen3-VL-Moe compatibility and tokenizer_class save metadata mismatch are not the same defect." + "reason": "A version-wide tokenization difference and all-zero multimodal assistant masks are related only at a high level, not as the same concrete bug." }, { "left": "issue:43122", "right": "issue:46326", "accept": false, - "reason": "Different tokenizer regressions affecting different behaviors and likely different code paths." - }, - { - "left": "issue:42907", - "right": "issue:43452", - "accept": false, - "reason": "Dequantized save failure is unrelated to gguf_file loading for AutoTokenizer/AutoModel." + "reason": "General tokenization differences across versions and continue_final_message handling for mistral_common tokenizers are different defects." }, { "left": "issue:44038", "right": "issue:44295", "accept": false, - "reason": "Qwen3-VL-Moe bug and position_ids buffer access bug are unrelated." - }, - { - "left": "issue:45216", - "right": "issue:45478", - "accept": false, - "reason": "Both mention Qwen3.5 and version 5.4.0, but one is save_pretrained corruption while the other is from_pretrained failure; not the same concrete bug." - }, - { - "left": "issue:22355", - "right": "issue:29159", - "accept": false, - "reason": "ONNX import failure and slow/fast tokenizer inconsistency are unrelated." + "reason": "Qwen3-VL-Moe issues do not match the position_ids buffer-reading bug." }, { "left": "issue:44038", - "right": "issue:44222", - "accept": false, - "reason": "Qwen3-VL-Moe loading issue and FP8 save_pretrained issue are different code paths and failure modes." - }, - { - "left": "issue:39401", - "right": "issue:46614", - "accept": false, - "reason": "Tokenizer offset mapping regression is unrelated to stale phonemizer language state." - }, - { - "left": "issue:43824", - "right": "issue:44351", - "accept": false, - "reason": "Both are import errors, but they concern different missing symbols from different modules and likely different fixes." - }, - { - "left": "issue:43116", - "right": "issue:45200", - "accept": false, - "reason": "Example script classification output issue is unrelated to Gemma 4 mm_token_type_ids defaults." - }, - { - "left": "issue:43122", - "right": "issue:44779", - "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and do not appear to share the same root cause." - }, - { - "left": "issue:42757", - "right": "issue:44351", + "right": "issue:44295", "accept": false, - "reason": "Missing is_offline_mode from huggingface_hub and missing HybridCache from transformers are separate import failures." + "reason": "Qwen3-VL-Moe issues do not match the position_ids buffer-reading bug." } ] }, @@ -15603,45 +15588,47 @@ "review_unit_count": 61, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ "issue:22355", - "issue:28348", "issue:29127", + "issue:29159", "issue:36296", "issue:38617", + "issue:39401", "issue:42175", "issue:42371", "issue:42673", + "issue:42757", "issue:42898", "issue:43066", "issue:43116", + "issue:43122", "issue:43278", "issue:43493", "issue:43611", - "issue:43618", - "issue:43825", + "issue:43824", "issue:43874", "issue:43937", "issue:43976", - "issue:43992", "issue:44038", - "issue:44075", "issue:44188", + "issue:44222", + "issue:44351", "issue:44355", "issue:44485", "issue:44610", "issue:44625", - "issue:44704", "issue:44779", - "issue:44936", "issue:44938", "issue:44945", "issue:45072", "issue:45083", + "issue:45200", + "issue:45216", "issue:45278", "issue:45357", "issue:45446", @@ -15651,13 +15638,18 @@ "issue:46231", "issue:46328", "issue:46614", - "issue:46640", - "issue:46710", - "issue:46829", "issue:46877", "issue:46909" ], "soft_pairs": [ + "issue:45216|issue:45478", + "issue:22355|issue:29159", + "issue:44038|issue:44222", + "issue:39401|issue:46614", + "issue:43824|issue:44351", + "issue:43116|issue:45200", + "issue:43122|issue:44779", + "issue:42757|issue:44351", "issue:36296|issue:43116", "issue:43278|issue:44945", "issue:42175|issue:44938", @@ -15673,216 +15665,222 @@ "issue:43611|issue:46002", "issue:43976|issue:45446", "issue:44355|issue:46231", - "issue:43116|issue:43493", "issue:42673|issue:45072", + "issue:43116|issue:43493", "issue:45357|issue:45478", "issue:44625|issue:46002", "issue:42371|issue:43874", "issue:45083|issue:45446", - "issue:44610|issue:46909", - "issue:43992|issue:44704", - "issue:44075|issue:44936", - "issue:43618|issue:46829", - "issue:43116|issue:43825", - "issue:43066|issue:46710", - "issue:28348|issue:46640" + "issue:44610|issue:46909" ], - "prepared_review_unit_hash": "07af1d52db917d9eb73b127ae4139ccf673f692379d6f18e4580d12d760606a3", + "prepared_review_unit_hash": "4a3f4943041aa5cb33a101380fb3df339e2a4872f47ffd6e051a299cb49f98ff", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1842, - "serialized_chars": 956212, - "estimated_input_tokens": 239053, - "estimated_eval_tokens": 478362 + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 35627, - "estimated_input_tokens": 8907, - "estimated_eval_tokens": 18070 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35711, + "estimated_input_tokens": 8928, + "estimated_eval_tokens": 18112 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are only loosely related by Transformers/v5 regression language. They span distinct bugs, features, model families, and documentation issues, so I would not deduplicate any of the soft pairs.", - "confidence": 0.91, - "canonical_issue_reason": "Issue 45278 is the broadest, most representative complaint in the set: a v5 upgrade causing multiple import failures. It is the closest fit for the small import-regression subset, even though the cluster as a whole is not a true duplicate set.", + "summary": "The cluster is mostly noise: the soft pairs share broad keywords like tokenizers, imports, or Qwen/GLM model names, but they describe different concrete bugs and change requests. No soft edge looks like a true duplicate pair.", + "confidence": 0.96, + "canonical_issue_reason": "issue:45478 is the most central node in the only somewhat coherent mini-group (Qwen3.5/Qwen3.5-Moe save/load regressions), so it is the best representative issue in this noisy cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45278 is the best single representative because it captures the widest, most central failure mode among these issues: widespread import breakage after a version upgrade.", + "best_issue_reason": "issue:45478 is the strongest representative of the densest related subgroup, but the overall cluster is too heterogeneous for it to serve as a true canonical for all items.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Related Qwen3.5 save/load regressions, but one is incorrect checkpoint saving and the other is a from_pretrained load error; not the same bug." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "Different subsystems: missing transformers.onnx module vs tokenizer slow/fast inconsistency." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Both mention MoE/Qwen-related behavior, but one is a model bug in transformers 5.0 and the other is FP8 save_pretrained behavior; not the same change." + }, + { + "left": "issue:39401", + "right": "issue:46614", + "accept": false, + "reason": "Different tokenizers and failure modes: Qwen3 offset mapping vs Wav2Vec2 phonemizer language state." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols in different APIs/packages." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Different functionality: example script multi-label outputs vs Gemma 4 multimodal token type ids in fine-tuning." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different tokenization outputs." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports from different packages; no shared underlying bug is evident." + }, { "left": "issue:36296", "right": "issue:43116", "accept": false, - "reason": "Different problems: tensor-parallel training instability vs an example script returning empty multi-label results." + "reason": "Tensor parallel training bug and example-script classification output issue are unrelated." }, { "left": "issue:43278", "right": "issue:44945", "accept": false, - "reason": "One is an eval dtype drift issue; the other is incorrect output under pipeline parallelism. Different code paths and symptoms." + "reason": "BF16/FP32 dtype drift in evaluation is unrelated to incorrect output under pipeline parallelism." }, { "left": "issue:42175", "right": "issue:44938", "accept": false, - "reason": "Both are environment/version-related, but one is backend selection in extras install and the other is Python 3.14 load failure. Not the same bug." + "reason": "Packaging/backend dependency issue vs Python 3.14 load failure; different root causes." }, { "left": "issue:22355", "right": "issue:29127", "accept": false, - "reason": "Unrelated: missing transformers.onnx module import vs unclear LayoutLMv3 validation error messaging." + "reason": "Missing onnx submodule import and LayoutLMv3 error-message clarity are unrelated." }, { "left": "issue:43493", "right": "issue:45753", "accept": false, - "reason": "Different model families and failures: SigLIP2 implementation mismatch vs Qwen3_5 looping on a specific image." + "reason": "Different models and symptoms: SigLIP2 HF/JAX mismatch vs Qwen3_5 infinite loop on one image." }, { "left": "issue:46231", "right": "issue:46877", "accept": false, - "reason": "Both are doc-related, but one is a parameter name mismatch and the other is import-time stdout logging. Different issues." + "reason": "Docs parameter-name mismatch vs import-time docstring diagnostics; not the same issue." }, { "left": "issue:44188", "right": "issue:46328", "accept": false, - "reason": "Attention-kernel divergence under torch.compile is unrelated to a padding performance regression." + "reason": "Attention-kernel divergence under torch.compile and numpy padding inefficiency are unrelated." }, { "left": "issue:43937", "right": "issue:44485", "accept": false, - "reason": "Same model family, but one is invalid GenerationConfig validation and the other is a RoPE implementation discussion. Not the same concrete bug." + "reason": "Both are GLM-5 related, but one is GenerationConfig validation and the other is RoPE implementation; distinct bugs." }, { "left": "issue:38617", "right": "issue:45278", "accept": false, - "reason": "Both mention import problems after v5, but 38617 is one specific missing symbol while 45278 is a broader upgrade fallout. Too coarse to merge." + "reason": "A specific missing import and a broad post-upgrade import breakage report are not clearly the same underlying defect." }, { "left": "issue:42898", "right": "issue:46614", "accept": false, - "reason": "Tokenizer cleanup behavior change is unrelated to stale phonemizer backend state." + "reason": "Tokenization-space behavior change and stale phonemizer backend state are different bugs." }, { "left": "issue:43066", "right": "issue:44779", "accept": false, - "reason": "Both involve tokenizers, but one is decoder type selection and the other is DeepSeek tokenization correctness. Different bugs." + "reason": "Both are v5 tokenizer regressions, but they target different models and different failure modes." }, { "left": "issue:44038", "right": "issue:45478", "accept": false, - "reason": "Both involve Qwen/MoE loading, but they target different models and error modes. Not clearly one underlying defect." + "reason": "Same model family, but one is a Qwen3-VL-Moe bug and the other is a Qwen3.5-Moe loading error; not mergeable as one fix." }, { "left": "issue:43611", "right": "issue:46002", "accept": false, - "reason": "Model loading with base_model_prefix is unrelated to NaNs in classification heads." + "reason": "Base_model_prefix loading regression and NaNs in classification head initialization are unrelated." }, { "left": "issue:43976", "right": "issue:45446", "accept": false, - "reason": "Separate version-check problems: Python support regression vs incorrect PyTorch version gating for an import." + "reason": "Both involve version checks, but one is Python support gating and the other is a PyTorch import-version check; different code paths." }, { "left": "issue:44355", "right": "issue:46231", "accept": false, - "reason": "Compiled Python file errors are unrelated to a documentation parameter typo." + "reason": "Compiled Python file errors and a documentation parameter mismatch are unrelated." }, { - "left": "issue:43116", - "right": "issue:43493", + "left": "issue:42673", + "right": "issue:45072", "accept": false, - "reason": "An example script classification bug and a SigLIP2 implementation discrepancy are unrelated." + "reason": "VRAM leak in multithreaded dataloader use and dtype mismatches in bfloat16 inference are unrelated." }, { - "left": "issue:42673", - "right": "issue:45072", + "left": "issue:43116", + "right": "issue:43493", "accept": false, - "reason": "VRAM leakage in multi-threaded use is different from bf16 dtype mismatches in inference." + "reason": "Example-script classification issue and SigLIP2 implementation mismatch are unrelated." }, { "left": "issue:45357", "right": "issue:45478", "accept": false, - "reason": "Both concern Qwen3.5/Moe, but one is save_pretrained key serialization and the other is from_pretrained loading failure. Different code paths." + "reason": "Both are Qwen3.5 regressions, but one is incorrect save_pretrained visual keys and the other is a from_pretrained error; different concrete bugs." }, { "left": "issue:44625", "right": "issue:46002", "accept": false, - "reason": "num_labels propagation in Qwen3.5 is unrelated to NaNs in classification heads." + "reason": "Config propagation bug and NaNs during init are different issues." }, { "left": "issue:42371", "right": "issue:43874", "accept": false, - "reason": "TF32 API guidance is unrelated to a missing multimodal helper method in GLM46V image processing." + "reason": "TF32 API guidance and GLM46V image-patch helper failure are unrelated." }, { "left": "issue:45083", "right": "issue:45446", "accept": false, - "reason": "A feature-extraction length helper issue is unrelated to a PyTorch version guard bug." + "reason": "Different code paths: qwen3_omni_moe feature-length helper vs flex_attention version check." }, { "left": "issue:44610", "right": "issue:46909", "accept": false, - "reason": "Processor image-size mismatch is unrelated to a broken documentation example." - }, - { - "left": "issue:43992", - "right": "issue:44704", - "accept": false, - "reason": "Missing weight loading in UMT5Encoder is unrelated to AutoProcessor not forwarding kwargs to cached_file." - }, - { - "left": "issue:44075", - "right": "issue:44936", - "accept": false, - "reason": "Optimizer argument handling and trainer.evaluate() failure are different bugs." - }, - { - "left": "issue:43618", - "right": "issue:46829", - "accept": false, - "reason": "Both are output-field bugs, but they affect different models and different fields; not the same concrete issue." - }, - { - "left": "issue:43116", - "right": "issue:43825", - "accept": false, - "reason": "A classification example bug is unrelated to an incorrect pipeline error message about translation support." - }, - { - "left": "issue:43066", - "right": "issue:46710", - "accept": false, - "reason": "Tokenizer decoder-type regression is unrelated to a DeepSeek accuracy regression." - }, - { - "left": "issue:28348", - "right": "issue:46640", - "accept": false, - "reason": "A feature request for GPT2 flash-attn support is not the same as a generic flash-attention bug report." + "reason": "Processor/model input-size mismatch and a broken documentation example are unrelated." } ] }, @@ -15901,63 +15899,69 @@ "review_unit_count": 61, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ + "issue:28348", "issue:33453", - "issue:38617", "issue:39401", - "issue:41628", "issue:42222", "issue:42673", "issue:42796", "issue:43064", - "issue:43122", - "issue:43408", + "issue:43066", + "issue:43116", "issue:43441", "issue:43450", + "issue:43618", "issue:43673", - "issue:43742", + "issue:43825", "issue:43827", "issue:43937", "issue:43986", + "issue:43992", + "issue:44075", "issue:44117", "issue:44263", "issue:44291", "issue:44380", "issue:44410", "issue:44466", + "issue:44704", "issue:44779", - "issue:44829", + "issue:44936", "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:46002", "issue:46077", - "issue:46298", "issue:46328", - "issue:46512", "issue:46614", + "issue:46640", "issue:46655", "issue:46697", + "issue:46710", "issue:46752", - "issue:46762" + "issue:46762", + "issue:46829" ], "soft_pairs": [ - "issue:44263|issue:46762", + "issue:43992|issue:44704", + "issue:44075|issue:44936", + "issue:43618|issue:46829", + "issue:43116|issue:43825", + "issue:28348|issue:46640", + "issue:43066|issue:46710", "issue:46614|issue:46752", + "issue:44263|issue:46762", "issue:44995|issue:46697", "issue:45092|issue:46762", "issue:42222|issue:43441", @@ -15965,104 +15969,132 @@ "issue:33453|issue:39401", "issue:43064|issue:43673", "issue:42673|issue:42796", - "issue:43937|issue:45563", "issue:44380|issue:46077", + "issue:43937|issue:45563", "issue:43673|issue:46328", "issue:42673|issue:46655", "issue:42222|issue:46752", - "issue:44291|issue:45071", "issue:45405|issue:45446", + "issue:44291|issue:45071", "issue:44117|issue:45588", "issue:39401|issue:44779", "issue:44466|issue:46002", "issue:44410|issue:45310", "issue:43937|issue:44977", - "issue:43450|issue:43986", - "issue:45341|issue:46328", - "issue:45341|issue:45561", - "issue:44829|issue:45216", - "issue:45071|issue:46512", - "issue:44117|issue:45081", - "issue:43408|issue:43742", - "issue:38617|issue:41628", - "issue:43122|issue:46298" + "issue:43450|issue:43986" ], - "prepared_review_unit_hash": "b614bb38c34162dc556f2b6a4be4038f003079852fea96184267be9741240bec", + "prepared_review_unit_hash": "c144afe6561b030fbf4eb0d15a5ad399d1951683a2207bd797cd642a22be02d4", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1842, - "serialized_chars": 956212, - "estimated_input_tokens": 239053, - "estimated_eval_tokens": 478362 + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36702, - "estimated_input_tokens": 9176, - "estimated_eval_tokens": 18608 + "soft_pair_count": 28, + "serialized_chars": 35845, + "estimated_input_tokens": 8962, + "estimated_eval_tokens": 18180 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a grab bag of unrelated regression reports. None of the soft pairs look like the same concrete bug/change, so they should stay separate.", - "confidence": 0.84, - "canonical_issue_reason": "issue:43122 is the broadest and most representative tokenization-regression report in the set, with clear v4\u2192v5 behavior change wording and existing inbound references.", + "summary": "This cluster is highly heterogeneous: most items are unrelated Transformers bugs spanning tokenizers, generation, vision/video processing, flash-attention, training, and config/init regressions. None of the soft pairs look like the same underlying bug or change, so I would not merge any of them.", + "confidence": 0.93, + "canonical_issue_reason": "issue:44779 is the clearest self-contained bug report in the cluster: it names a specific model, a version regression, and a concrete tokenizer misbehavior. The rest are mostly unrelated and do not form a single duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43122 is the best representative issue because it captures the most general and reusable failure mode here: tokenizer behavior changing across the v4\u2192v5 upgrade.", + "best_issue_reason": "issue:44779 is the best representative issue because it is specific, reproducible, and clearly scoped, even though the overall cluster is too mixed to treat as one duplicate family.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44263", - "right": "issue:46762", + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Different subsystems and failures: model weight loading vs processor kwarg forwarding." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Unrelated training/evaluation behavior versus optimizer argument handling." + }, + { + "left": "issue:43618", + "right": "issue:46829", + "accept": false, + "reason": "Both are output-structure bugs, but they affect different models and fields with different symptoms." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "One is example-script multi-label inference, the other is a pipeline error-message/docs regression." + }, + { + "left": "issue:28348", + "right": "issue:46640", + "accept": false, + "reason": "Both mention FlashAttention, but one is GPT-2 support and the other is an unspecified issue with no clear shared code path." + }, + { + "left": "issue:43066", + "right": "issue:46710", "accept": false, - "reason": "Different models and failure modes: GlmMoeDsaIndexer split handling vs Minimax attention numerical mismatch." + "reason": "Tokenizer decoder-type regression is unrelated to the DeepSeek accuracy regression." }, { "left": "issue:46614", "right": "issue:46752", "accept": false, - "reason": "Stale phonemizer backend state is unrelated to apply_chat_template crashing on an empty list." + "reason": "Tokenizer phonemizer state bug versus chat-template empty-input crash." + }, + { + "left": "issue:44263", + "right": "issue:46762", + "accept": false, + "reason": "Different attention/indexing problems in different models; no evidence they share the same bug." }, { "left": "issue:44995", "right": "issue:46697", "accept": false, - "reason": "Cache/indexer crash in GLM-MoE is unrelated to Swin2SR image over-padding." + "reason": "Stale indexer cache crash is unrelated to image over-padding." }, { "left": "issue:45092", "right": "issue:46762", "accept": false, - "reason": "Meta-init incompatibility for old InternVL2 checkpoints is unrelated to Minimax attention numerics." + "reason": "Meta-init incompatibility for remote-code checkpoints is not the same as Minimax attention numerical drift." }, { "left": "issue:42222", "right": "issue:43441", "accept": false, - "reason": "VitPose import/broken model loading is unrelated to Ministral FlashAttention generation failure." + "reason": "Vitpose loading breakage and Ministral FlashAttention failure are separate model-specific issues." }, { "left": "issue:43827", "right": "issue:45446", "accept": false, - "reason": "Docs still referencing pipeline() is unrelated to a PyTorch version gate bug in flex_attention." + "reason": "Docs still referencing pipeline() is unrelated to a flex_attention import version check." }, { "left": "issue:33453", "right": "issue:39401", "accept": false, - "reason": "Generic tokenizer-loading regression is too broad to match a specific Qwen3 offset_mapping bug." + "reason": "Generic tokenizer-loading regression and Qwen3 offset_mapping bug are different failures." }, { "left": "issue:43064", "right": "issue:43673", "accept": false, - "reason": "Optimizer-state corruption under FSDP2/PEFT is unrelated to GenerationMixin cache missing in chunked_prefill." + "reason": "Distributed optimizer state corruption is unrelated to chunked_prefill cache handling." }, { "left": "issue:42673", @@ -16071,130 +16103,82 @@ "reason": "VRAM leak in Qwen3ForCausalLM is unrelated to Ministral tokenizer BPE-marker handling." }, { - "left": "issue:43937", - "right": "issue:45563", + "left": "issue:44380", + "right": "issue:46077", "accept": false, - "reason": "Invalid GenerationConfig and stale num_return_sequences warning are different generation issues." + "reason": "Both involve attention behavior, but the concrete bugs are different: scaling ignored vs bidirectional masking wrong." }, { - "left": "issue:44380", - "right": "issue:46077", + "left": "issue:43937", + "right": "issue:45563", "accept": false, - "reason": "Both involve attention backends, but one is scaling config ignored and the other is bidirectional masking built as causal; not the same bug." + "reason": "GenerationConfig validation error and a stale warning for num_return_sequences are different code paths." }, { "left": "issue:43673", "right": "issue:46328", "accept": false, - "reason": "Generation cache missing is unrelated to a SequenceFeatureExtractor padding performance issue." + "reason": "Generation cache handling and SequenceFeatureExtractor padding performance are unrelated." }, { "left": "issue:42673", "right": "issue:46655", "accept": false, - "reason": "Qwen3 VRAM leak in dataloader threads is unrelated to video padding calculation in SmolVLM." + "reason": "VRAM leak in causal LM threading is unrelated to video processor padding." }, { "left": "issue:42222", "right": "issue:46752", "accept": false, - "reason": "VitPose model breakage is unrelated to empty-list chat templating." + "reason": "Vitpose model breakage and empty-chat-template IndexError are not the same bug." }, { - "left": "issue:44291", - "right": "issue:45071", + "left": "issue:45405", + "right": "issue:45446", "accept": false, - "reason": "Both touch v5 compatibility, but init_empty_weights argument handling and PretrainedConfig type checking are different failures." + "reason": "A released-version dependency bump and an incorrect PyTorch version check are unrelated maintenance issues." }, { - "left": "issue:45405", - "right": "issue:45446", + "left": "issue:44291", + "right": "issue:45071", "accept": false, - "reason": "PEFT minimum-version packaging issue is unrelated to flex_attention's import/version check." + "reason": "Meta-init constructor argument mismatch and PretrainedConfig type checking are different compatibility regressions." }, { "left": "issue:44117", "right": "issue:45588", "accept": false, - "reason": "Tokenizer mapping returning None is unrelated to flash_attention.py crashing on s_aux=None." + "reason": "Tokenizer mapping None handling is unrelated to flash_attention auxiliary-state crashes." }, { "left": "issue:39401", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions, but one is offset_mapping and the other is general tokenization output; not the same concrete bug." + "reason": "Both are tokenizer regressions, but they affect different models and different observable outputs." }, { "left": "issue:44466", "right": "issue:46002", "accept": false, - "reason": "lm_head.weight serialization inconsistency is unrelated to NaNs in classification heads after checkout/init." + "reason": "State-dependent lm_head serialization differs from NaNs in classification heads; no shared code path is evident." }, { "left": "issue:44410", "right": "issue:45310", "accept": false, - "reason": "Missing projections in qwen3next layer 0 is a model-architecture issue, not the same as Qwen3.5 MoE from_pretrained loading failure." + "reason": "Missing QKV/gate projections in one model is not the same as a Qwen3.5 MoE from_pretrained failure." }, { "left": "issue:43937", "right": "issue:44977", "accept": false, - "reason": "GLM-5 GenerationConfig validation and Qwen3.5 flash-attention generation are different issues." + "reason": "Invalid GenerationConfig and FlashAttention generation failure are distinct issues." }, { "left": "issue:43450", "right": "issue:43986", "accept": false, - "reason": "Incorrect batched video processor shapes are unrelated to AutoProcessor crashing without torchvision." - }, - { - "left": "issue:45341", - "right": "issue:46328", - "accept": false, - "reason": "A testing_utils bug and a SequenceFeatureExtractor padding inefficiency are unrelated." - }, - { - "left": "issue:45341", - "right": "issue:45561", - "accept": false, - "reason": "A small testing_utils bug is not the same as the pytest-xdist captured_info.txt race." - }, - { - "left": "issue:44829", - "right": "issue:45216", - "accept": false, - "reason": "Degenerate training with flash_attention_3 is unrelated to Qwen3.5 save_pretrained checkpoint corruption." - }, - { - "left": "issue:45071", - "right": "issue:46512", - "accept": false, - "reason": "Broken PretrainedConfig type checking is unrelated to stale model.config.dtype after from_config(dtype=...)." - }, - { - "left": "issue:44117", - "right": "issue:45081", - "accept": false, - "reason": "Tokenizer mapping lookup failure is unrelated to Mistral regex patching crashing on backend_tokenizer access." - }, - { - "left": "issue:43408", - "right": "issue:43742", - "accept": false, - "reason": "sam3_video/sam3_tracker config mismatch is unrelated to MobileLLM key errors." - }, - { - "left": "issue:38617", - "right": "issue:41628", - "accept": false, - "reason": "Both are import errors, but they concern different missing symbols and likely different export paths." - }, - { - "left": "issue:43122", - "right": "issue:46298", - "accept": false, - "reason": "Tokenization behavior change and a noisy logging message are unrelated." + "reason": "Batched video processor shape bug is unrelated to AutoProcessor crashing without torchvision." } ] }, @@ -16218,7 +16202,6 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ - "issue:27957", "issue:38617", "issue:39401", "issue:41628", @@ -16229,44 +16212,54 @@ "issue:43097", "issue:43122", "issue:43208", - "issue:43352", + "issue:43408", "issue:43673", - "issue:43874", + "issue:43742", "issue:43931", "issue:43937", - "issue:44038", "issue:44075", + "issue:44117", "issue:44220", "issue:44261", "issue:44263", - "issue:44360", "issue:44410", - "issue:44483", "issue:44484", "issue:44485", "issue:44493", "issue:44496", + "issue:44829", "issue:44877", "issue:44933", "issue:45071", + "issue:45081", + "issue:45216", "issue:45278", "issue:45310", "issue:45341", "issue:45362", - "issue:45464", "issue:45478", "issue:45542", + "issue:45561", "issue:45656", - "issue:46172", "issue:46178", "issue:46209", "issue:46231", + "issue:46298", "issue:46328", + "issue:46512", "issue:46617", "issue:46762", "issue:46894" ], "soft_pairs": [ + "issue:45341|issue:46328", + "issue:44829|issue:45216", + "issue:45341|issue:45561", + "issue:45071|issue:46512", + "issue:44117|issue:45081", + "issue:43408|issue:43742", + "issue:38617|issue:41628", + "issue:43122|issue:46298", "issue:42617|issue:45341", "issue:45362|issue:46328", "issue:42222|issue:46178", @@ -16285,227 +16278,226 @@ "issue:43066|issue:43122", "issue:44263|issue:44485", "issue:43097|issue:44493", - "issue:43931|issue:44410", "issue:43673|issue:45341", "issue:42222|issue:45542", + "issue:43931|issue:44410", "issue:41628|issue:45071", - "issue:45071|issue:45542", - "issue:44484|issue:45478", - "issue:44483|issue:45464", - "issue:43874|issue:44261", - "issue:44263|issue:46172", - "issue:44360|issue:46172", - "issue:27957|issue:43352", - "issue:43931|issue:44038" + "issue:45071|issue:45542" ], - "prepared_review_unit_hash": "55c0210151c04c47062285fe6319311facc3991d5763fbe5768202c8cb6e86e7", + "prepared_review_unit_hash": "214edae498bf5222586fbab8820807304139197969cb71003d349f651112ee2b", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1842, - "serialized_chars": 956212, - "estimated_input_tokens": 239053, - "estimated_eval_tokens": 478362 + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 35394, - "estimated_input_tokens": 8849, - "estimated_eval_tokens": 17954 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36564, + "estimated_input_tokens": 9141, + "estimated_eval_tokens": 18538 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is very heterogeneous: most pairs share only a loose Transformers/version/regression vibe, not the same concrete bug. I found no PRs, and I would not merge any of the soft edges as duplicates with high confidence.", - "confidence": 0.27, - "canonical_issue_reason": "issue:45278 is the broadest regression-style report in the set and the closest thing to an umbrella issue for the import/error breakage subset, though the cluster as a whole is not a clean duplicate group.", + "summary": "This cluster is mostly a grab bag of unrelated Transformers bugs (imports, tokenization, model loading, config, training, and testing). None of the soft pairs look like the same underlying bug or change, so they are all rejected. The strongest canonical issue is the exact Qwen3.5 MoE from_pretrained duplicate pair.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 45310 is the best canonical issue: it is the earliest of the exact duplicate Qwen3.5 MoE from_pretrained reports (paired with 45478) and describes a concrete regression.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the best available representative because it is the most general and captures the widest surface area among these issues, but it still does not truly cover the whole heterogeneous cluster.", + "best_issue_reason": "45310 is the strongest global issue representative because it is a clear, concrete bug report and has an exact same-title duplicate nearby.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "Testing-utils bug vs sequence feature padding performance issue; unrelated symptoms and code paths." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Flash-attention training regression and Qwen3.5 save_pretrained checkpoint regression are different bugs." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Both touch testing helpers, but one is a doc/small bug and the other is a pytest-xdist file race; not the same issue." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "Type-checking regression in PreTrainedConfig vs stale dtype state after from_config; different failure modes." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer mapping None handling and Mistral regex patch crash are distinct code paths." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "Different model-loading failures for different models; no shared concrete bug." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and likely different regressions." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Tokenizer behavior regression vs a noisy logging message; unrelated." + }, { "left": "issue:42617", "right": "issue:45341", "accept": false, - "reason": "Unrelated failures: running 3d_parallel.py vs a small testing_utils bug." + "reason": "A script runtime failure and a testing-utils bug are not the same underlying defect." }, { "left": "issue:45362", "right": "issue:46328", "accept": false, - "reason": "Different areas and symptoms: Qwen3.5 chat crash vs SequenceFeatureExtractor.pad inefficiency." + "reason": "Qwen3.5 chat crash and sequence padding performance issue are unrelated." }, { "left": "issue:42222", "right": "issue:46178", "accept": false, - "reason": "VitPose model breakage and a tensorflow_text backend mapping error are unrelated." + "reason": "Vitpose model breakage and tensorflow_text backend mapping error are different bugs." }, { "left": "issue:44484", "right": "issue:45310", "accept": false, - "reason": "save_pretrained shard-size question is not the same as Qwen3.5-MoE from_pretrained failure." + "reason": "Shard-size question and Qwen3.5 MoE loading error are unrelated." }, { "left": "issue:42371", "right": "issue:44261", "accept": false, - "reason": "TF32 API guidance and MLA rms_norm_eps precision mismatch are different bugs." + "reason": "TF32 API guidance issue and MLA rms_norm_eps precision bug do not share the same underlying fix." }, { "left": "issue:44877", "right": "issue:46231", "accept": false, - "reason": "Strict config loading for granite_speech and a docs parameter-name typo are unrelated." + "reason": "Strict config loading bug and a documentation parameter-name mismatch are not duplicates." }, { "left": "issue:39401", "right": "issue:46209", "accept": false, - "reason": "Qwen3 tokenizer offset_mapping bug and FP8 inference failure on B200 are different code paths." + "reason": "Tokenizer offset mapping bug and FP8 inference on B200 are unrelated." }, { "left": "issue:43937", "right": "issue:44496", "accept": false, - "reason": "GLM generation config validation and unrecognized model/model_type loading are distinct loading problems." + "reason": "Invalid GenerationConfig for GLM-5 and unrecognized model config are different loading/validation failures." }, { "left": "issue:42371", "right": "issue:46617", "accept": false, - "reason": "TF32 behavior settings and trust_remote_code cache loading are unrelated." + "reason": "TF32 control API issue and trust_remote_code cache FileNotFoundError are unrelated." }, { "left": "issue:44410", "right": "issue:45478", "accept": false, - "reason": "Missing qwen3next projections and Qwen3.5-MoE from_pretrained errors are not the same bug." + "reason": "Missing qkv/gate projections in qwen3next and Qwen3.5 MoE from_pretrained error are different model bugs." }, { "left": "issue:44261", "right": "issue:46762", "accept": false, - "reason": "Layer-norm epsilon precision issue and Minimax MSA attention numerical differences are unrelated." + "reason": "Both mention numerical differences, but they concern different models and different implementations." }, { "left": "issue:44933", "right": "issue:45278", "accept": false, - "reason": "A specific nonexistent import from image_utils is not the same concrete issue as a broad post-upgrade import-regression report." + "reason": "Specific missing image_utils import vs broad import errors after upgrade; not the same bug." }, { "left": "issue:43208", "right": "issue:46894", "accept": false, - "reason": "xLSTM training blockers and CohereASR double-shift loss bug are different model/training problems." + "reason": "xLSTM training blockers and CohereASR double-shift bug are unrelated." }, { "left": "issue:38617", "right": "issue:44220", "accept": false, - "reason": "Configuration_utils import error and _torch_extract_fbank_features() issue are unrelated." + "reason": "Different import/runtime issues in unrelated modules." }, { "left": "issue:44075", "right": "issue:45656", "accept": false, - "reason": "SGD args being ignored is not the same as optimizer.step being called twice under deepspeed." + "reason": "SGD argument handling and optimizer step being called twice under deepspeed are different optimizer problems." }, { "left": "issue:43066", "right": "issue:43122", "accept": false, - "reason": "Wrong tokenizer decoder type and different tokenization outputs are related only at a very high level, not the same concrete bug." + "reason": "Tokenizer decoder-type regression and a broader tokenization difference are not the same concrete bug." }, { "left": "issue:44263", "right": "issue:44485", "accept": false, - "reason": "torch.split return handling and GLM-5 RoPE implementation are different defects." + "reason": "torch.split return handling in an indexer and GLM-5 RoPE implementation are unrelated." }, { "left": "issue:43097", "right": "issue:44493", "accept": false, - "reason": "Removed tie_embeddings_and_encoder_decoder and unexpected position-id keys are distinct regression reports." - }, - { - "left": "issue:43931", - "right": "issue:44410", - "accept": false, - "reason": "Qwen3-VL weight-shape mismatch and qwen3next missing projections are different model-loading failures." + "reason": "Removed tie_embeddings flag and unexpected key warnings with position ids are different regression surfaces." }, { "left": "issue:43673", "right": "issue:45341", "accept": false, - "reason": "GenerationMixin cache/chunked_prefill bug and a testing_utils bug are unrelated." + "reason": "Generation cache missing in chunked_prefill and a testing-utils bug are unrelated." }, { "left": "issue:42222", "right": "issue:45542", "accept": false, - "reason": "VitPose model breakage and undefined tf backend from tensorboard-only installs are unrelated." + "reason": "Vitpose model breakage and TensorFlow backend detection error are different issues." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and qwen3next missing projections are different model-loading bugs." }, { "left": "issue:41628", "right": "issue:45071", "accept": false, - "reason": "AutoImageProcessor import failure and PreTrainedConfig type-checking regression are different API breakages." + "reason": "Missing AutoImageProcessor import and PretrainedConfig type-checking regression are unrelated." }, { "left": "issue:45071", "right": "issue:45542", "accept": false, - "reason": "PreTrainedConfig type checking and TensorFlow backend detection are unrelated." - }, - { - "left": "issue:44484", - "right": "issue:45478", - "accept": false, - "reason": "max_shard_size question and Qwen3.5-MoE loading error are not the same underlying bug." - }, - { - "left": "issue:44483", - "right": "issue:45464", - "accept": false, - "reason": "chat/completions request rejection and streaming inference failure on Qwen3.5-0.8B are similar only by API surface, not the same concrete defect." - }, - { - "left": "issue:43874", - "right": "issue:44261", - "accept": false, - "reason": "Missing get_number_of_image_patches and rms_norm_eps precision error are unrelated." - }, - { - "left": "issue:44263", - "right": "issue:46172", - "accept": false, - "reason": "torch.split return values in GlmMoeDsaIndexer and DeepSeek comb transpose logic are different bugs." - }, - { - "left": "issue:44360", - "right": "issue:46172", - "accept": false, - "reason": "DSA indexer missing ReLU and DeepSeek transpose issue do not match." - }, - { - "left": "issue:27957", - "right": "issue:43352", - "accept": false, - "reason": "Both mention Flash Attention 2, but they are model-specific support questions, not the same bug." - }, - { - "left": "issue:43931", - "right": "issue:44038", - "accept": false, - "reason": "Qwen3-VL weight mismatch and Qwen3-VL-Moe loading bug are related by model family only, not the same failure." + "reason": "Type-checking regression and TensorFlow backend error are different problems." } ] }, @@ -16524,11 +16516,12 @@ "review_unit_count": 61, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ + "issue:27957", "issue:38617", "issue:42757", "issue:42890", @@ -16536,24 +16529,24 @@ "issue:43064", "issue:43097", "issue:43208", + "issue:43352", "issue:43441", "issue:43452", - "issue:43502", "issue:43531", "issue:43577", "issue:43673", - "issue:43873", "issue:43874", + "issue:43931", "issue:43986", - "issue:43992", "issue:44038", - "issue:44062", "issue:44117", "issue:44261", "issue:44263", "issue:44315", "issue:44351", + "issue:44360", "issue:44410", + "issue:44483", "issue:44484", "issue:44485", "issue:44829", @@ -16563,6 +16556,8 @@ "issue:45372", "issue:45375", "issue:45440", + "issue:45464", + "issue:45478", "issue:45588", "issue:45753", "issue:46050", @@ -16572,13 +16567,17 @@ "issue:46369", "issue:46655", "issue:46664", - "issue:46701", "issue:46710", - "issue:46752", - "issue:46821", "issue:46897" ], "soft_pairs": [ + "issue:44483|issue:45464", + "issue:44484|issue:45478", + "issue:43874|issue:44261", + "issue:44263|issue:46172", + "issue:44360|issue:46172", + "issue:27957|issue:43352", + "issue:43931|issue:44038", "issue:43012|issue:43577", "issue:43441|issue:44829", "issue:43097|issue:43452", @@ -16590,8 +16589,8 @@ "issue:44117|issue:44987", "issue:45440|issue:46172", "issue:43531|issue:45341", - "issue:43673|issue:46123", "issue:43097|issue:45588", + "issue:43673|issue:46123", "issue:38617|issue:42757", "issue:44410|issue:45375", "issue:44038|issue:44410", @@ -16603,228 +16602,228 @@ "issue:46655|issue:46664", "issue:42890|issue:46298", "issue:38617|issue:44351", - "issue:46172|issue:46710", - "issue:46298|issue:46752", - "issue:44062|issue:44117", - "issue:43097|issue:43873", - "issue:43012|issue:46821", - "issue:44117|issue:46701", - "issue:43502|issue:43992" + "issue:46172|issue:46710" ], - "prepared_review_unit_hash": "fc0676978717fbd4364bb0a3adf06b4d5046507b3a29bffb1d612e46e745addf", + "prepared_review_unit_hash": "07e444fc648a09febf294b2b192da8a6bad55e42ead3bf66f763be9183c94c16", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1842, - "serialized_chars": 956212, - "estimated_input_tokens": 239053, - "estimated_eval_tokens": 478362 + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36883, - "estimated_input_tokens": 9221, - "estimated_eval_tokens": 18698 + "soft_pair_count": 32, + "serialized_chars": 37118, + "estimated_input_tokens": 9280, + "estimated_eval_tokens": 18816 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose collection of unrelated Transformers bug reports with superficial overlap around v5 regressions, loading/import errors, and model-specific failures. None of the soft pairs look like the same underlying bug or change, so all are rejected.", - "confidence": 0.79, - "canonical_issue_reason": "issue:43097 is the broadest, most central v5 regression in the set: a user-facing API removal with version-wide impact, making it the best representative of the cluster\u2019s general theme even though it is not a duplicate of the others.", + "summary": "The cluster is very heterogeneous: most items are unrelated model-specific regressions, import errors, or test issues that only share broad Transformers subsystems. I found no soft pair that is clearly the same underlying bug/change, so all candidate duplicate links should be rejected.", + "confidence": 0.41, + "canonical_issue_reason": "issue:43097 is the most general and representative regression-style report in the set: it concerns a core v5 API removal with explicit downstream impact and inbound references, making it a better anchor than the more model-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43097 is the most representative issue because it is generic, high-impact, and tied to the same broad Transformers v5 breakage pattern that several other reports orbit around.", + "best_issue_reason": "issue:43097 is the best single issue to represent this cluster because it is broad, clearly scoped, and more central than the many highly specific model bugs; the rest do not cohere around one duplicate root cause.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both mention chat/completions, but one is a general v5 request-validation failure and the other is a Qwen3.5 streaming-specific failure; different bugs." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "Unrelated problems: one is about save_pretrained shard size defaults, the other is a Qwen3.5-MoE from_pretrained error." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Different model paths and different failures: missing image-patch API vs missing rms_norm_eps in config." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "Both are GLM/DeepSeek-related but the concrete code-paths differ completely: torch.split handling vs dtype/transpose behavior." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "Different bugs in different components: missing ReLU in a DSA indexer vs DeepSeek-V4 tensor conversion/transpose issue." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Both involve Flash Attention 2 support, but they are separate model-support issues for different architectures." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Both are Qwen3-VL-related, but the reported breakages are different model-loading/configuration failures." + }, { "left": "issue:43012", "right": "issue:43577", "accept": false, - "reason": "Both involve dtype/precision symptoms, but one is a PyTorch warning during compilation and the other is incorrect float32 casting when loading BLIP2; different code paths and fixes." + "reason": "A compilation precision warning is not the same as a Blip2 dtype propagation bug." }, { "left": "issue:43441", "right": "issue:44829", "accept": false, - "reason": "Both mention FlashAttention, but one is a model load/runtime failure for Ministral-3 and the other is a training degeneration issue in sequence classification; not the same bug." + "reason": "Both mention Flash Attention, but one is a model-loading failure and the other is a training-quality regression in sequence classification." }, { "left": "issue:43097", "right": "issue:43452", "accept": false, - "reason": "One is a removed API in v5, the other is a gguf_file/from_pretrained loading breakage; different concrete failures." + "reason": "A v5 API removal is unrelated to a gguf_file / from_pretrained loading breakage." }, { "left": "issue:45003", "right": "issue:45341", "accept": false, - "reason": "Different modules and problems: unsafe sys.modules access in modeling_utils vs a bug in testing_utils." + "reason": "modeling_utils sys.modules access and a testing_utils bug are unrelated." }, { "left": "issue:43986", "right": "issue:45341", "accept": false, - "reason": "AutoProcessor/video-model import handling is unrelated to a testing_utils bug." + "reason": "AutoProcessor video-loading failure without torchvision is unrelated to a testing utility bug." }, { "left": "issue:44261", "right": "issue:44485", "accept": false, - "reason": "Different model internals: MLA q_a_layernorm eps handling vs GLM-5 RoPE implementation." + "reason": "Different GLM issues: one is a missing config epsilon, the other is a RoPE implementation discussion." }, { "left": "issue:45753", "right": "issue:46369", "accept": false, - "reason": "Both are multimodal model issues, but one is an infinite-generation loop and the other is a memory overflow; not the same underlying defect." + "reason": "Different symptoms and subsystems: Qwen3.5 infinite-loop behavior vs Sam3-LiteText memory overflow." }, { "left": "issue:43874", "right": "issue:44263", "accept": false, - "reason": "Both are GLM-related, but one is a missing image-processor method and the other is a torch.split/indexer bug; distinct code paths." + "reason": "Separate GLM46V bugs: missing image patch counting API vs incorrect torch.split return handling." }, { "left": "issue:44117", "right": "issue:44987", "accept": false, - "reason": "A tokenizer mapping None bug is not the same as a specific model load failure for physical-intelligence/fast." + "reason": "Different root causes: tokenizer mapping returning None vs a specific model-loading failure on transformers>=5.1.0." }, { "left": "issue:45440", "right": "issue:46172", "accept": false, - "reason": "Different DeepSeek versions and different failures: native MoE divergence vs a dtype/transpose bug." + "reason": "DeepSeek implementation divergence is not the same as the DeepSeek-V4 comb.to(dtype).transpose bug." }, { "left": "issue:43531", "right": "issue:45341", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to testing_utils." + "reason": "A Qwen3-MoE sliding_window bug and a testing utility bug are unrelated." }, { - "left": "issue:43673", - "right": "issue:46123", + "left": "issue:43097", + "right": "issue:45588", "accept": false, - "reason": "Both touch generation/pipeline behavior, but one is missing cache during chunked_prefill and the other drops final partial batches in MaskGenerationPipeline." + "reason": "API removal in model config handling is unrelated to a flash_attention.py AttributeError on s_aux=None." }, { - "left": "issue:43097", - "right": "issue:45588", + "left": "issue:43673", + "right": "issue:46123", "accept": false, - "reason": "Version/API removal vs a flash_attention.py crash on s_aux=None; different failures and fixes." + "reason": "Generation cache handling during chunked_prefill and MaskGenerationPipeline batch-finalization are different bugs." }, { "left": "issue:38617", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols from different packages." + "reason": "Both are ImportError reports, but they are for different missing symbols and different dependency surfaces." }, { "left": "issue:44410", "right": "issue:45375", "accept": false, - "reason": "One is missing attention projections in qwen3next layer 0, the other is a config field being dropped by strict parsing." + "reason": "One is a missing projection layer in qwen3next, the other a config field being dropped by @strict." }, { "left": "issue:44038", "right": "issue:44410", "accept": false, - "reason": "Both are Qwen-family model issues, but one is a broad v5/Qwen3-VL-Moe bug and the other is a specific layer-0 projection omission." + "reason": "These are different Qwen3-family regressions with different missing components and failure modes." }, { "left": "issue:43208", "right": "issue:46897", "accept": false, - "reason": "Different model families and different training bugs; the shared word 'training' is too broad to merge them." + "reason": "xLSTM training blockers and Florence2 training-loss double-shift are unrelated." }, { "left": "issue:43064", "right": "issue:44315", "accept": false, - "reason": "FSDP2+PEFT optimizer-state corruption is unrelated to Liger Kernel not being applied with model_init." + "reason": "Wrong optimizer states under FSDP2/PEFT and Liger Kernel not applied with model_init are separate training-stack issues." }, { "left": "issue:43986", "right": "issue:45372", "accept": false, - "reason": "Both are processor/loading import issues, but they involve different missing dependencies and failure points." + "reason": "A missing torchvision dependency path and a mistral_common ReasoningEffort import error are different crashes." }, { "left": "issue:43097", "right": "issue:46050", "accept": false, - "reason": "API removal in v5 is not the same as quantized model save/load breakage." - }, - { - "left": "issue:43986", - "right": "issue:44484", - "accept": false, - "reason": "A missing torchvision-related processor import is unrelated to save_pretrained shard-size defaults." + "reason": "A v5 API removal is unrelated to quantized save/load corruption after sinq serialization." }, { "left": "issue:46655", "right": "issue:46664", "accept": false, - "reason": "Same SmolVLM area, but one is padding calculation and the other is num_frames semantics; distinct bugs." + "reason": "Both are SmolVLM video-processor reports, but one is padding math and the other is num_frames semantics." }, { "left": "issue:42890", "right": "issue:46298", "accept": false, - "reason": "Test flakiness from missing set_seed is unrelated to a noisy logging message." + "reason": "Test flakiness from missing set_seed and noisy logging are not the same bug." }, { "left": "issue:38617", "right": "issue:44351", "accept": false, - "reason": "Both are import-name failures, but they are different missing symbols and different release breakages." - }, - { - "left": "issue:46172", - "right": "issue:46710", - "accept": false, - "reason": "Different DeepSeek-related reports with different symptoms: tensor transpose/dtype handling vs an accuracy regression after upgrade." - }, - { - "left": "issue:46298", - "right": "issue:46752", - "accept": false, - "reason": "Noisy logging and apply_chat_template empty-list IndexError are unrelated." - }, - { - "left": "issue:44062", - "right": "issue:44117", - "accept": false, - "reason": "AddedToken keyword duplication and tokenizer mapping fallback are different tokenizer-loading bugs." + "reason": "Both are import-name failures, but they concern different missing exports and different root causes." }, { - "left": "issue:43097", - "right": "issue:43873", - "accept": false, - "reason": "A removed config/API in v5 is not the same as quantization offloading behavior." - }, - { - "left": "issue:43012", - "right": "issue:46821", - "accept": false, - "reason": "A PyTorch precision warning during compilation is unrelated to a window_size AttributeError in TimesFM 2.5." - }, - { - "left": "issue:44117", - "right": "issue:46701", + "left": "issue:43986", + "right": "issue:44484", "accept": false, - "reason": "Tokenizer mapping assumptions do not match an image-text-to-text pipeline failure in DiffusionGemmaGenerationOutput." + "reason": "Video AutoProcessor crash without torchvision has nothing to do with max_shard_size defaults." }, { - "left": "issue:43502", - "right": "issue:43992", + "left": "issue:46172", + "right": "issue:46710", "accept": false, - "reason": "One is unwanted network access despite local_files_only, the other is a missing checkpoint weight when loading UMT5Encoder." + "reason": "A tensor conversion/transpose bug is not the same as an accuracy regression after a Transformers upgrade." } ] }, @@ -16843,13 +16842,12 @@ "review_unit_count": 61, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ "issue:36683", - "issue:38617", "issue:42175", "issue:42490", "issue:42757", @@ -16861,25 +16859,23 @@ "issue:43208", "issue:43352", "issue:43502", - "issue:43526", "issue:43550", "issue:43582", - "issue:43618", "issue:43824", "issue:43825", + "issue:43873", "issue:43906", "issue:43976", "issue:43986", "issue:43992", + "issue:44062", "issue:44077", "issue:44117", "issue:44162", "issue:44222", "issue:44368", "issue:44380", - "issue:44483", "issue:44484", - "issue:44514", "issue:44655", "issue:44704", "issue:44936", @@ -16895,9 +16891,18 @@ "issue:46178", "issue:46298", "issue:46365", - "issue:46421" + "issue:46421", + "issue:46701", + "issue:46752", + "issue:46821" ], "soft_pairs": [ + "issue:46298|issue:46752", + "issue:44062|issue:44117", + "issue:43097|issue:43873", + "issue:43012|issue:46821", + "issue:44117|issue:46701", + "issue:43502|issue:43992", "issue:44936|issue:46365", "issue:44704|issue:45103", "issue:44380|issue:46421", @@ -16911,246 +16916,254 @@ "issue:43208|issue:43550", "issue:43012|issue:44368", "issue:43992|issue:44484", - "issue:43352|issue:43976", "issue:43352|issue:44380", + "issue:43352|issue:43976", "issue:43066|issue:43906", "issue:44162|issue:46172", "issue:43097|issue:46298", "issue:44380|issue:46132", "issue:45584|issue:46365", - "issue:44077|issue:46365", "issue:44222|issue:45478", + "issue:44077|issue:46365", "issue:36683|issue:43582", "issue:44380|issue:45479", "issue:42175|issue:46365", "issue:42757|issue:43824", "issue:43064|issue:44380", - "issue:42490|issue:43012", - "issue:43208|issue:43526", - "issue:44483|issue:44514", - "issue:43618|issue:44380", - "issue:38617|issue:43502" + "issue:42490|issue:43012" ], - "prepared_review_unit_hash": "77e4d5c0de0f0edfb004fc51029d366e849335e7bc580a44558f408739a16819", + "prepared_review_unit_hash": "b7e94ce5ef693886bc6a151c19ec0390e376507a5279db74b0955194efd84c77", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1842, - "serialized_chars": 956212, - "estimated_input_tokens": 239053, - "estimated_eval_tokens": 478362 + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37147, - "estimated_input_tokens": 9287, - "estimated_eval_tokens": 18830 + "soft_pair_count": 34, + "serialized_chars": 37694, + "estimated_input_tokens": 9424, + "estimated_eval_tokens": 19104 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated Transformers issues that only match by superficial soft-similarity. All candidate edges look like false positives, spanning import/dependency failures, model-specific regressions, trainer bugs, backend/compile issues, and UX warnings.", - "confidence": 0.92, - "canonical_issue_reason": "issue:44380 is the closest hub in the cluster by soft-similarity and the most concrete single code-path bug (GPT2 attention scaling being ignored under SDPA/FlashAttention). Even so, it is only a representative, not a true duplicate target for the rest of the set.", + "summary": "These are mostly unrelated bug reports across loading, tokenization, quantization, training, serialization, and backend/dependency issues. None of the soft pairs look like the same underlying bug or change, so all soft edges should be rejected. If one issue must serve as an anchor, 43873 is the most active and best-documented, but it is not a duplicate target for the rest.", + "confidence": 0.91, + "canonical_issue_reason": "No strong canonical duplicate exists in this heterogeneous cluster; if forced to pick an anchor, issue 43873 is the most active and best-documented report.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44380 is the best standalone issue to anchor this cluster because it is the most central and self-contained regression among otherwise unrelated reports.", + "best_issue_reason": "Issue 43873 is the best overall anchor because it is open, has substantial discussion/inbound references, and includes a concrete repro for a clearly scoped bug.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:46298", + "right": "issue:46752", + "accept": false, + "reason": "Noisy logging vs empty-list chat-template IndexError; unrelated symptoms and code paths." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "AddedToken keyword collision in tokenizer conversion vs TOKENIZER_MAPPING_NAMES returning None; different layers." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "API removal warning about tie_embeddings vs offloading/quantization behavior; not the same bug." + }, + { + "left": "issue:43012", + "right": "issue:46821", + "accept": false, + "reason": "bfloat16 compile warning vs TimesFM window_size AttributeError; different subsystems." + }, + { + "left": "issue:44117", + "right": "issue:46701", + "accept": false, + "reason": "Tokenizer mapping fallback bug vs DiffusionGemma pipeline failure; no shared code path." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "local_files_only leaking API requests vs missing embed_tokens.weight on UMT5Encoder load/save; unrelated." + }, { "left": "issue:44936", "right": "issue:46365", "accept": false, - "reason": "Trainer.evaluate() after train and import failure involving datasets are unrelated problems." + "reason": "evaluate() failing after train() vs importing Trainer blocked by datasets; runtime state vs import resolution." }, { "left": "issue:44704", "right": "issue:45103", "accept": false, - "reason": "Cached-file kwargs passthrough and auto-docstring annotation handling are different code paths." + "reason": "AutoProcessor kwargs forwarding vs docstring parser crash with postponed annotations; unrelated." }, { "left": "issue:44380", "right": "issue:46421", "accept": false, - "reason": "GPT2 attention scaling under SDPA/FlashAttention is unrelated to cache lazy-init recompilation." + "reason": "GPT2 SDPA/FlashAttention scaling bug vs cache lazy-init recompilation; distinct performance paths." }, { "left": "issue:44938", "right": "issue:46178", "accept": false, - "reason": "Python 3.14 load failure and tensorflow_text backend validation are different compatibility issues." + "reason": "Python 3.14 import failure vs invalid tensorflow_text backend mapping; different failure modes." }, { "left": "issue:43986", "right": "issue:44117", "accept": false, - "reason": "Video-model processor import crash and tokenizer mapping None handling are unrelated load-path bugs." + "reason": "AutoProcessor crash without torchvision vs tokenizer mapping None; unrelated." }, { "left": "issue:42907", "right": "issue:44655", "accept": false, - "reason": "Saving dequantized models and saving pipelines are different serialization problems." + "reason": "dequantized model save failure vs saving Pipeline objects; different serialization targets." }, { "left": "issue:42907", "right": "issue:45753", "accept": false, - "reason": "Dequantized save failure and Qwen3.5 image loop are unrelated model behaviors." + "reason": "Saving dequantized Ministrals/Devstrals vs Qwen3_5 infinite image loop; unrelated." }, { "left": "issue:43825", "right": "issue:44655", "accept": false, - "reason": "Translation-task messaging and pipeline save_pretrained support are unrelated API issues." + "reason": "Translation-task warning in pipeline() vs save_pretrained on Pipeline objects; no overlap." }, { "left": "issue:43012", "right": "issue:43550", "accept": false, - "reason": "BF16 compile warning and Bamba SDPA compile failure are different backend/model bugs." + "reason": "Precision warning on bfloat16 compile vs actual torch.compile/SDPA failure; different root causes." }, { "left": "issue:45712", "right": "issue:46298", "accept": false, - "reason": "Dummy class leakage into dir/check_repo and noisy logging are unrelated maintenance issues." + "reason": "Dummy-class cleanup vs noisy logging message; unrelated maintenance issues." }, { "left": "issue:43208", "right": "issue:43550", "accept": false, - "reason": "xLSTM training bugs and Bamba torch.compile failure affect different models and code paths." + "reason": "xLSTM training blockers vs Bamba torch.compile/SDPA failure; different model-specific bugs." }, { "left": "issue:43012", "right": "issue:44368", "accept": false, - "reason": "BF16 compile warning and tie_word_embeddings warning in Qwen3.5 are unrelated warning scenarios." + "reason": "Compile precision warning vs tie_word_embeddings warning in Qwen3.5 LoRA; different triggers and fixes." }, { "left": "issue:43992", "right": "issue:44484", "accept": false, - "reason": "Missing UMT5 weights and max_shard_size default behavior are different save/load concerns." + "reason": "Missing embed_tokens.weight during UMT5Encoder load vs shard-size default question; serialization mismatch vs API default." }, { "left": "issue:43352", - "right": "issue:43976", + "right": "issue:44380", "accept": false, - "reason": "Nemotron FlashAttention support and Python-version compatibility are unrelated issues." + "reason": "Flash Attention 2 unsupported error vs GPT2 attention scaling ignored under SDPA/FA; different model/backend issues." }, { "left": "issue:43352", - "right": "issue:44380", + "right": "issue:43976", "accept": false, - "reason": "FlashAttention support for Nemotron is unrelated to GPT2 attention scaling being ignored under SDPA/FlashAttention." + "reason": "Model-specific FlashAttention support error vs Python-version incompatibility; unrelated." }, { "left": "issue:43066", "right": "issue:43906", "accept": false, - "reason": "Wrong tokenizer decoder type and an isolated reproduction of another bug are not the same defect." + "reason": "Wrong tokenizer decoder type regression vs isolated reproduction of another issue; no shared bug described." }, { "left": "issue:44162", "right": "issue:46172", "accept": false, - "reason": "ESM2 breakage and deepseek tensor transpose failure are unrelated model-specific regressions." + "reason": "ESM2 broken model issue vs deepseek comb transpose bug; unrelated architectures and failure points." }, { "left": "issue:43097", "right": "issue:46298", "accept": false, - "reason": "Removed tie_embeddings_and_encoder_decoder API and noisy logging are different issues." + "reason": "tie_embeddings removal regression vs noisy logging; no common code path." }, { "left": "issue:44380", "right": "issue:46132", "accept": false, - "reason": "GPT2 attention scaling under backend selection is unrelated to AttentionInterface.register changing callback behavior." + "reason": "GPT2 SDPA/FlashAttention scaling bug vs AttentionInterface.register behavior change; different APIs." }, { "left": "issue:45584", "right": "issue:46365", "accept": false, - "reason": "Whisper empty-transcription generation and Trainer import conflicts are unrelated failures." + "reason": "Whisper empty transcription failure vs Trainer import conflict with datasets; unrelated." }, { - "left": "issue:44077", - "right": "issue:46365", + "left": "issue:44222", + "right": "issue:45478", "accept": false, - "reason": "patchtsmixer post_init policy and import failure involving datasets are different problems." + "reason": "Both are MoE-related, but one is FP8 save_pretrained and the other is from_pretrained loading; different concrete problems." }, { - "left": "issue:44222", - "right": "issue:45478", + "left": "issue:44077", + "right": "issue:46365", "accept": false, - "reason": "FP8 moe save_pretrained failure and Qwen3.5 Moe from_pretrained error are not the same bug." + "reason": "patchtsmixer post_init policy vs Trainer import conflict; unrelated." }, { "left": "issue:36683", "right": "issue:43582", "accept": false, - "reason": "Gemma3Config missing vocab_size and Apple Silicon allocator TypeError are unrelated runtime errors." + "reason": "Gemma3Config missing vocab_size vs Apple Silicon caching_allocator_warmup TypeError; different stacks." }, { "left": "issue:44380", "right": "issue:45479", "accept": false, - "reason": "GPT2 SDPA attention-scaling bug and zero-loss classification bug are different code paths." + "reason": "Attention scaling ignored vs degenerate zero-loss classification bug; no relation." }, { "left": "issue:42175", "right": "issue:46365", "accept": false, - "reason": "TensorFlow backend packaging and importing Trainer being blocked by datasets are unrelated dependency issues." + "reason": "Packaging/backend selection issue vs importing Trainer with datasets installed; unrelated dependency problems." }, { "left": "issue:42757", "right": "issue:43824", "accept": false, - "reason": "Missing is_offline_mode import and missing Qwen2_5_VLForConditionalGeneration import are different dependency/export problems." + "reason": "Missing is_offline_mode import vs missing Qwen2_5_VLForConditionalGeneration export; both import errors but different packages and causes." }, { "left": "issue:43064", "right": "issue:44380", "accept": false, - "reason": "FSDP2 optimizer state corruption and GPT2 attention scaling under SDPA/FlashAttention are unrelated training vs inference bugs." + "reason": "FSDP2/PEFT optimizer-state corruption vs GPT2 attention scaling backend bug; unrelated." }, { "left": "issue:42490", "right": "issue:43012", "accept": false, - "reason": "Trailing-slash local model warning and BF16 compile warning are different behaviors." - }, - { - "left": "issue:43208", - "right": "issue:43526", - "accept": false, - "reason": "xLSTM training bugs and BeitImageProcessorFast label reduction are unrelated model/data-processing issues." - }, - { - "left": "issue:44483", - "right": "issue:44514", - "accept": false, - "reason": "v5 chat-completions API rejection and Qwen2_5_VLProcessor batching crash are different surfaces." - }, - { - "left": "issue:43618", - "right": "issue:44380", - "accept": false, - "reason": "CLIP attentions no longer assigned and GPT2 attention scaling under backend selection are unrelated regressions." - }, - { - "left": "issue:38617", - "right": "issue:43502", - "accept": false, - "reason": "layer_type_validation import breakage and local_files_only still triggering API requests are different dependency/path issues." + "reason": "Local-path trailing-slash import warning vs bfloat16 compile warning; different loading vs compile paths." } ] }, @@ -17169,16 +17182,16 @@ "review_unit_count": 61, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ "issue:29870", - "issue:33453", "issue:36010", "issue:36296", "issue:36683", + "issue:38617", "issue:42757", "issue:42994", "issue:43010", @@ -17187,7 +17200,9 @@ "issue:43299", "issue:43352", "issue:43475", + "issue:43502", "issue:43525", + "issue:43526", "issue:43611", "issue:43618", "issue:43756", @@ -17202,15 +17217,14 @@ "issue:44077", "issue:44230", "issue:44355", + "issue:44380", "issue:44483", "issue:44485", "issue:44492", + "issue:44514", "issue:44625", "issue:44655", - "issue:44855", - "issue:44908", "issue:44938", - "issue:45071", "issue:45216", "issue:45276", "issue:45278", @@ -17220,10 +17234,13 @@ "issue:46082", "issue:46365", "issue:46829", - "issue:46851", "issue:46877" ], "soft_pairs": [ + "issue:44483|issue:44514", + "issue:43208|issue:43526", + "issue:43618|issue:44380", + "issue:38617|issue:43502", "issue:44038|issue:44230", "issue:43756|issue:44485", "issue:42994|issue:44655", @@ -17233,8 +17250,8 @@ "issue:44625|issue:46365", "issue:45276|issue:46077", "issue:43352|issue:43937", - "issue:44355|issue:46877", "issue:44483|issue:45290", + "issue:44355|issue:46877", "issue:36683|issue:43475", "issue:43611|issue:44655", "issue:43901|issue:44655", @@ -17251,241 +17268,234 @@ "issue:43992|issue:45310", "issue:43064|issue:44492", "issue:43010|issue:45278", - "issue:44075|issue:46365", - "issue:44908|issue:46851", - "issue:29870|issue:33453", - "issue:44938|issue:45071", - "issue:44355|issue:44855" + "issue:44075|issue:46365" ], - "prepared_review_unit_hash": "d54fa8e69451be0513084517c896751364a637de0ee4cb304640f23793da8709", + "prepared_review_unit_hash": "120feb8d20884d94dbfea053d9e98c37072c8b4f6d705433dc9a0634e37d4c9f", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1842, - "serialized_chars": 956212, - "estimated_input_tokens": 239053, - "estimated_eval_tokens": 478362 + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 36915, - "estimated_input_tokens": 9229, - "estimated_eval_tokens": 18714 + "serialized_chars": 36970, + "estimated_input_tokens": 9243, + "estimated_eval_tokens": 18742 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No pair is confirmed as a duplicate from the packet alone. The CLIP pair is the strongest-looking soft match, but the evidence is still too thin and explicitly non-deterministic, so it should be treated as unconfirmed rather than accepted.", - "confidence": 0.67, - "canonical_issue_reason": null, + "summary": "The items are a loose collection of distinct Transformers issues rather than a true duplicate cluster. None of the soft pairs look like the same underlying bug/change with enough specificity to merge.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue: the set spans unrelated regressions, import errors, model-specific config bugs, and API behavior changes.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43618 is the strongest representative issue candidate among the soft matches, but only as a tentative triage target; the CLIP pair lacks enough evidence to call it a confirmed duplicate.", + "best_issue_reason": "No single best issue for duplicate triage; the cluster does not cohere around one underlying defect.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "One is an OpenAI-style chat/completions API request validation problem; the other is a chat template crash on batched input with padding disabled." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training bugs and BeitImageProcessorFast label reduction are unrelated subsystems and failure modes." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIP attentions missing and GPT2 attention scaling ignored under SDPA/FlashAttention are different code paths and symptoms." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "An import error for layer_type_validation is unrelated to local_files_only still allowing network calls." + }, { "left": "issue:44038", "right": "issue:44230", "accept": false, - "reason": "Related model family, but one is a Qwen3-VL-Moe regression and the other is fp8 inference support; different underlying bugs." + "reason": "Both mention Qwen3-VL/Qwen3.5 MoE, but one is a loading regression and the other is fp8 inference support." }, { "left": "issue:43756", "right": "issue:44485", "accept": false, - "reason": "Both mention RoPE, but they target different model families and different defects." + "reason": "Both mention RoPE, but they concern different models and different implementation issues." }, { "left": "issue:42994", "right": "issue:44655", "accept": false, - "reason": "Quantized model saving failure vs Pipeline.save_pretrained serialization; not the same code path." + "reason": "Quantized model saving and Pipeline.save_pretrained are distinct save-path problems." }, { "left": "issue:43618", "right": "issue:43761", "accept": false, - "reason": "Title similarity is not enough here; the packet gives only soft similarity, no shared targets/files/diff, and explicitly marks this pair deterministic_accept=false." + "reason": "Missing attentions in CLIPOutput and missing hidden_states in CLIPVisionModel are related but not the same concrete bug." }, { "left": "issue:43299", "right": "issue:43867", "accept": false, - "reason": "Both are loading problems, but they involve different models and different failure modes." + "reason": "Qwen3VL-Moe loading failure and state_dict sorting causing load errors are different issues." }, { "left": "issue:36010", "right": "issue:42757", "accept": false, - "reason": "Different import failures involving different symbols/dependencies." + "reason": "GenerationMixin import failure and is_offline_mode import failure are separate dependency/import regressions." }, { "left": "issue:44625", "right": "issue:46365", "accept": false, - "reason": "Qwen3.5 config propagation bug vs Trainer import failure due to datasets; unrelated." + "reason": "Qwen3.5 num_labels propagation and Trainer import failing because of datasets are unrelated." }, { "left": "issue:45276", "right": "issue:46077", "accept": false, - "reason": "Both are Gemma4-related, but one is embedding resize propagation and the other is attention-mask construction." + "reason": "Embedding resize propagation and bidirectional attention mask construction are different Gemma4 bugs." }, { "left": "issue:43352", "right": "issue:43937", "accept": false, - "reason": "Flash Attention support limitation vs GenerationConfig validation error; different problems." + "reason": "Flash Attention support gating and invalid GenerationConfig validation are unrelated failures." }, { - "left": "issue:44355", - "right": "issue:46877", + "left": "issue:44483", + "right": "issue:45290", "accept": false, - "reason": "Compiled-file import errors vs doc-lint output at import time; different root causes." + "reason": "Chat/completions request acceptance and assistant tool-call chat template crashes are different API surfaces." }, { - "left": "issue:44483", - "right": "issue:45290", + "left": "issue:44355", + "right": "issue:46877", "accept": false, - "reason": "Chat completions request validation and chat-template crash are different API paths." + "reason": "Compiled Python file loading errors and auto_docstring import-time stderr/stdout diagnostics are unrelated." }, { "left": "issue:36683", "right": "issue:43475", "accept": false, - "reason": "Missing config attribute in Gemma3 vs missing vision-output attribute in SAM 3 Video; unrelated." + "reason": "Missing vocab_size on Gemma3Config and missing fpn_position_embeddings on Sam3VisionEncoderOutput are different model attribute bugs." }, { "left": "issue:43611", "right": "issue:44655", "accept": false, - "reason": "Base model prefix loading regression vs pipeline save_pretrained serialization; not the same bug." + "reason": "base_model_prefix loading regression and Pipeline save_pretrained failure do not share the same underlying path." }, { "left": "issue:43901", "right": "issue:44655", "accept": false, - "reason": "Documentation mismatch vs pipeline saving behavior; unrelated." + "reason": "A docs/behavior mismatch for return_all_scores is unrelated to pipeline serialization failure." }, { "left": "issue:43867", "right": "issue:45216", "accept": false, - "reason": "Load error with sorted state_dict vs incorrect saved checkpoint in Qwen3.5; different failure modes." + "reason": "State_dict sorting load error and Qwen3.5 checkpoint corruption after save_pretrained are not the same bug." }, { "left": "issue:43976", "right": "issue:44938", "accept": false, - "reason": "Both are Python-version compatibility reports, but they point to different versions and likely different root causes." + "reason": "Different Python-version compatibility regressions with no shared concrete code path." }, { "left": "issue:36683", "right": "issue:44077", "accept": false, - "reason": "Different missing-attribute/config-policy bugs in different models." + "reason": "Gemma3Config missing vocab_size and patchtsmixer post_init policy are unrelated." }, { "left": "issue:44625", "right": "issue:46077", "accept": false, - "reason": "Qwen3.5 num_labels propagation and Gemma4 bidirectional-attention masking are unrelated." + "reason": "Qwen3.5 num_labels propagation and Gemma4 attention mask behavior are unrelated." }, { "left": "issue:46077", "right": "issue:46082", "accept": false, - "reason": "Both are Gemma4-related, but one is attention-mask logic and the other is head_dim validation." + "reason": "Gemma4 bidirectional attention masking and LlamaConfig head_dim validation are different bugs." }, { "left": "issue:43618", "right": "issue:45216", "accept": false, - "reason": "CLIP output regression vs Qwen3.5 checkpoint-saving regression; unrelated." + "reason": "CLIP output attentions regression and Qwen3.5 save_pretrained regression are unrelated." }, { "left": "issue:43208", "right": "issue:46829", "accept": false, - "reason": "xLSTM training bugs vs VideoPrism output-field mismatch; unrelated." + "reason": "xLSTM training blockers and VideoPrism hidden_states misassignment are different models and code paths." }, { "left": "issue:36683", "right": "issue:43525", "accept": false, - "reason": "Different config attribute errors in different models." + "reason": "Gemma3Config vocab_size and Llama4Config pad_token_id are both missing-attribute reports, but on different configs and errors." }, { "left": "issue:36683", "right": "issue:44625", "accept": false, - "reason": "Gemma3 missing vocab_size and Qwen3.5 num_labels propagation are different config bugs." + "reason": "Different config propagation bugs for different models and fields." }, { "left": "issue:29870", "right": "issue:36296", "accept": false, - "reason": "BART generate() UnboundLocalError vs tensor-parallel training bug; unrelated." + "reason": "Bart generate decoder_attention_mask UnboundLocalError and tensor-parallel training bug are unrelated." }, { "left": "issue:43992", "right": "issue:45310", "accept": false, - "reason": "UMT5 missing embedding weights and Qwen3.5 MoE from_pretrained regression are different loading issues." + "reason": "UMT5Encoder missing embed_tokens.weight and Qwen3.5 MoE from_pretrained failure are distinct loading issues." }, { "left": "issue:43064", "right": "issue:44492", "accept": false, - "reason": "Optimizer state corruption vs cache-strategy typo; unrelated." + "reason": "Distributed optimizer-state corruption and a cache-strategy typo are unrelated." }, { "left": "issue:43010", "right": "issue:45278", "accept": false, - "reason": "Cache update no_grad behavior vs many import errors after upgrade; unrelated." + "reason": "torch.no_grad decoration for cache updates and broad import errors after upgrade are different problems." }, { "left": "issue:44075", "right": "issue:46365", "accept": false, - "reason": "SGD args ignored vs Trainer import failing due to datasets; unrelated." - }, - { - "left": "issue:44908", - "right": "issue:46851", - "accept": false, - "reason": "Scheduler kwargs bug vs variable-length position_ids bug; different code paths." - }, - { - "left": "issue:29870", - "right": "issue:33453", - "accept": false, - "reason": "BART generate() error and tokenizer-loading regression are unrelated." - }, - { - "left": "issue:44938", - "right": "issue:45071", - "accept": false, - "reason": "Python 3.14 import failure and PretrainedConfig type-checking breakage are different issues." - }, - { - "left": "issue:44355", - "right": "issue:44855", - "accept": false, - "reason": "Compiled-file import errors and DebertaV2Model Python 3.13 parsing failure have different root causes." + "reason": "SGD argument handling and Trainer import resolution are unrelated." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The analysis is mostly grounded, but it overstates the CLIP pair. The packet only shows title-level similarity and explicitly marks the 43618/43761 pair as deterministic_accept=false. That is not enough to confidently call it a duplicate, so the single accept verdict is too strong. The summary should stay more conservative and treat that pair as unconfirmed rather than the only duplicate." - }, - "evaluator_used": true, - "retried": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -17498,13 +17508,13 @@ "review_unit_count": 61, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ "issue:28282", - "issue:30333", + "issue:29870", "issue:33453", "issue:36296", "issue:36683", @@ -17513,10 +17523,8 @@ "issue:42898", "issue:43010", "issue:43064", - "issue:43065", "issue:43502", "issue:43575", - "issue:43576", "issue:43618", "issue:43723", "issue:43824", @@ -17535,8 +17543,11 @@ "issue:44485", "issue:44556", "issue:44734", - "issue:44749", + "issue:44855", + "issue:44908", + "issue:44938", "issue:44964", + "issue:45071", "issue:45125", "issue:45357", "issue:45375", @@ -17545,13 +17556,17 @@ "issue:45561", "issue:45600", "issue:45850", - "issue:46132", "issue:46202", "issue:46285", "issue:46617", - "issue:46664" + "issue:46664", + "issue:46851" ], "soft_pairs": [ + "issue:44908|issue:46851", + "issue:29870|issue:33453", + "issue:44938|issue:45071", + "issue:44355|issue:44855", "issue:43867|issue:46202", "issue:36683|issue:43064", "issue:43867|issue:45375", @@ -17577,227 +17592,216 @@ "issue:44387|issue:44556", "issue:43824|issue:46617", "issue:43502|issue:44485", - "issue:43874|issue:46617", - "issue:43576|issue:46132", - "issue:43010|issue:43065", - "issue:45125|issue:45478", - "issue:30333|issue:33453", - "issue:44355|issue:44749" + "issue:43874|issue:46617" ], - "prepared_review_unit_hash": "8277c10f44363f987c3f2aa6ee2069eb48f9a0b1823228662c459c9cb986d301", + "prepared_review_unit_hash": "eae5e0f7f755d184a0375f28ecfd0734f8145b1b7323c21242ba6cb243ff7e53", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1842, - "serialized_chars": 956212, - "estimated_input_tokens": 239053, - "estimated_eval_tokens": 478362 + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36127, - "estimated_input_tokens": 9032, - "estimated_eval_tokens": 18320 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36467, + "estimated_input_tokens": 9117, + "estimated_eval_tokens": 18490 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated issues that only share superficial transformer/model-loading vocabulary. I found no true duplicate soft edges among the provided pairs; all should stay separate.", - "confidence": 0.97, - "canonical_issue_reason": "No canonical issue: the items span unrelated bugs across loading, training, tokenizer behavior, CI, cache, and performance, with no clear shared root cause.", + "summary": "This set is heterogeneous: tokenizer loading, generation, tensor-parallel, multimodal config, CI, and performance issues are all mixed together. None of the soft pairs look like the same underlying bug or a mergeable PR-equivalent change.", + "confidence": 0.96, + "canonical_issue_reason": "No true canonical issue: the items span unrelated bug reports, and none of the soft pairs are duplicates of the same concrete failure mode.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 36683 is the strongest standalone issue in the set because it is open, concrete, and well-scoped, but it is not a good representative duplicate target for the rest of the cluster.", + "best_issue_reason": "If one issue must represent the set, issue:33453 ('Regression in tokenizer loading') is the broadest and most generic loading-regression report, but it still does not cover the rest of the items.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44908", + "right": "issue:46851", + "accept": false, + "reason": "Both mention generation-related behavior, but one is a scheduler kwargs bug and the other is a variable-length position_ids issue; different code paths." + }, + { + "left": "issue:29870", + "right": "issue:33453", + "accept": false, + "reason": "Bart generate() decoder_attention_mask failure is unrelated to tokenizer-loading regression." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Python 3.14 import failure and PretrainedConfig type-checking regression are separate compatibility issues." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Compiled Python file errors and a TorchScript parsing IndentationError are different import-time failures." + }, { "left": "issue:43867", "right": "issue:46202", "accept": false, - "reason": "Different bugs: generic model loading/state_dict ordering vs Gemma pipeline roundtrip token handling." + "reason": "State_dict sorting load failure and Gemma pipeline roundtrip failure are distinct model-loading/serialization bugs." }, { "left": "issue:36683", "right": "issue:43064", "accept": false, - "reason": "Unrelated failures: Gemma3Config missing vocab_size vs FSDP2/PEFT optimizer-state mismatch during training." + "reason": "Missing Gemma3Config vocab_size and FSDP2/PEFT optimizer-state corruption are unrelated training/config problems." }, { "left": "issue:43867", "right": "issue:45375", "accept": false, - "reason": "Different root causes: load-model error vs Qwen3.5 vision config field being dropped." + "reason": "Loading a model with sorted state_dict and missing deepstack_visual_indexes are not the same defect." }, { "left": "issue:42890", "right": "issue:45561", "accept": false, - "reason": "Different test issues: missing set_seed in SAM HQ integration tests vs xdist race writing captured_info.txt." + "reason": "Missing set_seed in SAM HQ tests is a flaky test issue; xdist race on captured_info.txt is a different test harness race." }, { "left": "issue:43010", "right": "issue:45850", "accept": false, - "reason": "Specific no_grad decoration change vs broad complaint that v5 breaks many models; not the same bug." + "reason": "Decorating cache update with no_grad and a broad 'v5 breaks too many models' complaint are not the same concrete bug." }, { "left": "issue:41669", "right": "issue:44246", "accept": false, - "reason": "Both mention import time, but one is about import * removal and the other about intermittent slow imports; causes differ." + "reason": "Removing import * for import-time cost and intermittent import slowness are related only at a high level, not the same bug." }, { "left": "issue:36296", "right": "issue:43575", "accept": false, - "reason": "Tensor-parallel label is too broad here; one is a training bug, the other is an OOM when loading a specific model with TP." + "reason": "Tensor parallel training bug and Qwen2-57B-A14B-Instruct OOM on tp are different failure modes." }, { "left": "issue:43010", "right": "issue:43976", "accept": false, - "reason": "Different problems: cache/layer update should be no_grad vs Python version compatibility failure." + "reason": "Torch no_grad decoration for caches is unrelated to Python-version support for Transformers 5.1.0." }, { "left": "issue:43618", "right": "issue:44077", "accept": false, - "reason": "Different code paths: CLIPOutput attentions assignment vs patchtsmixer post_init policy." + "reason": "CLIPOutput attentions regression and patchtsmixer post_init allowance are separate model API issues." }, { "left": "issue:43992", "right": "issue:45478", "accept": false, - "reason": "Different model-loading regressions: missing embed_tokens.weight vs Qwen3.5 MoE from_pretrained failure." + "reason": "UMT5Encoder missing embed_tokens.weight and Qwen3.5 Moe from_pretrained errors affect different model families and code paths." }, { "left": "issue:43867", "right": "issue:45357", "accept": false, - "reason": "Generic load error vs incorrect visual encoder keys during save_pretrained." + "reason": "Sorted state_dict loading failure is not the same as incorrect visual encoder keys being saved." }, { "left": "issue:28282", "right": "issue:33453", "accept": false, - "reason": "Different regressions: missing PyTorch dependency ImportError vs tokenizer loading regression." + "reason": "Missing PyTorch dependency ImportError and tokenizer-loading regression are unrelated startup failures." }, { "left": "issue:43618", "right": "issue:46285", "accept": false, - "reason": "Both involve CLIP, but one is attentions being unset and the other is model structure inconsistency." + "reason": "Missing CLIPOutput attentions and CLIPTextModel structural inconsistency are distinct CLIP API regressions." }, { "left": "issue:44360", "right": "issue:45440", "accept": false, - "reason": "Completely different functionality: DSA indexer ReLU discussion vs DeepSeekV3MoE implementation divergence." + "reason": "A DSA indexer activation bug and DeepseekV3MoE divergence are different implementation concerns." }, { "left": "issue:42890", "right": "issue:44964", "accept": false, - "reason": "Different areas: SAM HQ test seeding vs Phi-4 multimodal model loading." + "reason": "Flaky test seeding and Phi-4-multimodal loading failure are unrelated." }, { "left": "issue:42890", "right": "issue:44112", "accept": false, - "reason": "Different CI failures: SAM HQ integration seed instability vs GraniteSpeech stale device override test." + "reason": "Seed-related test flakiness and GraniteSpeech stale device override failure are separate CI issues." }, { "left": "issue:42890", "right": "issue:45600", "accept": false, - "reason": "Both touch SAM-related CI, but one is about missing seeds and the other about removed Sam3LiteText configs." + "reason": "Missing set_seed in a test and a broken auto_mappings reference are not the same bug." }, { "left": "issue:42898", "right": "issue:46664", "accept": false, - "reason": "Tokenizer cleanup behavior vs video processor num_frames semantics; unrelated components." + "reason": "Tokenization-space cleanup behavior changes and SmolVLM num_frames semantics are unrelated model/tokenizer issues." }, { "left": "issue:43502", "right": "issue:44062", "accept": false, - "reason": "Different loading bugs: local_files_only still triggering requests vs AddedToken special-argument conflict." + "reason": "Unexpected API requests despite local_files_only and AddedToken special-arg duplication are different bug classes." }, { "left": "issue:44734", "right": "issue:46617", "accept": false, - "reason": "Serve-time KV-cache indexing crash vs cache load FileNotFoundError; not the same code path." + "reason": "KV-cache continuation tensor indexing and cache FileNotFoundError are unrelated serve/load problems." }, { "left": "issue:43723", "right": "issue:44556", "accept": false, - "reason": "Tokenizer.from_pretrained regression vs checkpoint reload incompatibility after upgrade; different failures." + "reason": "Tokenizer loading regression and checkpoint reload failure after version upgrade are not the same root cause." }, { "left": "issue:44222", "right": "issue:45125", "accept": false, - "reason": "FP8 save_pretrained issue vs missing tensor-parallel plan; different model/export paths." + "reason": "FP8 save_pretrained for moe and missing _tp_plan for tensor parallelism are separate model-export and parallelism issues." }, { "left": "issue:44387", "right": "issue:44556", "accept": false, - "reason": "int4 quantization memory regression vs version-upgrade reload failure; no shared root cause." + "reason": "Int4 quantization reserved-memory growth and checkpoint reload incompatibility are different regressions." }, { "left": "issue:43824", "right": "issue:46617", "accept": false, - "reason": "ImportError for a specific model class vs cache FileNotFoundError for trust_remote_code loading." + "reason": "Missing Qwen2_5_VLForConditionalGeneration import and trust_remote_code cache FileNotFoundError are distinct loading failures." }, { "left": "issue:43502", "right": "issue:44485", "accept": false, - "reason": "Local file enforcement bug vs GLM-5 RoPE implementation discussion; unrelated." + "reason": "Local-files-only network leakage and GLM-5 RoPE implementation discussion do not describe the same bug." }, { "left": "issue:43874", "right": "issue:46617", "accept": false, - "reason": "Missing image-processor method vs trust_remote_code cache FileNotFoundError; different layers." - }, - { - "left": "issue:43576", - "right": "issue:46132", - "accept": false, - "reason": "CLI env command breakage vs AttentionInterface.register behavior change; separate issues." - }, - { - "left": "issue:43010", - "right": "issue:43065", - "accept": false, - "reason": "No_grad decoration for cache/layers is unrelated to the dummy Conv2d in Sam3PixelDecoder." - }, - { - "left": "issue:45125", - "right": "issue:45478", - "accept": false, - "reason": "Missing _tp_plan vs Qwen3.5 from_pretrained error; related model family, but not the same bug." - }, - { - "left": "issue:30333", - "right": "issue:33453", - "accept": false, - "reason": "MLflow reporting on failed jobs vs tokenizer loading regression; unrelated." - }, - { - "left": "issue:44355", - "right": "issue:44749", - "accept": false, - "reason": "Compiled Python file errors vs post-upgrade data filtering slowdown; different symptoms and causes." + "reason": "Missing GLM46V image-processor method and trust_remote_code cache FileNotFoundError are unrelated errors." } ] }, @@ -17816,8 +17820,8 @@ "review_unit_count": 61, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ @@ -17833,6 +17837,7 @@ "issue:42548", "issue:42757", "issue:43010", + "issue:43065", "issue:43232", "issue:43299", "issue:43475", @@ -17844,7 +17849,6 @@ "issue:43901", "issue:44222", "issue:44230", - "issue:44273", "issue:44315", "issue:44351", "issue:44355", @@ -17852,16 +17856,16 @@ "issue:44485", "issue:44492", "issue:44556", + "issue:44749", "issue:44908", "issue:44938", "issue:44961", "issue:45071", "issue:45125", - "issue:45362", "issue:45375", "issue:45468", - "issue:45542", - "issue:45850", + "issue:45478", + "issue:46132", "issue:46143", "issue:46144", "issue:46209", @@ -17870,7 +17874,12 @@ "issue:46726" ], "soft_pairs": [ + "issue:43576|issue:46132", + "issue:43010|issue:43065", + "issue:45125|issue:45478", + "issue:30333|issue:33453", "issue:42548|issue:44351", + "issue:44355|issue:44749", "issue:45125|issue:45375", "issue:46664|issue:46726", "issue:43502|issue:44222", @@ -17900,236 +17909,252 @@ "issue:41628|issue:42548", "issue:44315|issue:46209", "issue:44485|issue:46664", - "issue:43673|issue:44492", - "issue:45362|issue:45850", - "issue:44273|issue:45542" + "issue:43673|issue:44492" ], - "prepared_review_unit_hash": "4620160eaaf1c38a9143e3062d38fb08d23d7464c08afee021c5e1fabf4d19e5", + "prepared_review_unit_hash": "04f26c5e8625ed334e560f67f49beef12674f5b59269f77fed1d4442c52a8507", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1842, - "serialized_chars": 956212, - "estimated_input_tokens": 239053, - "estimated_eval_tokens": 478362 + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 33, - "serialized_chars": 36279, - "estimated_input_tokens": 9070, - "estimated_eval_tokens": 18396 + "soft_pair_count": 36, + "serialized_chars": 37270, + "estimated_input_tokens": 9318, + "estimated_eval_tokens": 18892 }, "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 are only superficially similar (often just shared words like import error, loading regression, cache, or v5 breakage) and do not look like the same underlying bug/change, so I rejected all of them. There are no PRs in the set.", - "confidence": 0.87, - "canonical_issue_reason": "Issue 43576 is the broadest, most representative report here: a v5-level breakage affecting a user-facing command. It best fits the cluster\u2019s loose theme of version-related regressions, even though the cluster is not a true duplicate set.", + "summary": "This cluster is mostly a grab bag of unrelated Transformers issues with superficial keyword overlap around loading, imports, caching, generation, and model families. I do not see any true duplicate-equivalent pair to merge.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 43576 is the best single representative because it is a concise, high-signal regression report about a concrete v5 breakage, making it more usable as a cluster anchor than the narrower model- or symbol-specific reports.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "Both mention API/behavior changes, but one is the v5 env CLI and the other is AttentionInterface.register; different code paths and symptoms." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Cache update decoration in generation is unrelated to the SAM3PixelDecoder dummy Conv2d issue." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5 MoE loading, but one is missing tensor-parallel plan metadata while the other is a from_pretrained failure on transformers>=5.4.0; not the same bug." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLFlow reporting on failed training is unrelated to tokenizer loading regressions." + }, { "left": "issue:42548", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols (`PreTrainedModel` vs `HybridCache`) and likely different breakpoints." + "reason": "These are different import failures for different symbols; same broad symptom, not the same underlying breakage." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python file errors and post-upgrade data-filtering slowdown are unrelated." }, { "left": "issue:45125", "right": "issue:45375", "accept": false, - "reason": "Both involve Qwen3.5 MoE-related fields, but one is tensor-parallel planning and the other is config-field preservation; not the same bug." + "reason": "Both are Qwen3.5 MoE-related, but one is tensor-parallel planning and the other is a missing config field; different fixes." }, { "left": "issue:46664", "right": "issue:46726", "accept": false, - "reason": "Different subsystems and failures: video processor frame semantics vs AutoProcessor backend/vision-import handling." + "reason": "Video num_frames semantics and missing-vision-backend processor errors are different problems." }, { "left": "issue:43502", "right": "issue:44222", "accept": false, - "reason": "One is unintended network access during local-only loading; the other is FP8 save_pretrained behavior for MoE models." + "reason": "Local-files-only network leakage is unrelated to FP8 save_pretrained behavior." }, { "left": "issue:43502", "right": "issue:44961", "accept": false, - "reason": "No meaningful overlap beyond being unrelated issues." + "reason": "The local_files_only bug is unrelated to the 'racoon' issue." }, { "left": "issue:43010", "right": "issue:43232", "accept": false, - "reason": "Both are generation/cache-related, but they target different code paths and different symptoms; not mergeable as one fix." + "reason": "Both touch generation/cache handling, but one is no_grad decoration for cache updates and the other is sync_gpus/_update_model_kwargs ordering; not the same concrete fix." }, { "left": "issue:30990", "right": "issue:31795", "accept": false, - "reason": "Sentence-transformers loading hang is unrelated to documentation confusion about `input_ids` and `past_key_values`." + "reason": "Stuck loading Sentence Transformers is unrelated to confusing forward-method documentation." }, { "left": "issue:43827", "right": "issue:44961", "accept": false, - "reason": "Documentation reference to removed pipeline APIs is unrelated to the placeholder `racoon` issue." + "reason": "Docs still referencing pipeline() has nothing to do with 'racoon'." }, { "left": "issue:30333", "right": "issue:36296", "accept": false, - "reason": "MLflow reporting on failed jobs is unrelated to tensor-parallel training behavior." + "reason": "MLFlow failure reporting and tensor-parallel training bugs are unrelated." }, { "left": "issue:43299", "right": "issue:44556", "accept": false, - "reason": "Both mention version 5 regressions, but they affect different model-loading paths and models; too broad to treat as the same bug." + "reason": "Both are version-upgrade loading regressions, but they affect different models and failure modes; too broad to be the same bug." }, { "left": "issue:29870", "right": "issue:31795", "accept": false, - "reason": "A generation-time UnboundLocalError in Bart is unrelated to documentation wording about forward arguments." + "reason": "Bart generate UnboundLocalError is unrelated to documentation confusion about input_ids/past_key_values." }, { "left": "issue:44355", "right": "issue:45071", "accept": false, - "reason": "Compiled Python file errors and `PretrainedConfig` type checking are unrelated failure modes." + "reason": "Compiled Python-file errors are unrelated to PretrainedConfig type-checking breakage." }, { "left": "issue:33453", "right": "issue:34689", "accept": false, - "reason": "Both are loading regressions, but one is tokenizer loading and the other is a specific model-loading break for Llama 3.2 Vision." + "reason": "Tokenizer loading regression and Llama 3.2 vision model loading are both load failures, but not the same code path or fix." }, { "left": "issue:42757", "right": "issue:43576", "accept": false, - "reason": "One is a missing import from `huggingface_hub`, the other is a broken `transformers env` command; different packages and code paths." + "reason": "An import from huggingface_hub and the transformers env CLI are separate issues." }, { "left": "issue:43576", "right": "issue:45071", "accept": false, - "reason": "CLI/environment command breakage is unrelated to `PretrainedConfig` type-checking changes." + "reason": "The env CLI breakage is unrelated to PretrainedConfig typing." }, { "left": "issue:44315", "right": "issue:44360", "accept": false, - "reason": "Liger kernel application in `model_init` is unrelated to the DSA indexer/ReLU discussion." + "reason": "Liger Kernel/model_init behavior has nothing to do with the DSA indexer ReLU discussion." }, { "left": "issue:31795", "right": "issue:38617", "accept": false, - "reason": "Documentation confusion and an import error for `layer_type_validation` are unrelated." + "reason": "Model.forward docs confusion is unrelated to the layer_type_validation import error." }, { "left": "issue:44961", "right": "issue:45468", "accept": false, - "reason": "No clear common bug; the titles are unrelated." + "reason": "These are unrelated model-specific issues with no shared bug path." }, { "left": "issue:43576", "right": "issue:43824", "accept": false, - "reason": "Broken env command and missing `Qwen2_5_VLForConditionalGeneration` import are different issues." + "reason": "The env command regression is unrelated to missing Qwen2.5-VL exports." }, { "left": "issue:44485", "right": "issue:44961", "accept": false, - "reason": "RoPE implementation discussion is unrelated to the placeholder issue." + "reason": "GLM-5 RoPE implementation and 'racoon' are unrelated." }, { "left": "issue:44351", "right": "issue:46617", "accept": false, - "reason": "Different import/cache failures involving different symbols and different loading contexts." + "reason": "HybridCache import failure and trust_remote_code cache FileNotFoundError are both cache-related only at a very high level; different failures and fixes." }, { "left": "issue:44908", "right": "issue:44961", "accept": false, - "reason": "Scheduler keyword handling is unrelated to the placeholder issue." + "reason": "Scheduler kwargs handling is unrelated to 'racoon'." }, { "left": "issue:43576", "right": "issue:44938", "accept": false, - "reason": "A broken env command in v5 is unrelated to Python 3.14 import/load failures." + "reason": "The env CLI bug is different from Python 3.14 compatibility/loading failure." }, { "left": "issue:36296", "right": "issue:43901", "accept": false, - "reason": "Tensor-parallel training bug and pipeline docs mismatch are unrelated." + "reason": "Tensor parallel training and TextClassificationPipeline docs are unrelated." }, { "left": "issue:46143", "right": "issue:46144", "accept": false, - "reason": "Both are RoFormer-related, but one is missing `**kwargs` passthrough while the other is about the attention interface; not the same concrete bug." + "reason": "Both are RoFormer-related, but one is kwargs propagation and the other is attention-interface wiring; not the same concrete bug." }, { "left": "issue:43475", "right": "issue:46617", "accept": false, - "reason": "SAM 3 video attribute access error is unrelated to trust_remote_code cache file lookup failures." + "reason": "SAM3 video output attributes and trust_remote_code cache loading are unrelated." }, { "left": "issue:44222", "right": "issue:44230", "accept": false, - "reason": "Both mention FP8/MoE, but one is about saving pretrained weights and the other about inference support; different fixes." + "reason": "Both are FP8/MoE-related, but one is save_pretrained behavior and the other is inference support on specific Qwen3-VL/Qwen3.5 models." }, { "left": "issue:41628", "right": "issue:42548", "accept": false, - "reason": "Two different missing imports (`AutoImageProcessor` vs `PreTrainedModel`) do not indicate the same bug." + "reason": "Different missing imports for different symbols; same broad packaging symptom, not the same underlying change." }, { "left": "issue:44315", "right": "issue:46209", "accept": false, - "reason": "Different FP8/tensor-parallel/model bugs with no shared concrete failure path." + "reason": "Model_init/Liger Kernel behavior is unrelated to FP8 inference on B200." }, { "left": "issue:44485", "right": "issue:46664", "accept": false, - "reason": "GLM-5 RoPE implementation is unrelated to SmolVLM video frame semantics." + "reason": "GLM-5 RoPE implementation and SmolVLM num_frames semantics are unrelated." }, { "left": "issue:43673", "right": "issue:44492", "accept": false, - "reason": "Generation cache missing in v5.0.0 and a cache-strategy typo are not the same underlying problem." - }, - { - "left": "issue:45362", - "right": "issue:45850", - "accept": false, - "reason": "A Qwen3.5 chat crash and a vague 'v5 breaks too many models' complaint are too broad and do not point to one concrete shared bug." - }, - { - "left": "issue:44273", - "right": "issue:45542", - "accept": false, - "reason": "Lazy loading behavior is unrelated to a TensorBoard/TensorFlow backend import issue." + "reason": "Chunked_prefill cache regression and a typo in Cache strategies are not the same bug." } ] }, @@ -18148,8 +18173,8 @@ "review_unit_count": 61, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ @@ -18160,7 +18185,6 @@ "issue:42890", "issue:43352", "issue:43408", - "issue:43519", "issue:43525", "issue:43572", "issue:43576", @@ -18190,19 +18214,21 @@ "issue:45125", "issue:45230", "issue:45278", - "issue:45310", "issue:45341", + "issue:45362", "issue:45468", "issue:45478", + "issue:45542", "issue:45753", "issue:45850", "issue:46095", "issue:46218", "issue:46328", - "issue:46655", "issue:46664" ], "soft_pairs": [ + "issue:45362|issue:45850", + "issue:44273|issue:45542", "issue:44623|issue:45230", "issue:44360|issue:46664", "issue:44038|issue:45125", @@ -18239,165 +18265,174 @@ "issue:31795|issue:33453", "issue:43576|issue:44273", "issue:44315|issue:44829", - "issue:44360|issue:45468", - "issue:43519|issue:46655", - "issue:44273|issue:44908", - "issue:45230|issue:45310" + "issue:44360|issue:45468" ], - "prepared_review_unit_hash": "65fd926c875f0cba2abf22524366aa35f5e1f4ceb0132af41b9b0fbaa31b459a", + "prepared_review_unit_hash": "13522b7cc5d95e87be18367472c393c795da0f735775c970a1db2d6e54506e05", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1842, - "serialized_chars": 956212, - "estimated_input_tokens": 239053, - "estimated_eval_tokens": 478362 + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 40, - "serialized_chars": 39078, - "estimated_input_tokens": 9770, - "estimated_eval_tokens": 19796 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 39, + "serialized_chars": 38226, + "estimated_input_tokens": 9557, + "estimated_eval_tokens": 19370 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose semantic grouping of unrelated Transformers issues, with many v5/regression/import/model-specific reports but no clear duplicate pairs. I would not merge any of the proposed soft edges.", - "confidence": 0.62, - "canonical_issue_reason": "issue:45850 is the broadest umbrella-style report in the set and best matches the cluster\u2019s general v5-regression theme, but it is too vague to be a strong canonical duplicate target.", + "summary": "This cluster is mostly a grab bag of distinct Transformers v5 regressions and model-specific bugs, not a single duplicate thread. The soft pairs share only broad topical overlap (imports, configs, cache, model families) and should not be merged as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "No safe canonical issue: the items are largely unrelated, with only superficial overlap around v5 regressions and import/config issues.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45850 is the most cluster-wide representative issue, covering the widest regression surface among the listed items, even though it lacks the specificity usually needed for dedupe triage.", + "best_issue_reason": "Issue 45850 is the broadest umbrella here ('Since 5.0 version it breaks too many models'), so it is the closest representative of the cluster, but it is still too generic to absorb the other issues as duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Specific chat crash vs a vague general complaint about v5 breakage; not the same bug." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading regression and TensorBoard/TF backend error are unrelated failures." + }, { "left": "issue:44623", "right": "issue:45230", "accept": false, - "reason": "One is a specific processor.save_pretrained bug; the other is an empty generic report. No shared concrete failure mode." + "reason": "Processor save/export missing files vs a generic bug report; no shared code-path." }, { "left": "issue:44360", "right": "issue:46664", "accept": false, - "reason": "DSA/ReLU discussion is unrelated to SmolVLM video padding/num_frames behavior." + "reason": "DSA indexer ReLU discussion and video processor num_frames semantics are unrelated." }, { "left": "issue:44038", "right": "issue:45125", "accept": false, - "reason": "Both mention Qwen3-related models, but one is a general Qwen3-VL-Moe bug and the other is a tensor-parallelism metadata issue." + "reason": "Same model family, but Qwen3-VL-Moe bug and missing tensor-parallel plan are different concrete issues." }, { "left": "issue:44273", "right": "issue:45003", "accept": false, - "reason": "Both touch import/lazy-loading areas, but one is a broad lazy-loading complaint and the other is a specific sys.modules access bug." + "reason": "Both touch loading/import behavior, but lazy loading failure and unsafe sys.modules access are different bugs." }, { "left": "issue:44393", "right": "issue:45071", "accept": false, - "reason": "Qwen3-VL bbox output behavior and PretrainedConfig type checking are unrelated failures." + "reason": "Model output hallucination and PretrainedConfig type-checking regression are unrelated." }, { "left": "issue:44393", "right": "issue:45753", "accept": false, - "reason": "Same general model family, but one is bbox-output hallucination and the other is an infinite-loop image case; different bugs." + "reason": "Both are Qwen3-VL/Qwen3.5 issues, but one is bbox output hallucination and the other is an infinite loop on a specific image." }, { "left": "issue:43576", "right": "issue:44556", "accept": false, - "reason": "CLI env command breakage and checkpoint reload compatibility are different code paths." + "reason": "v5 compatibility complaints, but 'transformers env' broken and checkpoint reload failure are different paths." }, { "left": "issue:41669", "right": "issue:43673", "accept": false, - "reason": "Import-star performance/regression and chunked_prefill cache availability are not the same bug." + "reason": "Import-star slowdown and missing GenerationMixin cache during chunked prefill are unrelated." }, { "left": "issue:43525", "right": "issue:45850", "accept": false, - "reason": "A missing Llama4Config attribute is a specific config bug, not the broad v5 breakage umbrella." + "reason": "Llama4Config missing pad_token_id is a specific config bug, not the same as the broad v5-breakage complaint." }, { "left": "issue:44556", "right": "issue:45092", "accept": false, - "reason": "Both are v5 loading regressions, but one is generic checkpoint reload failure and the other is a specific remote-code/meta-init incompatibility." + "reason": "Both concern upgrade compatibility, but checkpoint reload and remote-code meta-init failures are distinct problems." }, { "left": "issue:43572", "right": "issue:45850", "accept": false, - "reason": "StableLmConfig pad_token_idx regression is specific and distinct from the generic v5 breakage report." + "reason": "StableLmConfig pad_token_idx bug is specific and separate from the generic v5 regression report." }, { "left": "issue:44492", "right": "issue:45850", "accept": false, - "reason": "A cache-strategy typo is unrelated to broad model breakage." + "reason": "Cache-strategy typo is a narrow issue, not the same as broad model breakage." }, { "left": "issue:45278", "right": "issue:45850", "accept": false, - "reason": "General import errors after upgrade are broader than, but not the same as, the generic 'too many models break' complaint." + "reason": "Many import errors after upgrade is broader, but still not the same concrete issue as the generic v5 complaint." }, { "left": "issue:44230", "right": "issue:46095", "accept": false, - "reason": "FP8 inference support for Qwen3-VL/Qwen3.5 MoE is unrelated to DeepSeek weight conversion support." + "reason": "FP8 inference support request and weight conversion script question are different topics." }, { "left": "issue:42371", "right": "issue:44492", "accept": false, - "reason": "TF32 API guidance and cache-strategy typo are unrelated." + "reason": "TF32 settings guidance and cache-strategy typo are unrelated." }, { "left": "issue:41669", "right": "issue:46218", "accept": false, - "reason": "Import-time slowdown from import * is not the same as a missing Qwen3_5ForCausalLM import/export." + "reason": "Both mention imports, but import-star cleanup and a missing Qwen3_5 symbol are different failure modes." }, { "left": "issue:43408", "right": "issue:44315", "accept": false, - "reason": "SAM3 tracker model-type warning and Liger Kernel application in model_init are different subsystems." + "reason": "Wrong model type warning and Liger Kernel not applied with model_init are unrelated." }, { "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "Seed-related flaky tests are unrelated to inverse_sqrt scheduler kwargs handling." + "reason": "Missing set_seed in tests and inverse_sqrt scheduler kwargs are unrelated." }, { "left": "issue:44246", "right": "issue:44273", "accept": false, - "reason": "Slow import timing and broken lazy loading are related at a high level, but not the same concrete failure." + "reason": "Import slowdown and lazy loading malfunction are different bugs." }, { "left": "issue:43576", "right": "issue:44908", "accept": false, - "reason": "CLI env command breakage does not match a scheduler kwargs bug." + "reason": "Broken env command and scheduler kwargs handling do not share a code path." }, { "left": "issue:43352", "right": "issue:44393", "accept": false, - "reason": "Flash Attention 2.0 support error for Nemotron is unrelated to Qwen3-VL bbox output issues." + "reason": "Flash Attention support error and Qwen3-VL bbox hallucination are unrelated." }, { "left": "issue:43976", @@ -18409,109 +18444,91 @@ "left": "issue:44908", "right": "issue:45071", "accept": false, - "reason": "Scheduler kwargs handling and PretrainedConfig type checking are distinct bugs." + "reason": "Scheduler kwargs ignored and PretrainedConfig type checking are separate problems." }, { "left": "issue:44295", "right": "issue:45230", "accept": false, - "reason": "Position_ids buffer access error is specific; the other item is only a placeholder report." + "reason": "position_ids buffer access bug and generic bug report are not duplicates." }, { "left": "issue:44297", "right": "issue:45230", "accept": false, - "reason": "Tokenizer save_pretrained mismatch is specific and not the same as a generic bug report." + "reason": "tokenizer_class mismatch on save and generic bug report are not the same issue." }, { "left": "issue:44704", "right": "issue:44908", "accept": false, - "reason": "AutoProcessor cached_file kwargs plumbing is unrelated to scheduler configuration." + "reason": "AutoProcessor cached_file kwargs bug and scheduler kwargs bug affect different components." }, { "left": "issue:44492", "right": "issue:46328", "accept": false, - "reason": "Cache-strategy typo and SequenceFeatureExtractor.pad performance issue do not share an underlying bug." + "reason": "Cache-strategy typo and feature-extractor padding inefficiency are unrelated." }, { "left": "issue:41669", "right": "issue:44351", "accept": false, - "reason": "Import-star performance regression is not the same as a missing HybridCache export." + "reason": "Import-star cleanup and cannot-import-HybridCache are both import-related but not the same bug." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "Import-performance regression and a testing_utils bug are unrelated." + "reason": "Import performance issue and a testing_utils bug are unrelated." }, { "left": "issue:43976", "right": "issue:45850", "accept": false, - "reason": "Python support regression is separate from the generic v5 breakage complaint." + "reason": "Python 3.9+/3.10+ incompatibility is a distinct release-compatibility bug, not the generic v5 breakage report." }, { "left": "issue:44393", "right": "issue:45478", "accept": false, - "reason": "Different Qwen3 variants and different symptoms; not the same concrete failure." + "reason": "Qwen3-VL bbox error and Qwen3.5-Moe from_pretrained error are different model-specific issues." }, { "left": "issue:43976", "right": "issue:46218", "accept": false, - "reason": "Python compatibility and a missing model import are unrelated." + "reason": "Python version issue and missing Qwen3_5 import are unrelated." }, { "left": "issue:44077", "right": "issue:44861", "accept": false, - "reason": "Optional post_init policy and tied-weights list handling are different model-internal bugs." + "reason": "Optional post_init policy for patchtsmixer and tied-weights key crash are unrelated." }, { "left": "issue:31795", "right": "issue:33453", "accept": false, - "reason": "Documentation confusion and tokenizer loading regression are unrelated." + "reason": "Documentation confusion and tokenizer loading regression are not duplicates." }, { "left": "issue:43576", "right": "issue:44273", "accept": false, - "reason": "Broken env CLI and lazy-loading malfunction overlap only loosely and do not look like one bug." + "reason": "Broken env command and lazy loading regression are different failures, even if both are v5-related." }, { "left": "issue:44315", "right": "issue:44829", "accept": false, - "reason": "Liger Kernel application in model_init is unrelated to flash_attention_3 training degeneration." + "reason": "Liger Kernel application issue and flash_attention_3 training degeneration are different code paths." }, { "left": "issue:44360", "right": "issue:45468", "accept": false, - "reason": "DSA indexer discussion and Gemma-4 audio positional encoding are unrelated." - }, - { - "left": "issue:43519", - "right": "issue:46655", - "accept": false, - "reason": "Qwen3VL timestamp calculation and SmolVLM video padding are different processor bugs." - }, - { - "left": "issue:44273", - "right": "issue:44908", - "accept": false, - "reason": "Lazy loading malfunction is unrelated to inverse_sqrt scheduler kwargs." - }, - { - "left": "issue:45230", - "right": "issue:45310", - "accept": false, - "reason": "A placeholder bug report is not the same as the Qwen3.5 MoE from_pretrained error." + "reason": "DSA indexer discussion and Gemma-4 audio positional encoding bug are unrelated." } ] }, @@ -18546,7 +18563,6 @@ "issue:41669", "issue:42371", "issue:42913", - "issue:42936", "issue:43066", "issue:43298", "issue:43352", @@ -18556,13 +18572,12 @@ "issue:43572", "issue:43576", "issue:43618", - "issue:43668", "issue:43704", "issue:43717", - "issue:44031", "issue:44230", "issue:44261", "issue:44263", + "issue:44273", "issue:44351", "issue:44485", "issue:44492", @@ -18572,6 +18587,7 @@ "issue:44908", "issue:44938", "issue:44998", + "issue:45230", "issue:45250", "issue:45290", "issue:45310", @@ -18582,9 +18598,13 @@ "issue:46144", "issue:46172", "issue:46218", + "issue:46655", "issue:46894" ], "soft_pairs": [ + "issue:43519|issue:46655", + "issue:44273|issue:44908", + "issue:45230|issue:45310", "issue:44655|issue:44861", "issue:43576|issue:46218", "issue:43519|issue:44485", @@ -18623,284 +18643,288 @@ "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:43717|issue:46144" ], - "prepared_review_unit_hash": "09e05dd03c1b2caf141dbe379653dfe61af6c8a1d9f1a21712c1f87a1204fc24", + "prepared_review_unit_hash": "56f919903fd23f535503059c5962627afe60a9e99a94128b1d42ceb830f89e5b", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1842, - "serialized_chars": 956212, - "estimated_input_tokens": 239053, - "estimated_eval_tokens": 478362 + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 41, - "serialized_chars": 39140, - "estimated_input_tokens": 9785, - "estimated_eval_tokens": 19826 + "soft_pair_count": 42, + "serialized_chars": 39368, + "estimated_input_tokens": 9842, + "estimated_eval_tokens": 19940 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No pull requests are present. The soft edges are mostly superficial text similarity across unrelated bug reports or feature requests, so I would not merge any of them as duplicates. The strongest issue anchor in this set is a concrete, reproducible bug report rather than the vague v5/regression titles.", - "confidence": 0.78, - "canonical_issue_reason": "Issue 43519 is the clearest concrete bug report in the set and sits at the center of the largest similarity cluster, so it is the best anchor for triage.", + "summary": "This cluster is a loose grab bag of mostly unrelated Transformer issues, with only broad thematic overlap around v5 regressions, model-loading problems, and a few model-specific bugs. None of the soft pairs are strong enough to merge as true duplicates under a strict triage standard.", + "confidence": 0.41, + "canonical_issue_reason": "Issue 45850 is the broadest cluster-wide regression complaint and best matches the recurring v5 breakage theme across several items.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43519 has a specific failure mode, a model-specific repro, and enough detail to be a useful representative issue; the nearby similarity hits are too broad to collapse into it, but it is still the strongest issue in this batch.", + "best_issue_reason": "45850 is the most representative umbrella issue in an otherwise heterogeneous set, though it is still too vague to be a true duplicate target for most others.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43519", + "right": "issue:46655", + "accept": false, + "reason": "Different model processors and different bugs: timestamp calculation vs video padding calculation." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading behavior and scheduler kwargs are unrelated code paths." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report versus a specific Qwen3.5 MoE from_pretrained failure; not enough evidence of the same bug." + }, { "left": "issue:44655", "right": "issue:44861", "accept": false, - "reason": "Different failure surfaces: saving Pipeline objects vs _get_tied_weight_keys crashing on list-typed _tied_weights_keys." + "reason": "Saving Pipeline objects and tied-weight key handling are separate serialization issues." }, { "left": "issue:43576", "right": "issue:46218", "accept": false, - "reason": "Unrelated problems: the env CLI is broken in v5, while the other is a specific Qwen3.5 import failure." + "reason": "Broken env command and Qwen3_5 import failure are unrelated." }, { "left": "issue:43519", "right": "issue:44485", "accept": false, - "reason": "Different model bugs and code paths: Qwen3VL timestamp calculation vs GLM-5 RoPE implementation." + "reason": "Qwen3VL timestamp logic and GLM-5 RoPE implementation are different model-specific bugs." }, { "left": "issue:45468", "right": "issue:46894", "accept": false, - "reason": "Different models and symptoms: Gemma-4 audio positional encoding vs CohereASR training-loss shift." + "reason": "Audio positional encoding and training-loss double-shift are different problems, even if both are model-training related." }, { "left": "issue:43519", "right": "issue:44908", "accept": false, - "reason": "Processor timestamp math and scheduler kwargs handling are unrelated bugs." + "reason": "Processor timestamp math and scheduler timescale handling do not match." }, { "left": "issue:41669", "right": "issue:43704", "accept": false, - "reason": "Import-star cleanup/perf regression is unrelated to a VRAM leak in multi-threaded dataloader use." + "reason": "Import-time performance regression and VRAM leak are unrelated." }, { "left": "issue:31795", "right": "issue:34689", "accept": false, - "reason": "Documentation confusion about forward args is not the same as a model-loading regression for Llama 3.2 Vision." + "reason": "Documentation confusion and a model loading regression are not the same underlying issue." }, { "left": "issue:46018", "right": "issue:46172", "accept": false, - "reason": "DeepSeek-V4 gating logic and a comb transpose bug are different code-path problems." + "reason": "Both mention DeepSeek-V4, but one is gating logic and the other is a tensor transpose/cast bug." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "VRAM leakage in Qwen3ForCausalLM is not the same as GLM-5 RoPE implementation behavior." + "reason": "VRAM leak in Qwen3 and GLM-5 RoPE implementation are unrelated." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "Both are model-specific, but they describe different models and distinct implementation bugs." + "reason": "Different models and different implementation areas." }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "Local-files-only network requests are unrelated to Qwen3VL timestamp calculation." + "reason": "Local-files-only network requests and timestamp calculation are unrelated." }, { "left": "issue:42371", "right": "issue:43704", "accept": false, - "reason": "TF32 API/settings guidance is unrelated to a Qwen3ForCausalLM memory leak." + "reason": "TF32 configuration guidance and VRAM leakage are unrelated." }, { "left": "issue:45850", "right": "issue:46218", "accept": false, - "reason": "A vague broad v5 complaint is not the same underlying bug as a concrete Qwen3_5 module import error." + "reason": "A broad v5 complaint is not the same as a specific import failure for one module." }, { "left": "issue:43519", "right": "issue:43704", "accept": false, - "reason": "Qwen3VL timestamp calculation and VRAM leak in a different model are separate issues." + "reason": "Processor timestamp bug and dataloader-thread VRAM leak are different failures." }, { "left": "issue:44263", "right": "issue:45468", "accept": false, - "reason": "torch.split return handling in GLM-MoE DSA indexing is unrelated to Gemma-4 audio positional encoding." + "reason": "torch.split indexing issue and audio positional encoding are unrelated." }, { "left": "issue:44261", "right": "issue:45468", "accept": false, - "reason": "Missing rms_norm_eps in MLA q_a_layernorm is a different bug from Gemma-4 audio positional encoding." + "reason": "Different model families and different numerical issues; not the same bug." }, { "left": "issue:43298", "right": "issue:46095", "accept": false, - "reason": "Continuous batching audio-model support and a weight-conversion question are not the same change." + "reason": "Continuous batching support and weight-conversion documentation are not the same change." }, { "left": "issue:44351", "right": "issue:46218", "accept": false, - "reason": "HybridCache import failure and Qwen3_5ForCausalLM import failure are different missing-symbol problems." + "reason": "Both are import errors, but for different symbols/modules and different root causes." }, { "left": "issue:43352", "right": "issue:46218", "accept": false, - "reason": "Nemotron Flash Attention 2 support and Qwen3.5 import failure are unrelated." + "reason": "Flash Attention support missing for one model is unrelated to an import failure for another." }, { "left": "issue:42913", "right": "issue:43066", "accept": false, - "reason": "Both mention tokenizer v5, but one is a broad behavior difference and the other is a specific decoder-type bug; not enough to treat as the same underlying issue." + "reason": "Both concern tokenizer v5 behavior, but one is a broad regression report and the other is a specific decoder-type bug; not clearly the same underlying issue." }, { "left": "issue:28348", "right": "issue:45250", "accept": false, - "reason": "Specific GPT2 Flash Attention 2 support request vs a generic Flash Attention 2.0 issue are not the same concrete bug/change." + "reason": "Specific GPT2LMHeadModel support request versus a generic Flash Attention 2.0 topic." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwargs handling is unrelated to the spam/irrelevant 'Unemployment' issue." + "reason": "Scheduler kwargs bug and unrelated spam issue." }, { "left": "issue:44492", "right": "issue:44998", "accept": false, - "reason": "A typo in cache strategies is unrelated to the spam issue." + "reason": "Cache-strategy typo and unrelated spam issue." }, { "left": "issue:43618", "right": "issue:44998", "accept": false, - "reason": "CLIPOutput attention assignment regression is unrelated to the spam issue." + "reason": "CLIPOutput attentions regression and unrelated spam issue." }, { "left": "issue:44998", "right": "issue:45850", "accept": false, - "reason": "The spam issue is not the same as a broad complaint about many breakages in v5." + "reason": "Unrelated spam-like issue versus a broad v5 regression complaint." }, { "left": "issue:44938", "right": "issue:44998", "accept": false, - "reason": "Python 3.14 load failures are unrelated to the spam issue." + "reason": "Python 3.14 load failure and unrelated spam issue." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "Internal tied-weight key handling is unrelated to chat-template crashes with tool-call assistant messages." + "reason": "Tied-weight key crash and chat-template tool-call crash are different code paths." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Slow checkpoint loading is unrelated to an ImportError for layer_type_validation." + "reason": "from_pretrained slowness and an import error are unrelated." }, { "left": "issue:43572", "right": "issue:44861", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig is unrelated to the tied-weight key crash." + "reason": "Missing pad_token_idx in StableLmConfig and tied-weight key handling are different bugs." }, { "left": "issue:43525", "right": "issue:44861", "accept": false, - "reason": "Missing pad_token_id on Llama4Config is unrelated to the tied-weight key crash." + "reason": "Llama4Config pad_token_id missing and tied-weight key handling are unrelated." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "FP8 inference support and processor.save_pretrained missing files are different topics." + "reason": "FP8 inference support request and processor save_pretrained file omission are not the same issue." }, { "left": "issue:28348", "right": "issue:43352", "accept": false, - "reason": "Both mention Flash Attention 2.0, but they target different models and different concrete issues." + "reason": "Both ask for Flash Attention 2.0 support, but for different models and not one concrete fix." }, { "left": "issue:29870", "right": "issue:31515", "accept": false, - "reason": "BART generate() decoder mask failure is unrelated to from_pretrained slowness." + "reason": "Generate-time decoder_attention_mask bug and checkpoint loading slowness are unrelated." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLflow reporting on failed jobs is unrelated to checkpoint load latency." + "reason": "MLflow reporting on failure and checkpoint loading performance are unrelated." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "from_pretrained performance and tensor-parallel training correctness are distinct problems." + "reason": "from_pretrained slowness and tensor-parallel training bug are different areas." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "Loading performance and documentation confusion are not the same issue." + "reason": "Loading performance and forward-signature documentation are not the same bug." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "FP8 support and a Qwen3.5 MoE from_pretrained error are different model-specific issues." + "reason": "FP8 support discussion and Qwen3.5 MoE from_pretrained error are related to the same model family but not the same concrete bug." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Continuous batching support for audio models and FP8 inference support are unrelated." + "reason": "Continuous batching for audio models and FP8 inference support are separate feature gaps." }, { "left": "issue:43717", "right": "issue:46144", "accept": false, - "reason": "Mamba init_weights handling and RoFormer attention-interface usage are different implementation concerns." - }, - { - "left": "issue:42936", - "right": "issue:46018", - "accept": false, - "reason": "Mask2former ignore_value usage and DeepSeek-V4 shared-expert gating are unrelated bugs." - }, - { - "left": "issue:43668", - "right": "issue:44031", - "accept": false, - "reason": "A ModernBERT type-hint issue is unrelated to tokenizer regex pattern warnings." + "reason": "Mamba init_weights usage and RoFormer attention interface usage are unrelated implementation issues." } ] }, @@ -18919,8 +18943,8 @@ "review_unit_count": 61, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-502", "nodes": [ @@ -18930,9 +18954,12 @@ "issue:43668", "issue:43813", "issue:44031", + "issue:46018", "issue:46144" ], "soft_pairs": [ + "issue:42936|issue:46018", + "issue:43668|issue:44031", "issue:42936|issue:43240", "issue:43240|issue:46144", "issue:42936|issue:44031", @@ -18943,88 +18970,100 @@ "issue:37934|issue:43668", "issue:42936|issue:43668" ], - "prepared_review_unit_hash": "fe88e5ab6cd65d9c9782aed9b702d8d5df234ff4e984b3c46ac3f06cf3b6fbfa", + "prepared_review_unit_hash": "21c2d8f22638725eb79cf912e8fe0c7780a31e8e13ec218a45310ceb46d70675", "component_budget": { "node_count": 502, "item_count": 502, - "soft_pair_count": 1842, - "serialized_chars": 956212, - "estimated_input_tokens": 239053, - "estimated_eval_tokens": 478362 + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 }, "budget": { - "node_count": 7, - "item_count": 7, - "soft_pair_count": 9, - "serialized_chars": 6641, - "estimated_input_tokens": 1661, - "estimated_eval_tokens": 3578 + "node_count": 8, + "item_count": 8, + "soft_pair_count": 11, + "serialized_chars": 7775, + "estimated_input_tokens": 1944, + "estimated_eval_tokens": 4144 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is noisy: the issues span unrelated models, configs, tokenizer warnings, quantization typos, and attention plumbing. None of the soft-similarity pairs look like the same underlying bug.", - "confidence": 0.92, - "canonical_issue_reason": "#43240 is the broadest and most generic report in the set, so it is the least bad anchor for this noisy cluster, but it is not truly a strong canonical match for the others.", + "summary": "These issues are not duplicates of one another; they span unrelated bugs in norms, tokenizers, segmentation loss handling, configuration typing, a typo, DeepSeek gating, and RoFormer attention plumbing. No soft pair looks like the same underlying problem.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue emerges because the set is heterogeneous and the titles point to different code paths and model families.", "canonical_pr_reason": null, - "best_issue_reason": "#43240 is the best single representative only because it describes a generic code-path bug and has the most cluster-like wording; however, the surrounding issues are still heterogeneous and should not be merged as duplicates.", + "best_issue_reason": "issue:43240 is the strongest standalone representative: it describes a concrete, actionable bug, has the most discussion/reference activity, and is broader than the mostly narrow typo/type-hint reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Different model areas and different bugs: Mask2Former ignore_value handling vs DeepSeek-V4 shared expert gating." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "One is a config type-hint error; the other is a tokenizer regex warning regression. Unrelated code paths." + }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Mask2Former ignore_value handling and missing kwargs in loss calculation are different bugs in different code paths." + "reason": "Both involve training/loss behavior, but one is a missing ignore_value usage and the other is kwargs propagation to a loss function; not the same defect." }, { "left": "issue:43240", "right": "issue:46144", "accept": false, - "reason": "Generic loss kwargs plumbing is unrelated to RoFormer attention interface usage." + "reason": "Kwargs forwarding to loss calculation is unrelated to RoFormer attention interface usage." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Model ignore_value logic and tokenizer regex warnings are unrelated subsystems." + "reason": "Mask2Former ignore_value handling and tokenizer regex warnings are unrelated." }, { "left": "issue:42936", "right": "issue:46144", "accept": false, - "reason": "Mask2Former loss handling and RoFormer attention implementation concerns do not describe the same defect." + "reason": "Different models and unrelated behaviors: loss ignore handling vs attention interface plumbing." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "Ignoring a value in a segmentation model is unrelated to a typo in a quantization attribute name." + "reason": "Mask2Former ignore_value bug is unrelated to a typo in a quantization_operation attribute name." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Passing kwargs to loss functions and an incorrect type hint for norm_eps are different issue types and code paths." + "reason": "A loss-function kwargs bug and an incorrect type hint are not the same underlying issue." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "These are both minor correctness issues, but one is a type hint problem and the other is a typo in a different feature." + "reason": "Both are small code-quality issues, but one is a type hint and the other is a typo in a symbol name." }, { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "RMS norm semantics for Llama4TextL2Norm and ModernBERT norm_eps typing are unrelated." + "reason": "RMS norm semantics for Llama4TextL2Norm are unrelated to a ModernBERTConfig type-hint mistake." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Mask2Former ignore_value behavior and ModernBERT config typing do not share the same underlying bug." + "reason": "These concern different components and failure modes; no shared bug." } ] }, @@ -19043,8 +19082,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10519-3", "nodes": [ @@ -19057,52 +19096,52 @@ "issue:10519|issue:11005", "issue:11005|issue:11307" ], - "prepared_review_unit_hash": "11e308900c4a00bfdbfe5165b61a4db9fa9fcfe6f73fd639f3bd371d06fafa2d", + "prepared_review_unit_hash": "2d5c21dd759fdf7d97d3d1c3824be60b29c60b8b6e6dc075bfc4e642a5831619", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2874, - "estimated_input_tokens": 719, - "estimated_eval_tokens": 1694 + "serialized_chars": 2877, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2874, - "estimated_input_tokens": 719, - "estimated_eval_tokens": 1694 + "serialized_chars": 2877, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster is not a duplicate set: one issue is about tokenizer truncation behavior, one about ReduceLROnPlateau-style scheduling, and one about Wav2Vec2 word boundary timestamps.", - "confidence": 0.98, - "canonical_issue_reason": "No clear canonical issue for deduping; the issues are on unrelated topics and should not be collapsed into one.", + "summary": "This cluster is heterogeneous: one issue asks for reverse truncation behavior, one requests ReduceLROnPlateau-like scheduling, and one asks for Wav2Vec2 word time offsets. They do not describe the same underlying bug or feature, so they should not be deduplicated.", + "confidence": 0.99, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue #11307 is the most discussion-active, but it is still not a good canonical target because it concerns a different feature area than the other issues.", + "best_issue_reason": "Issue 10519 is the clearest standalone request, but it is not a duplicate of the others; the cluster does not have a valid single canonical issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:10519", "right": "issue:11307", "accept": false, - "reason": "Different features: tokenizer truncation settings vs. Wav2Vec2 word time offsets." + "reason": "Unrelated feature requests: truncation direction vs word-level time offsets in Wav2Vec2." }, { "left": "issue:10519", "right": "issue:11005", "accept": false, - "reason": "Unrelated topics: truncation strategy vs. learning-rate scheduler functionality." + "reason": "Different domains and code paths: token truncation behavior vs learning-rate scheduler functionality." }, { "left": "issue:11005", "right": "issue:11307", "accept": false, - "reason": "No shared underlying bug or change; scheduler behavior vs. speech model timestamp extraction." + "reason": "No shared underlying bug/change; scheduler feature request is unrelated to speech offset extraction." } ] }, @@ -19121,8 +19160,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-13244-3", "nodes": [ @@ -19134,7 +19173,7 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "ad8fb81406e3c6fbc34e010d9ea8cd4aaab37eefdb8a24a73f7755ac9a84d5f7", + "prepared_review_unit_hash": "6382919fb19dbced478a520b117bf562ebd56e96e4260f2b81acc21d0fe9d56b", "component_budget": { "node_count": 3, "item_count": 3, @@ -19156,24 +19195,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues do not describe the same underlying bug: one is about Tapas tokenization mismatch, one about a private-model download/login error, and one about failing to load bert-base-uncased. The soft-similarity links are too broad to treat as duplicates.", - "confidence": 0.94, - "canonical_issue_reason": "No true duplicate cluster is present; if forced to pick one, issue 16618 is the broadest and most central-sounding loading failure, but it is not a real canonical target for the others.", + "summary": "The three issues are not true duplicates. Two are about model-loading failures, but one is specifically an auth/error-message problem for private models and the other is a generic failure loading `bert-base-uncased`; the Tapas tokenization report is unrelated.", + "confidence": 0.91, + "canonical_issue_reason": "#16618 is the broadest and most discussed issue, and it best represents the generic model-loading failure theme in this small cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 16618 is the most general and discussion-heavy of the three, so it is the least-bad representative of this weak cluster, though still not a duplicate of the others.", + "best_issue_reason": "#16618 is the most suitable representative issue because it is the most general user-facing problem and has the highest discussion activity.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Tapas tokenization behavior is a different problem from a bert-base-uncased load failure; no shared code-path or concrete bug match." + "reason": "Different underlying bugs: Tapas tokenization mismatch vs a model-loading failure for `bert-base-uncased`. They do not describe the same code path or fix." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "The private-model download/login error is a distinct authentication/download issue, not the same as a generic model-loading failure." + "reason": "Both mention model download/load errors, but #15980 is explicitly about private-model auth and misleading login behavior, while #16618 is a generic load failure for a public model. Not the same bug." } ] }, @@ -19192,8 +19231,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-26350-2", "nodes": [ @@ -19203,40 +19242,40 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "b8095fd333047db99645a824f55e2442083845a5affe5539428964f13de1f82c", + "prepared_review_unit_hash": "9c3d3796730a8d90e91ca15093bf4705d01e477a610635125b17efe12c235eaf", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1590, - "estimated_input_tokens": 398, - "estimated_eval_tokens": 1052 + "serialized_chars": 1588, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1590, - "estimated_input_tokens": 398, - "estimated_eval_tokens": 1052 + "serialized_chars": 1588, + "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 both broad community-contribution feature requests, but for different capabilities: Flash Attention 2 support vs GGUF support. They do not describe the same underlying change, so they should not be clustered as duplicates.", + "summary": "These are two separate feature requests in the same \u201ccommunity contribution\u201d style, but they target different capabilities: Flash Attention 2 support vs GGUF support. They are not the same underlying change.", "confidence": 0.98, - "canonical_issue_reason": "Issue 26350 is a concrete feature request around adding Flash Attention 2 support for more architectures; it is specific and independently scoped.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 26350 is the more concrete of the two and has the narrower, architecture-focused request, making it a better representative issue if one must be chosen.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Different requested features and different underlying code paths: Flash Attention 2 support vs GGUF support. They are both community contribution requests, but not the same bug or change." + "reason": "Different features and code paths: one asks for Flash Attention 2 support across more architectures, the other asks for GGUF support across more architectures. Similar wording is not enough to treat them as duplicates." } ] }, @@ -19255,8 +19294,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-27088-9", "nodes": [ @@ -19301,12 +19340,12 @@ "issue:46222|issue:46931", "issue:46226|issue:46931" ], - "prepared_review_unit_hash": "7701915672e9d99b78ad85e76decdd2c077c4ccf5f0ac736cde5e5a4818f95a3", + "prepared_review_unit_hash": "99afcf069f18cf5d3bd2b292edb9b76bf292ee8265bd2aaee88da7a54dbc747f", "component_budget": { "node_count": 9, "item_count": 9, "soft_pair_count": 29, - "serialized_chars": 15984, + "serialized_chars": 15981, "estimated_input_tokens": 3996, "estimated_eval_tokens": 8248 }, @@ -19314,7 +19353,7 @@ "node_count": 9, "item_count": 9, "soft_pair_count": 29, - "serialized_chars": 15984, + "serialized_chars": 15981, "estimated_input_tokens": 3996, "estimated_eval_tokens": 8248 }, @@ -19323,196 +19362,193 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The set splits into two clear duplicate groups: the generic i18n placeholder translation issues (43834/44365/44370) and the identical Thai-title pair (46222/46226). The remaining Thai-title issue 46931 is similar in theme but has a different title, so it should not be treated as a duplicate based on the available evidence. Language-specific translation requests like Turkish, Spanish, and Romanian are distinct from the generic template issue.", - "confidence": 0.93, - "canonical_issue_reason": "issue:43834 is the best representative of the main duplicate subgroup because it uses the clean generic i18n placeholder title and matches the exact duplicates 44365 and 44370.", + "summary": "This cluster is mostly a set of i18n translation-request issues, and the near-identical text appears to come from a shared template rather than the same underlying request. The language-specific tickets are distinct, so I would not merge them as duplicates.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 43834 is the clearest generic/template-shaped representative, but the cluster is heterogeneous and the language-specific issues are not true duplicates of one another.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43834 is the strongest issue to keep as the representative of the generic template subgroup, since its title is the clearest placeholder form and it sits at the center of the exact-title duplicates.", + "best_issue_reason": "43834 is the best single representative if one must be chosen because it most clearly reflects the reusable template form shared by the others; still, it should not be treated as the same request as the language-specific tickets.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Different language target; this is a Turkish-specific request, not the same issue as the generic template." + "reason": "Different translation request context; the overlap is only the shared i18n template wording." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Different language target; separate translation request." + "reason": "Different translation request context; similar bodies do not make these the same underlying issue." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "Turkish-specific request vs generic template; not the same underlying issue." + "reason": "One is a specific Turkish docs translation request, the other is a generic template-shaped issue." }, { "left": "issue:27088", "right": "issue:38435", "accept": false, - "reason": "Different language target; separate translation request." + "reason": "Different language translation requests; they are not the same task." }, { "left": "issue:27088", "right": "issue:28936", "accept": false, - "reason": "Different language target; Turkish and Spanish translation requests are distinct." + "reason": "Turkish and Spanish docs translation requests are distinct." }, { "left": "issue:28936", "right": "issue:43834", "accept": false, - "reason": "Spanish-specific request vs generic template; not the same issue." + "reason": "Spanish request vs generic template issue; not the same underlying request." }, { "left": "issue:28936", "right": "issue:44365", "accept": false, - "reason": "Different language target; separate translation request." + "reason": "Similar template language, but likely separate translation requests." }, { "left": "issue:28936", "right": "issue:38435", "accept": false, - "reason": "Spanish and Romanian translation requests are distinct." + "reason": "Spanish and Romanian docs translation requests are distinct." }, { "left": "issue:28936", "right": "issue:44370", "accept": false, - "reason": "Different language target; not the same underlying request." + "reason": "Same subsystem, but not the same translation request." }, { "left": "issue:38435", "right": "issue:44370", "accept": false, - "reason": "Romanian-specific request vs generic template; not the same issue." + "reason": "Romanian request and template-shaped issue are not the same underlying change." }, { "left": "issue:38435", "right": "issue:44365", "accept": false, - "reason": "Different language target; separate translation request." + "reason": "Similar wording only; different translation requests." }, { "left": "issue:38435", "right": "issue:43834", "accept": false, - "reason": "Romanian request and generic template are not the same concrete issue." + "reason": "Generic template issue vs a concrete Romanian translation request." }, { "left": "issue:38435", "right": "issue:46222", "accept": false, - "reason": "Different title and content; not the same request." + "reason": "These look like separate language-request tickets, not one bug/change." }, { "left": "issue:38435", "right": "issue:46226", "accept": false, - "reason": "Different title and content; not the same request." + "reason": "These look like separate language-request tickets, not one bug/change." }, { "left": "issue:43834", "right": "issue:44370", - "accept": true, - "reason": "Exact same generic placeholder translation issue; very likely duplicates." + "accept": false, + "reason": "Near-identical template text, but likely distinct language requests." }, { "left": "issue:43834", "right": "issue:44365", - "accept": true, - "reason": "Same placeholder title and same translation-template request." + "accept": false, + "reason": "Template similarity alone is not enough to merge them." }, { "left": "issue:43834", "right": "issue:46222", "accept": false, - "reason": "Generic template issue vs a Thai-language title issue; not enough to treat as the same duplicate." + "reason": "They share the same template, but appear to be separate issue instances." }, { "left": "issue:43834", "right": "issue:46226", "accept": false, - "reason": "Generic template issue vs a Thai-language title issue; not the same underlying request." + "reason": "They share the same template, but appear to be separate issue instances." }, { "left": "issue:43834", "right": "issue:46931", "accept": false, - "reason": "Different Thai title and different wording; not enough evidence of duplication." + "reason": "Generic translation template vs a different concrete issue title." }, { "left": "issue:44365", "right": "issue:44370", - "accept": true, - "reason": "Exact same placeholder issue, so they look like duplicates." + "accept": false, + "reason": "Highly similar template text, but not enough evidence they are the same request." }, { "left": "issue:44365", "right": "issue:46222", "accept": false, - "reason": "Different title and content; not the same issue." + "reason": "Likely separate translation-request issues sharing boilerplate." }, { "left": "issue:44365", "right": "issue:46226", "accept": false, - "reason": "Different title and content; not the same issue." + "reason": "Likely separate translation-request issues sharing boilerplate." }, { "left": "issue:44365", "right": "issue:46931", "accept": false, - "reason": "Different wording and title; not enough evidence of duplication." + "reason": "Shared template similarity is not sufficient to conclude duplication." }, { "left": "issue:44370", "right": "issue:46222", "accept": false, - "reason": "Different title and content; not the same underlying request." + "reason": "Same template pattern, but no evidence of the same underlying request." }, { "left": "issue:44370", "right": "issue:46226", "accept": false, - "reason": "Different title and content; not the same underlying request." + "reason": "Same template pattern, but no evidence of the same underlying request." }, { "left": "issue:44370", "right": "issue:46931", "accept": false, - "reason": "Different Thai title and wording; not enough evidence of duplication." + "reason": "These appear to be different issue instances with different titles." }, { "left": "issue:46222", "right": "issue:46226", - "accept": true, - "reason": "Identical title and matching metadata strongly indicate duplicates." + "accept": false, + "reason": "Nearly identical text, but no proof they refer to one shared request." }, { "left": "issue:46222", "right": "issue:46931", "accept": false, - "reason": "Similar Thai-language content, but the titles differ and the packet does not establish them as the same request." + "reason": "Different titles and no concrete evidence of a duplicate bug/change." }, { "left": "issue:46226", "right": "issue:46931", "accept": false, - "reason": "Similar Thai-language content, but the titles differ and the packet does not establish them as the same request." + "reason": "Different titles and no concrete evidence of a duplicate bug/change." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The grouping into two exact-duplicate clusters is grounded, but the summary overstates the evidence by calling the Thai-title cluster \"spam/placeholder\" and \"unrelated.\" The packet only shows matching Thai titles for 46222/46226 and a different Thai title for 46931; it does not establish spam or placeholder behavior. Keep the conclusions more conservative." - }, - "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 }, @@ -19524,8 +19560,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-36718-19", "nodes": [ @@ -19591,12 +19627,12 @@ "issue:42503|issue:46653", "issue:45027|issue:46653" ], - "prepared_review_unit_hash": "9a53227578611ca9c20cd20fd8548e50f2fe4d4dda2e19a2a8ee5b3768176148", + "prepared_review_unit_hash": "7ae2569fa8fee67638b2273633dcd37fea792789aac673f5c84a18fdb4c97e9a", "component_budget": { "node_count": 19, "item_count": 19, "soft_pair_count": 40, - "serialized_chars": 24675, + "serialized_chars": 24673, "estimated_input_tokens": 6169, "estimated_eval_tokens": 12594 }, @@ -19604,7 +19640,7 @@ "node_count": 19, "item_count": 19, "soft_pair_count": 40, - "serialized_chars": 24675, + "serialized_chars": 24673, "estimated_input_tokens": 6169, "estimated_eval_tokens": 12594 }, @@ -19613,252 +19649,246 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is a set of distinct model-request issues across different architectures and modalities, not duplicates. No soft edge should be merged.", - "confidence": 0.98, - "canonical_issue_reason": "Issue 36879 is the cleanest representative of the broad \u201cadd a model\u201d pattern, but it is not a true duplicate target for the rest of the cluster; the requests are for different models and code paths.", + "summary": "This is a loose thematic cluster of model-request issues (add/support requests across BERT-like, audio/TTS/ASR, vision-language, and detection models), not a set of true duplicates. The similarity links appear driven by the shared 'add model/support' wording rather than the same underlying change.", + "confidence": 0.63, + "canonical_issue_reason": "issue:36879 is the cleanest representative of the cluster\u2019s core theme: a straightforward 'add model' request with multiple similarity links to other model-addition tickets.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 36879 is a concise, self-contained model-add request and a reasonable representative anchor for the cluster, though not actually interchangeable with the others.", + "best_issue_reason": "issue:36879 is the best single representative because its title is generic enough to stand in for the cluster\u2019s overall model-request pattern, while still being concrete and central among the linked issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36718", "right": "issue:41115", "accept": false, - "reason": "RoMa keypoint matcher vs MiniCPM3 architecture request; unrelated model domains and implementation paths." + "reason": "Different requested artifacts: RoMa keypoint matcher vs MiniCPM3 model architecture. Same broad 'add support' pattern only." }, { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "EuroBert config entry vs DEIMv2 model support; different architectures and different integration work." + "reason": "EuroBert config addition and DEIMv2 model addition are different model requests, not the same change." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "EuroBert config request vs Qwen3-TTS support; text model config vs audio/TTS model support." + "reason": "EuroBert config vs Qwen3-TTS support are unrelated model families and code paths." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "EuroBert config request vs RF-DETR model addition; different model families and different code changes." + "reason": "Different models entirely: EuroBert config vs RF-DETR model." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "RF-DETR detection model vs DEIMv2; separate model additions, not the same underlying request." + "reason": "RF-DETR and DEIMv2 are distinct model requests with no shared underlying implementation." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "RF-DETR object detection vs LFM2.5 Audio 1.5B; unrelated modality and code path." + "reason": "RF-DETR detector support and LFM2.5 Audio support are different domains and changes." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "RF-DETR detection model vs weight-sparse transformer request; different architecture and implementation scope." + "reason": "RF-DETR model addition and OpenAI weight-sparse transformer request are unrelated." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "RF-DETR model addition vs Qwen3-ASR support; detection model vs speech recognition support." + "reason": "RF-DETR and Qwen3-ASR are different models and different support paths." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "RF-DETR detection model vs Qwen3-TTS support; unrelated modalities and integration work." + "reason": "RF-DETR model vs Qwen3-TTS support are not the same underlying change." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT addition vs Qwen3-ASR support; different model families and different functionality." + "reason": "NeoBERT and Qwen3-ASR are different models; similarity is only at the request level." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT vs weight-sparse transformer; not the same model or code change." + "reason": "NeoBERT vs circuit-sparsity/circuitgpt request are different architectures and code paths." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT text model request vs LFM2.5 Audio 1.5B; different modality and scope." + "reason": "NeoBERT and LFM2.5 Audio 1.5B are unrelated model requests." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "RF-DETR model vs NeoBERT; unrelated architectures and implementation targets." + "reason": "RF-DETR model and NeoBERT are distinct additions, not duplicate reports." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT vs ModernVBERT models; distinct model requests despite both being BERT-like names." + "reason": "NeoBERT and ModernVBERT are both BERT-ish names but still different model requests." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 architecture request vs Qwen3-ASR support; different model families and tasks." + "reason": "MiniCPM3 architecture request and Qwen3-ASR support target different models and capabilities." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 architecture work vs weight-sparse transformer support; different concrete changes." + "reason": "MiniCPM3 and circuit-sparsity transformer are different requests with no shared concrete change." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 architecture vs ModernVBERT models; separate model additions." + "reason": "MiniCPM3 and ModernVBERT are separate model additions." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 architecture vs Voxtral TTS support; unrelated model types and code paths." + "reason": "MiniCPM3 architecture request and Voxtral TTS support are different model domains." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 detection model vs Qwen3-TTS support; different modalities and implementation areas." + "reason": "DEIMv2 and Qwen3-TTS are unrelated model additions." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT models vs Qwen3-ASR support; distinct model families and tasks." + "reason": "ModernVBERT models and Qwen3-ASR support are different model families and changes." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT models vs Qwen3-TTS support; text-model config request vs speech model support." + "reason": "ModernVBERT and Qwen3-TTS are distinct model requests." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT models vs BERT-like models with RoPE; one is a model request, the other is a broad architectural enhancement." + "reason": "ModernVBERT models and generic BERT-like RoPE support are related only by broad naming, not the same change." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "BERT-like models with RoPE is a broad architectural request; Voxtral TTS support is a specific audio model addition." + "reason": "BERT-like RoPE support and Voxtral TTS support are different model concerns." }, { "left": "issue:42738", "right": "issue:46653", "accept": false, - "reason": "BERT-like models with RoPE vs a personal-name issue; clearly unrelated." + "reason": "BERT-like models with RoPE and the unrelated 'Mirko Privitera' issue are clearly not duplicates." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Qwen3-TTS support vs Qwen3-ASR support; same vendor family but different concrete models and code paths." + "reason": "Qwen3-TTS and Qwen3-ASR are closely related product line items, but they are different capabilities and would not be one PR." }, { "left": "issue:43671", "right": "issue:45027", "accept": false, - "reason": "Qwen3-TTS support vs Voxtral-4B-TTS support; different TTS models and likely different integration details." + "reason": "Qwen3-TTS and Voxtral TTS support are different model-specific requests." }, { "left": "issue:43671", "right": "issue:45177", "accept": false, - "reason": "Qwen3-TTS support vs DeepSeek-OCR2; different modalities and model implementations." + "reason": "Qwen3-TTS support and DeepSeek-OCR2 are unrelated model requests." }, { "left": "issue:43671", "right": "issue:44121", "accept": false, - "reason": "Qwen3-TTS support vs weight-sparse transformer request; not the same underlying feature." + "reason": "Qwen3-TTS and the weight-sparse transformer request are different underlying changes." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Qwen3-ASR support vs LFM2.5 Audio 1.5B; both audio-related, but different models and likely different processing pipelines." + "reason": "Qwen3-ASR and LFM2.5 Audio 1.5B are different audio models and code paths." }, { "left": "issue:43837", "right": "issue:45322", "accept": false, - "reason": "Qwen3-ASR support vs EUPE encoder request; different model classes and tasks." + "reason": "Qwen3-ASR and EUPE are different model requests in different domains." }, { "left": "issue:43837", "right": "issue:44121", "accept": false, - "reason": "Qwen3-ASR support vs weight-sparse transformer; unrelated change." + "reason": "Qwen3-ASR support and circuit-sparsity transformer support are unrelated changes." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS support are different speech-model requests." }, { "left": "issue:43909", "right": "issue:44205", "accept": false, - "reason": "LFM2.5 Audio 1.5B vs SAM3-LiteText; audio model request vs vision-language/text-related model." + "reason": "LFM2.5 Audio 1.5B and SAM3-LiteText are different models and modalities." }, { "left": "issue:43909", "right": "issue:46645", "accept": false, - "reason": "LFM2.5 Audio 1.5B vs SWA+sink option for Granite models; different models and different feature requests." + "reason": "LFM2.5 Audio 1.5B and SWA+sink Granite option are unrelated model changes." }, { "left": "issue:44121", "right": "issue:45322", "accept": false, - "reason": "Weight-sparse transformer request vs EUPE encoder request; separate architectures and implementation goals." - }, - { - "left": "issue:43837", - "right": "issue:45027", - "accept": false, - "reason": "Qwen3-ASR support vs Voxtral-4B-TTS support; ASR and TTS are different concrete model integrations." - }, - { - "left": "issue:37015", - "right": "issue:45027", - "accept": false, - "reason": "NeoBERT vs Voxtral-4B-TTS support; unrelated text model and audio model requests." + "reason": "Weight-sparse transformer request and EUPE are separate model requests with no shared concrete bug/change." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "Qwen3-ASR support vs DeepSeek-OCR2; different model family and task." + "reason": "Qwen3-ASR support and DeepSeek-OCR2 are unrelated model additions." }, { "left": "issue:45322", "right": "issue:46133", "accept": false, - "reason": "EUPE encoder request vs TIPSv2 vision-language pretraining model; different model additions." + "reason": "EUPE and TIPSv2 are different vision-language model requests, not the same underlying change." }, { "left": "issue:42503", "right": "issue:46653", "accept": false, - "reason": "ModernVBERT models vs a personal-name issue; no technical overlap." + "reason": "ModernVBERT models and the unrelated author-name issue are clearly not duplicates." }, { "left": "issue:45027", "right": "issue:46653", "accept": false, - "reason": "Voxtral TTS support vs a personal-name issue; unrelated." + "reason": "Voxtral TTS support and the unrelated author-name issue are clearly not the same change." } ] }, @@ -19877,8 +19907,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-38740-2", "nodes": [ @@ -19888,12 +19918,12 @@ "soft_pairs": [ "issue:38740|issue:46443" ], - "prepared_review_unit_hash": "3ae1f1bea72f1951ec5a3edd14542a7533406afd905030807974856f32330c02", + "prepared_review_unit_hash": "2f5f5c6e5c3e7e7d1148275b297a86b41b082e7af66485ed6c36af865c049285", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1505, + "serialized_chars": 1506, "estimated_input_tokens": 377, "estimated_eval_tokens": 1010 }, @@ -19901,7 +19931,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1505, + "serialized_chars": 1506, "estimated_input_tokens": 377, "estimated_eval_tokens": 1010 }, @@ -19910,18 +19940,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are unrelated: one is a documentation request for adding Pruna as an optimization framework, while the other is a Vision RoPE refactor. There is no evidence they describe the same bug or change, so they should not be clustered together.", - "confidence": 0.96, - "canonical_issue_reason": "No shared code path, subsystem, or concrete problem; the titles and contexts indicate different domains (docs/integration vs vision model refactor).", + "summary": "The two issues are unrelated: one is a docs request about adding `pruna` as an optimization framework, and the other is a technical refactor for Vision RoPE. This is not a duplicate cluster.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the items do not describe the same problem or change.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #46443 is the stronger standalone candidate within this pair because it appears to describe an actual code refactor, whereas #38740 is a docs/information request.", + "best_issue_reason": "Neither issue is a good cluster representative because there is no underlying duplicate relationship; if forced, the Vision RoPE refactor is the more concrete code task.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:38740", "right": "issue:46443", "accept": false, - "reason": "Different subjects and likely different work streams: a docs request about Pruna versus a Vision RoPE refactor. They do not appear to be the same underlying issue." + "reason": "Different domains and intents: documentation/framework addition versus a Vision RoPE refactor. They do not appear to be the same underlying bug or change." } ] }, @@ -19940,8 +19970,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-41084-2", "nodes": [ @@ -19951,7 +19981,7 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "d243f65659d03e8d7d7ba1ac4d275bdd4135faa0fb5bf54651631697a0af9aef", + "prepared_review_unit_hash": "d8bdb1657942a7c7004dd9e282cfb45bb7bc0e5a3968e3d36ea7bc87b858a5c6", "component_budget": { "node_count": 2, "item_count": 2, @@ -19973,18 +20003,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are not duplicates: one asks for set block decoding, while the other requests DeepSeek v3.2 support. They concern different features and likely different code paths.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "These are not duplicates: one is about block decoding behavior, the other about adding DeepSeek v3.2 model support. The soft similarity is too weak to justify merging the issues.", + "confidence": 0.97, + "canonical_issue_reason": "No true canonical issue: the two issues concern different problem spaces (decoding implementation vs model support).", "canonical_pr_reason": null, - "best_issue_reason": "Issue #43037 is the more concrete and actionable request because it names a specific model/version target; #41084 is comparatively vague.", + "best_issue_reason": "Neither issue is a good duplicate target for the other. If a single issue must be kept as the cluster representative, 41084 is slightly more generic, but this cluster looks spurious.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Unrelated requests: block decoding vs model support. No shared target, filename, or concrete code-path overlap suggesting a duplicate." + "reason": "Different underlying requests: block decoding changes vs DeepSeek v3.2 support. They do not describe the same bug or change." } ] }, @@ -20003,8 +20033,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-41306-2", "nodes": [ @@ -20014,40 +20044,40 @@ "soft_pairs": [ "issue:41306|issue:41826" ], - "prepared_review_unit_hash": "95a7fd11d3bba54824cd19aa0c8edd82f2092a443328faec35fbd08cb1b71dc5", + "prepared_review_unit_hash": "a2902481131662f12e355fed8c606c8cd9646a0b9d497e34f16bb31a5c955de9", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1585, - "estimated_input_tokens": 397, - "estimated_eval_tokens": 1050 + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1585, - "estimated_input_tokens": 397, - "estimated_eval_tokens": 1050 + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These look related only at a very high level (Tiled/Liger memory-optimization work), but they target different features and code paths: one is about exposing TiledFusedLogitsLoss/FLCE via `from_pretrained()`, the other is about integrating TiledMLP for lower memory use. Not a duplicate pair.", - "confidence": 0.95, + "summary": "The two issues are both feature requests, but they target different model components and different changes: one asks for a `from_pretrained()` flag for TiledFusedLogitsLoss / LigerFusedLinearCrossEntropy, while the other asks for integrating TiledMLP for lower memory use. They are not the same underlying bug or change.", + "confidence": 0.96, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue #41306 is the more concrete, narrowly scoped request, but it should not be treated as a duplicate of #41826; #41826 is a separate feature request for TiledMLP.", + "best_issue_reason": "No single issue is a clear canonical duplicate of the other; both are distinct feature requests in different areas, so neither should be treated as the representative issue for a duplicate cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41306", "right": "issue:41826", "accept": false, - "reason": "Different underlying changes: `from_pretrained()` support for TiledFusedLogitsLoss/FLCE vs adding TiledMLP integration. Same broad optimization theme, but not the same bug or change." + "reason": "Different requested functionality and code paths: FLCE/from_pretrained configuration versus TiledMLP memory-footprint integration. They are not plausibly merged into one fix." } ] }, @@ -20066,8 +20096,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43598-2", "nodes": [ @@ -20077,12 +20107,12 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "3326a114ae7712a2054f0244ec543c23eec8f444ec3068a7e7da01c226186e51", + "prepared_review_unit_hash": "89d06a9a65b26ca3198c8b8e6393196ae3f64f5aa89b150a909fbc76389da94a", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1583, + "serialized_chars": 1584, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -20090,7 +20120,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1583, + "serialized_chars": 1584, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -20099,18 +20129,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two closed issues are not duplicates: one asks to make `remove_unused_column` more customizable in `Trainer`, while the other asks to account for custom trainers when estimating FLOPs. They touch adjacent trainer logic but describe different underlying problems and fixes.", - "confidence": 0.95, - "canonical_issue_reason": null, + "summary": "These two closed issues are related only loosely by Trainer customization; they describe different problems and should not be deduplicated.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical duplicate here: #43598 is about `remove_unused_column` behavior and customizability in `Trainer`, while #43600 is about FLOPS estimation for custom trainers.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "#43598 is the better representative issue because it describes a concrete Trainer behavior change request; #43600 is a separate instrumentation/accounting concern.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "Different user-facing problems and code paths: one is about column removal behavior/customizability, the other about FLOPs estimation for custom trainers. Shared trainer context alone is not enough to treat them as the same bug." + "reason": "Different underlying problems: one targets unused-column removal/custom training behavior, the other targets FLOPS estimation for custom trainers. Shared Trainer context is too broad to treat as a duplicate." } ] }, @@ -20129,8 +20159,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43684-2", "nodes": [ @@ -20140,7 +20170,7 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "d798a29930101eaf125287ff434fb6919547aa2d6866f151d78917d5d19dcabd", + "prepared_review_unit_hash": "f7e5b7d9ee2887da4002edcffbcd24fd3fa4b2a3861dfe63e1f4f2908d3a75bc", "component_budget": { "node_count": 2, "item_count": 2, @@ -20162,18 +20192,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two closed issues request different auto-model support additions for different Qwen variants/tasks; they are related in theme but not duplicates.", - "confidence": 0.94, - "canonical_issue_reason": "Issue #43684 is the cleaner representative of the cluster theme because it is a straightforward auto-model registration request, but it is still not a duplicate of #44405.", + "summary": "These are two separate feature requests: one for Qwen3-Omni registration in AutoModel/AutoModelForConditionalGeneration, and one for AutoModelForSequenceClassification support for Qwen3.5. They share the broad theme of Qwen auto-class support, but they do not describe the same underlying change.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 43684 is the broader and more central request, covering model registration across two auto classes; 44405 is a narrower request for a different config and task head.", "canonical_pr_reason": null, - "best_issue_reason": "#43684 is the best issue representative here because it targets the core auto-registry problem more directly and broadly than the sequence-classification-specific request in #44405.", + "best_issue_reason": "43684 is the best representative issue because it is the more general auto-model registration request and is closer to a core framework change.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Different underlying changes: #43684 asks for Qwen3-Omni registration in AutoModel/AutoModelForConditionalGeneration, while #44405 asks for AutoModelForSequenceClassification support for Qwen3.5 (Qwen3_5Config). Different model families and tasks, so not one duplicate fix." + "reason": "Different model families and different auto-class targets: Qwen3-Omni registration vs Qwen3.5 sequence-classification support. Related theme, but not the same bug/change." } ] }, @@ -20192,8 +20222,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43835-4", "nodes": [ @@ -20210,80 +20240,80 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "2c69701ebe189d177d8360cc21293b7d63fa744b8fcd11eb04632b0c27f587df", + "prepared_review_unit_hash": "a5c680299fef804f4ebf650c4be9afd8b0845adf73a2f616b8c6002b0552f4df", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4263, - "estimated_input_tokens": 1066, - "estimated_eval_tokens": 2388 + "serialized_chars": 4267, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4263, - "estimated_input_tokens": 1066, - "estimated_eval_tokens": 2388 + "serialized_chars": 4267, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The three \"huggingface\" issues (43845, 43846, 43859) appear to be the same report and likely duplicates; 43835 ('Fett') looks unrelated. I would use 43845 as the cluster representative because it is the earliest of the repeated huggingface issues.", - "confidence": 0.84, - "canonical_issue_reason": "43845 is the earliest of the near-identical 'huggingface ' issues and is the cleanest representative of that duplicate cluster.", + "summary": "The three \"huggingface \" issues look related and may be duplicate reports, but the packet only provides soft-similarity evidence and no deterministic match. \"Fett\" appears unrelated. No PRs are present.", + "confidence": 0.72, + "canonical_issue_reason": "issue:43845 is still the best anchor for the likely huggingface-related cluster because it is the earliest of the similar issues, but the duplicate relationship is only tentative from the available evidence.", "canonical_pr_reason": null, - "best_issue_reason": "43845 is the best issue to keep as the canonical duplicate target because it is earliest and matches the repeated title/body pattern of the other huggingface reports.", + "best_issue_reason": "issue:43845 is the best issue candidate because it is the earliest and most representative of the repeated \"huggingface \" reports, even though the grouping is not confirmed as duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Different titles with no shared concrete details; 'Fett' does not look like the same issue as the repeated 'huggingface ' reports." + "reason": "Only soft similarity is available, and the titles are different; this is not enough to confirm the same underlying issue." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Same as above: no evidence that 'Fett' is the same underlying problem as 'huggingface '." + "reason": "Only soft similarity is available, with no shared targets/files or other deterministic evidence of the same bug." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "No meaningful overlap beyond generic similarity; this does not look like a duplicate of the huggingface issues." + "reason": "Only soft similarity is available, and there is no concrete evidence that these reports describe the same problem." }, { "left": "issue:43845", "right": "issue:43846", - "accept": true, - "reason": "Same title, minimal bodies, and close creation time strongly suggest duplicate reports of the same issue." + "accept": false, + "reason": "The titles match, but the packet still provides only soft similarity and deterministic_accept is false, so this should be treated as a possible duplicate, not a confirmed one." }, { "left": "issue:43845", "right": "issue:43859", - "accept": true, - "reason": "Same repeated 'huggingface ' title and similarly minimal content indicate the same underlying issue." + "accept": false, + "reason": "Same broad title pattern, but only soft similarity is present and there is no deterministic evidence to justify merging them as the same issue." }, { "left": "issue:43846", "right": "issue:43859", - "accept": true, - "reason": "These are effectively the same 'huggingface ' report and are very likely duplicates." + "accept": false, + "reason": "These look like likely similar reports, but the evidence is still limited to soft similarity, so confirmation is not warranted." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The clustering is grounded in the packet: 43845/43846/43859 share the exact title, are close in time, and have similarly minimal bodies, while 43835 is clearly different. Choosing 43845 as the earliest representative is reasonable, and the duplicate language stays appropriately probabilistic." + "accept": false, + "feedback": "The anchor choice is plausible and the note that no PRs are present is grounded, but the soft-edge verdicts are not conservative enough. In the packet, every pair is supported only by soft_similarity, and all pairs have deterministic_accept=false. Treating the huggingface issue pairs as accepted duplicates overstates the evidence; they should be described as likely similar/possible duplicates, not confirmed matches." }, "evaluator_used": true, - "retried": false, - "accepted_nontrivial_soft_edge": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -20295,8 +20325,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-44371-5", "nodes": [ @@ -20317,7 +20347,7 @@ "issue:44572|issue:44937", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "415bc9d1b9d188d868c981751ff712112abb817301dcd7f658aa55878340d227", + "prepared_review_unit_hash": "22eb13e5f267cf3138b3099bafc98d0734038e753cbf6c5a84db1281fdb30a0b", "component_budget": { "node_count": 5, "item_count": 5, @@ -20339,66 +20369,66 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicate issues: the titles are unrelated placeholder/spam or generic documentation phrases, and there is no body/detail linking them to the same underlying problem.", - "confidence": 0.98, - "canonical_issue_reason": "No clear canonical issue: the set appears to be unrelated low-signal/spam issues rather than multiple reports of one bug.", + "summary": "This cluster looks like unrelated low-information/spam issues plus one generic documentation suggestion; there is no evidence they describe the same underlying bug or change.", + "confidence": 0.93, + "canonical_issue_reason": "Issue #44418 is the only one with a somewhat descriptive, non-placeholder title, so it is the best representative if a canonical issue must be chosen.", "canonical_pr_reason": null, - "best_issue_reason": "None of the issues is a strong representative for a duplicate cluster; 44418 is only the most generic non-spam-looking title, but it still does not match the others.", + "best_issue_reason": "#44418 is the most substantive issue in the set; the others are spam-like placeholders or equally generic, so it is the least bad anchor for triage.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Both are spam-like placeholders, but there is no evidence they describe the same underlying issue." + "reason": "Both are just '' placeholders; identical titles alone are not enough to establish the same underlying issue." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "Same spam-like format, but no shared bug, feature request, or concrete target is visible." + "reason": "Both are spam placeholders with no body detail, code path, or target to support duplication." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "The titles are different and generic; this looks like unrelated noise rather than a duplicate." + "reason": "One is spam and the other is a generic documentation suggestion; these do not look like the same issue." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "A spam placeholder and a quoted organization name do not indicate the same issue." + "reason": "'' and 'Check out \"Google LLC\"' are unrelated and lack any shared technical context." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "Generic documentation wording versus spam placeholder; no shared underlying problem is evident." + "reason": "A documentation enhancement request is not the same underlying report as a spam placeholder." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "These are both low-signal, but not clearly the same request or defect." + "reason": "Generic documentation feedback and a spam placeholder do not indicate the same bug or change." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "Identical spam titles alone are not enough to conclude they are the same report." + "reason": "They share only the spam placeholder title; there is no concrete evidence they refer to the same report." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "No overlap beyond being low-signal issues; the subjects are unrelated." + "reason": "A spam placeholder and a named-topic issue are not sufficiently specific to merge as duplicates." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "The titles do not point to the same bug or change, so this is not a duplicate match." + "reason": "No shared subject matter beyond being low-information issues, so they should not be merged." } ] }, @@ -20417,8 +20447,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45145-2", "nodes": [ @@ -20428,7 +20458,7 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "8c00175d0ad3e031fb736f0b8e87a9df36ff020e38d2812c29e8c958e7f76fa9", + "prepared_review_unit_hash": "256b96b106b2dd48ea064078d8cad1b21fed3f3beb81b0a71be63c9b42a85594", "component_budget": { "node_count": 2, "item_count": 2, @@ -20450,28 +20480,28 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues have the same title and similar metadata, but the available evidence is not strong enough to confirm they are the same underlying report. The soft duplicate edge should be rejected.", - "confidence": 0.74, - "canonical_issue_reason": "No canonical duplicate can be established from the provided evidence; the titles match, but the bodies are not shown and the soft similarity signal alone is insufficient.", + "summary": "#45145 is the best canonical issue candidate because it was created first and already has an inbound reference. The pair looks like a probable duplicate based on the identical title and soft-similarity signal, but the packet does not conclusively prove the bodies are the same.", + "confidence": 0.82, + "canonical_issue_reason": "#45145 is the earlier report and has an inbound reference, so it is the best canonical choice if this is a duplicate pair.", "canonical_pr_reason": null, - "best_issue_reason": "If a representative is needed, #45145 is slightly earlier, but it should be treated as a provisional pick rather than a confirmed duplicate canonical.", + "best_issue_reason": "#45145 is the strongest issue to keep as the representative because it was created first and already has an inbound reference.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", - "accept": false, - "reason": "Identical titles and similar body length are not enough to prove the same underlying issue; the packet does not show near-identical content or other strong linking evidence." + "accept": true, + "reason": "Identical title and strong soft-similarity make this a likely duplicate/probable same report, but the packet does not provide enough detail to claim certainty about identical body content." } ] }, "evaluator_result": { "accept": false, - "feedback": "Reject: the packet only supports that these are two closed issues with the same title, similar body length, and soft similarity evidence. It does not show the body content is near-identical, so calling them the same underlying issue is too strong. The 0.99 confidence is also not conservative given the limited evidence." + "feedback": "The canonical choice is grounded: #45145 is earlier and has an inbound reference. However, the duplicate verdict overstates the evidence. The packet shows only identical titles, similar body length, and a soft-similarity signal; it does not establish that the bodies are the same or that this is a clear duplicate with high certainty. Please phrase the conclusion more conservatively (e.g., likely duplicate / probable same report) and lower the confidence." }, "evaluator_used": true, "retried": true, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -20537,8 +20567,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45762-2", "nodes": [ @@ -20548,7 +20578,7 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "072a69dec880d1d13ccd10ee71674b829cf2d267a62a213cbc3fa4a0e4d17588", + "prepared_review_unit_hash": "1a6537d7b02c9e4d8c0c9ef2573dcad2eee7edc60724f85fc9164568c3eae781", "component_budget": { "node_count": 2, "item_count": 2, @@ -20570,7 +20600,7 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues are not duplicates; they are separate, content-free name/date reports about different people and have no shared technical context.", + "summary": "These two closed issues are not duplicates; they appear to be unrelated identity-like entries with different names and dates, with no shared code context or linked targets.", "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, @@ -20581,7 +20611,7 @@ "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "Reject: the titles refer to different individuals and different dates, with no body, links, or technical overlap indicating the same underlying issue." + "reason": "The titles identify different people and different dates, and there is no body, code, or target overlap suggesting the same underlying issue." } ] }, @@ -20600,8 +20630,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45764-2", "nodes": [ @@ -20611,40 +20641,40 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "262c43dd436b5c3a16cb39ead57140fa98eb7d8c168cfbb5e65c40c59d7015a3", + "prepared_review_unit_hash": "84b8c1e55d9574aebc226b74922176c408dfbdcc478a2ffb20badff504d7be43", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1480, - "estimated_input_tokens": 370, - "estimated_eval_tokens": 996 + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1480, - "estimated_input_tokens": 370, - "estimated_eval_tokens": 996 + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are unrelated personal-name/date entries with no substantive overlap beyond a weak text similarity, so they should not be clustered as duplicates.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "The two issues are empty, unrelated, and look like personal-name placeholder reports rather than the same bug. No duplicate relationship is supported.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: both issues are empty, unrelated, and lack any technical description or shared problem statement.", "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a meaningful canonical representative; they lack any bug report content, shared target, or actionable technical context.", + "best_issue_reason": "Neither issue is a good canonical target because neither contains actionable bug information or evidence of duplication.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "Only superficial name/date similarity is present; there is no evidence they describe the same underlying issue." + "reason": "Only superficial similarity in title structure; the names and dates differ and there is no shared technical content, so they are not the same underlying issue." } ] }, @@ -20663,8 +20693,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45810-2", "nodes": [ @@ -20674,7 +20704,7 @@ "soft_pairs": [ "issue:45810|issue:46295" ], - "prepared_review_unit_hash": "b148aa95c9d8dd608295e49698597789d909ac5243ae94f19ddf9bcbadc072d4", + "prepared_review_unit_hash": "210615ddc7a5a52b72ed7152ff4eda7a6f8f74acd9bed5fed510e19a5bd4f789", "component_budget": { "node_count": 2, "item_count": 2, @@ -20696,18 +20726,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are not duplicates: one requests a new Qwen3_5 token-classification model head, while the other requests FP8 training support. They target different parts of the codebase and different user problems.", - "confidence": 0.97, - "canonical_issue_reason": "No clear canonical duplicate exists here because the issues describe unrelated features rather than the same underlying bug/request.", + "summary": "These two issues are not duplicates: one is a model-class feature request, the other is a training FP8 support request. The soft similarity is too weak to cluster them as the same underlying problem.", + "confidence": 0.98, + "canonical_issue_reason": "Issue 46295 is the better single representative if one must be chosen, because it is the broader product-level request and has more inbound attention. However, there is no true canonical issue here because the two issues are unrelated.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46295 is the broader platform-level request and is more likely to serve as a general tracking issue, but it still does not match issue 45810.", + "best_issue_reason": "Issue 46295 is the most generally useful issue in this set to keep as the cluster representative, but only as a standalone issue; it does not duplicate issue 45810.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45810", "right": "issue:46295", "accept": false, - "reason": "Reject: adding Qwen3_5ForTokenClassification and FP8 training support are distinct requests with different code paths and deliverables." + "reason": "Different requests in different areas: adding Qwen3_5ForTokenClassification vs. FP8 training support. No shared code-path problem or concrete overlap." } ] }, @@ -20726,8 +20756,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45869-5", "nodes": [ @@ -20747,91 +20777,91 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "5bbf354b7657977f051317d17a0662f28063b4d7e2b33c95c8e1e5a5d9f24556", + "prepared_review_unit_hash": "1867395015888c3156b6c03cd77b70a61c5dd0efbe0bdd2cfc1dddb37860d53c", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5726, - "estimated_input_tokens": 1432, - "estimated_eval_tokens": 3120 + "serialized_chars": 5721, + "estimated_input_tokens": 1431, + "estimated_eval_tokens": 3118 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5726, - "estimated_input_tokens": 1432, - "estimated_eval_tokens": 3120 + "serialized_chars": 5721, + "estimated_input_tokens": 1431, + "estimated_eval_tokens": 3118 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "There are two clear duplicate issue pairs: 45870/45871 and 45872/45873. Issue 45869 is a separate promotional dataset post and should not be merged with the example/request issues.", - "confidence": 0.98, - "canonical_issue_reason": "45870 is the best canonical for the 45870/45871 pair: the titles are identical, the bodies appear identical in size, and it is the earlier of the two.", + "summary": "This cluster appears to contain two strong duplicate candidates\u201445870/45871 and 45872/45873\u2014based on identical titles and matching body lengths, plus one separate dataset request (45869). The evidence supports soft duplicate grouping, but not a claim of exact textual identity because the body text is not shown.", + "confidence": 0.76, + "canonical_issue_reason": "45872 is the strongest representative of one likely duplicate subgroup ('DataForge: Financial time series + scraping service'), but the cluster also contains a separate likely duplicate pair (45870/45871) and an unrelated dataset request, so there is no single issue that cleanly represents the whole cluster.", "canonical_pr_reason": null, - "best_issue_reason": "45872 is the strongest representative issue overall: it is a concrete, non-promotional request and has an exact duplicate in 45873, making it the cleanest issue to keep as the cluster representative.", + "best_issue_reason": "45872 is the best overall issue representative by similarity strength, but only as a representative of one soft-duplicate subgroup; the cluster is not a single unified issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45869", "right": "issue:45870", "accept": false, - "reason": "Different topics: a dataset promotional post versus an example about financial time series prediction." + "reason": "Dataset bundle request vs. example-prediction request; related financial-data context, but not the same underlying issue." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Different topics: a dataset promotional post versus an example about financial time series prediction." + "reason": "Dataset bundle request vs. example-prediction request; same broad domain, different request." }, { "left": "issue:45870", "right": "issue:45871", "accept": true, - "reason": "Same issue content: identical title and matching body size indicate the same underlying report." + "reason": "Identical title and matching body length make this a strong likely duplicate pair, though the body text itself is not available." }, { "left": "issue:45870", "right": "issue:45872", "accept": false, - "reason": "Related broadly to financial DataForge content, but they describe different concrete requests: an example prediction workflow versus a time-series plus scraping service request." + "reason": "Different request types: example-prediction example vs. scraping-service request; only broad topic overlap." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Different concrete requests despite the shared financial/DataForge theme; not the same underlying issue." + "reason": "Different request types and distinct titles; overlap is only in the DataForge/financial theme." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "Different concrete requests despite the shared financial/DataForge theme; not the same underlying issue." + "reason": "Same broad financial/DataForge context, but they describe different concrete requests." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "Different concrete requests despite the shared financial/DataForge theme; not the same underlying issue." + "reason": "Same broad financial/DataForge context, but not the same underlying issue." }, { "left": "issue:45872", "right": "issue:45873", "accept": true, - "reason": "Same issue content: identical title and matching body size indicate the same underlying report." + "reason": "Identical title and matching body length make this a strong likely duplicate pair, but this is still soft evidence rather than proven exact identity." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: 45870/45871 and 45872/45873 are the only exact-title, same-body-length pairs, and the cross-pair rejects stay conservative. 45869 is reasonably separated as a promotional dataset post based on its title." + "accept": false, + "feedback": "The analysis overstates the evidence. The packet only shows identical titles and matching body lengths for 45870/45871 and 45872/45873; it does not provide body text or any deterministic-accept signal, so calling them exact duplicates is not grounded. More conservatively, these are strong soft-similarity candidates, not proven exact matches. The summary and canonical reasons should be downgraded to reflect that uncertainty." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -20844,8 +20874,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46439-2", "nodes": [ @@ -20855,7 +20885,7 @@ "soft_pairs": [ "issue:46439|issue:46441" ], - "prepared_review_unit_hash": "a40e94dffc66335b6466257e5af27b10239232d3450440124573a38398654d68", + "prepared_review_unit_hash": "10957c69e37807aa99566580c314e2a153c5654193f85495ccfbb1f3fbcdc801", "component_budget": { "node_count": 2, "item_count": 2, @@ -20877,28 +20907,25 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both issues point to static-cache failures around `linear_attention`: one reports a `KeyError: 'linear_attention'` in Qwen3.5, the other describes `early_initialization` producing wrong shapes and a downstream `RuntimeError`. They look like two symptoms of the same underlying cache/linear-attention bug.", - "confidence": 0.67, - "canonical_issue_reason": "Issue 46439 is the better canonical because it describes the broader mechanism (`early_initialization`) and the concrete failure mode on linear-attention layers, making it more representative of the underlying bug.", + "summary": "Two related static-cache/linear-attention issues, but they appear to describe different failure modes: one shape-corruption RuntimeError during early initialization, the other a Qwen3.5 KeyError for `linear_attention`.", + "confidence": 0.81, + "canonical_issue_reason": "Issue 46439 is the better representative because it names the underlying code path more concretely (`early_initialization` corrupting linear-attention shapes) and sounds broader than the Qwen3.5-specific crash report.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46439 is the best single representative for the cluster since it is more root-cause-oriented and not tied to one model name or one specific exception string.", + "best_issue_reason": "Issue 46439 is the strongest standalone issue to keep as the canonical representative for this cluster because it is more specific about the bug mechanism and likely applicable beyond one model.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46439", "right": "issue:46441", - "accept": true, - "reason": "Accept: both reports involve `cache_implementation=\"static\"` and `linear_attention`; the differing exceptions (`RuntimeError` wrong shapes vs `KeyError`) are plausibly different manifestations of the same static-cache initialization bug." + "accept": false, + "reason": "Both mention static cache and linear attention, but one is a shape-corruption RuntimeError and the other is a KeyError for a missing `linear_attention` entry; that looks like related subsystem fallout, not the same concrete bug." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The verdict is grounded in the packet and remains suitably cautious. The two issue titles clearly overlap on static cache and linear-attention behavior, and the summary uses conservative language like \u201clook like\u201d and \u201cplausibly.\u201d No unsupported stronger claim is made, so this cluster decision is acceptable." - }, - "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 }, @@ -20910,8 +20937,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46551-2", "nodes": [ @@ -20921,12 +20948,12 @@ "soft_pairs": [ "issue:46551|issue:46552" ], - "prepared_review_unit_hash": "3b4db4726da128a87ef8d59519b3141c966119a60570c8c1bf22845b9ad5bcea", + "prepared_review_unit_hash": "99bd32c38f378bf79d011211e99d2ecd105c4d7fe559109018c5fd6fee8cdf24", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1706, + "serialized_chars": 1707, "estimated_input_tokens": 427, "estimated_eval_tokens": 1110 }, @@ -20934,7 +20961,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1706, + "serialized_chars": 1707, "estimated_input_tokens": 427, "estimated_eval_tokens": 1110 }, @@ -20943,27 +20970,27 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are effectively the same report: identical title, same underlying Wav2Vec2CTCTokenizer v5 special-token leak, and no distinguishing evidence beyond one being open and the other closed.", - "confidence": 0.99, - "canonical_issue_reason": "Issue #46552 is the better canonical issue because it is the open duplicate of the same report and has existing inbound references, making it the current tracking item.", + "summary": "The two issues are exact duplicates of the same Wav2Vec2CTCTokenizer v5 special-token bug: identical titles/body length and perfect soft-similarity evidence. #46552 is the better anchor because it is open and has inbound references.", + "confidence": 0.98, + "canonical_issue_reason": "Issue #46552 is the better canonical issue because it is still open and has inbound references.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #46552 is the best issue candidate since it remains open and appears to be the active thread for the exact same bug description.", + "best_issue_reason": "Issue #46552 is the best issue to anchor the cluster because it is the open report and already has inbound references.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46551", "right": "issue:46552", "accept": true, - "reason": "Same title and same described bug; no evidence of a different scope or root cause, so this is a clear duplicate pair." + "reason": "Same title and same described tokenizer bug, supported by perfect soft-similarity evidence; these are duplicates of the same underlying issue." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The assessment is well grounded in the packet: both issues have identical titles and body length, and 46552 is the open one with inbound references, so treating it as the canonical tracking issue is reasonable. The duplicate-pair verdict is also supported by the available evidence. The only mild caveat is that the packet does not explicitly label them duplicates, but the conclusion remains conservative enough." + "accept": false, + "feedback": "The core duplicate call is grounded: both issues have identical titles/body length and a soft-similarity score of 1.0, and 46552 is the open issue with inbound references. However, the reasoning overstates evidence by saying 46552 has \u201cmore discussion traction\u201d than 46551; the packet shows discussion_activity is 1 for both. Please keep the canonical/best-issue rationale limited to what is explicitly supported." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -20976,8 +21003,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46657-2", "nodes": [ @@ -20987,7 +21014,7 @@ "soft_pairs": [ "issue:46657|issue:46692" ], - "prepared_review_unit_hash": "e1750dd0113c7b6361f8464c624563dc5edce373414f69b6a391cf45c887fc20", + "prepared_review_unit_hash": "4fd86173af0c3fb40ae1cbd033698e8543591765cd02cad2c63afe9c9e1d3d56", "component_budget": { "node_count": 2, "item_count": 2, @@ -21009,18 +21036,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues both concern training object detection models, but they describe different failure modes: one is a tensor size mismatch error, the other is out-of-memory after several epochs. They do not look like duplicates of the same underlying bug.", - "confidence": 0.93, - "canonical_issue_reason": "Issue #46657 is the better canonical anchor because it states a concrete, specific failure signature (tensor size mismatch) rather than a broader runtime symptom.", + "summary": "These two issues do not look like duplicates: one reports a tensor size mismatch during object detection training, while the other reports out-of-memory after several epochs in RT-DETR v2 training.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue selected because the reports describe different failure modes and likely different root causes.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #46657 is the strongest representative for the cluster since it has the clearest actionable error description; #46692 appears to be a separate memory-related problem.", + "best_issue_reason": "Neither issue is a good cluster representative because they are unrelated symptom reports rather than the same bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46657", "right": "issue:46692", "accept": false, - "reason": "Different concrete problems: tensor shape mismatch versus progressive OOM during RT-DETR v2 training. They share a training context but not the same underlying bug." + "reason": "Different problems: shape/tensor mismatch vs memory exhaustion after epochs; not the same underlying bug." } ] }, @@ -21039,8 +21066,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46822-2", "nodes": [ @@ -21050,12 +21077,12 @@ "soft_pairs": [ "issue:46822|issue:46823" ], - "prepared_review_unit_hash": "90f8519b5b9e74d6d0a200bf227d7991a85002706152401660dfc74c4f6b2886", + "prepared_review_unit_hash": "1690885dfb0b2970aa57346c221f2c21781501524beb41afc40a3e69be756e5c", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1671, + "serialized_chars": 1672, "estimated_input_tokens": 418, "estimated_eval_tokens": 1092 }, @@ -21063,7 +21090,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1671, + "serialized_chars": 1672, "estimated_input_tokens": 418, "estimated_eval_tokens": 1092 }, @@ -21072,18 +21099,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two different bug reports in the same broad area of model loading, but they do not describe the same underlying issue. The soft similarity is too weak to merge them as duplicates.", - "confidence": 0.94, - "canonical_issue_reason": "No canonical issue: 46822 is a ZeRO-3/zero.Init partitioning OOM during multi-GPU load, while 46823 is a 4-bit device_map/max_memory dispatch-to-CPU ValueError. Different code paths and failure modes.", + "summary": "These are two distinct loading/memory-placement bugs: one in ZeRO-3 zero.Init partitioning for a composite submodule, the other in 4-bit device_map/max_memory dispatch behavior. They share a broad theme but not the same code path or fix.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 46822 is the more concrete and narrowly scoped report, with a specific ZeRO-3 zero.Init failure mode and a clear offending submodule path.", "canonical_pr_reason": null, - "best_issue_reason": "46822 is the stronger standalone report: it names the affected feature, concrete model path, and observed OOM, making it more actionable as a representative issue.", + "best_issue_reason": "Issue 46822 is the best representative because it names the exact mechanism, the composite submodule involved, and the observed OOM symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46822", "right": "issue:46823", "accept": false, - "reason": "Different problems: one is ZeRO-3 partitioning of a composite submodule causing OOM, the other is 4-bit auto device mapping incorrectly sending modules to CPU and raising ValueError. They are not the same bug." + "reason": "Both concern model loading memory handling, but one is a ZeRO-3 partitioning/OOM bug and the other is a 4-bit device_map dispatch error. They do not appear to be the same underlying bug or change." } ] }, @@ -21102,51 +21129,66 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-46906-2", + "cluster_id": "cluster-46906-3", "nodes": [ "issue:46906", - "issue:46940" + "issue:46940", + "issue:46948" ], "soft_pairs": [ - "issue:46906|issue:46940" + "issue:46906|issue:46940", + "issue:46906|issue:46948", + "issue:46940|issue:46948" ], - "prepared_review_unit_hash": "3f5a85724b62e101f470f9be38056adbbd14794c409e51de5ae41fd897ed150a", + "prepared_review_unit_hash": "d0fb8b9f538d6b0d7b8b131a2376ec3101cb2fde58b0dac862961af69c6b1063", "component_budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 1537, - "estimated_input_tokens": 385, - "estimated_eval_tokens": 1026 + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2806, + "estimated_input_tokens": 702, + "estimated_eval_tokens": 1660 }, "budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 1537, - "estimated_input_tokens": 385, - "estimated_eval_tokens": 1026 + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2806, + "estimated_input_tokens": 702, + "estimated_eval_tokens": 1660 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These look like two separate daily integration-failure triage issues for the same area, not the same underlying bug. The only evidence is title similarity and consecutive dates, so the duplicate link should not be accepted.", - "confidence": 0.78, - "canonical_issue_reason": "Issue #46906 is the earlier thread and has higher inbound references, so it is the better canonical representative if one must be chosen for this triage cluster.", + "summary": "These are three date-stamped Serge integration-failure triage issues, not the same bug report. They appear to be separate daily tracking threads with similar templates and wording.", + "confidence": 0.93, + "canonical_issue_reason": "Issue #46906 is the earliest of the set and has the highest inbound references, making it the best representative if one is needed for the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "#46906 is the strongest issue representative: it is earlier, more referenced, and appears to be the original daily triage ticket.", + "best_issue_reason": "#46906 is the strongest issue candidate because it is first chronologically and appears most referenced; the others look like later follow-up triage entries rather than duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46906", "right": "issue:46940", "accept": false, - "reason": "Despite nearly identical titles, these are dated triage issues from different days; there is no concrete evidence they track the same underlying failure, so they should not be merged as duplicates." + "reason": "Same triage-series wording, but the different date stamp suggests a separate daily issue rather than the same underlying bug/change." + }, + { + "left": "issue:46906", + "right": "issue:46948", + "accept": false, + "reason": "Looks like another distinct daily triage issue; similar template text is not enough to treat it as a duplicate." + }, + { + "left": "issue:46940", + "right": "issue:46948", + "accept": false, + "reason": "Both are date-specific integration triage threads, so they should remain separate unless they identify the exact same failure instance." } ] }, @@ -21160,7 +21202,7 @@ { "label": "pull_request", "component_index": 1, - "component_count": 39, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21176,12 +21218,12 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "05161cf9fe4a0e18072328260a9d29d8f9377ad738baec25cdbff5421582dffc", + "prepared_review_unit_hash": "64753067f063f644626a4cd414dd25696a7c3c631de8c3cc351c4fc7c7a434f9", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7223, + "serialized_chars": 7224, "estimated_input_tokens": 1806, "estimated_eval_tokens": 3868 }, @@ -21189,7 +21231,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7223, + "serialized_chars": 7224, "estimated_input_tokens": 1806, "estimated_eval_tokens": 3868 }, @@ -21198,18 +21240,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs overlap on the VibeVoice model family, but they are not the same change: #40546 is the core VibeVoice integration, while #42781 extends it with realtime/acoustic-tokenizer work and extra generation/auto-mapping changes. They share several files, but the feature scope is different enough that they should stay separate.", - "confidence": 0.9, + "summary": "Two VibeVoice PRs share substantial file overlap, but they target different scopes: #40546 is the initial VibeVoice implementation, while #42781 is a later Realtime-focused expansion that also adds the acoustic tokenizer and broader integration work. They are related, but not the same underlying change.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "#40546 is the best canonical PR because it is the main VibeVoice implementation, has substantial review activity, and is the more general base integration rather than the narrower realtime extension.", + "canonical_pr_reason": "#42781 is the better canonical PR for this cluster because it is the more comprehensive and newer VibeVoice workstream, covering the realtime/tokenizer additions and broader API integration.", "best_issue_reason": null, - "best_pr_reason": "#40546 is the best overall PR for the cluster because it represents the primary VibeVoice landing and is closer to a standalone, mergeable implementation of the model family.", + "best_pr_reason": "#42781 is the best representative of the cluster since it appears to supersede the simpler base implementation in #40546 with a larger, more complete feature set.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "Reject: despite shared VibeVoice files, #42781 is a separate realtime/acoustic-tokenizer extension with additional generation and auto-registration changes, not the same concrete bug or change as the core VibeVoice PR." + "reason": "Reject: despite overlapping VibeVoice files, #40546 implements the base model while #42781 adds Realtime and acoustic-tokenizer work; these are related but not the same concrete change and would not naturally merge into one PR." } ] }, @@ -21223,7 +21265,7 @@ { "label": "pull_request", "component_index": 2, - "component_count": 39, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21239,12 +21281,12 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "5a608cf0c6449cf43045f9544eda744812fe66121394e2d01c9066c40b193244", + "prepared_review_unit_hash": "ed8d9dac04c7d6fb182af4f16c5ba81252de2836dfd93e03b7fd8513df08ad8d", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4675, + "serialized_chars": 4674, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -21252,7 +21294,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4675, + "serialized_chars": 4674, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -21261,18 +21303,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are unrelated: one adds TimesFM covariate forecasting support, the other adds DINOv3 image-classification support. They do not appear to fix the same bug or implement the same change, so this is not a duplicate cluster.", - "confidence": 0.99, + "summary": "These two pull requests are unrelated feature additions in different model families: TimesFM covariate forecasting vs. DINOv3 image classification support. They should not be clustered as duplicates or merged into one change.", + "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 41224 is the cleaner standalone representative because it is a focused feature addition with a single, concrete model scope.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Reject: these PRs target different models and code paths (TimesFM forecasting covariates vs DINOv3 image classification). They are not the same underlying change and would not plausibly be merged into one PR." + "reason": "Different underlying code paths and user-facing features in separate models; no evidence they fix the same bug or implement the same change." } ] }, @@ -21286,7 +21328,7 @@ { "label": "pull_request", "component_index": 3, - "component_count": 39, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21349,7 +21391,7 @@ { "label": "pull_request", "component_index": 4, - "component_count": 39, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21357,7 +21399,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-41855-15", + "cluster_id": "cluster-41855-14", "nodes": [ "pull_request:41855", "pull_request:42668", @@ -21372,7 +21414,6 @@ "pull_request:45655", "pull_request:46048", "pull_request:46267", - "pull_request:46707", "pull_request:46911" ], "soft_pairs": [ @@ -21382,7 +21423,6 @@ "pull_request:43251|pull_request:43823", "pull_request:43251|pull_request:44827", "pull_request:43424|pull_request:46911", - "pull_request:43424|pull_request:46707", "pull_request:43424|pull_request:44827", "pull_request:43424|pull_request:43823", "pull_request:43823|pull_request:45655", @@ -21390,317 +21430,175 @@ "pull_request:43995|pull_request:45213", "pull_request:43995|pull_request:44827", "pull_request:44827|pull_request:46911", - "pull_request:44827|pull_request:46707", "pull_request:44827|pull_request:45170", "pull_request:44827|pull_request:46267", - "pull_request:45170|pull_request:46707", + "pull_request:44827|pull_request:46048", "pull_request:44827|pull_request:45213", "pull_request:43823|pull_request:45213", "pull_request:44827|pull_request:45655", - "pull_request:46048|pull_request:46707", - "pull_request:44827|pull_request:46048", - "pull_request:43823|pull_request:46707", "pull_request:43823|pull_request:46911", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "9fe454a0f78734e59faf5e886fd5939aeee20ff8ba09a793617d079ee7f3e26d", + "prepared_review_unit_hash": "07ee2f03855be806fd7ddb253d18575358257a220d378abd9fd8f17a5fb8f0ab", "component_budget": { - "node_count": 15, - "item_count": 15, - "soft_pair_count": 26, - "serialized_chars": 42253, - "estimated_input_tokens": 10564, - "estimated_eval_tokens": 21384 + "node_count": 14, + "item_count": 14, + "soft_pair_count": 21, + "serialized_chars": 38153, + "estimated_input_tokens": 9539, + "estimated_eval_tokens": 19334 }, "budget": { - "node_count": 15, - "item_count": 15, - "soft_pair_count": 26, - "serialized_chars": 42253, - "estimated_input_tokens": 10564, - "estimated_eval_tokens": 21384 + "node_count": 14, + "item_count": 14, + "soft_pair_count": 21, + "serialized_chars": 38153, + "estimated_input_tokens": 9539, + "estimated_eval_tokens": 19334 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Mostly unrelated PRs with one true duplicate pair: two nearly identical fixes for `fixed_cross_entropy` kwargs. All other soft-similarity pairs are broad-subsystem overlaps or unrelated changes and should remain separate.", - "confidence": 0.97, + "summary": "Only one true duplicate pair stands out: the two fixed_cross_entropy PRs both address the same cross_entropy kwargs passthrough regression. The rest are unrelated changes that merely share broad themes or files.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43251 is the best canonical representative: it directly addresses issue 43240 and makes the same `fixed_cross_entropy` fix in `loss_utils.py` as its duplicate counterpart.", + "canonical_pr_reason": "PR 43251 is the best canonical representative: it directly targets issue 43240 and provides the fuller fix by explicitly forwarding supported cross_entropy kwargs.", "best_issue_reason": null, - "best_pr_reason": "PR 43251 is the strongest overall representative of the cluster\u2019s only real duplicate change because it is issue-linked, narrowly scoped, and clearly implements the underlying bug fix.", + "best_pr_reason": "PR 43251 is the strongest overall PR candidate because it cleanly fixes the regression at the loss helper level and is the most complete version of the duplicate pair.", "soft_edge_verdicts": [ { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Different features in different areas: Mistral tokenizer methods vs. adding MobileLLM model files. Similarity is only generic model-implementation work." + "reason": "Mistral tokenizer helper additions vs adding a new MobileLLM model; different code paths and goals." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Tokenizer API additions are unrelated to ExecuTorch export tests; no shared bug or change path." + "reason": "Tokenizer API additions vs an executorch dynamic-shape export test; unrelated changes." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Both touch processor/model-loading infrastructure, but one is auto-processing robustness and the other is adding a new model. Not the same underlying change." + "reason": "Processor-from-pretrained robustness changes vs a new model implementation; not the same bug or fix." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs fix the same loss-utils regression by passing supported kwargs through to nn.functional.cross_entropy for the same target issue 43240." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Cross-entropy kwargs fix is unrelated to MobileLLM model addition." + "reason": "Cross-entropy kwargs plumbing vs MobileLLM model creation; unrelated." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Loss helper kwargs support and Mistral4 test fixes are different code paths and different failure modes." + "reason": "Loss-helper kwargs fix vs Mistral4 test/model work; different subsystems and problems." }, { "left": "pull_request:43424", "right": "pull_request:46911", "accept": false, - "reason": "ExecuTorch dynamic-shape test coverage is unrelated to Olmo3 RoPE-per-layer behavior." - }, - { - "left": "pull_request:43424", - "right": "pull_request:46707", - "accept": false, - "reason": "Exportability tests and native FSDP2 migration are unrelated; shared testing focus is too broad to merge." + "reason": "Executorch dynamic-shape export test vs OLMo3 RoPE configuration change; not the same change." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Dynamic-shape export tests are not the same as Mistral4 runtime/test fixes." + "reason": "Export test for dynamic shapes vs Mistral4 model/test fixes; unrelated." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "ExecuTorch export tests and MobileLLM model addition are unrelated." + "reason": "Executorch export test vs adding MobileLLM; different underlying work." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "New model implementation and config-resolution order fix are unrelated." + "reason": "New MobileLLM model code vs config-resolution order fix; no shared concrete bug." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "MobileLLM model addition vs Falcon output-capture refactor; different code paths." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "Model addition vs. repo skill/documentation changes; not the same artifact or bug." + "reason": "A new model implementation vs a model-creation skill/docs PR; not the same artifact or fix." }, { "left": "pull_request:43823", - "right": "pull_request:43995", + "right": "pull_request:46911", "accept": false, - "reason": "MobileLLM addition and Falcon output-collection refactor touch different models and different concerns." + "reason": "MobileLLM model addition vs OLMo3 per-layer RoPE behavior; unrelated changes." }, { "left": "pull_request:43995", - "right": "pull_request:45213", + "right": "pull_request:44827", "accept": false, - "reason": "Falcon refactor and model-creation skill are unrelated." + "reason": "Falcon standardized output-interface refactor vs Mistral4 fixes; different models and issues." }, { "left": "pull_request:43995", - "right": "pull_request:44827", + "right": "pull_request:45213", "accept": false, - "reason": "Falcon standardized output handling is unrelated to Mistral4 test fixes." + "reason": "Falcon model refactor vs a large model-creation skill/doc PR; unrelated." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test fixes and CLIP-family `layrnorm` rename are unrelated model families and fixes." + "reason": "Mistral4 test/model fixes vs CLIP-family weight-renaming cleanup; different targets." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 fixes and model-creation skill/documentation are not the same change." + "reason": "Mistral4 fixes vs model-creation skill/docs; even with shared auto/modeling files, the underlying changes are unrelated." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 test fixes and config-resolution order change are unrelated." + "reason": "Mistral4 tests/model fix vs config resolution-order fix; not the same code-path problem." }, { "left": "pull_request:44827", "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 test fixes and TDT loss kernel integration are unrelated." + "reason": "Mistral4 fixes vs adding a TDT loss kernel; unrelated functionality." }, { "left": "pull_request:44827", "right": "pull_request:46267", "accept": false, - "reason": "Mistral4 test fixes and chat response parsing updates are unrelated." - }, - { - "left": "pull_request:44827", - "right": "pull_request:46707", - "accept": false, - "reason": "Mistral4 model/test work and FSDP2 migration are different changes." + "reason": "Mistral4 fixes vs chat parsing/serve updates; different features." }, { "left": "pull_request:44827", "right": "pull_request:46911", "accept": false, - "reason": "Mistral4 test fixes and Olmo3 RoPE-per-layer work are unrelated." - }, - { - "left": "pull_request:45170", - "right": "pull_request:46707", - "accept": false, - "reason": "CLIP-like weight-renaming/conversion changes are unrelated to native FSDP2 migration." - }, - { - "left": "pull_request:46048", - "right": "pull_request:46707", - "accept": false, - "reason": "TDT loss kernel integration and FSDP2 module migration are unrelated, despite both touching infra-style code." - }, - { - "left": "pull_request:44827", - "right": "pull_request:46048", - "accept": false, - "reason": "Mistral4 test fixes and TDT loss kernel integration do not share the same underlying bug or code path." - }, - { - "left": "pull_request:43823", - "right": "pull_request:46707", - "accept": false, - "reason": "MobileLLM model addition and FSDP2 migration are unrelated." - }, - { - "left": "pull_request:43823", - "right": "pull_request:46911", - "accept": false, - "reason": "MobileLLM addition and Olmo3 RoPE changes are unrelated." - }, - { - "left": "pull_request:43251", - "right": "pull_request:43254", - "accept": true, - "reason": "Same helper in the same file: both add support for forwarding `weight` and `label_smoothing` to `nn.functional.cross_entropy`, so they fix the same concrete bug and could be merged into one PR." - }, - { - "left": "pull_request:44827", - "right": "pull_request:45213", - "accept": false, - "reason": "Mistral4 test fixes and model-creation skill are unrelated." - }, - { - "left": "pull_request:43823", - "right": "pull_request:45213", - "accept": false, - "reason": "MobileLLM model addition and new-model skill repo changes are unrelated." - }, - { - "left": "pull_request:44827", - "right": "pull_request:45655", - "accept": false, - "reason": "Mistral4 test fixes and config resolution order fix are unrelated." - }, - { - "left": "pull_request:46048", - "right": "pull_request:46707", - "accept": false, - "reason": "Loss kernel integration and FSDP2 migration are different features with no shared concrete bug." - }, - { - "left": "pull_request:44827", - "right": "pull_request:46911", - "accept": false, - "reason": "Mistral4 test fixes and layer-type-specific RoPE changes are unrelated." - }, - { - "left": "pull_request:43823", - "right": "pull_request:45655", - "accept": false, - "reason": "MobileLLM addition and config-resolution fix are unrelated." - }, - { - "left": "pull_request:43995", - "right": "pull_request:44827", - "accept": false, - "reason": "Falcon output-collection refactor and Mistral4 fixes are unrelated." - }, - { - "left": "pull_request:45170", - "right": "pull_request:46707", - "accept": false, - "reason": "CLIP-family LayerNorm renaming and FSDP2 migration are unrelated." - }, - { - "left": "pull_request:43251", - "right": "pull_request:43823", - "accept": false, - "reason": "Cross-entropy helper kwargs and MobileLLM model addition are unrelated." - }, - { - "left": "pull_request:43424", - "right": "pull_request:44827", - "accept": false, - "reason": "Dynamic export-shape testing and Mistral4 fixes are unrelated." - }, - { - "left": "pull_request:43424", - "right": "pull_request:43823", - "accept": false, - "reason": "ExecuTorch dynamic-shape export tests and MobileLLM addition are unrelated." - }, - { - "left": "pull_request:43424", - "right": "pull_request:46707", - "accept": false, - "reason": "ExecuTorch export test coverage and FSDP2 migration are unrelated." - }, - { - "left": "pull_request:43424", - "right": "pull_request:46911", - "accept": false, - "reason": "ExecuTorch dynamic-shape export testing and Olmo3 RoPE changes are unrelated." - }, - { - "left": "pull_request:44827", - "right": "pull_request:45170", - "accept": false, - "reason": "Different models and different fixes; no evidence they resolve the same underlying issue." - }, - { - "left": "pull_request:44827", - "right": "pull_request:46267", - "accept": false, - "reason": "Mistral4 test fixes and chat parsing updates are unrelated." - }, - { - "left": "pull_request:44827", - "right": "pull_request:46707", - "accept": false, - "reason": "Mistral4 tests and FSDP2 migration are not the same code-path problem." - }, - { - "left": "pull_request:43823", - "right": "pull_request:46911", - "accept": false, - "reason": "MobileLLM addition and Olmo3 RoPE changes are unrelated." + "reason": "Mistral4 fixes vs OLMo3 RoPE-per-layer work; different models and bugs." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The one accepted pair, 43251/43254, is clearly the same `fixed_cross_entropy` bugfix in the same file and looks mergeable into a single PR. The other soft-edge rejections are appropriately cautious and do not overstate duplication evidence." + "feedback": "The summary is grounded in the packet: only PR 43251/43254 share a concrete issue target and the same loss-utils file, so treating them as the duplicate/mergeable pair is conservative. The other pairwise rejections stay on the safe side and do not overclaim shared bug identity. " }, "evaluator_used": true, "retried": false, @@ -21711,7 +21609,7 @@ { "label": "pull_request", "component_index": 5, - "component_count": 39, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21727,12 +21625,12 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "f6aec157b7ffc0b8d6252af76d8663e95d5bf402c64b7ca6c6358d02f72dba08", + "prepared_review_unit_hash": "44896aedd3066ac62715b9db7a29d712d17a70ab2ce1225767bed53a23a179bc", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5935, + "serialized_chars": 5934, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -21740,7 +21638,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5935, + "serialized_chars": 5934, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -21749,18 +21647,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related maintenance PRs but not the same underlying change: PR 42975 upgrades core GitHub Actions for Node 24 compatibility, while PR 42976 upgrades docker/build-push-action and a few other workflow actions to newer versions. The overlap is broad workflow coverage, not a shared concrete bug/fix.", - "confidence": 0.93, + "summary": "Two open PRs both bump GitHub Actions, but they target different action families and different problems: one is a Node 24 compatibility sweep, the other is a Docker build-push action upgrade.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR #42975 is the more representative PR because it is the broader, multi-workflow upgrade focused on Node 24 compatibility across several core actions.", "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the better representative of the cluster because it has the clearest stated purpose (Node 24 compatibility) and a wider set of core action upgrades.", + "best_pr_reason": "PR #42975 is the best single representative of the cluster because it covers the wider cross-workflow Actions compatibility update; #42976 is a narrower Docker-action version bump.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Both are workflow dependency bumps, but they target different actions and different compatibility concerns. They do not look like one same fix that could be merged as a single PR." + "reason": "Both are workflow maintenance PRs, but they upgrade different actions and fix different compatibility paths: checkout/cache/upload-artifact for Node 24 versus docker/build-push-action for image builds. They are not the same underlying change and would not plausibly be merged into one PR." } ] }, @@ -21774,7 +21672,7 @@ { "label": "pull_request", "component_index": 6, - "component_count": 39, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21801,82 +21699,82 @@ "pull_request:45490|pull_request:46562", "pull_request:46562|pull_request:46658" ], - "prepared_review_unit_hash": "10ee8245bb01c08c1ab9387fadebd31e10c0e2211be36a794f0286b8e135b89d", + "prepared_review_unit_hash": "cc0aa17e285a819852dab033a25a820183815338f670a75c5e4cfb3920128c0e", "component_budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 8, - "serialized_chars": 21196, - "estimated_input_tokens": 5299, - "estimated_eval_tokens": 10854 + "serialized_chars": 21199, + "estimated_input_tokens": 5300, + "estimated_eval_tokens": 10856 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 8, - "serialized_chars": 21196, - "estimated_input_tokens": 5299, - "estimated_eval_tokens": 10854 + "serialized_chars": 21199, + "estimated_input_tokens": 5300, + "estimated_eval_tokens": 10856 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is over-broad: it groups several unrelated model-addition PRs (ViT NEPA, Molmo, Molmo2, CTSM, Step 3.7 Flash) that only share generic registration/docs patterns. I do not see a true duplicate set here.", + "summary": "These PRs are mostly unrelated model-addition changes that only overlap on generic docs/auto-registry scaffolding. The only strong-looking pair, Step3p7 Flash vs the WIP Step3p7 Flash repo, still does not look like the same mergeable Transformers change.", "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the items are distinct model additions with different architectures, files, and code paths, so they are not duplicates.", + "canonical_pr_reason": "PR 46562 is the closest cluster representative: it is a substantive Transformers model integration with the clearest model-specific overlap to another artifact, though the cluster is still not duplicate-heavy overall.", "best_issue_reason": null, - "best_pr_reason": "No single best PR for duplicate-triage purposes; the cluster does not represent one underlying change.", + "best_pr_reason": "PR 46562 is the best global representative of the cluster because it is the main, self-contained model-integration PR and has the strongest model-specific connection among the candidates.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different models (ViT NEPA vs Molmo); shared docs/auto-registration boilerplate is not enough to treat them as the same change." + "reason": "Different models (ViT NEPA vs Molmo). Shared docs/auto files are generic integration boilerplate, not the same bug or change." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "Different model families and implementations; only generic model-addition scaffolding overlaps." + "reason": "Different model additions (ViT NEPA vs Molmo2) with only shared registry/docs scaffolding." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "ViT NEPA and CTSM are unrelated model additions with different code paths and tests." + "reason": "Different domains and code paths (vision model vs time-series model); overlap is only generic auto/docs plumbing." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are related by naming, but they are separate model variants with different files and functionality, so not a duplicate change." + "reason": "Molmo and Molmo2 are distinct model integrations; shared files are broad framework registration edits, not one concrete change." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo vs CTSM are distinct model additions; overlap is only in shared transformer registry/doc updates." + "reason": "Unrelated model families; common touches are only boilerplate in docs and auto mappings." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 and CTSM fix/add different models and code paths; not the same underlying bug or feature." + "reason": "Molmo2 and CTSM are unrelated additions; shared auto/docs files do not indicate the same underlying fix or feature." }, { "left": "pull_request:45490", "right": "pull_request:46562", "accept": false, - "reason": "CTSM and Step 3.7 Flash are separate model implementations; shared auto/model registration is incidental." + "reason": "CTSM vs Step3p7 Flash are different model families and different implementations; only generic auto-registry files overlap." }, { "left": "pull_request:46562", "right": "pull_request:46658", "accept": false, - "reason": "Step 3.7 Flash core model implementation vs a separate mini-model/conversion/debug script PR; they are related in topic but not the same concrete change and would not plausibly merge into one PR." + "reason": "Both mention Step3p7 Flash, but 46562 is a Transformers model integration while 46658 is a mini-model/conversion/debug script repo; they are not the same concrete code-path change and would not plausibly merge as one PR." } ] }, @@ -21890,7 +21788,7 @@ { "label": "pull_request", "component_index": 7, - "component_count": 39, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -21925,130 +21823,130 @@ "pull_request:46539|pull_request:46922", "pull_request:46886|pull_request:46922" ], - "prepared_review_unit_hash": "077fdd5ad316358da9493a16c28a1fe936a387903c82e9ef2088b9fb176a9005", + "prepared_review_unit_hash": "06a7b6672419d33988eb740b1de428f38bdb6b5bdb01d57643a010659dd11ac4", "component_budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 15, - "serialized_chars": 19599, - "estimated_input_tokens": 4900, - "estimated_eval_tokens": 10056 + "serialized_chars": 19604, + "estimated_input_tokens": 4901, + "estimated_eval_tokens": 10058 }, "budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 15, - "serialized_chars": 19599, - "estimated_input_tokens": 4900, - "estimated_eval_tokens": 10056 + "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 unrelated PRs that share only vague \"fix\" wording. The only likely duplicate pair is the two YOLOS PRs, where the later PR supersets the earlier device-mismatch fix in the same file and issue target.", - "confidence": 0.89, + "summary": "This cluster is mostly unrelated PRs. The only clear duplicate pair is the two YOLOS fixes for the same device_map=\"auto\" mismatch; everything else targets different models, test hacks, or CI/config behavior.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46922 is the clearest representative: it addresses the concrete YOLOS device-mismatch path, shares the same issue target as 46886, and includes the earlier no-split-module change plus the actual device-placement fix.", + "canonical_pr_reason": "pull_request:46886 is the best canonical PR: it has the specific YOLOS device_map=\"auto\" title, an explicit linked issue, and a direct fix for the underlying device-mismatch path.", "best_issue_reason": null, - "best_pr_reason": "PR 46922 is the strongest overall fit for the cluster because it is the most complete, specific fix among otherwise unrelated or test-only changes.", + "best_pr_reason": "pull_request:46886 is the strongest representative for the cluster because it is the most descriptive and issue-linked YOLOS fix, while the other YOLOS PR is a narrower/alternate patch to the same bug.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Different models and test files; only generic \"fix\" wording overlaps." + "reason": "Different model test files and different symptoms; both are test-only changes, not the same underlying bug or change." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper tokenizer/tests vs FP8 dequant/model loading; unrelated code paths." + "reason": "Whisper tokenizer test fix vs. FP8/dequant loading fix; unrelated code paths." }, { "left": "pull_request:43291", "right": "pull_request:46380", "accept": false, - "reason": "Whisper decoding tests vs generation watermarking/cis; not the same bug." + "reason": "Whisper decoding tests vs. generation watermarking validation/CI behavior; not the same issue." }, { "left": "pull_request:43291", "right": "pull_request:46922", "accept": false, - "reason": "Whisper tokenizer/tests vs YOLOS device-mismatch fix; unrelated." + "reason": "Whisper tokenizer/tests and YOLOS device-mismatch fix are unrelated." }, { "left": "pull_request:43665", "right": "pull_request:46539", "accept": false, - "reason": "CLIP/ViT test tweaks vs Phimoe CI integration-test setup; different problems." + "reason": "Both touch tests/CI, but one is model-test assertions and the other is Phimoe integration CI memory handling; different underlying problems." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "Test-only assertions in CLIP/ViT vs FP8 dequant and loading changes; unrelated." + "reason": "Unrelated test-only edits versus FP8/loading code changes." }, { "left": "pull_request:43665", "right": "pull_request:46380", "accept": false, - "reason": "CLIP/ViT test edits vs generation-config watermarking fix; different underlying issue." + "reason": "Different models and different fix targets; no shared concrete bug." }, { "left": "pull_request:43665", "right": "pull_request:46922", "accept": false, - "reason": "CLIP/ViT test changes vs YOLOS model runtime fix; unrelated." + "reason": "CLIP/ViT test modifications are unrelated to the YOLOS device-mismatch fix." }, { "left": "pull_request:44815", "right": "pull_request:46539", "accept": false, - "reason": "FP8 quantization/loading work vs CI memory/device-map test harness changes; unrelated." + "reason": "FP8/dequantization logic versus Phimoe CI integration setup; unrelated." }, { "left": "pull_request:44815", "right": "pull_request:46380", "accept": false, - "reason": "FP8 dequant fix vs generation watermarking validation; different code paths." + "reason": "Different subsystems and problems: dequantization/loading versus generation config validation." }, { "left": "pull_request:44815", "right": "pull_request:46922", "accept": false, - "reason": "FP8 dequant logic vs YOLOS device mismatch; unrelated." + "reason": "FP8/dequant fix is unrelated to YOLOS device placement/splitting." }, { "left": "pull_request:46380", "right": "pull_request:46539", "accept": false, - "reason": "Generation-config watermarking fix vs Phimoe integration-test/CI fix; not the same bug." + "reason": "Generation config validation fix versus CI memory/workflow patch; not the same code-path problem." }, { "left": "pull_request:46380", "right": "pull_request:46922", "accept": false, - "reason": "Generation-config validation work vs YOLOS device mismatch; unrelated." + "reason": "Watermarking-config validation and YOLOS device mismatch are unrelated." }, { "left": "pull_request:46539", "right": "pull_request:46922", "accept": false, - "reason": "Phimoe CI/device-map test infrastructure vs YOLOS model runtime fix; different underlying issue." + "reason": "CI instance-sharing workaround versus YOLOS model runtime bug; different concerns." }, { "left": "pull_request:46886", "right": "pull_request:46922", "accept": true, - "reason": "Both target the same YOLOS device-mismatch problem in the same file and same issue target; 46922 includes the earlier no-split-module fix plus the concrete device-placement correction." + "reason": "Both address the same YOLOS device_map=\"auto\" device mismatch in the same file and could plausibly be merged into one PR; the second adds a direct tensor-to-device fix to the same bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded in the packet and conservative overall. The summary correctly treats most pairs as unrelated and the 46886\u219446922 pair as the only plausible duplicate/superset case, which is supported by the shared YOLOS file, shared issue target, and the added device-placement fix in 46922." + "feedback": "The summary is grounded in the packet and stays conservative. The only merged-duplicate callout is the YOLOS pair, which does look like a single bugfix PR: both touch the same file, share the same issue target, and the later patch is a plausible superset of the earlier one. The other soft-edge rejections are consistent with the diff previews and do not overstate relatedness." }, "evaluator_used": true, "retried": false, @@ -22059,7 +21957,7 @@ { "label": "pull_request", "component_index": 8, - "component_count": 39, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22078,52 +21976,52 @@ "pull_request:43488|pull_request:43532", "pull_request:43532|pull_request:46747" ], - "prepared_review_unit_hash": "643a349c083797b44e14516317e42740d8cc730472d79c29e34b0e603cdf462b", + "prepared_review_unit_hash": "88ca2ad68d4082ae1f8d50480cf2236ec61c3a05378c7572513d35efb387c823", "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": 6348, + "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": 6348, + "estimated_input_tokens": 1587, + "estimated_eval_tokens": 3430 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three are separate \"[don't merge]\" test PRs with only superficial similarity. They touch different areas (dependency/setup, CI automation, and security-gate workflow) and should not be treated as duplicates.", - "confidence": 0.93, + "summary": "All three PRs are separate synthetic \"don't merge\" changes in different code paths: setup/dependency wiring, CI/comment workflow behavior, and a PR security-gate workflow trigger change. They are superficially similar as repo-bot/CI edits, but not the same underlying fix.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the PRs make unrelated changes in different code/workflow paths, so none can stand in for the others.", + "canonical_pr_reason": "PR 43532 is the broadest and most representative of the cluster: it spans multiple workflow/testing files and is the clearest example of the repo-bot/CI behavior change theme.", "best_issue_reason": null, - "best_pr_reason": "No best PR for dedupe purposes; the cluster does not contain a single underlying fix or change.", + "best_pr_reason": "PR 43532 is the best cluster representative because it has the widest scope and touches the most related automation files, making it the most central exemplar among the three.", "soft_edge_verdicts": [ { "left": "pull_request:43488", - "right": "pull_request:43532", + "right": "pull_request:46747", "accept": false, - "reason": "Shared vit test file is incidental; one PR changes setup/dependencies while the other rewrites multiple CI workflows and helper scripts." + "reason": "Different changes: 43488 alters setup/dependencies and a Vit test, while 46747 changes the PR security-gate workflow trigger. No shared concrete bug or mergeable code-path fix." }, { "left": "pull_request:43488", - "right": "pull_request:46747", + "right": "pull_request:43532", "accept": false, - "reason": "Setup/dependency/test tweaks vs. a workflow security-gate trigger change; different concrete code paths and purposes." + "reason": "43488 is about package/version/setup and a test tweak; 43532 is about GitHub Actions/self-comment CI and notification/testing utilities. The shared Vit file is incidental, not the same underlying change." }, { "left": "pull_request:43532", "right": "pull_request:46747", "accept": false, - "reason": "Both touch workflows, but they change different workflow behaviors and files; they are not the same underlying fix." + "reason": "Both touch workflows, but they fix different mechanisms: 43532 rewires self-comment/self-scheduled/reporting behavior, while 46747 switches the security-gate from pull_request_target to pull_request. Too different to merge as one PR." } ] }, @@ -22137,7 +22035,7 @@ { "label": "pull_request", "component_index": 9, - "component_count": 39, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22153,7 +22051,7 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "4b1c97486b373245d85d4dfb16d0541e638d56c7cdce6914f18b725b7f363990", + "prepared_review_unit_hash": "ee4cdc1fd66c21b78cf1ecef380446cd545bdf16fdcb8708458cf828b4c925f3", "component_budget": { "node_count": 2, "item_count": 2, @@ -22175,18 +22073,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are closely related in theme but they implement different pipelines and different concrete code paths, so they should not be merged as duplicates.", - "confidence": 0.94, + "summary": "Both PRs add new segmentation pipelines, but they target different tasks and code paths: promptable concept segmentation vs promptable visual segmentation. They are related in theme, not duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR as a duplicate set: 43612 adds Promptable Concept Segmentation, while 43613 adds Promptable Visual Segmentation; they target different tasks and model integrations.", + "canonical_pr_reason": "No canonical PR: these are distinct feature additions with different task definitions, model integrations, and pipeline implementations.", "best_issue_reason": null, - "best_pr_reason": "43613 is the broader and more central pipeline addition, with more model integrations and supporting files, so it is the better representative PR.", + "best_pr_reason": "No single best PR for deduping; each PR is the right place for its own feature, since they are not the same change.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Reject: similar scaffolding and docs, but they add different pipelines for different tasks and different underlying model integrations, so they are not the same concrete change." + "reason": "Different underlying features and concrete implementations; shared doc/pipeline scaffolding alone is not enough to treat them as duplicates." } ] }, @@ -22200,7 +22098,7 @@ { "label": "pull_request", "component_index": 10, - "component_count": 39, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22216,40 +22114,40 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "83a60fe2d5cd88fa9fecba08e422b8a9e41ec9f12c49be84dc4b968997c15f8e", + "prepared_review_unit_hash": "96a519f025af976e5d41d8802a286cdf8473b973a37485a87f8fc7eecbf219f2", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4292, - "estimated_input_tokens": 1073, - "estimated_eval_tokens": 2402 + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4292, - "estimated_input_tokens": 1073, - "estimated_eval_tokens": 2402 + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are not duplicates: 43651 changes gradient-accumulation loss scaling behavior, while 43663 refactors signature-column filtering to be overrideable. They only overlap at the trainer.py subsystem level.", + "summary": "These two PRs both touch `src/transformers/trainer.py` but they implement unrelated trainer extension points: one changes gradient-accumulation loss scaling, the other adds a hook for signature-column filtering. They are not the same underlying bug or change.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the two patches address different trainer code paths and solve different customization problems.", + "canonical_pr_reason": "No true canonical duplicate here: the PRs address different trainer behaviors and should not be merged as one change.", "best_issue_reason": null, - "best_pr_reason": "Neither PR is a good global duplicate representative because neither subsumes the other; they are separate trainer refactors with distinct behavior changes.", + "best_pr_reason": "43663 is the cleaner representative of a standalone trainer refactor because it introduces a reusable override hook for column filtering, but it is still unrelated to 43651.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Different underlying changes: one alters loss normalization during training, the other extracts signature-column logic for subclass override. Shared file alone is not enough for duplication." + "reason": "Same file and broad subsystem, but different code paths and goals: gradient-accumulation loss scaling vs. model-signature column filtering." } ] }, @@ -22263,7 +22161,7 @@ { "label": "pull_request", "component_index": 11, - "component_count": 39, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22279,12 +22177,12 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "22d41ac87133cb8e32463b201d56caa077aca2308cb4b913d0ca7ff4bdb46825", + "prepared_review_unit_hash": "62cc6b21795fecab4e2d2c652b1ff062cab14dfda38344467db1514b683f1832", "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 }, @@ -22292,7 +22190,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3663, + "serialized_chars": 3664, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -22301,35 +22199,35 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "PR 43842 is the narrow, explicit TypeAdapter NameError fix in `src/transformers/cli/serve.py`. PR 43656 touches the same file but the visible diff looks like broader typing/future-annotations cleanup, not a clearly evidenced alternate implementation of the same bug fix, so they should not be merged as duplicates on this packet alone.", - "confidence": 0.83, + "summary": "Both pull requests address the same TypeAdapter NameError in `src/transformers/cli/serve.py`, using different but compatible typing fixes for the same runtime annotation problem.", + "confidence": 0.73, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43842 is the cleaner canonical PR because it directly and minimally fixes the TypeAdapter reference by importing it under `TYPE_CHECKING` and quoting the annotation, whereas 43656\u2019s visible changes are broader typing cleanup without clear evidence of the same concrete fix.", + "canonical_pr_reason": "PR #43656 is the broader, more representative fix: it addresses the annotation-evaluation problem at the module level with postponed annotations and broader typing cleanup, and it has more discussion/activity.", "best_issue_reason": null, - "best_pr_reason": "PR 43842 is the best overall PR because it targets the specific failure mode directly with a small, reviewable change and least unrelated typing churn.", + "best_pr_reason": "PR #43656 is the best cluster representative because it is the more complete fix for the CLI annotation NameError and is tied to a concrete issue with more surrounding activity.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", - "accept": false, - "reason": "The packet does not show 43656 making the same concrete TypeAdapter fix. It appears to be a broader annotations cleanup in the same file, so the evidence is insufficient to treat these as the same mergeable bugfix." + "accept": true, + "reason": "Same underlying bug in the same file: `TypeAdapter`-related runtime annotation evaluation causing a NameError in the CLI. The fixes are different but compatible ways to eliminate that failure and could plausibly be combined into one PR." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The analysis overstates the evidence. In the packet, PR 43842 clearly and narrowly addresses the `TypeAdapter` reference by importing it under `TYPE_CHECKING` and quoting the annotation. PR 43656, based on the visible diff, is a broader typing/future-annotations cleanup in the same file, but the packet does not show a `TypeAdapter` fix there. It may be related, but the claim that both PRs fix the same underlying `TypeAdapter` NameError and are alternative implementations of one bugfix is not sufficiently grounded. The conservative call is to treat them as related but not confidently the same mergeable fix." + "accept": true, + "feedback": "The analyst\u2019s pairwise judgment is grounded in the packet: both PRs target the same NameError in `src/transformers/cli/serve.py`, and the fixes are compatible typing/annotation changes that could be combined into one PR. The summary stays conservative enough, despite the separate issue links and different implementation details." }, "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": false, + "retried": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "pull_request", "component_index": 12, - "component_count": 39, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -22395,7 +22293,7 @@ { "label": "pull_request", "component_index": 13, - "component_count": 39, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 2, "status": "reviewed", @@ -22453,8 +22351,8 @@ "pull_request:44018|pull_request:44019", "pull_request:44019|pull_request:44071", "pull_request:44068|pull_request:44722", - "pull_request:44018|pull_request:44116", "pull_request:44068|pull_request:44116", + "pull_request:44018|pull_request:44116", "pull_request:44071|pull_request:44722", "pull_request:44018|pull_request:44085", "pull_request:44018|pull_request:44086", @@ -22463,8 +22361,8 @@ "pull_request:44085|pull_request:44086", "pull_request:44059|pull_request:44086", "pull_request:44098|pull_request:44101", - "pull_request:44018|pull_request:44071", "pull_request:44059|pull_request:44722", + "pull_request:44018|pull_request:44071", "pull_request:44017|pull_request:44161", "pull_request:44017|pull_request:44722", "pull_request:44017|pull_request:44073", @@ -22483,8 +22381,8 @@ "pull_request:43997|pull_request:44056", "pull_request:44071|pull_request:44076", "pull_request:44074|pull_request:44101", - "pull_request:44056|pull_request:44161", "pull_request:43997|pull_request:44018", + "pull_request:44056|pull_request:44161", "pull_request:43997|pull_request:44161", "pull_request:44074|pull_request:44161", "pull_request:44018|pull_request:44161", @@ -22508,358 +22406,394 @@ "pull_request:44044|pull_request:44154", "pull_request:44024|pull_request:44076" ], - "prepared_review_unit_hash": "44d21b500d264fc7a9a483dcea0906967ac7cdc3502c9d4e5cdad7ced169fc7e", + "prepared_review_unit_hash": "27579073e31adc90b58fe26d8fface90979fdc1b434d7ade665086bae110316f", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84508, - "estimated_input_tokens": 21127, - "estimated_eval_tokens": 42510 + "serialized_chars": 84517, + "estimated_input_tokens": 21130, + "estimated_eval_tokens": 42516 }, "budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 72, - "serialized_chars": 76940, - "estimated_input_tokens": 19235, - "estimated_eval_tokens": 38726 + "serialized_chars": 76950, + "estimated_input_tokens": 19238, + "estimated_eval_tokens": 38732 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is dominated by model-specific output-tracing refactors, but most PRs are just thematically similar rather than true duplicates. The only clear duplicate-like overlaps are within the GPT-Neo and GPT-J/CodeGen subclusters.", - "confidence": 0.88, + "summary": "This cluster is mostly a batch of independent model-by-model refactors to standardized output tracing/capture_outputs, not one single duplicate change. The only clear duplicate subcluster is the GPT-J/CodeGen work, plus the GPT-Neo pair.", + "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "No issue items are present. Among the PRs, #44722 is the best representative because it is the most complete GPT-J/CodeGen output-tracing refactor and clearly subsumes the overlapping GPT-J variants in this cluster.", + "canonical_pr_reason": "PR 44722 is the best representative of the duplicate subcluster: it is the latest, most complete GPT-J/CodeGen output-tracing refactor and still targets the same standardized decorator-based code path.", "best_issue_reason": null, - "best_pr_reason": "#44722 is the strongest canonical PR for the actual duplicate family here: it targets the same GPT-J/CodeGen output-tracing refactor as the overlapping GPT-J PRs, has explicit issue linkage, and appears broadest/most up-to-date among the overlapping implementations.", + "best_pr_reason": "PR 44722 is the strongest global representative because it subsumes the GPT-J work and is the broadest concrete implementation among the overlapping PRs.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Same broad output-tracing theme, but different model families and code paths (CVT/FNet vs GPT-J); not a true duplicate." + "reason": "Different models and code paths (CVT/FNet vs GPT-J); same umbrella theme is not enough to make them duplicates." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different model families and implementations; only the refactor pattern is shared." + "reason": "Different model families (CVT/FNet vs DeBERTa); these are separate refactors, not the same underlying fix." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Both touch GPT-J output-tracing logic in the same file and look like overlapping variants of the same refactor." + "reason": "Both touch GPT-J output tracing in the same file and implement the same decorator-based refactor; one is broader, but they are the same underlying change." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "Different models/subsystems (RegNet/ResNet/RT-DETR vs EfficientNet); same refactor style only." + "reason": "ResNet/RT-DETR ResNet vs EfficientNet are distinct implementations; only the refactor style matches, not the concrete bug/change." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet vs GPT-J/CodeGen are unrelated code paths; too broad to treat as duplicates." + "reason": "Both are standardized output-tracing refactors, but for different model families and code paths; no shared concrete change." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "Different model families and code paths." + "reason": "GPT-J/CodeGen vs EfficientNet are unrelated model implementations, so these are not duplicates." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 vs DeBERTa are unrelated implementations despite the shared refactor theme." + "reason": "MobileNetV2 vs DeBERTa are unrelated changes beyond the shared output-tracing pattern." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen vs MGP-STR are different model families and not the same concrete change." + "reason": "GPT-J/CodeGen and MGP-STR are different model code paths; same refactor theme does not imply duplicate." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Both are GPT-Neo output-tracing refactors in the same file; they look like overlapping versions of the same change." + "reason": "Both are GPT-Neo output-tracing refactors in the same file/test area and appear to implement the same standardized decorator migration." }, { - "left": "pull_request:44018", - "right": "pull_request:44019", + "left": "pull_request:44066", + "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo vs ResNet are different model code paths." + "reason": "GPT-J/CodeGen and MPT are separate model implementations with different forward paths." }, { - "left": "pull_request:44068", - "right": "pull_request:44722", + "left": "pull_request:44066", + "right": "pull_request:44068", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are different model implementations; shared theme only." + "reason": "GPT-J/CodeGen vs GPT-Neo are different model-specific refactors, not the same change." }, { "left": "pull_request:44018", - "right": "pull_request:44086", + "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo and MGP-STR are unrelated model families." + "reason": "GPT-Neo and GPT-J/CodeGen are different model families; they do not fix the same concrete code-path problem." }, { "left": "pull_request:44019", - "right": "pull_request:44085", + "right": "pull_request:44722", "accept": false, - "reason": "ResNet vs GPT-J are different code paths." + "reason": "ResNet output tracing and GPT-J/CodeGen output tracing are unrelated model-specific changes." }, { - "left": "pull_request:44059", - "right": "pull_request:44086", + "left": "pull_request:44086", + "right": "pull_request:44722", "accept": false, - "reason": "GPT2 vs MGP-STR are unrelated model implementations." + "reason": "MGP-STR and GPT-J/CodeGen are unrelated code paths despite both touching output collection." }, { "left": "pull_request:44019", - "right": "pull_request:44071", + "right": "pull_request:44085", "accept": false, - "reason": "ResNet vs MPT are different code paths." + "reason": "ResNet and GPT-J are unrelated models; no shared concrete fix." }, { "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet are unrelated model implementations." + }, + { + "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo vs MPT are different model implementations." + "reason": "ResNet and MPT are distinct architectures with different output-tracing changes." }, { - "left": "pull_request:44071", + "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "MPT and GPT-J/CodeGen are unrelated concrete code paths." + "reason": "GPT-Neo and GPT-J/CodeGen are different model code paths; not the same underlying change." }, { - "left": "pull_request:44085", + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert/XLM are separate model families." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo vs Flaubert/XLM are unrelated refactors." + }, + { + "left": "pull_request:44071", "right": "pull_request:44722", - "accept": true, - "reason": "Same GPT-J output-tracing refactor family; #44722 appears to subsume the GPT-J overlap." + "accept": false, + "reason": "MPT and GPT-J/CodeGen are different model implementations; same pattern, different changes." }, { "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo vs GPT-J are different model families." + "reason": "GPT-Neo and GPT-J are different model code paths." }, { "left": "pull_request:44018", - "right": "pull_request:44059", + "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo vs GPT2 are different code paths." + "reason": "GPT-Neo and MGP-STR are unrelated implementations." }, { "left": "pull_request:44059", - "right": "pull_request:44722", + "right": "pull_request:44086", "accept": false, - "reason": "GPT2 vs GPT-J/CodeGen are different implementations." + "reason": "GPT2 and MGP-STR are different model families; these are not duplicates." }, { - "left": "pull_request:44017", - "right": "pull_request:44161", + "left": "pull_request:44098", + "right": "pull_request:44101", "accept": false, - "reason": "Segformer vs LongT5 are different model families and changes." + "reason": "ViLT and Flaubert/XLM are separate model-specific output handling refactors." }, { - "left": "pull_request:44017", + "left": "pull_request:44059", "right": "pull_request:44722", "accept": false, - "reason": "Segformer and GPT-J/CodeGen are unrelated code paths." + "reason": "GPT2 and GPT-J/CodeGen are different concrete code paths." }, { "left": "pull_request:44017", - "right": "pull_request:44073", + "right": "pull_request:44161", "accept": false, - "reason": "Segformer vs VisualBERT are different models; same refactor pattern only." + "reason": "SegFormer and LongT5 are unrelated models and changes." }, { - "left": "pull_request:44073", - "right": "pull_request:44101", + "left": "pull_request:44017", + "right": "pull_request:44722", "accept": false, - "reason": "VisualBERT/XLM vs Flaubert/XLM are not the same concrete change." + "reason": "SegFormer output tracing is not the same change as GPT-J/CodeGen output tracing." }, { - "left": "pull_request:44073", - "right": "pull_request:44161", + "left": "pull_request:44017", + "right": "pull_request:44073", "accept": false, - "reason": "VisualBERT vs LongT5 are different implementations." + "reason": "SegFormer and VisualBert are separate model-specific refactors." }, { - "left": "pull_request:44056", - "right": "pull_request:44161", + "left": "pull_request:44068", + "right": "pull_request:44086", "accept": false, - "reason": "MPNet vs LongT5 are unrelated code paths." + "reason": "GPT-Neo and MGP-STR are unrelated model code paths." }, { - "left": "pull_request:44010", + "left": "pull_request:44068", "right": "pull_request:44071", "accept": false, - "reason": "SqueezeBERT vs MPT are different model families." + "reason": "GPT-Neo and MPT are distinct models." }, { - "left": "pull_request:44010", + "left": "pull_request:43997", "right": "pull_request:44073", "accept": false, - "reason": "SqueezeBERT vs VisualBERT are different code paths." + "reason": "RegNet and VisualBert are different architectures; no duplicate fix." }, { - "left": "pull_request:44010", - "right": "pull_request:44722", + "left": "pull_request:44071", + "right": "pull_request:44086", "accept": false, - "reason": "SqueezeBERT and GPT-J/CodeGen are unrelated implementations." + "reason": "MPT and MGP-STR are unrelated implementations." }, { "left": "pull_request:44017", "right": "pull_request:44071", "accept": false, - "reason": "Segformer vs MPT are different model families." + "reason": "SegFormer and MPT are different models with different output-tracing code." }, { "left": "pull_request:44073", - "right": "pull_request:44116", + "right": "pull_request:44101", "accept": false, - "reason": "VisualBERT vs Flaubert are different concrete code paths." + "reason": "VisualBert and Flaubert/XLM are separate model-specific refactors." }, { - "left": "pull_request:44056", - "right": "pull_request:44017", + "left": "pull_request:44073", + "right": "pull_request:44161", "accept": false, - "reason": "MPNet vs Segformer are different model families." + "reason": "VisualBert and LongT5 are unrelated changes." }, { - "left": "pull_request:44010", - "right": "pull_request:44018", + "left": "pull_request:44059", + "right": "pull_request:44071", "accept": false, - "reason": "SqueezeBERT vs GPT-Neo are unrelated code paths." + "reason": "GPT2 and MPT are different model code paths." }, { - "left": "pull_request:44010", - "right": "pull_request:44044", + "left": "pull_request:44056", + "right": "pull_request:44101", "accept": false, - "reason": "SqueezeBERT vs DeBERTa are different implementations." + "reason": "MPNet and Flaubert/XLM are unrelated model implementations." }, { - "left": "pull_request:44044", - "right": "pull_request:44129", + "left": "pull_request:44018", + "right": "pull_request:44059", "accept": false, - "reason": "DeBERTa vs SpeechT5 are different model families." + "reason": "GPT-Neo and GPT2 are separate model families." }, { - "left": "pull_request:44044", - "right": "pull_request:44154", + "left": "pull_request:44059", + "right": "pull_request:44068", "accept": false, - "reason": "DeBERTa vs ViTS are unrelated concrete changes." + "reason": "GPT2 and GPT-Neo are different models; same refactor theme does not make them duplicates." }, { - "left": "pull_request:44024", - "right": "pull_request:44076", + "left": "pull_request:44101", + "right": "pull_request:44161", "accept": false, - "reason": "FocalNet vs ImageGPT are different model families and code paths." + "reason": "Flaubert/XLM and LongT5 are unrelated model-specific changes." }, { - "left": "pull_request:44098", - "right": "pull_request:44101", + "left": "pull_request:43997", + "right": "pull_request:44017", "accept": false, - "reason": "ViLT vs Flaubert/XLM are different implementations." + "reason": "RegNet and SegFormer are different vision architectures with different forward/output code." }, { - "left": "pull_request:44074", - "right": "pull_request:44101", + "left": "pull_request:43997", + "right": "pull_request:44056", "accept": false, - "reason": "TextNet vs Flaubert/XLM are unrelated concrete changes." + "reason": "RegNet and MPNet are unrelated model implementations." }, { - "left": "pull_request:44074", - "right": "pull_request:44161", + "left": "pull_request:44071", + "right": "pull_request:44076", "accept": false, - "reason": "TextNet vs LongT5 are different model families." + "reason": "MPT and ImageGPT are different model code paths." }, { - "left": "pull_request:44056", + "left": "pull_request:44074", "right": "pull_request:44101", "accept": false, - "reason": "MPNet vs Flaubert/XLM are different code paths." + "reason": "TextNet and Flaubert/XLM are unrelated model-specific refactors." }, { "left": "pull_request:43997", - "right": "pull_request:44073", - "accept": false, - "reason": "RegNet vs VisualBERT are different model families." - }, - { - "left": "pull_request:44059", - "right": "pull_request:44071", + "right": "pull_request:44018", "accept": false, - "reason": "GPT2 vs MPT are different concrete implementations." + "reason": "RegNet and GPT-Neo are different model families." }, { "left": "pull_request:43997", - "right": "pull_request:44017", + "right": "pull_request:44161", "accept": false, - "reason": "RegNet vs Segformer are different model families." + "reason": "RegNet and LongT5 are unrelated changes." }, { - "left": "pull_request:43997", - "right": "pull_request:44056", + "left": "pull_request:44074", + "right": "pull_request:44161", "accept": false, - "reason": "RegNet vs MPNet are unrelated code paths." + "reason": "TextNet and LongT5 are distinct models and code paths." }, { - "left": "pull_request:44071", + "left": "pull_request:44018", "right": "pull_request:44129", "accept": false, - "reason": "MPT vs SpeechT5 are different implementations." + "reason": "GPT-Neo and SpeechT5 are unrelated model-specific changes." }, { - "left": "pull_request:43997", - "right": "pull_request:44018", + "left": "pull_request:44010", + "right": "pull_request:44071", "accept": false, - "reason": "RegNet vs GPT-Neo are different model families." + "reason": "SqueezeBert and MPT are different model code paths." }, { - "left": "pull_request:43997", - "right": "pull_request:44161", + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo and SpeechT5 are separate refactors with no shared concrete bug." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "These are the same GPT-J/CodeGen output-tracing refactor; 44722 is the broader follow-up/subsuming version." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both alter GPT-J output tracing in the same file and implement the same decorator-based migration." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", "accept": false, - "reason": "RegNet vs LongT5 are unrelated concrete changes." + "reason": "GPT-J and SpeechT5 are unrelated models." }, { "left": "pull_request:43996", - "right": "pull_request:44017", + "right": "pull_request:44007", "accept": false, - "reason": "CVT/FNet vs Segformer are different model families." + "reason": "CVT/FNet and ResNet/RT-DETR ResNet are different model implementations." }, { - "left": "pull_request:44010", - "right": "pull_request:44161", + "left": "pull_request:43996", + "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBERT vs LongT5 are different code paths." + "reason": "CVT/FNet and SpeechT5 are unrelated model-specific refactors." }, { - "left": "pull_request:44071", - "right": "pull_request:44076", + "left": "pull_request:44044", + "right": "pull_request:44129", "accept": false, - "reason": "MPT vs ImageGPT are different model implementations." + "reason": "DeBERTa and SpeechT5 are different model code paths." }, { "left": "pull_request:44044", - "right": "pull_request:44074", + "right": "pull_request:44154", "accept": false, - "reason": "DeBERTa vs TextNet are different concrete changes." + "reason": "DeBERTa and Vits are unrelated model-specific output tracing changes." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet and ImageGPT are different model families; same standardized-output theme is too broad." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative about most pairs. The canonical PR choice of #44722 is supported by the explicit GPT-J/CodeGen overlap, its issue link, and its broader scope. The accepted soft-edge pairs are limited to clear same-family overlaps (GPT-Neo and GPT-J/CodeGen), while the rejections mostly correctly avoid conflating shared refactor style with true duplicates across different model families." + "feedback": "The clustering summary is grounded in the packet and stays appropriately conservative. The accepted duplicate pairs are well-supported by shared files/model families and the same output-tracing refactor, and the negative verdicts correctly avoid over-merging unrelated model-specific changes. The representative PR choice for the GPT-J/CodeGen subcluster is also defensible from the packet." }, "evaluator_used": true, "retried": false, @@ -22870,7 +22804,7 @@ { "label": "pull_request", "component_index": 13, - "component_count": 39, + "component_count": 38, "review_unit_index": 2, "review_unit_count": 2, "status": "reviewed", @@ -22894,20 +22828,20 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "ba53d0c7abebf4b03d1d9e8f5e640c32b99217f32897f69d39e64d19affacce9", + "prepared_review_unit_hash": "6fcd47d47e4cff6c1bbc6ef56befb33dd80b3c7b6bd5c62b714bab8c7aaee0e6", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84508, - "estimated_input_tokens": 21127, - "estimated_eval_tokens": 42510 + "serialized_chars": 84517, + "estimated_input_tokens": 21130, + "estimated_eval_tokens": 42516 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 5, - "serialized_chars": 13068, + "serialized_chars": 13067, "estimated_input_tokens": 3267, "estimated_eval_tokens": 6790 }, @@ -22916,42 +22850,42 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "A cluster of model-specific refactors around standardized output tracing/capture; they share a pattern but not the same concrete bug or code path, so they should not be merged as duplicates.", - "confidence": 0.94, + "summary": "These PRs are all related to the same broad refactor theme\u2014migrating model code to standardized output capture/tracing\u2014but they are model-specific changes, not duplicates of one another.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44073 is the cleanest representative of the cluster theme: it is a focused output-tracing refactor for one model, with a clear standardized-capture title and a matching model-specific diff.", + "canonical_pr_reason": "No single canonical PR: each change targets a different model implementation and file, so they are parallel refactors rather than the same PR duplicated.", "best_issue_reason": null, - "best_pr_reason": "PR 44129 is the strongest standalone triage anchor because it has an explicit issue target and a concrete SpeechT5 output-tracing refactor, making its intent easiest to trace.", + "best_pr_reason": "44129 is the most representative single PR of the theme because it has the most explicit scope/issue linkage and a substantial output-tracing refactor, but it is still not a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "Both are output-tracing refactors, but they touch different models (VisualBert vs TextNet) and different code paths, so they are not the same underlying change." + "reason": "Same migration theme, but different models (VisualBert vs TextNet) and different file/test scope; not the same concrete code-path change." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "Same general decorator migration pattern, but MPNet and VisualBert are separate model implementations with distinct tracing logic and diffs." + "reason": "Both refactor output tracing, but MPNet and VisualBert are distinct implementations with different layers/hooks; not mergeable as one duplicate PR." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "These are separate model-specific refactors (MPNet vs TextNet); the similarity is only thematic, not a shared bug or mergeable change." + "reason": "Different models and different refactor shapes (MPNet output recording setup vs TextNet forward simplification); not the same underlying fix." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are unrelated model code paths; both PRs modernize outputs, but they do not fix the same concrete issue." + "reason": "RegNet and SqueezeBert are unrelated model code paths; similar standardized-output migration does not make them duplicates." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "Despite both involving output collection refactors, SqueezeBert and SpeechT5 are different model implementations with different affected layers and behavior." + "reason": "Both touch output tracing, but SqueezeBert and SpeechT5 are separate model-specific refactors with different mechanics and no shared concrete bug." } ] }, @@ -22965,7 +22899,7 @@ { "label": "pull_request", "component_index": 14, - "component_count": 39, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23031,274 +22965,274 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "2e7123f43f9161032b3ef439bd7501bd002b72ab80cb840d084c5d5b2dc5ce4d", + "prepared_review_unit_hash": "7bb0ee1c866a5f565cf141a3a950e8c41055788da3278852206064ff223cf66f", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40174, - "estimated_input_tokens": 10044, - "estimated_eval_tokens": 20344 + "serialized_chars": 40163, + "estimated_input_tokens": 10041, + "estimated_eval_tokens": 20338 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40174, - "estimated_input_tokens": 10044, - "estimated_eval_tokens": 20344 + "serialized_chars": 40163, + "estimated_input_tokens": 10041, + "estimated_eval_tokens": 20338 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs share a common refactoring theme around output tracing/can_return_tuple, but they target different model families and code paths, so they are not duplicates of one another.", - "confidence": 0.97, + "summary": "These PRs share a broad \"output tracing\" theme, but they are model-specific refactors across unrelated code paths. I do not see any true duplicate PR pairs here.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44025 is the broadest representative of the theme, updating both `depth_anything` and `prompt_depth_anything`; still, it is only a representative, not a duplicate of the others.", + "canonical_pr_reason": "PR 44003 is the strongest representative of the cluster because it makes the most concrete output-tracing plumbing change across two closely related model files, but it is still not a duplicate of the others.", "best_issue_reason": null, - "best_pr_reason": "44025 is the strongest single representative of the cluster because it spans two closely related model files and clearly reflects the output-tracing refactor pattern.", + "best_pr_reason": "PR 44003 is the best overall representative of the theme: it has the clearest, most substantive refactor around output tracing and touches a related model pair rather than a single isolated file.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Same refactor theme, but different model families (`timm_backbone` vs `upernet`) and different forward code paths." + "reason": "Different models and code paths; same refactor theme only." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Both are output-tracing refactors, but they touch unrelated models (`timm_backbone` vs `vision_text_dual_encoder`)." + "reason": "timm_backbone and vision_text_dual_encoder are unrelated architectures." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Different architectures and code paths; this is not the same underlying bug/change as `timm_backbone`." + "reason": "Different model families with no shared implementation." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "`timm_backbone` and `mamba/falcon_mamba` are unrelated implementations; shared refactor language is not enough." + "reason": "Different subsystems; not the same concrete bug or change." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Different model families (`timm_backbone` vs `rwkv`) and different output-handling logic." + "reason": "Separate model code paths; only the tracing refactor naming matches." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "Both are model-specific refactors, but they affect different forward implementations (`mobilenet_v1` vs `univnet`)." + "reason": "mobilenet_v1 and univnet are unrelated models." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "`mobilenet_v1` and `upernet` are separate code paths; this is not one duplicate fix." + "reason": "Different architectures and different forward/output plumbing." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "Different model families and separate output-tracing migrations; not mergeable as one PR." + "reason": "Separate model families; not one mergeable change." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "`mobilenet_v1` is unrelated to `vision_encoder_decoder`; only the refactor pattern overlaps." + "reason": "No shared code path; both are just output-tracing refactors." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Different encoder-decoder stack vs image model; not the same change." + "reason": "Different model stacks and different affected files." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "These touch different model families (`vision_text_dual_encoder` vs `univnet`) and different forward logic." + "reason": "vision_text_dual_encoder and univnet are unrelated." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "`vision_text_dual_encoder` and `upernet` are distinct code paths; same refactor pattern is not duplication." + "reason": "Distinct model families; no same underlying fix." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "`vision_text_dual_encoder` is not the same code path as `mamba/falcon_mamba`; do not collapse them." + "reason": "Different code paths and model types." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Different models and different tracing changes; not one underlying bug or change." + "reason": "Separate model-specific refactors, not one bug." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "Separate model families with unrelated forward behavior (`univnet` vs `upernet`)." + "reason": "UnivNet and UperNet are unrelated implementations." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "`univnet` and `mamba/falcon_mamba` are distinct implementations; shared output-tracing work is not enough." + "reason": "Different model code paths; no mergeable overlap." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "Different model families and different affected files; not a duplicate PR." + "reason": "No shared underlying change beyond generic tracing cleanup." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "`upernet` segmentation forward and `rwkv` sequence model forward are unrelated changes." + "reason": "UperNet and RWKV are unrelated model families." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "Different subsystems and code paths; these are separate refactors." + "reason": "Different subsystems and refactor targets." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "`mamba/falcon_mamba` and `superpoint` are unrelated model implementations, despite similar refactor wording." + "reason": "Mamba/FalconMamba vs SuperPoint are unrelated code paths." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "`mamba/falcon_mamba` and `codegen` change different forward contracts and code paths." + "reason": "Output-tracing cleanup only; different model implementations." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "`timm_backbone` and `codegen` are unrelated models; this is a theme match, not a duplicate." + "reason": "timm_backbone and CodeGen are unrelated models." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "Different model families (`univnet` vs `codegen`) and different output semantics." + "reason": "UnivNet and CodeGen do not share the same concrete fix." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "`upernet` and `codegen` are unrelated code paths; no shared concrete bug." + "reason": "Different model families and different forward logic." }, { "left": "pull_request:44000", "right": "pull_request:44004", "accept": false, - "reason": "`vision_text_dual_encoder` and `codegen` are different models with different forward behavior." + "reason": "vision_text_dual_encoder vs CodeGen are unrelated changes." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "`depth_anything` and `vision_encoder_decoder` are separate model families; same refactor theme only." + "reason": "DepthAnything/PromptDepthAnything and VisionEncoderDecoder are separate implementations." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "`depth_anything` and `speech_encoder_decoder` are unrelated code paths." + "reason": "Different model families; not one underlying bug." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "`depth_anything` vs `superpoint` is not the same underlying bug/change." + "reason": "DepthAnything refactor vs SuperPoint refactor are unrelated." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Different model families (`depth_anything` vs `rwkv`) and distinct output handling." + "reason": "Different model code paths; same theme only." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "`depth_anything` and `dpr` affect different forward wrappers and are not duplicates." + "reason": "Separate models and separate output-capture behavior." }, { "left": "pull_request:44026", - "right": "pull_request:44029", + "right": "pull_request:44027", "accept": false, - "reason": "`vision_encoder_decoder` and `rwkv` are unrelated models and output paths." + "reason": "VisionEncoderDecoder and SpeechEncoderDecoder are different stacks." }, { "left": "pull_request:44026", - "right": "pull_request:44027", + "right": "pull_request:44028", "accept": false, - "reason": "Both are encoder-decoder wrappers, but they are different model implementations and separate changes." + "reason": "Different models with no shared concrete bug." }, { "left": "pull_request:44026", - "right": "pull_request:44028", + "right": "pull_request:44029", "accept": false, - "reason": "`vision_encoder_decoder` and `superpoint` do not share the same concrete change." + "reason": "Different model families and call paths." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "Different model families (`vision_encoder_decoder` vs `dpr`) and different forward signatures." + "reason": "VisionEncoderDecoder and DPR are unrelated." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "`speech_encoder_decoder` and `superpoint` are unrelated code paths." + "reason": "SpeechEncoderDecoder and SuperPoint are unrelated." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "`speech_encoder_decoder` and `rwkv` are separate models; not mergeable as one PR." + "reason": "Different implementations and output signatures." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "Different wrappers and forward behavior (`speech_encoder_decoder` vs `dpr`)." + "reason": "SpeechEncoderDecoder vs DPR is not the same change." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "`superpoint` and `rwkv` are different model families with different output semantics." + "reason": "SuperPoint and RWKV do not share a code path." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "`superpoint` and `dpr` are unrelated changes." + "reason": "Different model families; no duplicate fix." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "`rwkv` and `dpr` are distinct model implementations; shared refactor intent is not enough." + "reason": "RWKV and DPR are unrelated refactors." } ] }, @@ -23312,7 +23246,7 @@ { "label": "pull_request", "component_index": 15, - "component_count": 39, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23328,7 +23262,7 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "d0d53f97ec30306e6d68659ed743bc7d6ca5f60cfba0c0461850a4fb404eb2ea", + "prepared_review_unit_hash": "9d12b2e8952ae904169a268fee20217caa26952133195064e74f21b5c8516897", "component_budget": { "node_count": 2, "item_count": 2, @@ -23350,18 +23284,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated model-addition PRs: PenguinVL and Voxtral TTS. They share some common registry/docs plumbing, but they target different models, codepaths, and test suites, so they should not be clustered as duplicates.", - "confidence": 0.99, + "summary": "These are two unrelated model-addition PRs that only overlap on shared Transformers boilerplate and auto-mapping files. PenguinVL and Voxtral TTS target different models, different code paths, and different documentation/tests, so they should not be clustered as duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45401 is the better canonical representative because it has an explicit issue target (45027) and is a focused implementation for one model family.", + "canonical_pr_reason": "PR 45401 is the cleaner representative: it has an explicit issue target and a focused, model-specific implementation for Voxtral TTS.", "best_issue_reason": null, - "best_pr_reason": "PR #45401 is the strongest overall representative: it is explicitly tied to a tracking issue and contains a self-contained model integration with tests and conversion logic.", + "best_pr_reason": "PR 45401 is the best cluster representative because it is explicitly linked to an issue and appears to be a self-contained support addition for one model.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different underlying models and behaviors: PenguinVL implementation vs Voxtral TTS support. Shared auto/docs files are generic integration plumbing, not the same concrete bug or change." + "reason": "Different models and different features: PenguinVL implementation versus Voxtral TTS support. Shared auto/config/doc scaffolding is generic and not enough to indicate the same underlying change." } ] }, @@ -23375,7 +23309,7 @@ { "label": "pull_request", "component_index": 16, - "component_count": 39, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23391,12 +23325,12 @@ "soft_pairs": [ "pull_request:44965|pull_request:46845" ], - "prepared_review_unit_hash": "41fd6a6d0a83c099aae03ff6f8b738c2f89855532bebc194d0c1ad30179b9aa9", + "prepared_review_unit_hash": "d8d04aa838aaefa08a8eeda97e04cffb1194e3b057d607de164dde0a22578028", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4218, + "serialized_chars": 4219, "estimated_input_tokens": 1055, "estimated_eval_tokens": 2366 }, @@ -23404,7 +23338,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4218, + "serialized_chars": 4219, "estimated_input_tokens": 1055, "estimated_eval_tokens": 2366 }, @@ -23413,18 +23347,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two pull requests are unrelated: one changes a workflow to convert PRs to draft, while the other adjusts CI routing and adds a stray model file edit. They do not appear to fix the same code-path problem or belong in one merged change.", - "confidence": 0.97, + "summary": "These two pull requests are not duplicates: one is a workflow experiment around converting PRs to draft, while the other is a CI-runner/branch-change PR with an unrelated code edit. They do not fix the same bug or implement the same change.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46845 is the better representative of the cluster because it has a coherent CI-related purpose, whereas PR 44965 is a separate workflow experiment with no substantive overlap.", + "canonical_pr_reason": "No canonical PR: the changes target different code paths and different behaviors, so there is no single underlying PR to collapse them into.", "best_issue_reason": null, - "best_pr_reason": "PR 46845 is the stronger standalone PR: it targets a single CI configuration change and is more internally consistent than PR 44965.", + "best_pr_reason": "pull_request:46845 is the more coherent standalone PR because it has a clearer CI-related scope and title; pull_request:44965 appears incomplete and its workflow edit is unrelated.", "soft_edge_verdicts": [ { - "left": "pull_request:44965", - "right": "pull_request:46845", + "left": "pull_request:44965 (try)", + "right": "pull_request:46845 (Try smaller group)", "accept": false, - "reason": "Different changes and different purposes: draft-conversion workflow versus CI branch/routing tweak plus unrelated source edit. Not the same underlying bug/change." + "reason": "Different goals and files: 44965 rewrites a docs workflow to change PR handling, while 46845 modifies CI caller configuration and includes an unrelated code tweak. They do not appear to be the same underlying change and should not be merged as duplicates." } ] }, @@ -23438,7 +23372,7 @@ { "label": "pull_request", "component_index": 17, - "component_count": 39, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23454,12 +23388,12 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "4bdaff3d7fbfeb7ca0c41d8bca82b13380b6eff8dc3288490b919801d3bd4e1f", + "prepared_review_unit_hash": "a570969325c95b6a1713b004b5be4db42fb031a60dfb7185644421f44e8a7966", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4408, + "serialized_chars": 4407, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -23467,7 +23401,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4408, + "serialized_chars": 4407, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -23476,18 +23410,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Related fusion/kernel work, but not the same change: PR 44979 adds a generic module-fusion API layer, while PR 45363 wires n-to-1 fusion into KernelConfig/model loading and adds an example. They share a theme but not a concrete code-path fix or mergeable patch.", - "confidence": 0.89, + "summary": "Two related but distinct feature PRs around fusion: one adds a generic module fusion API, the other wires up n-to-1 kernel fusion through KernelConfig. They are not duplicates of the same concrete change.", + "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "45363 is the more complete, user-facing feature integration; 44979 is the lower-level module-fusion API scaffold.", + "canonical_pr_reason": "PR #44979 is the cleaner canonical representative because it introduces the foundational Module Fusion API and tests, whereas #45363 is a separate, more specific kernel-fusion integration built on that general idea.", "best_issue_reason": null, - "best_pr_reason": "45363 best represents the cluster because it exposes fusion through KernelConfig/model loading and demonstrates end-to-end usage.", + "best_pr_reason": "PR #44979 is the best single representative of the cluster since it defines the core fusion abstraction; #45363 is a downstream application/integration rather than the same mergeable change.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Different layers of the feature: 44979 introduces a standalone module-fusion API, while 45363 integrates kernel fusion via KernelConfig and model loading. They are related but not the same underlying change and would not plausibly be merged as one PR." + "reason": "Both concern fusion, but #44979 adds a new generic module-fusion API while #45363 implements n-to-1 kernel fusion via KernelConfig and integration changes. Different code paths, different scope, and not the same underlying bug or change." } ] }, @@ -23501,7 +23435,7 @@ { "label": "pull_request", "component_index": 18, - "component_count": 39, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23517,7 +23451,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "74e70f69c908e805716f1b8872feb3564be3ffd49fec1dda5261b169733bf1b2", + "prepared_review_unit_hash": "35e0a5d84995bbb57f4a8434323263a96f683d15462d478004b895b62e8f69ad", "component_budget": { "node_count": 2, "item_count": 2, @@ -23539,18 +23473,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same Mistral pre-tokenizer AttributeError in `_patch_mistral_regex`; 45317 is the more complete version because it includes the fix plus test coverage.", - "confidence": 0.98, + "summary": "Both PRs address the same Mistral regex patch AttributeError in `tokenization_utils_tokenizers.py`; 45317 is the more complete candidate because it includes the code fix plus a test update.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45317 is the better canonical PR: it implements the same code fix as 45086 and also adds tests, making it the more complete representation of the bugfix.", + "canonical_pr_reason": "45317 is the better canonical PR: it has the same core fix as 45086 and also adds test coverage, making it the more complete representation of the change.", "best_issue_reason": null, - "best_pr_reason": "PR 45317 is the best PR candidate because it contains the shared fix and additional validation, while still targeting the same concrete AttributeError path.", + "best_pr_reason": "45317 is the best overall PR because it fixes the same concrete bug as 45086 while also adding tests, so it is the most merge-ready version.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying bug and same file-level fix for `_patch_mistral_regex`; 45317 is essentially a superset of 45086 with tests, so they are duplicates/mergeable." + "reason": "Same underlying bug fix in the same function/file, same issue target, and the second PR appears to be an expanded version of the first with tests added." } ] }, @@ -23564,7 +23498,7 @@ { "label": "pull_request", "component_index": 19, - "component_count": 39, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23580,7 +23514,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "69ebf7e997b9c149f0ad959e7f14cfaac15729a944aaf42f5d77e9d0ec88cee8", + "prepared_review_unit_hash": "a6dc14f2d63a77c1de448e243a52f4682f26c1cca16ec553e3e863e7650d7bcb", "component_budget": { "node_count": 2, "item_count": 2, @@ -23602,18 +23536,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two related but distinct NemotronH PRs: one is a smaller refactor/conversion-mapping update for inheriting GraniteMoeHybrid, and the other is a broader split into dedicated NemotronH dense/sparse model variants with docs and API plumbing. They overlap in shared NemotronH files but do not fix the same concrete change.", - "confidence": 0.87, + "summary": "These PRs touch overlapping NemotronH code, but they address different changes: one is a refactor/conversion-mapping update for inheriting GraniteMoeHybrid, while the other splits NemotronH into dedicated dense/sparse model families and updates docs/tests. They are not the same underlying change and should not be merged as duplicates.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45569 is the broader, more representative change for the cluster: it introduces the dedicated NemotronH dense/sparse model structure, updates docs, auto-mappings, and tests, whereas #45115 is a narrower inheritance/conversion-mapping refactor.", + "canonical_pr_reason": "PR 45569 is the broader, more concrete implementation for the NemotronH dense/sparse split, with dedicated model files, auto-mapping changes, docs, and tests.", "best_issue_reason": null, - "best_pr_reason": "PR #45569 is the best overall artifact because it covers the main architectural direction and user-facing model split; #45115 looks like a partial prerequisite or adjacent cleanup rather than the same mergeable change.", + "best_pr_reason": "PR 45569 is the strongest representative of the cluster because it covers the larger end-user-facing model restructuring and has the clearest product scope.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "They overlap in NemotronH internals, but the concrete changes differ: #45115 focuses on conversion-key renaming and inheritance refactoring, while #45569 adds separate dense/sparse model packages, docs, and API wiring. Not the same underlying PR-worthy change." + "reason": "Shared NemotronH filenames alone are not enough: 45115 is a refactor/conversion-mapping inheritance change, while 45569 introduces separate NemotronH dense/sparse model variants and documentation. Different concrete code-path problems." } ] }, @@ -23627,7 +23561,7 @@ { "label": "pull_request", "component_index": 20, - "component_count": 39, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23643,7 +23577,7 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "70fb6f24fd47017d2cb11c7bf1004e1c157704ebcc1b114b9315014f4ee68df4", + "prepared_review_unit_hash": "b1f30e70a3257879c30be0ae6253b7699f3f74d0ec7e3bc00a62b0cb266f2e7e", "component_budget": { "node_count": 2, "item_count": 2, @@ -23665,18 +23599,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two related but distinct PRs for the heterogeneous-model feature: PR 45332 is the full implementation, while PR 45333 is a narrower config-only subset. They overlap heavily in docs/config files, but they are not the same concrete change set.", - "confidence": 0.92, + "summary": "These are closely related but not true duplicates: PR #45333 is a narrower per-layer configuration piece, while PR #45332 is a broader umbrella adding heterogeneous model support including modeling logic and other integration changes.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45332 is the best canonical PR because it covers the broader end-to-end heterogeneous model support, including per-layer config plus modeling, cache, and masking integration; PR 45333 is only the config slice of that work.", + "canonical_pr_reason": "No canonical duplicate candidate among the two; #45332 is the broader umbrella PR, while #45333 is a config-only subset rather than the same change.", "best_issue_reason": null, - "best_pr_reason": "PR 45332 is the most complete and representative implementation of the feature cluster, so it is the best overall PR to anchor the group.", + "best_pr_reason": "#45332 is the best single representative because it covers the full heterogeneous-model feature set and subsumes the config work in #45333.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "45333 overlaps with 45332 on docs and configuration utilities, but it is a narrower config-only PR while 45332 also adds modeling/cache/masking support. They are related, not the same underlying change." + "reason": "Shared files and theme, but the scopes differ materially: #45333 focuses on per-layer configuration, while #45332 also changes modeling/cache/masking paths. They are related PRs, not the same concrete change." } ] }, @@ -23690,7 +23624,7 @@ { "label": "pull_request", "component_index": 21, - "component_count": 39, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23706,12 +23640,12 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "ca2e737e595a8f4519b706a920a4930612dc66019f1c7598cb2c8350c959b227", + "prepared_review_unit_hash": "909c4df211808e330cd38cc25f9b95254f802b02f72d0e81cd8ba824aca7e8fa", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5513, + "serialized_chars": 5514, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -23719,7 +23653,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5513, + "serialized_chars": 5514, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -23728,18 +23662,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are typing-related, but they solve different problems: PR 45415 is a broad mypy/type-checking sweep across many transformer files, while PR 45425 adds specific typing protocols and helper aliases for modeling/PEFT integration. They are related in theme, not duplicates.", - "confidence": 0.96, + "summary": "These are related typing-focused PRs, but they are not the same change: one is a broad type-checking sweep across many Transformers files, while the other adds/adjusts specific typing helpers and protocols around modeling utilities. The soft duplicate edge should be rejected.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR #45415 is the broader umbrella change: it enables type checking across many `src/transformers/*` modules and adjusts type-ignore policy, making it the more representative PR for the cluster topic.", "best_issue_reason": null, - "best_pr_reason": "PR 45425 is the more self-contained, concrete typing-infrastructure change; PR 45415 is a broad repository-wide type-checking cleanup rather than the same underlying fix.", + "best_pr_reason": "PR #45415 is the best representative PR because it covers the larger cross-cutting typing cleanup, whereas PR #45425 is a narrower helper/type-definition follow-up.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Shared typing-related files are incidental. PR 45415 is a broad type-checking pass with config changes, while PR 45425 adds specific typing aliases/protocols for model/PEFT code paths. They do not appear to fix the same concrete bug or merge into one PR cleanly." + "reason": "Different underlying changes: #45415 is a broad repo-wide type-checking sweep, while #45425 adds specific typing protocols/aliases and modeling-utils-related adjustments. They overlap on typing files but are not the same concrete fix and would not plausibly merge as one PR." } ] }, @@ -23753,7 +23687,7 @@ { "label": "pull_request", "component_index": 22, - "component_count": 39, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23769,7 +23703,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "bad77ca8eea3e3b29c4eb73de515c8739e499364d2bf686a5ebf9e45b5fe7310", + "prepared_review_unit_hash": "dc797ce74ef2c86b15547bb2c9b5b563b26a9ce59215c67f83a64c946aab5ef4", "component_budget": { "node_count": 2, "item_count": 2, @@ -23791,18 +23725,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are about expert parallelism loading, but they fix different failure modes: one adds distributed-config/EP plumbing for accelerate + ZeRO-3 loading, the other prevents expert tensors from being overwritten during FSDP2/sharded load. Not duplicates.", - "confidence": 0.88, + "summary": "These are related only at a broad expert-parallelism level, but they address different loading bugs in different distributed stacks: ZeRO-3/accelerate vs FSDP2/rank-0 broadcast. They should not be merged as duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45662 is the better canonical representative because it targets a concrete EP loading corruption bug with a clear code-path fix across loading and MoE integration, whereas #45548 is narrower plumbing for distributed-config serialization and an EP helper property.", + "canonical_pr_reason": "PR 45548 is the cleaner representative of the cluster: it targets a specific EP loading path (DeepSpeed ZeRO-3 via accelerate) and has a narrower, self-contained fix around config serialization and model state detection.", "best_issue_reason": null, - "best_pr_reason": "PR #45662 is the strongest standalone PR: it addresses a specific, user-visible correctness issue ('experts silently overwritten by rank-0 broadcast') with a targeted fix that is clearly scoped and more likely to be the primary change in this cluster.", + "best_pr_reason": "PR 45548 is the better cluster anchor because it is the earlier, more focused fix; PR 45662 is a separate EP bug in a different distributed code path and is not a duplicate.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Related subsystem (EP/loading), but different bugs and merge scopes: #45548 adds config/property support for accelerate + ZeRO-3 loading, while #45662 fixes expert parameters being clobbered during sharded/FSDP2 loading. Not the same underlying change." + "reason": "Both mention expert parallelism, but the concrete failures differ: 45548 fixes EP + DeepSpeed ZeRO-3 loading/accelerate config handling, while 45662 fixes EP + FSDP2 expert parameters being overwritten by rank-0 broadcast. They touch different mechanisms and are not one mergeable change." } ] }, @@ -23816,7 +23750,7 @@ { "label": "pull_request", "component_index": 23, - "component_count": 39, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23832,7 +23766,7 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "a99c169eb33c2d95a23b44497960a4587ad2e4ae88f04f10bcb21ad15f93fbf2", + "prepared_review_unit_hash": "dc986869a5a66ec426dbcf75b99aa8ef362feadcd77ee4ba95e8f2a7db4db054", "component_budget": { "node_count": 2, "item_count": 2, @@ -23854,18 +23788,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same xdist-safety problem around `captured_info` debug artifacts in `testing_utils.py`; PR 45645 is the more complete variant because it also updates CI to read multiple worker-specific files, while 45639 only changes the writer side and tests.", + "summary": "Both pull requests address the same xdist/captured_info collision bug in testing debug output; PR 45645 is the broader, more complete fix, while PR 45639 is a narrower subset of the same change.", "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45645 is the best canonical PR because it contains the full fix path: worker-specific artifact writing plus CI workflow changes to aggregate `captured_info*.txt` files, making it the more complete representative of the bugfix.", + "canonical_pr_reason": "PR 45645 is the better canonical PR because it includes the core xdist-safe output fix plus the CI workflow change needed to collect multiple captured_info files, making it the more complete implementation of the bugfix.", "best_issue_reason": null, - "best_pr_reason": "PR 45645 is the strongest representative because it addresses the underlying xdist collision and the downstream log-consumption behavior needed for the fix to work end-to-end.", + "best_pr_reason": "PR 45645 is the strongest representative of the cluster since it addresses the same concrete xdist collision problem and also preserves CI debug log collection, so it best captures the full intended change.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Same underlying bug: xdist collisions for `captured_info` debug logs. Both modify `src/transformers/testing_utils.py` and tests for the same worker-safe output path change; 45645 simply adds the CI-side file collection needed to preserve logs. They could plausibly be merged into one PR." + "reason": "Both PRs target the same underlying xdist collision in captured_info/debug logging; 45645 appears to be a superset of 45639 rather than a different change, so they can be treated as duplicates/same fix." } ] }, @@ -23879,7 +23813,7 @@ { "label": "pull_request", "component_index": 24, - "component_count": 39, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -23895,12 +23829,12 @@ "soft_pairs": [ "pull_request:45720|pull_request:46259" ], - "prepared_review_unit_hash": "e344a3986a590190aa9bb8126ed9d408bcfff1e7a8ae2c7953bd25e8d001daba", + "prepared_review_unit_hash": "b5a5f02bc9b662e292e586ee2efc593d0e326325394a692a612117b82783ff93", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7233, + "serialized_chars": 7234, "estimated_input_tokens": 1809, "estimated_eval_tokens": 3874 }, @@ -23908,7 +23842,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7233, + "serialized_chars": 7234, "estimated_input_tokens": 1809, "estimated_eval_tokens": 3874 }, @@ -23917,18 +23851,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated linter/chore PRs: one adds `can_return_tuple` handling across model `forward()` methods, the other rewrites `_init_weights` implementations for a separate modeling rule. They share a few model files, but not the same underlying change or bug.", + "summary": "Both items are unrelated lint-rule PRs in transformers models. They share some model files because each rule is applied broadly, but they address different code paths: TRF003 adds `can_return_tuple`/`return_dict` handling in forward signatures, while TRF018 changes model weight initialization logic.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No single PR can serve as canonical for this cluster because the changes are about different lint rules and different code paths: TRF003 updates model forward signatures/tuple-return behavior, while TRF018 changes weight initialization logic.", + "canonical_pr_reason": "No single canonical PR for duplication: these are distinct changes serving different lint rules and different fixes, despite overlapping model files.", "best_issue_reason": null, - "best_pr_reason": "Neither PR is a good global representative of the other; if one must be chosen for the cluster, PR #45720 is slightly more general because it touches many forward methods, but it still does not represent the weight-init rewrite in #46259.", + "best_pr_reason": "PR 45720 is the better representative artifact because it is narrower and has a more concrete, self-contained code-path change across a set of forward methods.", "soft_edge_verdicts": [ { "left": "pull_request:45720", "right": "pull_request:46259", "accept": false, - "reason": "Different refactors for different rules: TRF003 modifies `forward()`/return-dict handling, while TRF018 changes `_init_weights` implementations. Shared files are incidental, not evidence of the same fix." + "reason": "Different underlying changes: TRF003 forward-signature/tuple-return handling vs TRF018 weight initialization behavior. Shared files reflect broad lint sweeps, not the same bug or mergeable fix." } ] }, @@ -23942,7 +23876,7 @@ { "label": "pull_request", "component_index": 25, - "component_count": 39, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24008,7 +23942,7 @@ { "label": "pull_request", "component_index": 26, - "component_count": 39, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24027,12 +23961,12 @@ "pull_request:45932|pull_request:46891", "pull_request:46100|pull_request:46891" ], - "prepared_review_unit_hash": "b9a81decf95d9f920a4776f1f4831ed3662511a0af8c3b4dc0505d0466319dfd", + "prepared_review_unit_hash": "1818fafaa06d487d327cb21ad854da45171e5ae00c60fc5422959696ccee59e0", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7881, + "serialized_chars": 7882, "estimated_input_tokens": 1971, "estimated_eval_tokens": 4198 }, @@ -24040,7 +23974,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7881, + "serialized_chars": 7882, "estimated_input_tokens": 1971, "estimated_eval_tokens": 4198 }, @@ -24049,30 +23983,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs all mention testing/CI, but they are not the same change: one is a broad debug/grafana-style PR, one is a test migration adding kernel/model tests, and one is PEFT CI/integration plumbing. I do not see a shared concrete bug or change that would justify merging any pair as duplicates.", - "confidence": 0.97, + "summary": "These are not duplicates of one another: each PR targets a different area (model code/workflow secrets, test migration files, and PEFT CI integration). The only overlap is broad CI/testing infrastructure, which is too weak to merge them as the same change.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: the three PRs target different code paths and purposes, so they are not duplicates of one another.", + "canonical_pr_reason": "PR #46891 is the best anchor only because it is the most self-contained CI/testing change; however, it is still not a duplicate of the others, which modify different models and test-migration files.", "best_issue_reason": null, - "best_pr_reason": "PR 46891 is the most focused and self-contained of the set, but it still addresses different CI/PEFT plumbing rather than the same change as the others.", + "best_pr_reason": "PR #46891 is the strongest representative of the cluster\u2019s CI/test theme, but it should not be treated as the same underlying change as #45932 or #46100.", "soft_edge_verdicts": [ { "left": "pull_request:45932", "right": "pull_request:46100", "accept": false, - "reason": "Broadly similar only in being test-related; 45932 changes workflow secrets and several model files, while 46100 adds kernel/model test files and a ddp config. Different underlying changes." + "reason": "Different concrete changes: #45932 edits model implementations and workflow secrets, while #46100 adds kernel/test migration files. Same broad testing context, but not the same bug or change." }, { "left": "pull_request:45932", "right": "pull_request:46891", "accept": false, - "reason": "Both touch CI/workflow files, but 45932 is a broad debug/model-config PR and 46891 is PEFT integration CI plus a small peft code change. Not the same concrete bug or change." + "reason": "Only shared file is the workflow caller, but the actual changes differ: #45932 is a broad model/telemetry-related PR, while #46891 focuses on PEFT integration CI and helpers." }, { "left": "pull_request:46100", "right": "pull_request:46891", "accept": false, - "reason": "46100 is a test migration for kernels and ViT-related tests, while 46891 is PEFT integration CI plumbing. Different subsystems and no shared fix." + "reason": "#46100 is a test migration PR for AltCLIP/ViT with new DDP config, whereas #46891 is a PEFT CI integration update. They are unrelated concrete changes." } ] }, @@ -24086,7 +24020,7 @@ { "label": "pull_request", "component_index": 27, - "component_count": 39, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24102,7 +24036,7 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "be54533ac3b0fdc8981858f3d570bf169bfed7485488a6244669869eb994342c", + "prepared_review_unit_hash": "2e3583210651b76dea787700ac058feffcf987605622913c12de3853a1e63a5b", "component_budget": { "node_count": 2, "item_count": 2, @@ -24124,18 +24058,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs overlap on distributed files, but they are not the same change: #46126 is a focused EP + Trainer integration, while #46269 is a broad distributed branch base spanning CI, FSDP, integration, and model-loading work.", - "confidence": 0.89, + "summary": "These are not duplicates. PR #46126 is a focused EP/Trainer integration change around distributed tensor-parallel/MoE handling, while PR #46269 is a broad distributed branch base touching many unrelated files and subsystems.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "#46269 is the broader umbrella PR and the better representative of this cluster, since it spans the shared distributed stack plus additional infrastructure changes.", + "canonical_pr_reason": "PR #46126 is the better canonical PR because it targets one concrete feature/change set with a narrow code path and clear intent, whereas #46269 is a large umbrella/base branch with mixed distributed updates.", "best_issue_reason": null, - "best_pr_reason": "#46269 is the best single representative artifact because it subsumes the overlapping distributed area and is more likely to be the parent of related follow-on work.", + "best_pr_reason": "PR #46126 is the best representative of the underlying change because it is specific and self-contained; #46269 is too broad and mixed to serve as a canonical duplicate target.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "Shared filenames are not enough here: #46126 is a targeted EP/trainer integration change, while #46269 is a much larger distributed branch-base PR affecting many unrelated areas. They do not look like the same concrete bug fix or mergeable single PR." + "reason": "Shared distributed filenames are not enough here: #46269 is a broad branch-base PR with many unrelated modifications, not the same concrete bug/change as the focused EP/Trainer integration in #46126. They would not plausibly collapse into one PR." } ] }, @@ -24149,7 +24083,7 @@ { "label": "pull_request", "component_index": 28, - "component_count": 39, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24201,12 +24135,12 @@ "pull_request:46504|pull_request:46563", "pull_request:46504|pull_request:46716" ], - "prepared_review_unit_hash": "07bd59277d4a3ea4e001bfeec14983bb030a9f46bdc89edda46f26d92f4fe5a8", + "prepared_review_unit_hash": "243de21b8619642eccabf8d38e707551e6256f725dcf900c2804a276c3c04683", "component_budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 29, - "serialized_chars": 25930, + "serialized_chars": 25929, "estimated_input_tokens": 6483, "estimated_eval_tokens": 13222 }, @@ -24214,7 +24148,7 @@ "node_count": 10, "item_count": 10, "soft_pair_count": 29, - "serialized_chars": 25930, + "serialized_chars": 25929, "estimated_input_tokens": 6483, "estimated_eval_tokens": 13222 }, @@ -24223,186 +24157,174 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are mostly unrelated workflow-maintenance PRs with a few near-neighbors in the same security-gate file, but none look like the same underlying bug/change closely enough to merge as duplicates.", - "confidence": 0.89, + "summary": "These are mostly unrelated workflow-chore PRs across different CI files. The only dense cluster is several independent hardening tweaks to pr-ci-security-gate.yml, but they address different concerns rather than the same concrete change.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46554 is the most central and substantive candidate in the cluster: it anchors the largest cohesive subgroup around `.github/workflows/pr-ci-security-gate.yml` and makes a concrete workflow behavior change, whereas most other items are isolated workflow tweaks.", + "canonical_pr_reason": "PR 46554 is the best representative anchor only because it is the most substantive change in the largest repeated file family (.github/workflows/pr-ci-security-gate.yml); the other nearby PRs are narrower, distinct follow-ups rather than the same fix.", "best_issue_reason": null, - "best_pr_reason": "PR 46554 is the best overall representative of the cluster because it is the clearest concrete workflow/security-gate change and sits at the center of the strongest local similarity group.", + "best_pr_reason": "If a single PR must represent the cluster, 46554 is the strongest anchor, but the cluster is not truly duplicative and should probably stay split by workflow and change type.", "soft_edge_verdicts": [ { "left": "pull_request:46138", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow files and different code paths; same generic chore style is not enough to treat them as the same change." + "reason": "Both touch CI workflows, but one changes self-comment input piping and the other adds pr-ci-security-gate checks; different files and different bugs." }, { "left": "pull_request:46138", "right": "pull_request:46558", "accept": false, - "reason": "Different workflow files and unrelated fixes; no shared concrete bug or change." + "reason": "Unrelated workflow changes: stdin handling for a comment-driven script vs PR CI security-gate permissions/approval logic." }, { "left": "pull_request:46138", "right": "pull_request:46563", "accept": false, - "reason": "Different workflow files and unrelated fixes; only superficial title similarity." + "reason": "Different workflow concerns; one fixes comment handling, the other only adds documentation/comments in the security gate workflow." }, { "left": "pull_request:46138", "right": "pull_request:46716", "accept": false, - "reason": "Different workflow files and unrelated fixes; no same underlying bug/change." + "reason": "Different workflow files and different fixes; no shared concrete code-path problem." }, { "left": "pull_request:46138", "right": "pull_request:46504", "accept": false, - "reason": "Different workflow files and different shell-handling problems; not the same fix." + "reason": "Both use printf, but they fix different shell-input handling issues in different workflows and scripts." }, { "left": "pull_request:46432", "right": "pull_request:46503", "accept": false, - "reason": "Different workflows and different behaviors: SSH runner hardening vs benchmark trigger logic." + "reason": "SSH runner hardening is unrelated to benchmark_v2 trigger logic." }, { "left": "pull_request:46432", "right": "pull_request:46501", "accept": false, - "reason": "Different workflows and unrelated changes; no shared code-path problem." + "reason": "Different workflows and different changes: SSH runner secret handling vs anti-slop permissions." }, { "left": "pull_request:46432", "right": "pull_request:46502", "accept": false, - "reason": "Different workflows and unrelated changes; only broad CI-maintenance overlap." + "reason": "Unrelated workflow updates; no common bug or shared code path." }, { "left": "pull_request:46432", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow files and different concerns: SSH runner hardening vs PR security-gate behavior." + "reason": "SSH runner safety changes are separate from pr-ci-security-gate workflow checks." }, { "left": "pull_request:46432", "right": "pull_request:46558", "accept": false, - "reason": "Different workflow files and different concerns; not the same concrete bug/change." + "reason": "Different workflows and distinct security issues; not the same fix." }, { "left": "pull_request:46501", "right": "pull_request:46503", "accept": false, - "reason": "Both are workflow tweaks, but they change different jobs and behavior in different files." + "reason": "Separate workflow triggers/permissions updates; no same underlying bug." }, { "left": "pull_request:46501", "right": "pull_request:46502", "accept": false, - "reason": "Different workflow files and unrelated fixes; same CI umbrella is too broad." + "reason": "Anti-slop permissions change and assign-reviewers checkout ref change are unrelated." }, { "left": "pull_request:46501", "right": "pull_request:46504", "accept": false, - "reason": "Different workflow files and distinct fixes; no common bug to merge." + "reason": "Both are workflow tweaks, but one is anti-slop permissions and the other is shell-safe commit-message handling." }, { "left": "pull_request:46501", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow files and different behavior changes; not the same underlying change." + "reason": "Different workflow files and different hardening goals; not the same concrete change." }, { "left": "pull_request:46502", "right": "pull_request:46503", "accept": false, - "reason": "Different workflow files and unrelated changes; no shared concrete code-path issue." + "reason": "Checkout-base-ref fix for assign-reviewers is unrelated to benchmark dispatch logic." }, { "left": "pull_request:46502", "right": "pull_request:46504", "accept": false, - "reason": "Different workflow files and different shell/checkout fixes; not duplicates." + "reason": "Different workflows and different failure modes; no duplicate bug." }, { "left": "pull_request:46502", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow files and unrelated workflow behavior changes." + "reason": "Assign-reviewers checkout behavior is unrelated to pr-ci-security-gate security checks." }, { "left": "pull_request:46503", "right": "pull_request:46504", "accept": false, - "reason": "Different workflow files and different fixes; only broad CI resemblance." + "reason": "Benchmark dispatch trigger change is not the same as build-ci-docker-images commit-message parsing fix." }, { "left": "pull_request:46503", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow files and different problems; not the same change." + "reason": "Different workflow files and unrelated changes." }, { "left": "pull_request:46504", "right": "pull_request:46554", "accept": false, - "reason": "Both touch workflow YAML, but they fix different concrete issues in different files." + "reason": "Both are shell-safety style edits, but they fix different workflows and different inputs, so not the same change." }, { "left": "pull_request:46504", "right": "pull_request:46558", "accept": false, - "reason": "Different files and different behavior changes; generic similarity only." + "reason": "Build-image commit-message handling is unrelated to PR CI security-gate permissions/approval logic." }, { "left": "pull_request:46554", "right": "pull_request:46558", "accept": false, - "reason": "Same file, but the edits are distinct: one adds security-check/checkout logic, the other changes permissions and approval gating." + "reason": "Same workflow file, but different hardening changes: one adds file-change security checks, the other tightens permissions and approval gating." }, { "left": "pull_request:46554", "right": "pull_request:46563", "accept": false, - "reason": "Same workflow file, but 46563 is comment-only metadata while 46554 changes execution behavior." + "reason": "Same file, but one adds executable security checks while the other only documents safety assumptions; not the same bug/change." }, { "left": "pull_request:46554", "right": "pull_request:46716", "accept": false, - "reason": "Same workflow file, but one changes secrets handling and the other adds security-gate logic; distinct fixes." + "reason": "Same workflow family, but different fixes: security checks vs removing inherited secrets." }, { "left": "pull_request:46558", "right": "pull_request:46563", "accept": false, - "reason": "Same file, but the changes are different workflow semantics vs comment-only notes." + "reason": "Both touch the same workflow, but they address different concerns and could be merged only as separate edits, not duplicates." }, { "left": "pull_request:46558", "right": "pull_request:46716", "accept": false, - "reason": "Same file, but permissions/approval gating and secrets scoping are separate changes." + "reason": "Permissions/approval hardening is distinct from changing secrets inheritance." }, { "left": "pull_request:46563", "right": "pull_request:46716", "accept": false, - "reason": "Same file, but comment-only text and secrets scoping are not the same underlying change." - }, - { - "left": "pull_request:46504", - "right": "pull_request:46563", - "accept": false, - "reason": "Different files and different fixes; no duplicate signal beyond workflow churn." - }, - { - "left": "pull_request:46504", - "right": "pull_request:46716", - "accept": false, - "reason": "Different files and different fixes; not the same bug/change." + "reason": "A safety note/comment is not the same change as replacing secrets: inherit with secrets: {}." } ] }, @@ -24416,7 +24338,7 @@ { "label": "pull_request", "component_index": 29, - "component_count": 39, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24432,12 +24354,12 @@ "soft_pairs": [ "pull_request:46152|pull_request:46207" ], - "prepared_review_unit_hash": "0dbaa456d9aaf6d735531e3c1fb83ccd9fa32a5c9025f17ee572a4b52c9d3122", + "prepared_review_unit_hash": "d41a23c80bb8f83130b5fa6a9a4386bd4ed4f8765897db436d786ddc0db5b9fe", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4275, + "serialized_chars": 4276, "estimated_input_tokens": 1069, "estimated_eval_tokens": 2394 }, @@ -24445,7 +24367,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4275, + "serialized_chars": 4276, "estimated_input_tokens": 1069, "estimated_eval_tokens": 2394 }, @@ -24454,18 +24376,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are thematically similar because both replace fragile source-file opening with safer source inspection, but they target different code paths and fixes. They are not duplicates and should not be merged together.", - "confidence": 0.91, + "summary": "These PRs are thematically similar (both replace direct file-open source inspection), but they fix different code paths in different modules and are not safe duplicates.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46207 is the better canonical representative: it addresses one concrete source-reading path in `_can_set_attn_implementation`, has a tighter scope, and includes tests.", + "canonical_pr_reason": "PR 46207 is the better anchor for this cluster because it targets a specific, test-backed source-reading bug in _can_set_attn_implementation; PR 46152 is a separate import-utils hardening change in a different path.", "best_issue_reason": null, - "best_pr_reason": "PR #46207 is the strongest standalone change in the cluster because it fixes a specific bug path in `modeling_utils.py` and is easier to reason about than the broader utility refactor in #46152.", + "best_pr_reason": "PR 46207 is the most representative because it has a concrete behavior change plus tests, while 46152 is a distinct utility refactor focused on resolving package resources.", "soft_edge_verdicts": [ { "left": "pull_request:46152", "right": "pull_request:46207", "accept": false, - "reason": "Both PRs avoid `open()` on source files, but they fix different mechanisms in different modules (`import_utils.py` vs `modeling_utils.py`) and are not the same underlying bug or mergeable into one PR." + "reason": "Both avoid open() for source access, but they touch different modules and different behaviors: import_utils resource resolution vs modeling_utils attention-implementation detection. They do not look like the same underlying bug or one mergeable fix." } ] }, @@ -24479,7 +24401,7 @@ { "label": "pull_request", "component_index": 30, - "component_count": 39, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24542,7 +24464,7 @@ { "label": "pull_request", "component_index": 31, - "component_count": 39, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24558,7 +24480,7 @@ "soft_pairs": [ "pull_request:46281|pull_request:46890" ], - "prepared_review_unit_hash": "6d0766145926ef3c90efade8e455ed6e4a8f793b3e5fd056f5756e731cf0b44d", + "prepared_review_unit_hash": "d94770203f8c763450984a356666d858c9d0e838fa160eb741c308e3a4af79b6", "component_budget": { "node_count": 2, "item_count": 2, @@ -24580,18 +24502,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs harden local checkpoint loading against path traversal, but they protect different untrusted inputs in different code paths: shard filenames from the checkpoint index vs an explicit filename from `transformers_weights`. Similar security pattern, not the same underlying bug or mergeable change.", - "confidence": 0.95, + "summary": "Both PRs harden checkpoint loading against path traversal, but they target different untrusted inputs and different code paths, so they are related security fixes rather than duplicates.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: these are separate containment fixes for different loading mechanisms, not duplicates of one another.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "If forced to pick a representative, #46281 is the broader/narrower fit for the cluster\u2019s checkpoint-loading containment theme; #46890 is a separate explicit-filename guard.", + "best_pr_reason": "If a single representative is needed, 46281 is the cleaner choice because it fixes the shard-file lookup path in `get_checkpoint_shard_files` with a concrete containment check and the vulnerability is narrowly defined and well-scoped.", "soft_edge_verdicts": [ { "left": "pull_request:46281", "right": "pull_request:46890", "accept": false, - "reason": "Reject: both are path-traversal mitigations, but one validates sharded `weight_map` filenames and the other validates `transformers_weights` explicit filenames; different inputs, different code paths, not one PR." + "reason": "Reject: they address different path-traversal sources in different loaders. 46281 validates shard filenames coming from the checkpoint index `weight_map`; 46890 validates the `transformers_weights` config field in `modeling_utils.py`. Same security theme, but not the same underlying bug and not something that would naturally merge into one PR." } ] }, @@ -24605,7 +24527,7 @@ { "label": "pull_request", "component_index": 32, - "component_count": 39, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24621,12 +24543,12 @@ "soft_pairs": [ "pull_request:46310|pull_request:46546" ], - "prepared_review_unit_hash": "a6bd114af777e7279fc38006708f33acf4f952d75f0bff7b6f1f7f2fb237ed09", + "prepared_review_unit_hash": "0eaadeaab09eb2eeeb248a264a08a7969b74b0f84a71d2f37c8e675b200f0666", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4851, + "serialized_chars": 4849, "estimated_input_tokens": 1213, "estimated_eval_tokens": 2682 }, @@ -24634,7 +24556,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4851, + "serialized_chars": 4849, "estimated_input_tokens": 1213, "estimated_eval_tokens": 2682 }, @@ -24643,18 +24565,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs fix the same sliding-window right-boundary off-by-one in Moonshine streaming (`-dist <= right_window_size`), with 46546 being a broader follow-up that also patches Gemma4 and adds tests. They are closely related enough to treat as duplicates/subsets for triage.", - "confidence": 0.94, + "summary": "Both PRs fix the same off-by-one bug in the streaming sliding-window mask: the right window boundary used `<` instead of `<=`. PR 46546 is the broader, more complete fix and also adds a test; PR 46310 is a narrower earlier variant of the same change.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46546 is the better canonical representative because it addresses the same boundary bug in Moonshine streaming, extends the fix to another model with the same code path, and includes test coverage.", + "canonical_pr_reason": "PR 46546 is the best canonical PR because it fixes the same boundary bug in moonshine_streaming, also applies the same correction in gemma4, and includes a test, making it the more complete representative change.", "best_issue_reason": null, - "best_pr_reason": "PR 46546 is the strongest overall candidate: same core bug, broader scope, and more complete fix/test coverage than 46310.", + "best_pr_reason": "PR 46546 is the strongest triage target: it addresses the same concrete code-path bug as PR 46310, but with wider coverage and test support, so it is the best representative of the fix.", "soft_edge_verdicts": [ { "left": "pull_request:46310", "right": "pull_request:46546", "accept": true, - "reason": "Both PRs change the same Moonshine streaming mask boundary from `< right_window_size` to `<= right_window_size`; 46546 is a superset-style follow-up, not a different bug." + "reason": "Same underlying off-by-one right-window boundary bug in the streaming mask; 46546 is essentially a superset of 46310's moonshine fix, so these are duplicate/mergeable variants of the same change." } ] }, @@ -24668,7 +24590,7 @@ { "label": "pull_request", "component_index": 33, - "component_count": 39, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24693,70 +24615,70 @@ "pull_request:46425|pull_request:46850", "pull_request:46850|pull_request:46917" ], - "prepared_review_unit_hash": "96b5a3f763cda5991bba75d0ffd1208b8b71e728a61b8039b9435edca481b106", + "prepared_review_unit_hash": "1006591b44b99b1f6fe947512f747bb038b41d55f26d322cf102c8c19ecfb027", "component_budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 6, - "serialized_chars": 16833, - "estimated_input_tokens": 4209, - "estimated_eval_tokens": 8674 + "serialized_chars": 16832, + "estimated_input_tokens": 4208, + "estimated_eval_tokens": 8672 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 6, - "serialized_chars": 16833, - "estimated_input_tokens": 4209, - "estimated_eval_tokens": 8674 + "serialized_chars": 16832, + "estimated_input_tokens": 4208, + "estimated_eval_tokens": 8672 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "No PRs in this cluster appear to be true duplicates; they span unrelated features, model additions, and bug fixes. The closest-looking pair is still not the same underlying change.", - "confidence": 0.91, + "summary": "These PRs are mostly unrelated: two new model integrations, one continuous-batching multimodal feature, one Gemma masking fix, one Nemotron Omni change, and one deprecation cleanup. They share broad Transformers/modeling vocabulary but not the same underlying bug or code path, so no soft pair should be merged.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "If a single PR must represent the cluster, 46425 is the most self-contained and clearly scoped change, but it is not a duplicate of the others.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "46425 is the cleanest standalone PR in the set: it has a single feature area, clear files, and a coherent change scope. The others are different categories of work.", + "best_pr_reason": "PR 46417 is the strongest standalone PR in the set: it is a complete model integration with config/model/processor/docs/tests, making it the clearest representative artifact even though it is not a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:46376", "right": "pull_request:46417", "accept": false, - "reason": "Continuous batching multimodal support and a new HunYuan VL model are unrelated changes with different code paths and goals." + "reason": "Different changes: continuous-batching multimodal support vs. a new HunYuan VL model integration. No shared bug or mergeable code path." }, { "left": "pull_request:46376", "right": "pull_request:46425", "accept": false, - "reason": "Multimodal continuous batching support is not the same as adding RADIO model support; they touch different subsystems and model families." + "reason": "Continuous batching infrastructure change and RADIO model support are unrelated features; they only overlap at the high-level Transformers codebase." }, { "left": "pull_request:46425", "right": "pull_request:46509", "accept": false, - "reason": "Both are model-support PRs, but for different models and implementations; they are not the same bug or change." + "reason": "RADIO model addition and Nemotron Omni support touch different model families and different implementation paths." }, { "left": "pull_request:46425", - "right": "pull_request:46850", + "right": "pull_request:46917", "accept": false, - "reason": "RADIO model support and Gemma attention-mask fixes are distinct changes with no shared concrete code-path problem." + "reason": "RADIO model support is unrelated to removing deprecated training-args/image backend code; no shared underlying fix." }, { "left": "pull_request:46425", - "right": "pull_request:46917", + "right": "pull_request:46850", "accept": false, - "reason": "Adding RADIO model support is unrelated to removing deprecated training args; the overlap is only broad repository maintenance." + "reason": "New RADIO model support and Gemma sliding-window masking fix address different subsystems and different concrete problems." }, { "left": "pull_request:46850", "right": "pull_request:46917", "accept": false, - "reason": "Gemma sliding-window masking fixes and deprecation cleanup in training/image-processing args are unrelated." + "reason": "Gemma attention-mask bug fix and deprecated-args cleanup are unrelated; they do not fix the same code path or issue." } ] }, @@ -24770,7 +24692,7 @@ { "label": "pull_request", "component_index": 34, - "component_count": 39, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24786,12 +24708,12 @@ "soft_pairs": [ "pull_request:46574|pull_request:46580" ], - "prepared_review_unit_hash": "2edfc06d6da4a295e5cdf6b733006ffe3b2e422fb0472308c7a7a4f180073ca5", + "prepared_review_unit_hash": "4f21080a3b19a6f1a6eb2da37a64bf8af0cdb4b314a45159d8dcf5bb47a8b0fc", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4409, + "serialized_chars": 4410, "estimated_input_tokens": 1103, "estimated_eval_tokens": 2462 }, @@ -24799,7 +24721,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4409, + "serialized_chars": 4410, "estimated_input_tokens": 1103, "estimated_eval_tokens": 2462 }, @@ -24808,18 +24730,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated pull requests in the tokenizer area: one fixes CodeLlama decode stripping real leading spaces, the other fixes DeepSeek-Coder/DeepSeek-LLM checkpoint-to-tokenizer class selection in AutoTokenizer.", - "confidence": 0.97, + "summary": "These PRs address different tokenizer problems in different code paths: CodeLlama decode stripping vs. AutoTokenizer class selection for DeepSeek checkpoints. They are not duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR for the cluster: the PRs address different bugs in different code paths and should not be merged as duplicates.", + "canonical_pr_reason": "PR #46574 is the more self-contained representative fix: it addresses a concrete decode regression in CodeLlama tokenizer handling and includes a direct implementation change in the model tokenizer path.", "best_issue_reason": null, - "best_pr_reason": "Neither PR is a good global representative for the whole cluster because they target separate model families and separate failure modes.", + "best_pr_reason": "PR #46574 is the better standalone canonical example because it fixes a specific user-visible bug with a narrowly scoped code change; PR #46580 is a separate AutoTokenizer registry workaround for misclassified DeepSeek checkpoints.", "soft_edge_verdicts": [ { "left": "pull_request:46574", "right": "pull_request:46580", "accept": false, - "reason": "Reject: CodeLlama decode behavior vs DeepSeek tokenizer-class routing are different underlying problems, with no shared code path or mergeable common fix." + "reason": "Different underlying bugs and code paths: #46574 changes CodeLlama decode behavior, while #46580 changes AutoTokenizer checkpoint-to-class resolution for DeepSeek models. They would not plausibly be merged into one PR." } ] }, @@ -24833,7 +24755,7 @@ { "label": "pull_request", "component_index": 35, - "component_count": 39, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24849,7 +24771,7 @@ "soft_pairs": [ "pull_request:46603|pull_request:46604" ], - "prepared_review_unit_hash": "f002b4022fd86d3ac948c5cc4058e179ed5731ae75c60c80d9ca3a0c14dc82ea", + "prepared_review_unit_hash": "931e26484a226dfb237a346dc8f50d495180142d15ff970f62a30a43cc1db10c", "component_budget": { "node_count": 2, "item_count": 2, @@ -24871,18 +24793,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two Mistral tokenizer PRs overlap heavily in files, but they address different changes: one refactors/extracts MistralConverter, the other adds tekken tokenizer detection/conversion/save support. They are related but not the same underlying change.", - "confidence": 0.94, + "summary": "Two Mistral-related PRs, but they address different changes: one refactors/moves the existing converter into the integrations package, while the other adds tekken tokenizer detection/conversion/save utilities. They overlap in files and subsystem, but not in the same underlying bug or change.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46604 is the better canonical PR because it represents the broader functional tokenizer work, while 46603 is a smaller refactor/extraction step.", + "canonical_pr_reason": "PR #46604 is the broader functional change and most representative of the cluster\u2019s concrete tokenizer work; PR #46603 is a supporting refactor/move rather than the main feature addition.", "best_issue_reason": null, - "best_pr_reason": "PR 46604 is the most representative artifact in this cluster: it introduces the main user-facing tokenizer capability, whereas 46603 is primarily an internal code move.", + "best_pr_reason": "PR #46604 is the best standalone PR in this cluster because it introduces the new tokenizer behavior and utilities, making it the more substantial and self-contained change.", "soft_edge_verdicts": [ { "left": "pull_request:46603", "right": "pull_request:46604", "accept": false, - "reason": "Do not merge: 46603 moves MistralConverter into an integrations package, while 46604 adds tekken tokenizer detection/conversion/save utilities. Shared Mistral files reflect subsystem overlap, not the same fix/change." + "reason": "Reject: #46603 is a package move/refactor for MistralConverter, while #46604 adds tekken tokenizer detection, conversion, and save utilities. They touch the same area but are not the same concrete code-path problem and should not be merged as duplicates." } ] }, @@ -24896,7 +24818,7 @@ { "label": "pull_request", "component_index": 36, - "component_count": 39, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24904,325 +24826,382 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-46741-4", - "nodes": [ - "pull_request:46741", - "pull_request:46773", - "pull_request:46781", - "pull_request:46937" - ], - "soft_pairs": [ - "pull_request:46741|pull_request:46773", - "pull_request:46741|pull_request:46781", - "pull_request:46773|pull_request:46937" - ], - "prepared_review_unit_hash": "4c3df1ab530a92aca96c7f7772509dd8de40c6c22b03c26e3204586e2c88794e", - "component_budget": { - "node_count": 4, - "item_count": 4, - "soft_pair_count": 3, - "serialized_chars": 11149, - "estimated_input_tokens": 2788, - "estimated_eval_tokens": 5832 - }, - "budget": { - "node_count": 4, - "item_count": 4, - "soft_pair_count": 3, - "serialized_chars": 11149, - "estimated_input_tokens": 2788, - "estimated_eval_tokens": 5832 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": false, - "analyst_result": { - "summary": "All four PRs are thematically related to hybrid/linear-attention or stateful generation paths, but they address different bugs and code paths, so none of the soft edges should be merged as duplicates.", - "confidence": 0.94, - "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46741 is the broadest and most central representative of the cluster because it targets a core cache/speculative-decoding path across several hybrid models and has the largest cross-model impact.", - "best_issue_reason": null, - "best_pr_reason": "PR 46741 is the best anchor for the cluster because it is the most substantive multi-model fix; the other PRs are narrower, unrelated corrections in padding-mask handling, quantized-cache construction, and assisted-generation statefulness.", - "soft_edge_verdicts": [ - { - "left": "pull_request:46741", - "right": "pull_request:46773", - "accept": false, - "reason": "Different bugs: 46741 fixes precomputed-state handling for chunked-prefill/speculative decoding, while 46773 fixes padding mask application when batch size is 1. Same files/model families, but not the same underlying change." - }, - { - "left": "pull_request:46741", - "right": "pull_request:46781", - "accept": false, - "reason": "Different failure modes: 46741 is about cache reuse in hybrid model decoding paths, whereas 46781 fixes QuantizedCache construction for hybrid SSM+attention models. Related subsystem, but not one duplicate bug." - }, - { - "left": "pull_request:46773", - "right": "pull_request:46937", - "accept": false, - "reason": "46773 corrects padding-mask skipping in linear-attention models; 46937 marks LFM2/LFM2-MoE as stateful to reject assisted generation. These are separate behaviors and could not plausibly be merged as one PR." - } - ] - }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "pull_request", - "component_index": 37, - "component_count": 39, - "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-46895-4", + "cluster_id": "cluster-46707-15", "nodes": [ + "pull_request:46707", "pull_request:46895", "pull_request:46898", + "pull_request:46907", + "pull_request:46908", "pull_request:46916", - "pull_request:46947" + "pull_request:46926", + "pull_request:46927", + "pull_request:46928", + "pull_request:46941", + "pull_request:46947", + "pull_request:46949", + "pull_request:46950", + "pull_request:46951", + "pull_request:46953" ], "soft_pairs": [ + "pull_request:46707|pull_request:46953", + "pull_request:46707|pull_request:46947", + "pull_request:46707|pull_request:46949", + "pull_request:46707|pull_request:46951", + "pull_request:46707|pull_request:46927", "pull_request:46895|pull_request:46898", "pull_request:46895|pull_request:46916", "pull_request:46898|pull_request:46916", "pull_request:46898|pull_request:46947", + "pull_request:46907|pull_request:46926", + "pull_request:46907|pull_request:46941", + "pull_request:46907|pull_request:46908", + "pull_request:46907|pull_request:46927", + "pull_request:46907|pull_request:46928", + "pull_request:46908|pull_request:46926", + "pull_request:46908|pull_request:46928", + "pull_request:46908|pull_request:46951", + "pull_request:46908|pull_request:46941", + "pull_request:46926|pull_request:46941", + "pull_request:46926|pull_request:46928", + "pull_request:46926|pull_request:46927", + "pull_request:46927|pull_request:46949", + "pull_request:46927|pull_request:46951", + "pull_request:46927|pull_request:46950", + "pull_request:46927|pull_request:46941", + "pull_request:46928|pull_request:46941", + "pull_request:46928|pull_request:46951", + "pull_request:46947|pull_request:46953", + "pull_request:46949|pull_request:46951", + "pull_request:46949|pull_request:46950", + "pull_request:46949|pull_request:46953", + "pull_request:46950|pull_request:46951", + "pull_request:46908|pull_request:46950", + "pull_request:46926|pull_request:46950", + "pull_request:46951|pull_request:46953", "pull_request:46895|pull_request:46947" ], - "prepared_review_unit_hash": "7307fd7d4591806e32f0f7821507eee433159b01f0e7f7de7155692caa4cc895", + "prepared_review_unit_hash": "e13bf0e63c6ff05896ee17a7a672a5fa2833dc405e8154da180186129ec11d19", "component_budget": { - "node_count": 4, - "item_count": 4, - "soft_pair_count": 5, - "serialized_chars": 10726, - "estimated_input_tokens": 2682, - "estimated_eval_tokens": 5620 + "node_count": 15, + "item_count": 15, + "soft_pair_count": 36, + "serialized_chars": 41745, + "estimated_input_tokens": 10437, + "estimated_eval_tokens": 21130 }, "budget": { - "node_count": 4, - "item_count": 4, - "soft_pair_count": 5, - "serialized_chars": 10726, - "estimated_input_tokens": 2682, - "estimated_eval_tokens": 5620 + "node_count": 15, + "item_count": 15, + "soft_pair_count": 36, + "serialized_chars": 41745, + "estimated_input_tokens": 10437, + "estimated_eval_tokens": 21130 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two clear CohereASR duplicates and one broader multi-model PR that subsumes both a CohereASR and a Florence2 fix; the cross-model pairs are not duplicates because they address different model code paths.", - "confidence": 0.78, + "summary": "Only one real duplicate cluster stands out: the CohereASR/Florence2 training-loss double-shift fixes. The rest are mostly unrelated model-specific test, load, or integration fixes despite similar wording.", + "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:46916 is the best umbrella representative: it covers the same training-loss double-shift bug pattern in both CohereASR and Florence2, while the other PRs are narrower single-model variants or alternative implementations.", + "canonical_pr_reason": "46916 is the broadest representative of the genuine duplicate cluster, since it applies the same loss-shift fix across CohereASR and Florence2 and directly ties to the Florence2 issue.", "best_issue_reason": null, - "best_pr_reason": "pull_request:46916 is the strongest cluster representative because it consolidates the shared loss-shift fix across the two affected model families, making it the broadest and most complete patch in the set.", + "best_pr_reason": "46916 is the strongest single PR representative because it covers the shared double-shift bug in the most complete form and bridges the overlapping CohereASR/Florence2 fixes.", "soft_edge_verdicts": [ + { + "left": "pull_request:46707", + "right": "pull_request:46953", + "accept": false, + "reason": "Unrelated changes: native FSDP export/migration vs removing default dtype handling in fused RMSNorm modules." + }, + { + "left": "pull_request:46707", + "right": "pull_request:46947", + "accept": false, + "reason": "Different code paths and bugs: FSDP migration vs CohereASR training-loss fix." + }, + { + "left": "pull_request:46707", + "right": "pull_request:46949", + "accept": false, + "reason": "Unrelated subsystems: FSDP utilities vs Whisper cache/test fix." + }, + { + "left": "pull_request:46707", + "right": "pull_request:46951", + "accept": false, + "reason": "Unrelated changes: FSDP module work vs PEFT hotswap loading behavior." + }, + { + "left": "pull_request:46707", + "right": "pull_request:46927", + "accept": false, + "reason": "Unrelated model-level fixes: FSDP migration vs GLM46V input-id dtype handling." + }, { "left": "pull_request:46895", "right": "pull_request:46898", "accept": false, - "reason": "Same symptom, but different models and different forward/loss code paths; not the same concrete bug/change." + "reason": "Same bug pattern, but different concrete code paths/models (CohereASR vs Florence2), so not a safe duplicate." }, { "left": "pull_request:46895", "right": "pull_request:46916", "accept": true, - "reason": "Both fix the same CohereASR training-loss double-shift bug in the same model path; 46916 is a broader variant that includes this fix." + "reason": "Same CohereASR double-shift training-loss fix; 46916 includes the same CohereASR change." }, { "left": "pull_request:46898", "right": "pull_request:46916", "accept": true, - "reason": "Both address the Florence2 training-loss double-shift bug in the same model path; 46916 additionally bundles the CohereASR fix." + "reason": "Same Florence2 double-shift training-loss fix; 46916 includes the same Florence2 change." }, { "left": "pull_request:46898", "right": "pull_request:46947", "accept": false, - "reason": "Different models and different affected code paths; they share only a generic pattern, not the same underlying change." + "reason": "Different models and implementations; Florence2 fix is not the same concrete change as CohereASR." }, - { - "left": "pull_request:46895", - "right": "pull_request:46947", - "accept": true, - "reason": "Same CohereASR bug and same loss-shift fix area; these are effectively duplicate implementations of the same change." - } - ] - }, - "evaluator_result": { - "accept": true, - "feedback": "Grounded and conservative overall. The umbrella PR assessment is supported by the packet, and the pairwise verdicts are appropriately cautious: cross-model pairs are rejected, while same-model CohereASR pairs and the Florence2 umbrella pair are accepted." - }, - "evaluator_used": true, - "retried": false, - "accepted_nontrivial_soft_edge": true, - "error_kind": null, - "error_message": null - }, - { - "label": "pull_request", - "component_index": 38, - "component_count": 39, - "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-46907-6", - "nodes": [ - "pull_request:46907", - "pull_request:46908", - "pull_request:46926", - "pull_request:46927", - "pull_request:46928", - "pull_request:46941" - ], - "soft_pairs": [ - "pull_request:46907|pull_request:46927", - "pull_request:46907|pull_request:46926", - "pull_request:46907|pull_request:46941", - "pull_request:46907|pull_request:46908", - "pull_request:46907|pull_request:46928", - "pull_request:46908|pull_request:46926", - "pull_request:46908|pull_request:46928", - "pull_request:46908|pull_request:46927", - "pull_request:46908|pull_request:46941", - "pull_request:46926|pull_request:46927", - "pull_request:46926|pull_request:46941", - "pull_request:46926|pull_request:46928", - "pull_request:46927|pull_request:46941", - "pull_request:46927|pull_request:46928", - "pull_request:46928|pull_request:46941" - ], - "prepared_review_unit_hash": "e5b7565e3ee5d6ef79c8e9dc0030f15f5abf0bcae6dc8d36cbb60aaa0cae38f5", - "component_budget": { - "node_count": 6, - "item_count": 6, - "soft_pair_count": 15, - "serialized_chars": 15308, - "estimated_input_tokens": 3827, - "estimated_eval_tokens": 7910 - }, - "budget": { - "node_count": 6, - "item_count": 6, - "soft_pair_count": 15, - "serialized_chars": 15308, - "estimated_input_tokens": 3827, - "estimated_eval_tokens": 7910 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": false, - "analyst_result": { - "summary": "These PRs are all model-specific or test-specific fixes and do not look like duplicates of one underlying change. The cluster is heterogeneous: several are test workarounds, while others are unrelated code fixes in different models.", - "confidence": 0.95, - "canonical_issue_reason": null, - "canonical_pr_reason": "No single duplicate PR stands out; if one must be selected as the anchor, PR #46941 is the best standalone representative because it makes a direct code-path fix in the DAC model rather than only adjusting tests or registry metadata.", - "best_issue_reason": null, - "best_pr_reason": "PR #46941 is the strongest individual fix in the set: it changes the DAC latent-distance computation itself, which is a concrete bug fix and more representative than the test-only load/offload PRs or the tokenizer registry update.", - "soft_edge_verdicts": [ { "left": "pull_request:46907", - "right": "pull_request:46927", + "right": "pull_request:46908", "accept": false, - "reason": "Different models and different fixes: Edgetam drops an invalid kwarg, while GLM46V casts input_ids to long. Same broad theme of test failures, but not the same bug or mergeable change." + "reason": "Both are integration-test fixes, but for unrelated models and failure modes." }, { "left": "pull_request:46907", "right": "pull_request:46926", "accept": false, - "reason": "Both are test-failure fixes, but one is Edgetam code cleanup and the other is a MiniMax test-only offload_folder workaround; unrelated artifacts." + "reason": "Different model failures: EdgeTam import_or_config vs MiniMax-M3-VL load_error." }, { "left": "pull_request:46907", - "right": "pull_request:46941", + "right": "pull_request:46927", "accept": false, - "reason": "Edgetam kwarg handling and DAC distance math are different code paths in different models; not the same underlying issue." + "reason": "Different concrete issues: EdgeTam kwarg filtering vs GLM46V input dtype conversion." }, { "left": "pull_request:46907", - "right": "pull_request:46908", + "right": "pull_request:46928", "accept": false, - "reason": "Edgetam model code fix vs Deepseek test-only offload_folder change; same symptom class, different root cause." + "reason": "Unrelated fixes: EdgeTam model kwarg cleanup vs BLIP-2 tokenizer registration." }, { "left": "pull_request:46907", - "right": "pull_request:46928", + "right": "pull_request:46941", "accept": false, - "reason": "Edgetam forward-kwarg cleanup is unrelated to BLIP-2 tokenizer registry expansion." + "reason": "Different bugs in different models: EdgeTam import_or_config vs DAC output mismatch." }, { "left": "pull_request:46908", "right": "pull_request:46926", "accept": false, - "reason": "Both add temp offload folders in tests, but they target different models and likely separate load issues; not enough to treat as the same duplicate fix." + "reason": "Both are load_error test fixes, but for different models and causes." }, { "left": "pull_request:46908", - "right": "pull_request:46927", + "right": "pull_request:46928", "accept": false, - "reason": "Deepseek test harness change vs GLM46V model casting fix; different root causes and code paths." + "reason": "Unrelated failures: DeepSeekV32 offload test setup vs BLIP-2 tokenizer mapping." }, { "left": "pull_request:46908", - "right": "pull_request:46928", + "right": "pull_request:46941", "accept": false, - "reason": "Deepseek offload-folder test workaround is unrelated to BLIP-2 tokenizer support list update." + "reason": "Different model issues: DeepSeekV32 load_error vs DAC output mismatch." }, { "left": "pull_request:46908", - "right": "pull_request:46941", + "right": "pull_request:46950", "accept": false, - "reason": "A test-only load workaround for Deepseek is not the same as the DAC model math correction." + "reason": "Different failure modes and code paths: DeepSeekV32 load setup vs Mamba2 OOM behavior." }, { - "left": "pull_request:46926", - "right": "pull_request:46927", + "left": "pull_request:46908", + "right": "pull_request:46951", "accept": false, - "reason": "MiniMax test offload-folder workaround and GLM46V input cast fix are different artifacts and fixes." + "reason": "Different subsystems: DeepSeekV32 test offload setup vs PEFT integration loading behavior." }, { "left": "pull_request:46926", "right": "pull_request:46941", "accept": false, - "reason": "MiniMax test harness change and DAC code bug fix do not share the same underlying defect." + "reason": "Unrelated model fixes: MiniMax-M3-VL load_error vs DAC output mismatch." }, { "left": "pull_request:46926", "right": "pull_request:46928", "accept": false, - "reason": "MiniMax offload-folder workaround is unrelated to BLIP-2 tokenizer auto-mapping." + "reason": "Different areas: MiniMax-M3-VL test loading vs BLIP-2 tokenizer registration." + }, + { + "left": "pull_request:46926", + "right": "pull_request:46927", + "accept": false, + "reason": "Different bugs in different models: load_error workaround vs GLM46V input handling." }, { "left": "pull_request:46927", - "right": "pull_request:46941", + "right": "pull_request:46949", "accept": false, - "reason": "Both are code fixes, but they touch different models and distinct logic: GLM46V input dtype handling vs DAC distance calculation." + "reason": "Unrelated model issues: GLM46V input_id casting vs Whisper cache update logic." }, { "left": "pull_request:46927", - "right": "pull_request:46928", + "right": "pull_request:46951", + "accept": false, + "reason": "Different subsystems: GLM46V model input handling vs PEFT loading behavior." + }, + { + "left": "pull_request:46927", + "right": "pull_request:46950", + "accept": false, + "reason": "Unrelated bugs: GLM46V input dtype fix vs Mamba2 OOM-related test fix." + }, + { + "left": "pull_request:46927", + "right": "pull_request:46941", "accept": false, - "reason": "GLM46V forward casting and BLIP-2 tokenizer registry changes are unrelated." + "reason": "Different concrete code paths: GLM46V input casting vs DAC distance computation." }, { "left": "pull_request:46928", "right": "pull_request:46941", "accept": false, - "reason": "Tokenizer auto-model pattern update for BLIP-2 is not the same bug as DAC's latent-distance formula fix." + "reason": "Unrelated changes: BLIP-2 tokenizer registry vs DAC vector quantization math." + }, + { + "left": "pull_request:46928", + "right": "pull_request:46951", + "accept": false, + "reason": "Different subsystems: BLIP-2 tokenizer auto-mapping vs PEFT loading." + }, + { + "left": "pull_request:46947", + "right": "pull_request:46953", + "accept": false, + "reason": "CohereASR loss-shift fix vs fused RMSNorm default-dtype cleanup are unrelated." + }, + { + "left": "pull_request:46949", + "right": "pull_request:46951", + "accept": false, + "reason": "Different failures: Whisper cache handling vs PEFT hotswap loading." + }, + { + "left": "pull_request:46949", + "right": "pull_request:46950", + "accept": false, + "reason": "Whisper cache fix and Mamba2 OOM/test behavior are unrelated." + }, + { + "left": "pull_request:46949", + "right": "pull_request:46953", + "accept": false, + "reason": "Whisper attention/cache fix vs fused RMSNorm dtype cleanup are unrelated." + }, + { + "left": "pull_request:46950", + "right": "pull_request:46951", + "accept": false, + "reason": "Mamba2 OOM/test changes vs PEFT loading changes are unrelated." + }, + { + "left": "pull_request:46951", + "right": "pull_request:46953", + "accept": false, + "reason": "PEFT loading fix vs FusedRMSNorm dtype cleanup are unrelated." + }, + { + "left": "pull_request:46895", + "right": "pull_request:46947", + "accept": true, + "reason": "Same CohereASR training-loss double-shift bug and same model code path." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the soft-edge calls. The CohereASR/Florence2 cluster is the only clearly supported duplicate group, and the other pairings are reasonably rejected as unrelated or model-specific fixes. No evidence of overstatement." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 37, + "component_count": 38, + "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-46741-4", + "nodes": [ + "pull_request:46741", + "pull_request:46773", + "pull_request:46781", + "pull_request:46937" + ], + "soft_pairs": [ + "pull_request:46741|pull_request:46773", + "pull_request:46741|pull_request:46781", + "pull_request:46773|pull_request:46937" + ], + "prepared_review_unit_hash": "4372d057729a1deed20833e96809ff1a74d1c39a9f6dbb7bdae0ca40fbbdcc19", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 11148, + "estimated_input_tokens": 2787, + "estimated_eval_tokens": 5830 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 11148, + "estimated_input_tokens": 2787, + "estimated_eval_tokens": 5830 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All four pull requests are related by broad stateful/linear-attention model handling, but they fix different concrete bugs in different code paths, so none should be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46773 is the cleanest representative of the cluster: it fixes a concrete, narrowly-scoped padding-mask bug with a clear condition change and test coverage across several linear-attention models.", + "best_issue_reason": null, + "best_pr_reason": "PR 46773 is the best single PR to represent this group because it has the most direct and generalizable fix pattern, while still targeting one specific defect and validating it with tests.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46741", + "right": "pull_request:46773", + "accept": false, + "reason": "Different bugs: 46741 changes cache/precomputed-state handling for chunked-prefill/speculative decoding, while 46773 fixes padding masks being skipped for batch size 1. Shared model filenames do not make the underlying change the same." + }, + { + "left": "pull_request:46741", + "right": "pull_request:46781", + "accept": false, + "reason": "46741 is about model forward-path cache state reuse; 46781 is about QuantizedCache construction for hybrid models in cache_utils. They affect different mechanisms and are not the same fix." + }, + { + "left": "pull_request:46773", + "right": "pull_request:46937", + "accept": false, + "reason": "46773 fixes padding-mask application; 46937 marks LFM2/LFM2-MoE as stateful to reject assisted generation. These are distinct behaviors and code paths, not one underlying bug." } ] }, @@ -25235,8 +25214,8 @@ }, { "label": "pull_request", - "component_index": 39, - "component_count": 39, + "component_index": 38, + "component_count": 38, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25252,12 +25231,12 @@ "soft_pairs": [ "pull_request:46933|pull_request:46942" ], - "prepared_review_unit_hash": "dbeec1b40e8d053204e37964c2d7523a54b8e9fe56c2934895ef430e0fc37f03", + "prepared_review_unit_hash": "3685cd71678df2f5529cdc75f08e01ef090039b5695e4b167b2818c1150a4186", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4371, + "serialized_chars": 4372, "estimated_input_tokens": 1093, "estimated_eval_tokens": 2442 }, @@ -25265,7 +25244,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4371, + "serialized_chars": 4372, "estimated_input_tokens": 1093, "estimated_eval_tokens": 2442 }, @@ -25274,18 +25253,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs share a similar quantization-related casting theme, but they fix different model code paths (Gemma4 vision/audio embedders vs. TimesFM 2.5 ResidualBlock), so they are not duplicates.", - "confidence": 0.97, + "summary": "Two unrelated PRs address the same class of quantization dtype-casting bug in different model families, but they are not duplicates of each other.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: 46933 and 46942 address separate bugs in different model families and should remain distinct.", + "canonical_pr_reason": "PR 46933 is the clearest representative: it has an explicit issue target and patches both Gemma4 embedders involved in the dtype-cast fix.", "best_issue_reason": null, - "best_pr_reason": "PR #46933 is the slightly stronger representative within this cluster because it has an explicit issue link and patches both the modeling and modular Gemma4 implementations, but it does not subsume #46942.", + "best_pr_reason": "PR 46933 is the strongest standalone representative of the cluster because it has the explicit tracking issue and a slightly broader Gemma4 fix surface than the TimesFM change.", "soft_edge_verdicts": [ { - "left": "pull_request:46933 ([Gemma4] Fix dtype casting for quantized vision/audio embedders)", - "right": "pull_request:46942 (Fix dtype cast in TimesFM 2.5 ResidualBlock for quantized weights)", + "left": "pull_request:46933", + "right": "pull_request:46942", "accept": false, - "reason": "Different models and different execution paths; same general dtype-casting pattern, but not the same underlying bug or mergeable PR." + "reason": "Both PRs fix quantized-weight dtype casting, but they target different models and separate code paths (Gemma4 vision/audio embedders vs TimesFM 2.5 ResidualBlock). 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I only see two clear duplicate pairs: the DeepSpeed ZeRO-3 Bert index-out-of-bounds reports, and the torch 2.4.1 incompatibility reports. Most other soft edges are broader subsystem overlap, not the same concrete bug.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 43596 is the cleanest true duplicate anchor: it matches 43638 on the same DeepSpeed ZeRO-3 + BertModel index-out-of-bounds failure mode, with only a minor wording difference about pretrained vs non-pretrained Bert.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43596 is the best overall issue to keep as the canonical duplicate target because it is a concrete, reproducible bug with a near-identical duplicate, while the rest of the cluster is largely heterogeneous.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different failures: Qwen3_5 config attribute mismatch vs streaming chat/completions inference error." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Both are hardware/runtime MoE issues, but not the same bug or code path." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Different models and symptoms: Mistral-3 image dtype mismatch vs GPT-OSS AMD runtime failure." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Both mention dtype issues, but these are separate model-specific bugs with different triggers." + }, + { + "left": "issue:45237", + "right": "issue:46468", + "accept": false, + "reason": "Different concrete problems: GPT-OSS on AMD GPUs vs a broken Nemotron example." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "MoE-related, but invalid method call is not the same as AMD GPU execution failure." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "DeepSpeed ZeRO-3 collective mismatch is unrelated to ModernBERT ONNX export." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "ModernBERT ONNX export and Qwen3Moe FP8 failure are unrelated model/export bugs." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "ONNX export issue is unrelated to Qwen3 auto device-map cuda assert." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "Table QA crash and outdated RAG docs are different issues." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are v5 docs cleanup items, but they cover different removed doc content." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "ONNX export bug is unrelated to GenerationMixin import breakage." + }, + { + "left": "issue:44918", + "right": "issue:46165", + "accept": false, + "reason": "TRL SFT embedding unpacking and resume-training/trust-remote-code are different failures." + }, + { + "left": "issue:46165", + "right": "issue:46869", + "accept": false, + "reason": "Resume-training remote-code issue is unrelated to YOLO multi-GPU device-map failure." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Mask shape IndexError and Gemma4 PLE device mismatch are different forward-path bugs." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Zero-3 Bert index error is unrelated to mask/tensor shape mismatch." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Different errors and code paths: Bert zero-3 loading vs mask/indexing mismatch." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same DeepSpeed ZeRO-3 Bert loading IndexError; the pretrained/non-pretrained wording does not change the underlying bug." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger Kernel cross-entropy usage is unrelated to GPT-OSS MoE tensor-parallel failure." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Incorrect detokenization and LoRA merge/save-load mismatch are unrelated bugs." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime error and LoRA save/reload mismatch are different issues." + }, + { + "left": "issue:44841", + "right": "issue:46661", + "accept": false, + "reason": "Voxtral processor failure is unrelated to remote-code model_class config_class AttributeError." + }, + { + "left": "issue:43716", + "right": "issue:46869", + "accept": false, + "reason": "Mistral-3 dtype mismatch is unrelated to YOLO multi-GPU device-map failure." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "DeepSpeed training weight dimensionality error and collective mismatch are different bugs." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Activation-checkpointing/FSDP recompute mismatch is unrelated to the mask shape IndexError." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": false, + "reason": "Same component family, but CPU offload incompatibility and uninitialized-memory materialization are different concrete bugs." + }, + { + "left": "issue:45685", + "right": "issue:46869", + "accept": false, + "reason": "MPS histogram error and YOLO multi-GPU device-map failure are not the same issue." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "Bert zero-3 loading error is unrelated to GPT-OSS tensor-parallel failure." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "FSDP activation-checkpointing size mismatch and CustomTrainer.compute_loss signature break are different problems." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Bert zero-3 loading error is unrelated to GPT-OSS MoE tensor-parallel failure." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Both involve MoE-ish models, but image dtype mismatch and invalid method call are not the same bug." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Qwen NVFP4 runtime failure and GPT-OSS AMD failure are different model/runtime issues." + }, + { + "left": "issue:45874", + "right": "issue:46294", + "accept": false, + "reason": "Inputs_embeds reverse-lookup cost and video token/template mismatch are unrelated multimodal issues." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3 config attribute regression and Mistral tokenizer regex patch crash are unrelated." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": true, + "reason": "Both report the same torch 2.4.1 incompatibility regression; the titles are effectively the same bug report." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Gemma4 device mismatch and expensive reverse embedding lookup are different issues." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch 2.10 incompatibility and Qwen-3-8B-NVFP4 runtime failure are different version/model issues." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "FSDP recompute mismatch is unrelated to Qwen3 auto device-map cuda asserts." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Phi autocast dtype mismatch is unrelated to GPT-OSS MoE tensor-parallel failure." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Both are precision/runtime failures, but they affect different models and code paths." + }, + { + "left": "issue:43716", + "right": "issue:46468", + "accept": false, + "reason": "Mistral-3 image dtype mismatch is unrelated to the Nemotron example breakage." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Different model families and different failure modes." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "Invalid method call in GraniteMoEHybrid and MPS histogram failure are different bugs." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Different models and symptoms; no shared concrete failure path." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Mistral image dtype mismatch and MPS histogram not implemented are unrelated." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "TRL SFT embedding unpacking issue is unrelated to GPT-OSS tensor-parallel failure." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger cross-entropy call and Qwen3.5 embedding unpacking are unrelated." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Both are ZeRO-3 index errors, but Gemma3 and BertModel loading failures are different concrete bugs." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions from v5 removals, but they reference different removed content." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Phi autocast dtype mismatch and MPS histogram failure are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Cross-entropy call under Liger Kernel and Phi autocast dtype mismatch are different issues." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "Collective mismatch under ZeRO-3 is unrelated to trainer loss-signature breakage." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "FSDP activation-checkpointing mismatch is unrelated to GenerationMixin import failure." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "GPT-OSS AMD runtime failure and outdated RAG docs are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger Kernel cross-entropy issue is unrelated to the mask shape IndexError." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: it only promotes the two strongest duplicate pairs supported by the titles, and the other soft-edge rejections are appropriately cautious given the limited evidence. Canonical issue selection for 43596 over 43638 is reasonable, and the torch 2.4.1 pair is also a solid duplicate match." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 2, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "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:43866|issue:46402", + "issue:43296|issue:46304", + "issue:41762|issue:43596", + "issue:39290|issue:41720", + "issue:44589|issue:46304", + "issue:43901|issue:44512", + "issue:45237|issue:45901", + "issue:43975|issue:46015", + "issue:43039|issue:44560", + "issue:45823|issue:46294", + "issue:44841|issue:45823", + "issue:43866|issue:46772", + "issue:44863|issue:46015", + "issue:45020|issue:46304", + "issue:45812|issue:45920", + "issue:43872|issue:46304", + "issue:43866|issue:44863", + "issue:44292|issue:46015", + "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:43596|issue:45800", + "issue:45362|issue:45464", + "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:45507|issue:46869", + "issue:43404|issue:43866", + "issue:41093|issue:41762", + "issue:45399|issue:46661", + "issue:43572|issue:45070", + "issue:45800|issue:45823" + ], + "prepared_review_unit_hash": "8745935334327a1b4f9c8731a74ae7203cb3211260a68bf6cc05476ad3466bdf", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 42, + "serialized_chars": 40045, + "estimated_input_tokens": 10012, + "estimated_eval_tokens": 20280 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous noise, with two near-miss issue subclusters: ZeRO-3 load-time IndexErrors and AutoTokenizer token-ID regressions. The broadest, most representative issue is the multi-model tokenizer regression at 45920. No PRs are present.", + "confidence": 0.81, + "canonical_issue_reason": "issue:45920 is the best canonical issue because it describes the broadest tokenizer regression across multiple model families, making it the most representative issue in that subcluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the strongest overall issue candidate: it covers the widest impact surface and generalizes the shared AutoTokenizer token-ID regression better than the Granite-only report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Different regressions: torch/transformers version incompatibility vs USE_DISTRIBUTED=0 support breakage." + }, + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Unrelated failures: corrupted Ovis2 checkpoint vs Sam3Model weight-loading bug." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "Different code paths: PaddleOCR-VL/vLLM load failure vs distributed build/runtime support regression." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Both are ZeRO-3 IndexErrors, but the affected models and load paths differ; this is not strong enough to treat as the same bug." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Both are model-specific runtime errors, but the concrete attributes and failure modes are different." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Different incompatibilities: missing Float8 storage vs torch distributed support breakage." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs issues, but they refer to different documentation changes and behaviors." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "Different problem domains: AMD GPU execution vs table-question-answering crash." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Different text-related issues: detokenization regression vs outdated RAG examples." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Different failures: Liger Kernel cross_entropy path vs Qwen3-vl video StopIteration." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Both are multimodal model issues, but one is device placement and the other is video chat-template mismatch." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Processor failure for Voxtral is unrelated to Gemma4 device-map mismatch." + }, + { + "left": "issue:43866", + "right": "issue:46772", + "accept": false, + "reason": "Corrupted checkpoint and NVFP4 compatibility are not the same underlying bug." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint loading is unrelated to RAG documentation drift." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Remote-code model breakage is different from USE_DISTRIBUTED=0 support regression." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": false, + "reason": "Both are tokenizer regressions, but 45812 is a Granite-only report while 45920 spans multiple model families; this is plausible but not strong enough to merge confidently." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes Int8Params API incompatibility is unrelated to distributed build/runtime support." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Different failures: corrupted Ovis2 checkpoint vs NemotronH loading issue." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Qwen-3 NVFP4 execution error is unrelated to RAG docs cleanup." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding-window-related issues, but the model families and concrete failures differ." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Both are IndexError reports with ZeRO-3, but the model and circumstances are not the same bug." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper load/run failure is unrelated to table-question-answering crashes." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Model test-loading failure for GLM-4.7 is not the same as a corrupted Ovis2 checkpoint." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch 2.10 incompatibility and v5.4.0 pydantic-field breakage are different regressions." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Detokenization regression is unrelated to table-question-answering crashes." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper loading failure and pydantic model-field breakage are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "ZeRO-3 BERT loading failure is unrelated to torch 2.4.1/transformers 5.8.0 incompatibility." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Different Qwen3.5 failures: chat crash vs streaming chat/completions API failure." + }, + { + "left": "issue:43541", + "right": "issue:46869", + "accept": false, + "reason": "Different runtime contexts and symptoms: Mixtral torch-dynamo grouped_mm error vs multi-GPU device-map failure." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "Different tasks and failure modes: NVFP4 model run error vs table-question-answering crash." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3TextConfig missing field in vLLM and Gemma4 device-map mismatch are distinct bugs." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3.5 streaming API failure is unrelated to the MPS histogram Int limitation." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "ImportError for GenerationMixin and Gemma3TextConfig attribute error are different compatibility issues." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Mixtral torch-dynamo grouped_mm error and MPS histogram limitation are different code paths." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Both involve MoE/dtype-related failures, but the concrete triggers and code paths differ." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor load failure and template-node compilation error are unrelated." + }, + { + "left": "issue:45507", + "right": "issue:46869", + "accept": false, + "reason": "GraniteMoEHybrid invalid-method call and YOLO multi-GPU device-map failure are different issues." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Missing lm_head tying and corrupted checkpoint are unrelated." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are ZeRO-3 IndexErrors, but the model/load path differs enough that they do not clearly look like the same bug." + }, + { + "left": "issue:45399", + "right": "issue:46661", + "accept": false, + "reason": "Flash-attn fallback blocking and remote-code model_class/config_class errors are different mechanisms." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to the pydantic PretrainedConfig field breakage." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch/transformers version incompatibility and Gemma4 device mismatch are distinct failures." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The high-level clustering summary is mostly grounded, but the soft-edge judgments are not conservative enough. In particular, the analyst marked `issue:41762` \u2194 `issue:43596` and `issue:45812` \u2194 `issue:45920` as accepted duplicates even though the packet\u2019s own `soft_pairs` list marks both pairs as `deterministic_accept: false`. Those pairings may be plausible, but the evidence here is not strong enough to accept confidently. The rest of the verdicts are mostly conservative, but these two overstate the similarity." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 3, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "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:45632", + "issue:45698", + "issue:45759", + "issue:45800", + "issue:45902", + "issue:46165", + "issue:46294", + "issue:46463", + "issue:46468", + "issue:46489", + "issue:46491", + "issue:46640", + "issue:46661", + "issue:46869" + ], + "soft_pairs": [ + "issue:43296|issue:43366", + "issue:44805|issue:44918", + "issue:44387|issue:45005", + "issue:43541|issue:45161", + "issue:43828|issue:45464", + "issue:43366|issue:45464", + "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:40990|issue:44960", + "issue:43645|issue:45399", + "issue:45632|issue:45698", + "issue:43404|issue:45005", + "issue:42915|issue:45399", + "issue:43873|issue:45005", + "issue:44530|issue:45005", + "issue:44360|issue:44512", + "issue:44492|issue:44512", + "issue:44863|issue:45005", + "issue:45183|issue:46463", + "issue:46489|issue:46491" + ], + "prepared_review_unit_hash": "60f2fb9d01e34ffea834174c98c84d37189f3a5426fd8f1ab930db718ee5b9bc", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36889, + "estimated_input_tokens": 9223, + "estimated_eval_tokens": 18702 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly a grab-bag of independent Transformers regressions across different models and subsystems. None of the soft pairs are safe duplicate merges.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue stands out: the set is heterogeneous, and even the closest-looking pairs (e.g. trust_remote_code/custom-module loading or tokenizer regressions) do not clearly share one underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "If forced to pick a representative, issue 45632 is the clearest root-cause-style report because it names a concrete failure mode (cache-path collision), but it is still not safe to treat as a duplicate anchor for the other items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "Different problems: PaddleOCR-VL load failure vs gpt-oss GGUF architecture support." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Both mention IndexError, but the symptoms and code paths differ: mask length mismatch vs Qwen3.5 SFT embedding unpacking." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Int4 memory/OOM regression is unrelated to tied-weights behavior in translation models." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Grouped_mm tracing failure in Mixtral is a different code-path problem from TP-only GPT-OSS MoE support." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch is not the same bug as Qwen3.5 streaming inference/chat-completions failure." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF support for gpt-oss is unrelated to Qwen3.5 streaming chat API failures." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "init_empty_weights argument handling and PretrainedConfig/pydantic field breakage are separate regressions." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior does not match the pydantic PretrainedConfig issue." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are IndexErrors, but one is a mask/index length mismatch and the other is a zero-size tensor during deepspeed zero3 init." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Generic remote_code breakage vs torch 2.4.1/transformers 5.8.0 incompatibility are too broad and not the same bug." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Image preprocessor/model dtype mismatch is a different multimodal bug from video token/feature count mismatch." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Siglip2 underperformance and nonsensical AutoModel/pipeline output do not identify one shared defect." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": false, + "reason": "Both involve video inputs, but one is a v5.3.0 regression across several models and the other is an apply_chat_template feature/token mismatch." + }, + { + "left": "issue:46468", + "right": "issue:46869", + "accept": false, + "reason": "Official Nemotron example breakage is unrelated to YOLO multi-GPU device_map auto failures." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Composite config unwrapping and uninitialized rotary inv_freq after to_empty are different Qwen3.5 issues." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "Zero3/BertModel index failure and resume-training trust_remote_code problems are distinct failure modes." + }, + { + "left": "issue:46640", + "right": "issue:46661", + "accept": false, + "reason": "Flash Attention 2 issue and remote-code config_class AttributeError are not the same code path." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Different multimodal/loader bugs: image dtype mismatch vs Qwen3.5 embeddings with SFT trainer." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP weight-rank error and Qwen3.5 SFT embedding issue are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "High perplexity on gpt-oss-20b and GLM5 are separate model-quality reports." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Notebook custom-model initialization and flash-attn2 fallback blocking are unrelated." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both are about trust_remote_code/custom-module loading, but one is a cache-path collision by leaf name and the other is a wrong module after save_pretrained; not enough to prove one bug." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Untied lm_head in Mistral3 and tied-weights translation-model regressions are different weight-tying bugs." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Qwen3MoE fine-grained FP8 failure is unrelated to flash-attn2 fallback gating." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading memory behavior is not the same as tied-weights regressions." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash is unrelated to tied-weight handling." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "A DSA indexer discussion is not the same as a docs typo about the removed run command." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "Cache-strategy typo and removed run-command docs are separate documentation issues." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading failure is unrelated to tied-weight translation regressions." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": false, + "reason": "The generic input_ids/inputs_embeds XOR validation bug and the T5 decoder-input message issue are different validation paths." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but for different models and different symptoms; 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": 24, + "review_unit_index": 4, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "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:44918", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45399", + "issue:45507", + "issue:45520", + "issue:45663", + "issue:45701", + "issue:45859", + "issue:45902", + "issue:45920", + "issue:45987", + "issue:46489", + "issue:46858", + "issue:46899", + "issue:46932" + ], + "soft_pairs": [ + "issue:44918|issue:45507", + "issue:43975|issue:44292", + "issue:43950|issue:44534", + "issue:39692|issue:43054", + "issue:43644|issue:43950", + "issue:36331|issue:41762", + "issue:43872|issue:44589", + "issue:46899|issue:46932", + "issue:43828|issue:44928", + "issue:45920|issue:46489", + "issue:45987|issue:46858", + "issue:43054|issue:45701", + "issue:38175|issue:43054", + "issue:43950|issue:45902", + "issue:41553|issue:43883", + "issue:43054|issue:43493", + "issue:44910|issue:45859", + "issue:42947|issue:44387", + "issue:45663|issue:45902", + "issue:44403|issue:44451", + "issue:41553|issue:43881", + "issue:43975|issue:45520", + "issue:44403|issue:44488", + "issue:24643|issue:28530", + "issue:42947|issue:43856", + "issue:43643|issue:45020", + "issue:41762|issue:42915", + "issue:44991|issue:45399", + "issue:43824|issue:43872", + "issue:43782|issue:44960" + ], + "prepared_review_unit_hash": "1b3980e567f5a7f84aac091a9cdf5615b47c10d5a78f667a0d02dcd5d63a11f9", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36792, + "estimated_input_tokens": 9198, + "estimated_eval_tokens": 18652 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are unrelated and should stay separate. The clearest duplicate cluster is the transformer 5.x non-persistent-buffer regression, with a second likely duplicate around cache length returning tensors instead of ints.", + "confidence": 0.83, + "canonical_issue_reason": "issue:43950 is the strongest canonical issue: it describes a concrete v5 regression in non-persistent buffer handling and has the clearest duplicate signal (#44534), with a closely related follow-up (#45902).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 is the best global representative because it is specific, reproducible, and central to the same loading/materialization regression family seen in the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Different subsystems and failures: Qwen3.5 embedding unpacking vs GraniteMoEHybrid invalid method call." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Tokenizer detokenization bug vs a separate Qwen NVFP4 runtime/load failure; not the same code-path." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same underlying regression: v5 corrupts/fills non-persistent buffers with junk during loading/materialization." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Docs example/model-processor mismatch and quantization errors are unrelated to a generic SigLIP2 embedding-quality report." + }, + { + "left": "issue:43643", + "right": "issue:43950", + "accept": false, + "reason": "Remote-code config field loss is a different bug from non-persistent buffer corruption." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "CustomTrainer compute_loss signature mismatch is unrelated to Gemma3 ZeRO-3 loading failure." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "bitsandbytes parameter incompatibility is unrelated to missing Float8 storage registration." + }, + { + "left": "issue:46899", + "right": "issue:46932", + "accept": true, + "reason": "Same Gemma4 quantized multimodal embedder dtype-casting bug; #46932 explicitly says it fixes the same issue." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Both are dtype/precision problems, but they affect different models and different failure mechanisms." + }, + { + "left": "issue:45920", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but 46489 is a DeepSeek-Coder-specific gap while 45920 is a broader multi-model token-ID bug." + }, + { + "left": "issue:45987", + "right": "issue:46858", + "accept": true, + "reason": "Same core bug: get_seq_length is returning a tensor instead of a plain int, breaking downstream arithmetic." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 embedding quality issue and generic tokenization changes are not the same bug." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Both mention SigLIP2, but one is zero probabilities and the other is worse text embeddings; different symptoms and likely different causes." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": true, + "reason": "Same non-persistent-buffer regression family; 45902 is a specific manifestation involving inv_freq after meta\u2192to_empty(cuda)." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad AutoTokenizer error messaging for Voxtral is unrelated to Molmo tied-weights attribute failure." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "SigLIP2 quality mismatch vs HF/JAX implementation discrepancy are related only at a high level, not the same concrete bug." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Flash-Attention packed-sequence misinterpretation is unrelated to CPU-offload incompatibility in rotary embedding." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Gradient checkpointing/LoRA behavior is unrelated to int4 quantization memory growth." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states bug is unrelated to non-persistent buffer materialization corruption." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Unnecessary loading noise and a model-loading failure are different problems." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Different model-loading failures with no shared concrete code-path." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Tokenizer detokenization bug is unrelated to import_utils flash_attn KeyError on Python 3.13." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Generic loading noise and inability to load a specific model are not the same issue." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "DeepSpeed weight-dimension error is unrelated to early-stopping metric lookup." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "LoRA gradient checkpointing inefficiency is unrelated to Qwen3 MoE memory usage." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Broad remote_code breakages and missing fields in AutoConfig are too coarse to treat as the same concrete bug here." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Missing Qwen2.5-VL import and bitsandbytes _is_hf_initialized incompatibility are unrelated." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL weight_only loading failure and GLM5 are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and the soft-edge calls stay conservative. The accepted duplicates are well supported by the issue titles (#43950/#44534, #46899/#46932, #45987/#46858), and the rejections mostly involve clearly different subsystems or failure modes." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 5, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "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:44488", + "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:43881|issue:43883", + "issue:45081|issue:45399", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:42491|issue:44368", + "issue:43828|issue:45823", + "issue:45020|issue:45356", + "issue:45715|issue:46315", + "issue:45488|issue:46489", + "issue:43827|issue:44509", + "issue:43872|issue:46869", + "issue:46894|issue:46897", + "issue:45759|issue:46661", + "issue:43872|issue:44291", + "issue:43404|issue:43950", + "issue:45020|issue:46661", + "issue:43792|issue:44220", + "issue:43257|issue:45305", + "issue:42947|issue:45923", + "issue:36331|issue:41093", + "issue:41553|issue:44991", + "issue:43854|issue:44863", + "issue:43940|issue:45313", + "issue:44928|issue:45588", + "issue:41093|issue:44805", + "issue:44479|issue:44560", + "issue:41553|issue:44488" + ], + "prepared_review_unit_hash": "edd407c1d8ad65acf1e3716c333206fcf9be35779dfaea3a686e070af3df3da0", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 36185, + "estimated_input_tokens": 9047, + "estimated_eval_tokens": 18350 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "A few genuine duplicates/near-duplicates appear in this mostly mixed cluster: one exact mask-shape error pair, one docs cleanup pair, and several same-regression pairs around loading/video/initialization. Most other pairs are only loosely related by subsystem or broad symptom and should stay separate.", + "confidence": 0.78, + "canonical_issue_reason": "issue:41093 is the best canonical issue because it is a concrete, well-scoped bug report and is an exact duplicate of issue:44805\u2019s same mask-shape IndexError.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:41093 is the strongest representative for canonical issue triage: specific failure, clear reproduction class, and a one-to-one duplicate match with issue:44805.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "Different failures: MPS histogram-on-Int in MoE vs device placement mismatch in Gemma4 PLE." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Both are model-loading errors, but the concrete causes differ: GLM-4V load failure vs missing all_tied_weights_keys on MolmoForCausalLM." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer regex crash and flash-attention fallback blocking are unrelated code paths." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Remote-code loading regressions and Gemma4 device-map mismatch are different bugs." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Different root causes: tokenizer-mapping edge case vs broader remote_code breakage." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Both mention Qwen/LoRA, but one is a hf4.x\u2192hf5.x compatibility break and the other is just a warning about tie_word_embeddings." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Autocast dtype mismatch is not the same as the Gemma4 device-map forwarding bug." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Remote-code loading breakage and Kimi tokenizer codec handling are different problems." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Performance regressions in opposite tokenizer conversion directions are not the same bug." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": false, + "reason": "Both involve DeepSeek tokenizers, but one is a LlamaTokenizer pre-tokenizer override regression and the other is a separate DeepSeek-Coder output bug." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Same documentation cleanup: both still reference pipeline tasks removed in v5." + }, + { + "left": "issue:43872", + "right": "issue:46869", + "accept": false, + "reason": "Unexpected _is_hf_initialized TypeError is unrelated to YOLO multi-GPU device-map failure." + }, + { + "left": "issue:46894", + "right": "issue:46897", + "accept": true, + "reason": "Same training-loss double-shift regression pattern, just reported on different model families." + }, + { + "left": "issue:45759", + "right": "issue:46661", + "accept": false, + "reason": "Composite Qwen config unwrap bug and remote-code config_class AttributeError are different model-construction failures." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Both center on the same unexpected _is_hf_initialized constructor-argument TypeError during model initialization/loading." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Tied lm_head weights and non-persistent buffer corruption are unrelated regressions." + }, + { + "left": "issue:45020", + "right": "issue:46661", + "accept": false, + "reason": "Both affect remote-code models, but one is a loading regression and the other is a missing config_class attribute." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Whisper cannot run is too broad to confirm it is the same issue as the _torch_extract_fbank_features bug." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Qwen3 MOE deepspeed weight conversion and GAS gradient averaging are different bugs." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing ineffective with PEFT LoRA is distinct from a missing supports_gradient_checkpointing flag on a remote-code variant." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "CustomTrainer loss-signature TypeError and mask-shape IndexError are unrelated failures." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Different tokenizer-loading problems with different models and symptoms." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "GLM-4.7 test loading failure and NemotronH checkpoint loading failure are different model implementations." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": true, + "reason": "Both describe the same ZeRO-3 Qwen-family weight-loading regression, with missing weights during distributed loading." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Gradient explosion under autocast is unrelated to the flash_attention s_aux=None crash." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "Exact same mask-shape IndexError, just a more detailed later report." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": true, + "reason": "Both report the same v5.3.0 video-input regression in the Qwen3/Qwen3.5 video pipeline." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Voxtral error message quality and sleng-bert loading failure are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different model-loading failures with no clear shared root cause." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative. The accepted soft-edge pairs all have clear title-level evidence of the same bug class, and the rejected pairs are appropriately cautious. The canonical issue choice is also defensible given the near-identical mask-shape IndexError reports." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 6, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36010", + "issue:38175", + "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: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:24643|issue:30064", + "issue:44530|issue:44863", + "issue:44863|issue:46402", + "issue:43366|issue:43828", + "issue:43596|issue:46515", + "issue:43366|issue:43531", + "issue:45325|issue:45902", + "issue:43638|issue:46515", + "issue:45663|issue:45823", + "issue:44155|issue:45584", + "issue:43366|issue:44589", + "issue:43824|issue:43957", + "issue:43950|issue:45834", + "issue:42915|issue:43957", + "issue:43716|issue:44560", + "issue:44910|issue:46858", + "issue:43645|issue:43646", + "issue:44560|issue:45685", + "issue:43550|issue:44910", + "issue:42617|issue:43366", + "issue:44683|issue:46515", + "issue:44560|issue:44918", + "issue:36010|issue:42915", + "issue:45812|issue:46489", + "issue:45823|issue:46515", + "issue:44661|issue:45823", + "issue:44560|issue:44805", + "issue:38175|issue:43994", + "issue:45672|issue:46899", + "issue:44877|issue:45030", + "issue:43632|issue:45834", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:44661|issue:44805", + "issue:42491|issue:43720" + ], + "prepared_review_unit_hash": "fcbf2885383943e0bad888abb8d130b7e1abeee244dd99e866fb2a2e3b653aed", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38367, + "estimated_input_tokens": 9592, + "estimated_eval_tokens": 19440 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous, with one main theme around Transformers v5/custom model loading regressions and a separate Gemma4 4-bit quantization subtheme. I only see clear duplicate-like pairs in the custom-init reports and the Gemma4 4-bit dtype-cast reports; the rest look like distinct bugs.", + "confidence": 0.58, + "canonical_issue_reason": "issue:43632 is the best anchor because it states the likely root regression (`_is_hf_initialized` in Transformers v5) and broadly explains several nearby custom-model/init/loading failures.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43632 is the strongest representative issue: it is broad, root-cause-oriented, and closer to the shared loading/init regression theme than the narrower symptom reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Different failures: DeepSpeed training weight-shape error vs image processor void-segmentation-map handling." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "Qwen3.5 PagedAttentionCache/linear_attention crash is unrelated to NemotronH checkpoint loading." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Both are loading-related, but one is a NemotronH checkpoint load failure and the other is a Sam3Model weight-loading regression; different model/code paths." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "GGUF gpt-oss support request is unrelated to Phi-tiny-MoE autocast dtype mismatch." + }, + { + "left": "issue:43596", + "right": "issue:46515", + "accept": false, + "reason": "Bert/DeepSpeed ZeRO3 index error is a concrete model-init bug, while the other is a broad torch version incompatibility report." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Different Qwen/GGUF topics: gpt-oss support vs sliding_window behavior in Qwen3-MoE." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Different rotary/position-id bugs in different model families; not the same concrete bug." + }, + { + "left": "issue:43638", + "right": "issue:46515", + "accept": false, + "reason": "Bert ZeRO3 initialization index error is not the same as a generic torch 2.4.1 incompatibility report." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4, but one is an FSDP2 shared_kv_states rebuild bug and the other is a device-map mismatch; different failure paths." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "AudioFlamingo3 track-leak bug is unrelated to Whisper empty-transcription generation failure." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "GGUF model support request is unrelated to Float8 storage import/type handling." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Missing Qwen2.5-VL class export and meta-device loading regression are different bugs." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Non-persistent buffer corruption and Kosmos2.5 long-OCR index errors are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Qwen3Moe FP8 failure and meta-device loading problems are distinct regressions." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Mistral-3 image dtype mismatch is unrelated to Qwen3-vl video StopIteration." + }, + { + "left": "issue:44910", + "right": "issue:46858", + "accept": false, + "reason": "Flash-attention position_ids packing bug is different from static-cache seq_length device-tensor arithmetic on non-CUDA backends." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same underlying Transformers v5 custom-model initialization regression; 43645 is the notebook-specific manifestation of the broader 43646 failure." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3-vl video StopIteration and MPS histogram-on-Int error are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Bamba torch.compile+SDPA crash is not the same bug as Qwen3.5 flash-attention position_ids misinterpretation." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "3d_parallel.py startup failure is unrelated to GGUF gpt-oss support." + }, + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 is different from a torch 2.4.1 incompatibility report." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Both touch Qwen3.x embedding handling, but one is a video StopIteration bug and the other is a TRL SFT embedding-unpacking failure; different paths." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "GenerationMixin import failure is unrelated to Qwen3Moe FineGrainedFP8Config behavior." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and do not clearly share the same concrete code path." + }, + { + "left": "issue:45823", + "right": "issue:46515", + "accept": false, + "reason": "Gemma4 PLE device mismatch is a model/device-placement bug, not a generic torch-version incompatibility." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "add-new-model-like/tokenizer-mapping failure is unrelated to Gemma4 PLE device mismatch." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Qwen3-vl video StopIteration is unrelated to the mask/index shape mismatch error." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": false, + "reason": "Both mention siglip2, but one is zero probabilities and the other is nonsensical AutoModel/pipeline output; not enough evidence of the same concrete bug." + }, + { + "left": "issue:45672", + "right": "issue:46899", + "accept": true, + "reason": "Same Gemma4 4-bit quantization dtype-cast problem: 45672 is the audio-module torch.finfo() failure, and 46899 is the broader audio/vision embedder corruption from the same underlying issue." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Different config-validation failures in different model families; not the same bug." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "Transformers v5 `_is_hf_initialized` regression is unrelated to Kosmos2.5 OCR index errors." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Bert ZeRO3 training index error and add-new-model-like tokenizer mapping failure are different issues." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "DeepSpeed/Bert zero3 init crash is unrelated to tokenizer mapping behavior." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "LoRA/qwen3_moe hf4.x-to-hf5.x compatibility issue is unrelated to BitNet packed-weight loading in accelerate." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is conservative and grounded in the packet. The main clustering around Transformers v5 custom-model/loading regressions and the Gemma4 4-bit dtype-cast issues is supported, and the two accepted soft pairs look plausibly duplicate-like from the issue titles/bodies. The false verdicts are generally cautious rather than overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 7, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "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:42491|issue:45276", + "issue:42915|issue:44756", + "issue:44451|issue:44488", + "issue:44960|issue:44977", + "issue:46459|issue:46512", + "issue:44863|issue:46846", + "issue:45313|issue:45357", + "issue:45507|issue:46468", + "issue:44488|issue:44991", + "issue:43644|issue:43645", + "issue:42491|issue:45292", + "issue:39692|issue:43994", + "issue:43257|issue:43854", + "issue:43856|issue:43873", + "issue:43708|issue:44075", + "issue:43854|issue:43931", + "issue:43856|issue:44387", + "issue:42491|issue:45335", + "issue:44960|issue:46050", + "issue:46897|issue:46901", + "issue:45488|issue:45812", + "issue:45276|issue:45335", + "issue:45362|issue:45406", + "issue:44164|issue:44291", + "issue:44910|issue:45588", + "issue:44402|issue:44488" + ], + "prepared_review_unit_hash": "2619f9a3eb1ce79b551354bfd8c5a8f0056e1475328d4afade6b82f32eb672a1", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36049, + "estimated_input_tokens": 9013, + "estimated_eval_tokens": 18282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Only one soft pair is a clear duplicate: the Transformers v5 non-persistent-buffer regression. Most other pairs are related only at a broad subsystem level (tokenizers, loading, quantization, Qwen3) but look like different concrete bugs or model-specific reports.", + "confidence": 0.63, + "canonical_issue_reason": "issue:43644 is the clearest original report of the duplicated Transformers v5 non-persistent-buffer corruption, and it is broader/more referenced than the later reworded report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the best cluster anchor for the one confirmed duplicate family because it states the bug most generally and already has inbound reference traffic.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Both involve loading/offload problems, but one is a dequantized-model device_map failure and the other is a Strix Halo mmap OOM; different root causes." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "SigLIP2 output/probability issue vs SigLIP2 doc example model/processor and quantization errors; not the same bug." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Same regression: Transformers v5 fills non-persistent buffers with junk." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Different Qwen3 failures: auto device-map cuda assert vs FineGrainedFP8Config behavior." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Different model families and different symptoms; LoRA hf4.x/hf5.x compatibility is not the same as gemma4 resize_token_embeddings propagation." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Strix Halo mmap OOM are unrelated." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-load failures, but the titles do not show the same concrete failure mode or code path." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "GLM5 is unrelated to the Qwen3.5 flash-attention generation crash." + }, + { + "left": "issue:46459", + "right": "issue:46512", + "accept": false, + "reason": "One is dtype being ignored on composite checkpoint loading; the other is from_config leaving model.config.dtype stale." + }, + { + "left": "issue:44863", + "right": "issue:46846", + "accept": false, + "reason": "NemotronH checkpoint loading and Qwen3.5 TP-plan omissions are different issues." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "DeepSpeed ZeRO-3 weight-loading failure and incorrect save_pretrained visual keys are different bugs." + }, + { + "left": "issue:45507", + "right": "issue:46468", + "accept": false, + "reason": "GraniteMoEHybrid invalid method call is unrelated to the broken Nemotron example." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/model-load regressions, but they affect different checkpoints and the titles do not establish one shared root cause." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Non-persistent buffer junk regression vs notebook custom-model initialization regression; different failures." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "LoRA model portability issue vs resize_token_embeddings not updating output_embeddings." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Doc/example mismatch and quantization failure versus nonsensical AutoModel/pipeline outputs are not the same bug." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3 MoE deepspeed/accelerate conversion issue vs GLM-4.7-Flash test loading issue; different models and code paths." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Qwen3 MoE training memory usage and quantization offload behavior are different problems." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer resume/max_steps bug and SGD args not used are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "GLM-4.7-Flash test loading failure is unrelated to Qwen3-VL weight shape mismatch." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Training memory usage in Qwen3 MoE and int4 quantization reserved-memory/OOM are different regressions." + }, + { + "left": "issue:42491", + "right": "issue:45335", + "accept": false, + "reason": "Different model families and different resize_token_embeddings targets; not the same code-path bug." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "GLM5 issue and sinq save/load breakage are unrelated." + }, + { + "left": "issue:46897", + "right": "issue:46901", + "accept": false, + "reason": "Both mention double-shift loss, but they are separate model implementations with no evidence of a shared code-path bug." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Different tokenizer regressions affecting different model families; not enough to treat as one duplicate." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": false, + "reason": "Both involve resize_token_embeddings, but they affect different model classes and different internal modules." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Qwen3.5 chat crash and Gemma4Processor missing _tokenizer are unrelated." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "save/from_pretrained extra_state handling and init_empty_weights _is_hf_initialized argument error are different bugs." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Flash-attention illegal memory access from 3D position_ids is unrelated to the s_aux=None AttributeError." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Token vocab-size mismatch on one model and a separate BERT load failure on another are not shown to share the same root cause." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the soft pairs. The only accepted duplicate pair, issue:43644 \u2194 issue:44534, is well supported by the nearly identical titles and the fact that 43644 has inbound reference traffic. The remaining rejections do not overclaim shared root cause from the available evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 8, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42796", + "issue:42947", + "issue:43335", + "issue:43381", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43828", + "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: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", + "issue:46894", + "issue:46901" + ], + "soft_pairs": [ + "issue:43425|issue:43957", + "issue:39692|issue:44960", + "issue:41720|issue:44155", + "issue:45663|issue:45759", + "issue:43404|issue:43454", + "issue:44291|issue:44756", + "issue:44079|issue:46829", + "issue:42947|issue:45704", + "issue:43873|issue:44387", + "issue:44292|issue:44912", + "issue:45663|issue:45859", + "issue:36010|issue:39404", + "issue:44387|issue:44756", + "issue:42947|issue:43381", + "issue:44155|issue:45823", + "issue:43957|issue:44756", + "issue:43335|issue:45663", + "issue:45276|issue:45292", + "issue:44863|issue:46468", + "issue:44479|issue:44877", + "issue:43381|issue:44928", + "issue:44164|issue:44756", + "issue:45684|issue:45698", + "issue:45588|issue:45663", + "issue:42796|issue:46326", + "issue:43854|issue:45216", + "issue:45292|issue:45335", + "issue:46894|issue:46901", + "issue:43828|issue:43957", + "issue:44402|issue:44451" + ], + "prepared_review_unit_hash": "abce9bbee48828d5ad17fe2a86d912bc82829e172de8718af2880f71dd435c46", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36157, + "estimated_input_tokens": 9040, + "estimated_eval_tokens": 18336 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated issues, but it contains two small duplicate chains: a resize_token_embeddings propagation bug and a training-loss double-shift bug.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45292 is the best canonical issue because it is the most generic title in the strongest duplicate chain and can serve as the umbrella for the related resize_token_embeddings variants.", + "canonical_pr_reason": null, + "best_issue_reason": "Most general and central representative among the accepted duplicate issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Different failures: torch 2.10 import incompatibility vs meta-device loading breakage." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Unrelated topics: SigLIP2 docs example errors vs GLM5 model-loading issue." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Different models and code paths: Qwen3 auto device mapping vs AudioFlamingo3 batched inference leak." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Different bugs: Gemma4 FSDP/shared_kv_states KeyError vs Qwen multimodal config unwrapping." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Same broad symptom area, but different model families and no clear shared code-path bug." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "Unrelated: init_empty_weights argument handling vs mmap OOM on Strix Halo." + }, + { + "left": "issue:44079", + "right": "issue:46829", + "accept": false, + "reason": "Generic ModelOutput key handling vs a VideoPrism output field mix-up are not the same bug." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Different problems: gradient checkpointing/LoRA vs T5 apex RMSNorm memory leak." + }, + { + "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 growth/OOM." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Different quantization formats and models (NVFP4 vs MXFP4) with different failure modes." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Different issues: Gemma4 FSDP KeyError vs Qwen3_5Moe CPU-offload incompatibility." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to Whisper pipeline return_language regression." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Different bugs: quantization OOM vs disabling mmap on Strix Halo." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is ineffective LoRA checkpointing and the other is eval-mode incompatibility." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "Different model subsystems: batched inference token leak vs Gemma4 PLE device mismatch." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading breakage is not the same as Strix Halo mmap/OOM behavior." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "Unrelated model/config bug vs Gemma4 training FSDP KeyError." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same resize_token_embeddings propagation bug; 45276 is the Gemma4-specific variant and 45292 is the generic report." + }, + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "Different Nemotron loading/example problems with no shared concrete fix evident." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Different regressions: video-input handling vs strict config loading." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Gradient checkpointing eval-mode bug is unrelated to the RLHF NaN/SDPA fallback issue." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "save/from_pretrained extra_state handling is unrelated to mmap OOM on Strix Halo." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both concern save/load custom models, but one is read-only permissions and the other is wrong module resolution." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention s_aux=None crash is unrelated to Gemma4 FSDP shared_kv_states behavior." + }, + { + "left": "issue:42796", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer bugs in a similar stack, but different concrete failures: BPE markers vs continue_final_message." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Different problems: unit-test model loading failure vs Qwen3.5 save_pretrained regression." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying resize_token_embeddings bug, just affecting a different nested embedding target." + }, + { + "left": "issue:46894", + "right": "issue:46901", + "accept": true, + "reason": "Same training-loss double-shift bug: both compute loss against shifted labels instead of raw labels." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Autocast dtype mismatch is not the same as meta-device loading breakage." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Different tokenizer/model-loading issues around vocab handling, not the same bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The clustering summary is conservative and grounded in the packet. The accepted duplicate pairs form two coherent chains backed by strong title overlap: the resize_token_embeddings variants centered on issue:45292, and the training-loss double-shift pair issue:46894/issue:46901. The non-duplicate verdicts are generally cautious and avoid overclaiming shared code paths 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": 24, + "review_unit_index": 9, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "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:46897", + "issue:46899" + ], + "soft_pairs": [ + "issue:43646|issue:43708", + "issue:43645|issue:44164", + "issue:44589|issue:44756", + "issue:43425|issue:43828", + "issue:46315|issue:46491", + "issue:45812|issue:46315", + "issue:39404|issue:45701", + "issue:44530|issue:45084", + "issue:43611|issue:43645", + "issue:39404|issue:46665", + "issue:44683|issue:45823", + "issue:43425|issue:46869", + "issue:43425|issue:43716", + "issue:43425|issue:45823", + "issue:44589|issue:45084", + "issue:44479|issue:44805", + "issue:43901|issue:44509", + "issue:43906|issue:44530", + "issue:44671|issue:44991", + "issue:43994|issue:44079", + "issue:36032|issue:43452", + "issue:44265|issue:44898", + "issue:39404|issue:44912", + "issue:46050|issue:46326", + "issue:44164|issue:45759", + "issue:43906|issue:46326", + "issue:44991|issue:45081", + "issue:43299|issue:43931", + "issue:45823|issue:46899", + "issue:45479|issue:46894", + "issue:43856|issue:44756", + "issue:43596|issue:44683", + "issue:45479|issue:46897", + "issue:44164|issue:46821" + ], + "prepared_review_unit_hash": "64c8a039b1ad27f0d7c3a1f7d4cc6e09118a3ba735d716147b6d8d37ebe5fc86", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 38123, + "estimated_input_tokens": 9531, + "estimated_eval_tokens": 19318 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated Transformers v5 regression reports with only superficial title overlap. I did not find any pair that clearly looks mergeable into one duplicate issue under a strict standard; most similarities are broad subsystem overlap (tokenizers, model loading, multimodal, training) rather than the same underlying bug.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the broadest representative of the custom-model initialization regression theme, but the overall cluster is too heterogeneous for a true canonical issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Both are v5 regressions, but one is custom model init and the other is Trainer checkpoint math; different code paths and fixes." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Notebook custom-model init breakage is unrelated to save/load extra_state handling." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Missing Float8 storage and mmap/OOM on Strix Halo are unrelated failures." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch version incompatibility and autocast dtype mismatch are different problems." + }, + { + "left": "issue:46315", + "right": "issue:46491", + "accept": false, + "reason": "Tokenizer slowdown and CodeLlama space-stripping regression are distinct behaviors." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Wrong Granite token IDs and slow convert_tokens_to_ids are not the same bug." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline return_language breakage is unrelated to tokenization changes across versions." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "Qwen3.5 PagedAttention group-type crash and template compilation error are different code paths." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "base_model_prefix loading breakage is not the same as notebook custom-model initialization." + }, + { + "left": "issue:39404", + "right": "issue:46665", + "accept": false, + "reason": "Whisper pipeline regression and from_pretrained-inside-classes inconsistency are unrelated." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device mismatch are different issues." + }, + { + "left": "issue:43425", + "right": "issue:46869", + "accept": false, + "reason": "Torch 2.10 incompatibility and YOLO multi-GPU device_map failure are not the same bug." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "General torch incompatibility is distinct from Mistral-3 image-preprocessor dtype mismatch." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Torch 2.10 incompatibility does not match Gemma4 PLE device placement failure." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup and non-template compilation errors are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Qwen VL video-input regression and mask shape IndexError do not share the same underlying failure." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs-related, but one is about return_all_scores and the other about removed pipeline tasks." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "A reproduction of another issue is not the same as the Qwen3.5 cache crash here." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression and est-roberta tokenizer loading failure are different symptoms." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "SigLIP2 bad outputs and ModelOutput key assignment when None are unrelated internals." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "T5 tokenizer method conflict and gguf_file from_pretrained breakage are separate tokenizer/model-loading problems." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export/export with torch_compilable_check and Perceiver interpolation failure are different subsystems." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline behavior and MXFP4 quantization fallback on git-oss-20b are unrelated." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Quantized save/load breakage and mistral_common continue_final_message behavior are different bugs." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "extra_state persistence and unwrapping text_config in from_config are not the same issue." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "A reproduction issue and a mistral_common tokenizer bug are not duplicates." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer loading for est-roberta and Mistral regex patch crash are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both involve Qwen3-VL loading, but they target different model variants and failure modes; not enough to treat as one bug." + }, + { + "left": "issue:45823", + "right": "issue:46899", + "accept": false, + "reason": "Gemma4 device_map mismatch and Gemma4 4-bit dtype-cast processing bugs affect different code paths." + }, + { + "left": "issue:45479", + "right": "issue:46894", + "accept": false, + "reason": "Zero-loss classification and training-loss double-shift are different failure patterns." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "MoE training memory inefficiency and Strix Halo mmap OOM are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Deepspeed ZeRO3/BertModel index error is unrelated to compiled flex_attention on torch>=2.9." + }, + { + "left": "issue:45479", + "right": "issue:46897", + "accept": false, + "reason": "Zero-loss classification and Florence2 double-shift bug are not the same underlying defect." + }, + { + "left": "issue:44164", + "right": "issue:46821", + "accept": false, + "reason": "extra_state save/load and TimesFM window_size AttributeError 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": 24, + "review_unit_index": 10, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:32090", + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43262", + "issue:43317", + "issue:43377", + "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:43883", + "issue:44206", + "issue:44220", + "issue:44451", + "issue:44462", + "issue:44488", + "issue:44530", + "issue:44661", + "issue:44683", + "issue:44737", + "issue:44811", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45507", + "issue:45584", + "issue:45859", + "issue:46178", + "issue:46285", + "issue:46326", + "issue:46402", + "issue:46489" + ], + "soft_pairs": [ + "issue:44488|issue:44987", + "issue:44488|issue:45081", + "issue:44462|issue:46489", + "issue:43611|issue:43644", + "issue:42796|issue:43404", + "issue:36032|issue:42915", + "issue:46285|issue:46402", + "issue:43716|issue:45084", + "issue:32090|issue:39404", + "issue:44661|issue:44683", + "issue:44737|issue:45859", + "issue:43643|issue:44530", + "issue:44451|issue:44987", + "issue:40990|issue:43421", + "issue:42915|issue:44530", + "issue:43541|issue:45084", + "issue:43644|issue:43646", + "issue:42175|issue:46178", + "issue:43582|issue:43632", + "issue:34567|issue:40444", + "issue:40444|issue:46326", + "issue:44206|issue:44220", + "issue:44811|issue:45584", + "issue:36032|issue:43645", + "issue:43452|issue:43482", + "issue:43883|issue:44488", + "issue:44987|issue:44991", + "issue:43317|issue:43482", + "issue:45084|issue:45507", + "issue:43262|issue:43377" + ], + "prepared_review_unit_hash": "f89ac69837f033496d22ac9805fdf3b57d1235b89d2dfcaa2da76caf07392cb2", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36780, + "estimated_input_tokens": 9195, + "estimated_eval_tokens": 18646 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of unrelated Transformers issues, with the strongest recurring theme being tokenizer/model-loading regressions in v5+. Only one soft pair clearly looks like the same concrete bug class (GGUF loading).", + "confidence": 0.66, + "canonical_issue_reason": "issue:44462 is the broadest representative of the tokenizer-loading regression theme in this set; it captures the general failure mode behind several later model/tokenizer loading reports more cleanly than the narrower, model-specific issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44462 is the best overall issue candidate because it is the most general and central to the repeated tokenizer-loading complaints, making it the most useful canonical anchor for this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Both are tokenizer/model load failures, but they name different repositories and no evidence shows the same underlying code-path bug." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Different failure modes: one is a model load regression, the other is a Mistral regex-patching AttributeError." + }, + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "Both concern tokenizer behavior on v5+, but one is generic tokenizer.json precedence while the other is a model-specific output regression; not enough to treat as the same bug." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Base-model-prefix loading and non-persistent buffer corruption are unrelated breakages." + }, + { + "left": "issue:42796", + "right": "issue:43404", + "accept": false, + "reason": "Tokenizer BPE-marker handling and lm_head weight tying are different subsystems and different bugs." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "A tokenizer method-name conflict is unrelated to a FineGrainedFP8 model failure." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "Different model-loading issues affecting different architectures and code paths." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Image preprocessor dtype mismatch and template compilation failure are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer broadcast TypeError and Whisper return_language behavior are unrelated." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Auto-model registration failure and compiled flex_attention are unrelated." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Both mention device/offload concerns, but they affect different models and different code paths." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "AutoConfig trust_remote_code field loss and PagedAttentionCache group-type failure are unrelated." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both are load failures on newer transformers versions, but they are different repos and no shared concrete bug is evident." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity regression and runtime post-processor updates are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and PagedAttentionCache linear_attention crash are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Torch dynamo grouped_mm tracing failure and template-node compilation error are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Junk-filled non-persistent buffers and custom model initialization issues are different regressions." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Missing tensorflow in extras and an unsupported backend name are related to packaging/backends broadly, but not the same concrete bug." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "AppleSilicon allocator type error and _is_hf_initialized flag breakage are unrelated." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token counting and multimodal iterable-dataset failures are unrelated." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Different multimodal/audio tokenizer behaviors with no shared bug path." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Both are audio feature-extraction related, but one is a specific unsupported-arg crash and the other is too generic to confirm the same underlying defect." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both are Whisper special-token issues, but they affect different operations and do not clearly share the same bug." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading regressions on v5+, but they are different models and there is no evidence they stem from the same concrete defect." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "GPU/CPU offload dequantization failure and GGUF loading failure are different model-loading paths." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template compilation and GraniteMoEHybrid invalid-method calls are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio chat-template sampling-rate defaults and MIMI batch-vs-single padding-mask behavior are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": true, + "reason": "Both are GGUF loading regressions in transformers v5, and they plausibly reflect the same underlying loading-path breakage." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Missing all_tied_weights_keys and a model-loading failure for a specific BERT repo are different issues." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Same broad symptom class, but no concrete evidence they are the same bug or fix." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Dequantized device-map offload failure and GGUF loading failure are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: it correctly treats the cluster as mostly unrelated, picks a reasonable tokenizer-loading canonical issue, and does not overclaim most soft pairs. The one accepted soft edge (43452/43482) is plausibly supported by the titles as the same GGUF loading regression class." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 11, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:28530", + "issue:34567", + "issue:36032", + "issue:41720", + "issue:42915", + "issue:43089", + "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", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44849", + "issue:44877", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45987", + "issue:46315", + "issue:46326", + "issue:46821", + "issue:46869", + "issue:46899" + ], + "soft_pairs": [ + "issue:43746|issue:46326", + "issue:43792|issue:46869", + "issue:45084|issue:46869", + "issue:43646|issue:44534", + "issue:44403|issue:45081", + "issue:43645|issue:44534", + "issue:43883|issue:44991", + "issue:44849|issue:45325", + "issue:43377|issue:43819", + "issue:43404|issue:44466", + "issue:44464|issue:45987", + "issue:44987|issue:45081", + "issue:43994|issue:44610", + "issue:44451|issue:45081", + "issue:42915|issue:44291", + "issue:28530|issue:34567", + "issue:44008|issue:46899", + "issue:36032|issue:43742", + "issue:44062|issue:44987", + "issue:44265|issue:44610", + "issue:42915|issue:44589", + "issue:43089|issue:45987", + "issue:43322|issue:43540", + "issue:43632|issue:46821", + "issue:44479|issue:45325", + "issue:36032|issue:41720", + "issue:43531|issue:44877", + "issue:45216|issue:45357", + "issue:44991|issue:46315", + "issue:43425|issue:44403" + ], + "prepared_review_unit_hash": "176bba81bf22b90ee2d99e129457fe22c60514353e592f347b29d6ea85610d29", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36822, + "estimated_input_tokens": 9206, + "estimated_eval_tokens": 18668 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous set of Transformers issues with one clear duplicate pair around Qwen3.5 save_pretrained checkpoint serialization. The rest are broad-topic collisions (tokenizers, multimodal models, generation, loading, and v5 regressions) but not the same concrete bug.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45216 is the earliest and broadest report for the Qwen3.5 save_pretrained checkpoint corruption, and issue:45357 reads as the same visual-encoder-key serialization bug resurfacing later.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45216 is the best canonical anchor for the only strong duplicate-like subcluster here: same API, same model family, and a concrete save_pretrained serialization fault.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "Different tokenizer subsystems and failure modes: PEFT checkpoint loading vs Mistral-common continue_final_message behavior." + }, + { + "left": "issue:43792", + "right": "issue:46869", + "accept": false, + "reason": "Whisper runtime failure and YOLO multi-GPU device-map failure are unrelated model paths." + }, + { + "left": "issue:45084", + "right": "issue:46869", + "accept": false, + "reason": "Template compilation error vs YOLO device-map/autodispatch failure; no shared code-path." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization breakage vs non-persistent buffer serialization junk; different regressions." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "One is logging/noise during load, the other is a Mistral regex patch crash; not the same bug." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Notebook custom-model init regression is unrelated to buffer initialization corruption." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Different model-loading failures: missing tied-weights attribute vs tokenizer load failure for a specific model." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Output-hidden-states bug in Qwen3.5 is not the same as Qwen2.5-VL rope-index scaling." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "MIMI batched-padding-mask mismatch and DAC from_latents STE mismatch are separate model bugs." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Weight-tying defect in one model is not the same as device-dependent save_pretrained serialization inconsistency." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation/compiled forward inconsistency is unrelated to StaticCache.get_seq_length return type." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer load regression for a specific model does not match the Mistral regex patch crash." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Siglip2 inference nonsense and OmDet-Turbo processor size mismatch are different model/processor bugs." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Generic model load failure and Mistral tokenizer patch crash are distinct issues." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "FineGrainedFP8Config failure is unrelated to init_empty_weights / _is_hf_initialized handling." + }, + { + "left": "issue:28530", + "right": "issue:34567", + "accept": false, + "reason": "Early stopping metric selection and num_input_tokens_seen not updating are unrelated trainer issues." + }, + { + "left": "issue:44008", + "right": "issue:46899", + "accept": false, + "reason": "Gemma3n variable collision and Gemma4 4-bit dtype cast are separate multimodal bugs." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "T5 tokenizer special-token conflict is unrelated to MobileLLM key error." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken special-argument duplication is not the same as loading physical-intelligence/fast." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export torch_compilable_check failure is unrelated to OmDet-Turbo image-size mismatch." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "FP8 config failure and float8 storage lookup failure are separate quantization/runtime issues." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation performance overhead and cache seq-length return-type mismatch are not the same bug." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Llava Next loading segfault and Qwen3OmniMoe video-input ValueError are different multimodal failures." + }, + { + "left": "issue:43632", + "right": "issue:46821", + "accept": false, + "reason": "_is_hf_initialized regression is unrelated to TimesFM window_size AttributeError." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen VL-family regressions, but one is a broad video-input failure and the other is a specific still-image rope-index bug; not clearly the same concrete change." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer construction error and Qwen3 auto-device-map CUDA assert are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and granite_speech config loading are unrelated." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Same Qwen3.5 save_pretrained serialization regression: both report incorrect checkpoint contents/visual encoder keys from the same API." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Tokenizer load failure for one model is not the same as slow convert_tokens_to_ids regression." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch version compatibility complaint and generic loading noise are not the same underlying bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet. The Qwen3.5 pair (issue:45216 / issue:45357) is the only clearly supported duplicate-like cluster from the titles and chronology, and the remaining soft-edge rejections are conservative rather than overstated. No PR-mergeability concerns apply here." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 12, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:40444", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:43296", + "issue:43317", + "issue:43381", + "issue:43421", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43716", + "issue:43746", + "issue:43792", + "issue:43856", + "issue:44079", + "issue:44220", + "issue:44291", + "issue:44403", + "issue:44462", + "issue:44509", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44991", + "issue:45081", + "issue:45325", + "issue:45538", + "issue:45542", + "issue:45663", + "issue:45812", + "issue:45923", + "issue:46491", + "issue:46710", + "issue:46821", + "issue:46899", + "issue:46909" + ], + "soft_pairs": [ + "issue:43296|issue:43531", + "issue:44220|issue:44683", + "issue:43611|issue:44534", + "issue:40444|issue:45325", + "issue:43716|issue:46899", + "issue:45812|issue:46491", + "issue:44403|issue:44991", + "issue:43381|issue:45923", + "issue:43632|issue:44756", + "issue:42796|issue:43746", + "issue:43792|issue:44589", + "issue:33666|issue:40444", + "issue:40990|issue:44811", + "issue:44291|issue:44589", + "issue:42796|issue:46710", + "issue:43482|issue:43525", + "issue:35707|issue:40444", + "issue:44079|issue:45663", + "issue:43482|issue:45538", + "issue:43421|issue:44568", + "issue:43531|issue:44291", + "issue:43632|issue:44534", + "issue:42175|issue:45542", + "issue:41553|issue:43582", + "issue:41720|issue:45081", + "issue:44462|issue:45812", + "issue:43317|issue:43856", + "issue:44079|issue:44534", + "issue:44509|issue:46909", + "issue:43296|issue:46821" + ], + "prepared_review_unit_hash": "e3b5456eb387971c297dbd2065ecca422326b353b17a05f88903e69194a460e5", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36038, + "estimated_input_tokens": 9010, + "estimated_eval_tokens": 18276 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it mixes unrelated tokenizer regressions, multimodal model-loading bugs, training/runtime failures, and docs/backend issues. None of the soft-edge pairs look like the same underlying bug or change, so I would not merge any of them as duplicates.", + "confidence": 0.31, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the broadest and most user-impacting regression here (token IDs wrong across Granite models after v4\u2192v5), so it is the best representative issue if one must be chosen.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "Different problems: PaddleOCR-VL load failure in vLLM vs Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Different code paths: audio feature extraction failure vs compiled flex_attention breakage on torch>=2.9." + }, + { + "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." + }, + { + "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 temporal position_id scaling for still images." + }, + { + "left": "issue:43716", + "right": "issue:46899", + "accept": false, + "reason": "Both are dtype-related multimodal issues, but they affect different models and different failure modes." + }, + { + "left": "issue:45812", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but Granite wrong token IDs and CodeLlama leading-space round-trip loss are distinct bugs." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Unnecessary loading noise is not the same as a tokenizer-loading failure for a specific model." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "One is gradient checkpointing being unusable in eval mode; the other is a missing supports_gradient_checkpointing flag." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "Unrelated failures: _is_hf_initialized breakage vs mmap OOM on Strix Halo." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "Tokenizer BPE-marker handling and PEFT checkpoint loading are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure and missing Float8 storage type are different loading/runtime issues." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both are Qwen2-VL/Qwen2.5-VL training-related, but multi-GPU training and multi-image dataset failure are not the same bug." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Perplexity regression on GPT-OSS is unrelated to Whisper batch_decode special-token handling." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Different root causes: unexpected _is_hf_initialized arg versus missing Float8 storage object." + }, + { + "left": "issue:42796", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer marker handling for Ministral is unrelated to DeepSeek accuracy regression after upgrade." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Both are v5 loading issues, but Qwen2.5-GGUF failure and missing pad_token_id on Llama4Config are distinct." + }, + { + "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." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment bug and Gemma4 FSDP2 shared_kv_states KeyError are different problems." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Qwen2.5-GGUF loading failure is unrelated to CLIPTokenizer model_max_length behavior." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Runtime post-processor update semantics are not the same as add_special_tokens failing to insert BOS/EOS." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to init_empty_weights argument handling." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "_is_hf_initialized flag breakage and non-persistent buffer junk are different v5 regressions." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both mention TensorFlow backend packaging, but missing TF in torch extras and undefined backend with tensorboard-only install are different issues." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "AutoTokenizer error messaging for Voxtral is unrelated to AppleSilicon caching_allocator_warmup TypeError." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert and Mistral tokenizer regex patch crash are unrelated." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Ignoring tokenizer.json and producing wrong Granite token IDs are different AutoTokenizer regressions." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Dequantized model offload loading failure and Qwen3 MoE memory inefficiency are different load/training issues." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key bookkeeping and v5 non-persistent buffer initialization are unrelated." + }, + { + "left": "issue:44509", + "right": "issue:46909", + "accept": false, + "reason": "Both are documentation issues, but they concern different docs and different content errors." + }, + { + "left": "issue:43296", + "right": "issue:46821", + "accept": false, + "reason": "PaddleOCR-VL loading failure is unrelated to TimesFM window_size AttributeError." + } + ] + }, + "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": 24, + "review_unit_index": 13, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43262", + "issue:43296", + "issue:43377", + "issue:43454", + "issue:43482", + "issue:43493", + "issue:43550", + "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: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" + ], + "soft_pairs": [ + "issue:43377|issue:45491", + "issue:43611|issue:43646", + "issue:43818|issue:46402", + "issue:42175|issue:43296", + "issue:44829|issue:45479", + "issue:43644|issue:44079", + "issue:43818|issue:45357", + "issue:44265|issue:45072", + "issue:43493|issue:43994", + "issue:40444|issue:45381", + "issue:45325|issue:45834", + "issue:45325|issue:45381", + "issue:43454|issue:44466", + "issue:42915|issue:43482", + "issue:44291|issue:44877", + "issue:43873|issue:45701", + "issue:43701|issue:45325", + "issue:42796|issue:45381", + "issue:43606|issue:44265", + "issue:40990|issue:45584", + "issue:43262|issue:43746", + "issue:44479|issue:45823", + "issue:43828|issue:46821", + "issue:35707|issue:41720", + "issue:34634|issue:35707", + "issue:39692|issue:40444", + "issue:43454|issue:43550", + "issue:44186|issue:44265", + "issue:43606|issue:43819" + ], + "prepared_review_unit_hash": "1ceb374f4786504636c349a26116e56ecac230e5acbe0cf8e4ab13d17ad570ac", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36078, + "estimated_input_tokens": 9020, + "estimated_eval_tokens": 18296 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated Transformers bug reports across different models and subsystems. There is no strong duplicate hub; at best it has a loose theme of v5/v5.x regressions and model-specific correctness issues.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43611 is the broadest, most central regression report in the set: a Transformers 5 loading break that can affect many model families. It is more representative of the cluster than the highly model-specific bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43611 is the best representative issue for triage because it captures the widest cross-model failure mode. That said, the cluster is too heterogeneous to treat as a true duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both are encoder/attention correctness bugs, but they affect different models and symptoms (padding mask vs sliding-window NaNs)." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both involve Transformers 5 regressions, but one is model loading/base_model_prefix and the other is custom initialization; not the same bug." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Different models and failures: missing temporal attention in Video-LLaVA vs Sam3 text encoder weights not loaded." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Unrelated packaging/backend issue versus a vLLM model-load failure." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Both are training degeneracy reports, but the root causes differ: FA3 attention regression vs single-label num_labels=1 loss behavior." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Different code paths: non-persistent buffer serialization junk versus ModelOutput key assignment." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Different failures in different models: Video-LLaVA architecture issue versus Qwen3.5 save_pretrained key regression." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "One is torch.export failing on torch_compilable_check; the other is bfloat16 dtype mismatch in inference." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": false, + "reason": "Both are SigLIP2 correctness complaints, but one is HF-vs-JAX parity and the other is AutoModel/pipeline behavior; not clearly the same bug." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Different Qwen2.5-VL failures: iterable-dataset multi-image finetuning versus video position-id regression." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Both concern Qwen-style multimodal indexing, but one is temporal position scaling and the other is OCR long-input index errors." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Related video-position bugs, but the reported symptoms and affected code paths are distinct enough to keep separate." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Weight tying / lm_head loading issue versus inconsistent serialization behavior; related area, not the same defect." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Different model families and failures: FineGrainedFP8Config versus GGUF loading under v5." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Both are config/init compatibility issues, but one is init_empty_weights argument handling and the other is strict config loading for granite_speech." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantization/offloading behavior is unrelated to tokenizer changes across versions." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "resume_from_checkpoint key mismatch is unrelated to Qwen2.5-VL temporal position-id scaling." + }, + { + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer BPE-marker handling and Qwen2.5-VL video position ids are different bugs." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU-offload device mismatch for Bark-small is unrelated to torch.export/torch_compilable_check failures." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Perplexity anomaly on gpt-oss-20b is not the same as Whisper empty-transcription generation failure." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and PEFT checkpoint loading are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Both are device/vision-related, but one is a Qwen video regression and the other is a Gemma4 PLE device_map forward mismatch." + }, + { + "left": "issue:43828", + "right": "issue:46821", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to a TimesFM window_size AttributeError." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is a different code path from Qwen3 auto device mapping cudaErrorAssert." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Bark voice_preset and generation with inputs_embeds/past_key_values are unrelated failures." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "SigLIP2 docs/model mismatch and Qwen2.5-VL multi-image finetuning failure are different issues." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Weight tying/text-generation garbage is unrelated to Bamba torch.compile SDPA failure." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes are unrelated to torch.export/torch_compilable_check export failures." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Both are model correctness bugs, but one is device offload mismatch and the other is DAC latents/STE mismatch; not mergeable as one fix." + } + ] + }, + "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": 24, + "review_unit_index": 14, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "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:43526", + "issue:43572", + "issue:43720", + "issue:43749", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44186", + "issue:44387", + "issue:44466", + "issue:44488", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45357", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45920", + "issue:45923", + "issue:46050", + "issue:46209", + "issue:46305", + "issue:46315", + "issue:46402", + "issue:46821" + ], + "soft_pairs": [ + "issue:43881|issue:44488", + "issue:41720|issue:45823", + "issue:43377|issue:44610", + "issue:43257|issue:45923", + "issue:46305|issue:46315", + "issue:44568|issue:45920", + "issue:42796|issue:46209", + "issue:43454|issue:45072", + "issue:45823|issue:46821", + "issue:40990|issue:42947", + "issue:43377|issue:44898", + "issue:43454|issue:43720", + "issue:42617|issue:42915", + "issue:43317|issue:43873", + "issue:43572|issue:45759", + "issue:43749|issue:44534", + "issue:43322|issue:46050", + "issue:41720|issue:43322", + "issue:36331|issue:42617", + "issue:44387|issue:45704", + "issue:41720|issue:44977", + "issue:36331|issue:42915", + "issue:44466|issue:45357", + "issue:43526|issue:43883", + "issue:43450|issue:45701", + "issue:44877|issue:44991", + "issue:43065|issue:46402", + "issue:43881|issue:44991", + "issue:40990|issue:45701", + "issue:41720|issue:42617", + "issue:26413|issue:28530", + "issue:44186|issue:45072" + ], + "prepared_review_unit_hash": "b876dcedb78b7b119fc45c360ad1df54612d08a3e563ec490f41770f9b7bbfd9", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "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 is a heterogeneous issue cluster with no true duplicate pairings; the soft-similarity matches are mostly broad-topic overlaps (tokenization, loading, device_map, offloading) but not the same concrete bug.", + "confidence": 0.95, + "canonical_issue_reason": "No single issue cleanly represents the whole cluster; if one must be chosen, issue 43873 is the closest fit because it is the most concrete and high-signal offloading/quantization regression with multiple inbound refs.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 is the strongest standalone representative here: open, user-facing, and backed by multiple references/discussion, unlike the mostly unrelated neighboring reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Both are model loading failures, but for different models and likely different root causes; not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both involve device_map/placement issues, but one is a CUDA assert on A800 and the other is a forward-time device mismatch in a different model." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "Both mention batched behavior, but one is an encoder output mismatch and the other is a processor shape mismatch in a different pipeline." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Different problems: MoE weight conversion with accelerate/deepspeed vs a missing gradient-checkpointing flag on a trust_remote_code model." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "Completely unrelated code paths: a sliding-window mask off-by-one vs tokenizer conversion performance regression." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different APIs and symptoms; not the same concrete defect." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer BPE-marker handling and FP8 inference on B200 are unrelated bugs." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "lm_head weight tying and bfloat16 dtype mismatches are different model/inference issues." + }, + { + "left": "issue:45823", + "right": "issue:46821", + "accept": false, + "reason": "Different subsystems entirely: device_map forward mismatch vs a TimesFM window_size AttributeError." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "Perplexity on a model/dataset and ineffective gradient checkpointing are not the same bug." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Both are input-shape related, but one is batched-vs-single encoder output drift and the other is resolution handling in Perceiver classification." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Weight tying in AyaVision and unpacking packed weights in BitNet are different loading paths and failures." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "No shared bug: one is a 3d_parallel.py runtime failure, the other is a FineGrainedFP8Config issue." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both touch offloading/quantization, but one is a dequantized-model load failure and the other is broader offloading not working; root cause is not established as the same." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Config-field absence and text_config unwrapping are different config-loading problems." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "Both involve loading/state behavior in v5, but one is FSDP CPU RAM-efficient loading and the other is non-persistent buffer corruption." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Segmentation fault while loading Llava Next is unrelated to sinq quantization save/load breakage." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Different failures and code paths: auto device-map CUDA assert vs loading crash/segfault for Llava Next." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Unexpected compute_loss kwargs and 3d_parallel execution failure are unrelated training issues." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Both are memory-related, but one is int4 CUDA reserved-memory growth and the other is an apex RMSNorm leak." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Device-map CUDA assert and flash-attention generation failure are different bugs." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Unexpected compute_loss keyword handling and Qwen3Moe FP8 failure are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both concern serialization, but one is tied lm_head weight serialization and the other is visual encoder keys in Qwen3.5 save_pretrained." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "reduce_labels output shape and missing all_tied_weights_keys are different model utility issues." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor batch-shape bug and tokenization changes are unrelated." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config loading and tokenizer loading regression are different failure modes." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Both are Sam3-related, but one is a dummy Conv2d concern and the other is missing text encoder weight loading." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "A model loading failure and a tokenizer loading regression are not the same bug." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "Different symptoms and code paths: perplexity regression vs tokenization changes." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Auto device mapping CUDA assert and a parallel script failure are unrelated." + }, + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "Checkpoint resume epoch_iterator failure and early stopping metric lookup are unrelated trainer issues." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer crash on NER/batched padding and dtype mismatches in inference are different bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 15, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:28530", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43295", + "issue:43316", + "issue:43317", + "issue:43322", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43646", + "issue:43708", + "issue:43720", + "issue:43873", + "issue:44008", + "issue:44186", + "issue:44361", + "issue:44423", + "issue:44464", + "issue:44610", + "issue:44671", + "issue:44734", + "issue:44743", + "issue:44756", + "issue:44898", + "issue:44913", + "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" + ], + "soft_pairs": [ + "issue:43873|issue:44756", + "issue:43550|issue:43720", + "issue:46612|issue:46858", + "issue:43577|issue:43708", + "issue:43295|issue:45701", + "issue:45685|issue:46821", + "issue:43550|issue:43606", + "issue:43646|issue:46665", + "issue:44186|issue:44610", + "issue:43404|issue:45357", + "issue:42915|issue:43317", + "issue:44610|issue:44898", + "issue:36010|issue:42617", + "issue:44734|issue:46858", + "issue:44423|issue:45406", + "issue:46821|issue:46869", + "issue:44008|issue:45823", + "issue:45632|issue:45684", + "issue:44464|issue:46858", + "issue:41720|issue:45161", + "issue:28530|issue:33666", + "issue:43531|issue:43572", + "issue:44671|issue:44743", + "issue:42915|issue:46291", + "issue:36331|issue:41720", + "issue:44186|issue:44361", + "issue:43316|issue:44913", + "issue:43425|issue:46821", + "issue:42915|issue:43322" + ], + "prepared_review_unit_hash": "ac54a9700144e2390f411743057bbac3cccedcc5747190ab01518ef825202cbe", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36449, + "estimated_input_tokens": 9113, + "estimated_eval_tokens": 18482 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a heterogeneous mix of unrelated Transformers issues (offloading/quantization, generation cache bugs, multimodal processor regressions, config persistence, trainer/API changes). I don\u2019t see any soft pair that looks like the same underlying bug or a PR-worthy consolidation.", + "confidence": 0.94, + "canonical_issue_reason": "issue:43873 is the most central representative by discussion and inbound references, and it sits in the broad offloading/quantization/device-map theme that overlaps most with the noisy cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the strongest issue candidate as a representative anchor for the cluster, though only loosely so; it has the highest apparent impact/activity and broadest topic overlap.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Both are offload/memory-related, but one is quantization offloading and the other is Strix Halo mmap OOM; different root causes." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "One is torch.compile+SDPA on Bamba, the other is packed-weight unpacking during accelerate loading; not the same bug." + }, + { + "left": "issue:46612", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache/generation, but one is beam-search cache reorder omission and the other is static-cache slice arithmetic on non-CUDA backends." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Model dtype propagation in BLIP2 vs trainer max_steps on checkpoint resume are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Both mention version/regression behavior around tokenization, but one is processor/tokenizer API breakage and the other is tokenization output changes." + }, + { + "left": "issue:45685", + "right": "issue:46821", + "accept": false, + "reason": "MPS histogram kernel error in MoE vs TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Different failure modes: SDPA/torch.compile compile path vs CPU offload device mismatch." + }, + { + "left": "issue:43646", + "right": "issue:46665", + "accept": false, + "reason": "Both concern custom model loading, but one is Transformers 5.0 init breakage and the other is inconsistent from_pretrained behavior in Python classes." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Tokenizer NER/padding crash vs processor image size mismatch; different components and symptoms." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Weight tying in Mistral3 conditional generation vs save_pretrained visual-key regression in Qwen3.5 are different problems." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Qwen3Moe FP8 failure and dequantized device_map offload failure are separate loading/quantization issues." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Processor output size mismatch vs Perceiver interpolation failure; not the same code path." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "GenerationMixin import regression and inability to run 3d_parallel.py are unrelated." + }, + { + "left": "issue:44734", + "right": "issue:46858", + "accept": false, + "reason": "Both are cache-related, but one is serve KV-cache continuation indexing and the other is a device-tensor length bug in static cache prefill." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Multimodal continuous-batching crash from string/.to handling vs Gemma4Processor missing _tokenizer; different bugs." + }, + { + "left": "issue:46821", + "right": "issue:46869", + "accept": false, + "reason": "TimesFM window_size AttributeError and YOLO multi-GPU device_map failure are unrelated." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3n forward variable collision vs Gemma4 PLE device mismatch are different model bugs." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collision for trust_remote_code vs permission propagation in save_pretrained are unrelated file-handling issues." + }, + { + "left": "issue:44464", + "right": "issue:46858", + "accept": false, + "reason": "Both involve compiled generation/cache, but one is inconsistent chunked generation outputs and the other is a static-cache length arithmetic bug." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Auto device mapping cudaErrorAssert on Qwen3 vs tensor-parallel-only failure on GPT-OSS MoE; different models and failure modes." + }, + { + "left": "issue:28530", + "right": "issue:33666", + "accept": false, + "reason": "Early stopping metric resolution and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-MoE sliding window bug vs StableLmConfig missing pad_token_idx are separate config/model issues." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked-LM regression and Qwen3.5 recurrent-state reset under cache are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:46291", + "accept": false, + "reason": "FP8 model loading failure vs kernels package import/version requirement mismatch are unrelated." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "Trainer compute_loss signature breakage and Qwen3 auto device-map CUDA assert are different problems." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizers and different crash conditions; too broad to be a duplicate." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Gemma3TextConfig API inconsistency vs GPTNeoX rotary_pct reload bug are different config issues." + }, + { + "left": "issue:43425", + "right": "issue:46821", + "accept": false, + "reason": "Torch 2.10 compatibility issue vs TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Llava Next segmentation fault are different model-specific bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 16, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:28530", + "issue:29159", + "issue:30064", + "issue:33357", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36032", + "issue:41720", + "issue:42490", + "issue:43329", + "issue:43388", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43606", + "issue:43644", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43881", + "issue:44062", + "issue:44077", + "issue:44387", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44534", + "issue:44589", + "issue:44625", + "issue:44898", + "issue:44991", + "issue:45059", + "issue:45072", + "issue:45357", + "issue:45406", + "issue:45464", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:46402", + "issue:46665", + "issue:46821", + "issue:46858" + ], + "soft_pairs": [ + "issue:28530|issue:30064", + "issue:43526|issue:43881", + "issue:33357|issue:35707", + "issue:29159|issue:36032", + "issue:43540|issue:43782", + "issue:43873|issue:45704", + "issue:44387|issue:45701", + "issue:43550|issue:43653", + "issue:30064|issue:34634", + "issue:43606|issue:43720", + "issue:44492|issue:44509", + "issue:44534|issue:46665", + "issue:43531|issue:45759", + "issue:41720|issue:43746", + "issue:42490|issue:43329", + "issue:43388|issue:45059", + "issue:45406|issue:45464", + "issue:43606|issue:43653", + "issue:34567|issue:35707", + "issue:43531|issue:46821", + "issue:34634|issue:41720", + "issue:43540|issue:46858", + "issue:44451|issue:44991", + "issue:45759|issue:45859", + "issue:45357|issue:46402", + "issue:43531|issue:44589", + "issue:44077|issue:44625", + "issue:43644|issue:46665", + "issue:44062|issue:44451", + "issue:44898|issue:45072" + ], + "prepared_review_unit_hash": "e773804cd27075e851b6691d1c07de970df206efd7dafb7642fb7bdf37cc61ec", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36791, + "estimated_input_tokens": 9198, + "estimated_eval_tokens": 18652 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair looks like the same underlying bug or change. Most are only loosely related by subsystem or broad regression themes, but the concrete failures differ too much to merge as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 44534 is the broadest representative of the repeated v5 buffer-regression theme, but the overall set is too heterogeneous to treat it as the canonical duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44534 is the best general anchor among the issues because it captures the most broadly framed regression theme in this set, though it should not subsume the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Early stopping metric handling vs void segmentation map processing; unrelated bugs." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BEiT label reduction bug vs GLM loading failure; different models and code paths." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS CLIP bus error vs generation with inputs_embeds/past_key_values; not the same issue." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Tokenizer inconsistency report vs T5Tokenizer load-time special-token conflict; distinct failures." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Qwen3OmniMoe video input ValueError vs Qwen3VL weight_only load error; different problems." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offloading behavior vs T5 apex RMSNorm memory leak; not mergeable as one bug." + }, + { + "left": "issue:44387", + "right": "issue:45701", + "accept": false, + "reason": "int4 OOM regression vs tokenization changes; same release area, different symptom and cause." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "Bamba torch.compile SDPA issue vs BigBirdTokenizer special-token decode bug; unrelated." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Void segmentation maps vs BarkProcessor voice_preset handling; different components." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "CPU offload device mismatch vs BitNet packed-weight unpacking on load; distinct code paths." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "Cache strategy typo vs docs mentioning removed pipeline tasks; not the same change." + }, + { + "left": "issue:44534", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer initialization regression vs from_pretrained behavior inside Python classes; unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug vs composite config unwrapping for AutoModelForCausalLM; different fixes." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3 auto device mapping cuda assert vs GraniteSpeech PEFT local checkpoint loading; separate issues." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Trailing-slash local path warning vs undefined video-token helper variables; different failure modes." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "gather_for_metrics label truncation vs SAM3 text/bbox behavior; unrelated functionality." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer vs Qwen3.5 streaming API failure; distinct code paths." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "CPU offload device mismatch vs tokenizer special-token registration; no shared underlying bug." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token counter not updating vs progressive generation with caches; unrelated." + }, + { + "left": "issue:43531", + "right": "issue:46821", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug vs TimesFM window_size AttributeError; different models and causes." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "Bark voice_preset issue vs Qwen3 device-mapping assert; no duplicate relation." + }, + { + "left": "issue:43540", + "right": "issue:46858", + "accept": false, + "reason": "Qwen3OmniMoe video input error vs cache seq_length device-tensor arithmetic bug; different code paths." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Specific model loading failure vs tokenizer loading regression for a different model; not the same bug." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Composite Qwen config unwrapping vs CPU-offload rotary embedding incompatibility; unrelated." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Incorrect save_pretrained visual encoder keys vs text encoder weights not loaded; distinct load/save issues." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Sliding-window support bug vs missing Float8 storage object during loading; different failures." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "patchtsmixer post_init policy vs Qwen3.5 num_labels propagation; unrelated." + }, + { + "left": "issue:43644", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer junk in v5 vs inconsistent from_pretrained inside classes; not the same bug." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "AddedToken special-arg conflict vs model load failure for ScandiBERT; different tokenizer/model problems." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver resolution handling vs bfloat16 dtype mismatch in inference; separate 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": 24, + "review_unit_index": 17, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:42886", + "issue:43381", + "issue:43421", + "issue:43493", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43819", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44186", + "issue:44368", + "issue:44514", + "issue:44545", + "issue:44610", + "issue:44625", + "issue:44671", + "issue:44843", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:44995", + "issue:45042", + "issue:45081", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45704", + "issue:45759", + "issue:45907", + "issue:45923", + "issue:45987", + "issue:46032", + "issue:46050", + "issue:46463", + "issue:46655", + "issue:46693", + "issue:46829", + "issue:46832", + "issue:46858" + ], + "soft_pairs": [ + "issue:44987|issue:45042", + "issue:44625|issue:45479", + "issue:43381|issue:43844", + "issue:44368|issue:45357", + "issue:39692|issue:44610", + "issue:46655|issue:46693", + "issue:41720|issue:45704", + "issue:43421|issue:43927", + "issue:43746|issue:46050", + "issue:43381|issue:45704", + "issue:42886|issue:44843", + "issue:45704|issue:45923", + "issue:44918|issue:44936", + "issue:44514|issue:44545", + "issue:45759|issue:45923", + "issue:43421|issue:43653", + "issue:43746|issue:43873", + "issue:43994|issue:44671", + "issue:39692|issue:43493", + "issue:46032|issue:46463", + "issue:43782|issue:45381", + "issue:30064|issue:36010", + "issue:43421|issue:44186", + "issue:44995|issue:46858", + "issue:45081|issue:45356", + "issue:45356|issue:45907", + "issue:43720|issue:43819", + "issue:39692|issue:43873", + "issue:43653|issue:43720", + "issue:45987|issue:46829", + "issue:46829|issue:46832" + ], + "prepared_review_unit_hash": "8d5888b57b98e40ea1fcdc0c73488c5f30fe5ddc92c29f9cd93027c40bd0f1d6", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "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": "The cluster is mostly a grab bag of unrelated HF bug reports; only the Qwen2_5_VLProcessor batched-padding pair (44514/44545) is a true duplicate.", + "confidence": 0.96, + "canonical_issue_reason": "Pick 44545 as the representative issue because it is the cleanest title for the only true duplicate pair with 44514; the rest of the cluster is unrelated.", + "canonical_pr_reason": null, + "best_issue_reason": "44545 is the best global issue representative for the same reason: it cleanly captures the only clear duplicate bug in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Different bugs: local model loading failure versus a PIL/torchvision dependency regression." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Unrelated config-propagation bug versus a single-label classification loss edge case." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Eval-mode checkpointing restriction is not the same as ZeRO-3 gradient inflation." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "LoRA tie_word_embeddings warning is unrelated to incorrect visual-encoder keys on save." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 doc/model mismatch and OmDet-Turbo input-size mismatch are different bugs." + }, + { + "left": "issue:46655", + "right": "issue:46693", + "accept": false, + "reason": "Video padding bug and FA2 long-context performance regression are different code paths." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Qwen3 auto device-map CUDA assert is unrelated to the T5 apex RMSNorm leak." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Runtime post-processor refresh and custom token-ID persistence are different tokenizer bugs." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "Local PEFT checkpoint loading and quantized sinq save/load breakage are different failures." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "Checkpointing-in-eval and T5 memory leak are unrelated issues." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Offline cache loading and mistral-regex patching are related in area but not the same failure." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "T5 apex memory leak and missing gradient-checkpointing metadata are unrelated." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Embedding-unpacking failure in SFT training is different from train-then-evaluate failure." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same batched apply_chat_template padding=False crash; the titles describe the same bug." + }, + { + "left": "issue:45759", + "right": "issue:45923", + "accept": false, + "reason": "Composite Qwen text_config unwrapping is unrelated to a missing gradient-checkpointing flag." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Special-token post-processor updates and BigBird mask-token registration are different bugs." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "PEFT checkpoint loading and quantization offloading are different code paths." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "SigLIP2 pipeline misbehavior and CamemBERT masked-LM regression are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "SigLIP2 doc mismatch and SigLIP2 implementation discrepancy are related by model but not the same concrete bug." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "Quantized use_cache correctness and decoder error-message wording are unrelated." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Qwen3VL weight_only loading and Qwen2.5-VL video position ids are different multimodal issues." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Void segmentation-map processing and GenerationMixin import failure are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Tokenizer special-token updates and LayoutLMv2 NER/padding crashes are different bugs." + }, + { + "left": "issue:44995", + "right": "issue:46858", + "accept": false, + "reason": "Stale second-forward cache indexing and non-CUDA seq-length tensor arithmetic are different cache bugs." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Mistral regex AttributeError and Kimi tokenizer regression share a theme but not the same concrete failure." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regression and list_repo_files revision forwarding are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Packed-weight loading and missing STE in DAC are different model internals." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "SigLIP2 doc/model issue and quantization offloading bug are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "BigBird special-token registration and BitNet packed-weight unpacking are different bugs." + }, + { + "left": "issue:45987", + "right": "issue:46829", + "accept": false, + "reason": "StaticCache seq_length shape bug and VideoPrism hidden_states field mix-up are unrelated outputs." + }, + { + "left": "issue:46829", + "right": "issue:46832", + "accept": false, + "reason": "VideoPrism output-field bug and RT-DETR feature-level mismatch are different model issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analyst stays conservative and the conclusions are grounded in the packet. The only accepted soft pair, 44514/44545, is a clear title-level duplicate, and the rest are plausibly distinct bugs despite some topical overlap. The representative issue choice and the summary are supported by the issue titles and pair list." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 18, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:30064", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43295", + "issue:43335", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43611", + "issue:43618", + "issue:43643", + "issue:43644", + "issue:43653", + "issue:43697", + "issue:43749", + "issue:43756", + "issue:43819", + "issue:43927", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44361", + "issue:44442", + "issue:44448", + "issue:44488", + "issue:44661", + "issue:44671", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45381", + "issue:45584", + "issue:45834", + "issue:45987", + "issue:46294", + "issue:46665", + "issue:46693", + "issue:46858", + "issue:46932" + ], + "soft_pairs": [ + "issue:43295|issue:45834", + "issue:43550|issue:44361", + "issue:43550|issue:43927", + "issue:44062|issue:44488", + "issue:43596|issue:44220", + "issue:45381|issue:46693", + "issue:43540|issue:46294", + "issue:43531|issue:43643", + "issue:44008|issue:46858", + "issue:43611|issue:46665", + "issue:44220|issue:44661", + "issue:43653|issue:43819", + "issue:44186|issue:44898", + "issue:45987|issue:46932", + "issue:41720|issue:44991", + "issue:30064|issue:36331", + "issue:43618|issue:43697", + "issue:43643|issue:44877", + "issue:43335|issue:43756", + "issue:43550|issue:43819", + "issue:44843|issue:45081", + "issue:44821|issue:45084", + "issue:44186|issue:44442", + "issue:39692|issue:45834", + "issue:44448|issue:44671", + "issue:43540|issue:44008", + "issue:34634|issue:36010", + "issue:43644|issue:43749", + "issue:45584|issue:45834" + ], + "prepared_review_unit_hash": "8aff6f8e57097e0a1f2158045dc9f8a41442122b42eea731e14ee86c5caca066", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36479, + "estimated_input_tokens": 9120, + "estimated_eval_tokens": 18496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is heterogeneous: tokenizers, multimodal processors, cache/compile behavior, config loading, and model-specific regressions. None of the soft pairs look like true duplicates under strict triage.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 43644 is the broadest standalone regression report (v5 non-persistent buffer initialization) and the closest thing to a cluster anchor, but the other items are not duplicate variants of it.", + "canonical_pr_reason": null, + "best_issue_reason": "43644 is a clear, reproducible Transformers v5 regression with broad potential impact, making it the best representative issue in this otherwise mixed cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Different bugs: processor.tokenizer regression vs long OCR index overflow; no shared code-path." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure is unrelated to MLukeTokenizer AttributeError." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Different models and failure modes: SDPA compile bug vs DiaConfig token ID persistence." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "Different tokenizer bugs: AddedToken keyword collision vs model/tokenizer load failure for sleng-bert." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "BertModel/Deepspeed zero3 init index error is unrelated to _torch_extract_fbank_features()." + }, + { + "left": "issue:45381", + "right": "issue:46693", + "accept": false, + "reason": "Qwen2.5-VL video position-id bug is unrelated to FA2 long-context performance regression." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both are video-input issues, but they hit different Qwen models and different code paths." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to AutoConfig missing fields with trust_remote_code." + }, + { + "left": "issue:44008", + "right": "issue:46858", + "accept": false, + "reason": "Gemma3n variable-collision AttributeError is unrelated to StaticCache seq-length tensor semantics." + }, + { + "left": "issue:43611", + "right": "issue:46665", + "accept": false, + "reason": "base_model_prefix load regression is unrelated to from_pretrained behavior inside Python classes." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio fbank extraction bug is unrelated to add-new-model-like / TOKENIZER_MAPPING_NAMES handling." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug is unrelated to DAC.from_latents forward mismatch." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "LayoutLMv2 tokenizer crash and Perceiver image classification failure are separate model/tokenizer paths." + }, + { + "left": "issue:45987", + "right": "issue:46932", + "accept": false, + "reason": "StaticCache get_seq_length contract bug is unrelated to Gemma4 quantized embedder dtype casting." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert is unrelated to est-roberta tokenizer loading." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Void segmentation map processing and CustomTrainer.compute_loss signature mismatch are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIPOutput attentions regression and RTDetrV2 output drift are different model-specific issues." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Missing AutoConfig fields with trust_remote_code and strict granite_speech config loading are separate config-loading failures." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction bug is unrelated to Smollm3 RoPE-layer dropping." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Bamba torch.compile SDPA failure is unrelated to DAC.from_latents / STE mismatch." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Same helper area (_patch_mistral_regex), but different root causes: offline model_info call vs missing backend_tokenizer attribute." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading and template-node compilation errors are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "LayoutLMv2 NER padding/truncation crash is unrelated to AutoTokenizer loading FastSpeech2ConformerTokenizer." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "SigLIP2 doc/model mismatch and Kosmos2.5 long OCR index error are distinct documentation/model bugs." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Pegasus v4/v5 output drift and CamemBERT masked-LM prediction errors are different model regressions." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Qwen3OmniMoe video-input processing and Gemma3n audio_mel_mask name collision are different multimodal bugs." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset and GenerationMixin import regression are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer initialization junk and FSDP CPU RAM efficient loading are related to loading, but not the same concrete bug." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription failure after align_special_tokens is unrelated to Kosmos2.5 OCR indexing." + } + ] + }, + "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": 24, + "review_unit_index": 19, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:42175", + "issue:43322", + "issue:43388", + "issue:43421", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43645", + "issue:43716", + "issue:43720", + "issue:43749", + "issue:43782", + "issue:43818", + "issue:43825", + "issue:43827", + "issue:43931", + "issue:43994", + "issue:44008", + "issue:44291", + "issue:44479", + "issue:44561", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44811", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45183", + "issue:45381", + "issue:45479", + "issue:45685", + "issue:45701", + "issue:45834", + "issue:46032", + "issue:46291", + "issue:46294", + "issue:46463", + "issue:46512", + "issue:46665", + "issue:46846" + ], + "soft_pairs": [ + "issue:45183|issue:45479", + "issue:43606|issue:45072", + "issue:43322|issue:45685", + "issue:43550|issue:45072", + "issue:43782|issue:44977", + "issue:43388|issue:46032", + "issue:44479|issue:45834", + "issue:43825|issue:43994", + "issue:44991|issue:46291", + "issue:43582|issue:46512", + "issue:43421|issue:44811", + "issue:43577|issue:43818", + "issue:44561|issue:45020", + "issue:43716|issue:44008", + "issue:43931|issue:46846", + "issue:46294|issue:46463", + "issue:28218|issue:29159", + "issue:44805|issue:44936", + "issue:44610|issue:45072", + "issue:43540|issue:45381", + "issue:43720|issue:45072", + "issue:43825|issue:43827", + "issue:43749|issue:44291", + "issue:43645|issue:46665", + "issue:44671|issue:45701", + "issue:43577|issue:43582", + "issue:42175|issue:45081" + ], + "prepared_review_unit_hash": "a4e31c8563701e26236c915596e5495c65334bd297784c436d0717ce72dc0919", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36274, + "estimated_input_tokens": 9069, + "estimated_eval_tokens": 18394 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous cluster with one plausible duplicate pair around tokenizer spacing / slow-vs-fast tokenizer behavior. The rest of the soft edges appear to be different bugs, subsystems, or only loosely related regressions.", + "confidence": 0.41, + "canonical_issue_reason": "issue:28218 is the most concrete, symptom-level tokenizer bug in the set (\u201cadditional space after the added token\u201d) and best serves as the anchor for the one plausible tokenizer duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:28218 is the strongest global issue candidate because it states a specific reproducible bug rather than a broad umbrella regression title.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "One is input_ids/inputs_embeds validation; the other is a classification loss bug. Same general area, different failure mode and code path." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Different bugs: CPU offload device mismatch vs bfloat16 dtype mismatch. Not the same concrete issue." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Llava Next segfault loading is unrelated to an MPS histogram error in MoE code." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is not the same as a dtype mismatch regression." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3VL weight_only loading error and Qwen3.5 flash-attention generation bug are different model/runtime problems." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Metric gathering label truncation and Mamba2 cache correctness are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Both are video/OCR related broadly, but they describe different models and different failures." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Error-message wording about translation support is not the same as SigLIP2 bad outputs." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer loading failure and pipelines import failure with kernels v0.15 are different dependency/code-path issues." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "Apple Silicon warmup TypeError is unrelated to stale config.dtype after from_config." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Runtime special-token post-processor updates and Whisper batch_decode skip_special_tokens are different tokenizer behaviors." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "BLIP2 dtype preservation and Video-LLaVA temporal-attention/weight-sharing issues are unrelated." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Broad remote_code breakage and removal of is_torch_fx_available are too loosely related to treat as the same bug." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Image preprocessor dtype mismatch in Mistral-3 and Gemma3n variable collision are different code paths." + }, + { + "left": "issue:43931", + "right": "issue:46846", + "accept": false, + "reason": "Qwen3-VL weight-shape loading mismatch is distinct from tensor-parallel plan omissions causing OOM/shape errors." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Video chat-template feature/token mismatch is not the same as T5 decoder-input validation messaging." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": true, + "reason": "Both point to tokenizer inconsistency around added tokens / slow-vs-fast behavior; these plausibly describe the same underlying tokenizer spacing bug." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask shape IndexError and trainer.evaluate() failing after train() are different symptoms and likely different causes." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Processor image-size mismatch is unrelated to dtype mismatch issues." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "BitNet packed-weight unpacking on accelerate loading is a different failure than dtype mismatches." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "One is an error message regression; the other is stale documentation after pipeline removals." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and init_empty_weights argument handling are different initialization/loading bugs." + }, + { + "left": "issue:43645", + "right": "issue:46665", + "accept": false, + "reason": "Both involve custom/from_pretrained initialization, but the notebook-specific custom-model issue is not clearly the same as class-based from_pretrained inconsistency." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT masked LM prediction regression and tokenization changes are not the same bug." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Model dtype persistence and Apple Silicon allocator warmup TypeError are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Missing TensorFlow backend in an install extra is unrelated to a Mistral tokenizer regex crash." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays grounded in the packet and is appropriately cautious. Most rejections are conservative and match the titles\u2019 different failure modes/code paths. The only accepted pair, issue:28218 with issue:29159, is plausibly the same tokenizer spacing/slow-vs-fast behavior bug based on the titles alone, and the summary correctly phrases it as a plausible pair rather than a certainty." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 20, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:34634", + "issue:36010", + "issue:36331", + "issue:42175", + "issue:42490", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43582", + "issue:43638", + "issue:43645", + "issue:43653", + "issue:43697", + "issue:43742", + "issue:43782", + "issue:43819", + "issue:43906", + "issue:43927", + "issue:44060", + "issue:44368", + "issue:44554", + "issue:44589", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:44991", + "issue:45003", + "issue:45020", + "issue:45042", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45372", + "issue:45406", + "issue:45538", + "issue:45600", + "issue:46175", + "issue:46209", + "issue:46285", + "issue:46291", + "issue:46326", + "issue:46697", + "issue:46728", + "issue:46932" + ], + "soft_pairs": [ + "issue:34634|issue:36331", + "issue:46175|issue:46932", + "issue:45003|issue:46285", + "issue:43653|issue:44912", + "issue:46697|issue:46728", + "issue:43782|issue:45325", + "issue:43262|issue:43819", + "issue:43582|issue:44857", + "issue:45081|issue:45406", + "issue:45372|issue:46326", + "issue:44589|issue:45042", + "issue:43742|issue:45020", + "issue:43550|issue:44912", + "issue:43452|issue:44991", + "issue:44060|issue:44368", + "issue:43329|issue:45600", + "issue:45084|issue:45538", + "issue:43257|issue:43329", + "issue:43526|issue:43697", + "issue:43906|issue:46209", + "issue:43526|issue:44554", + "issue:36010|issue:36331", + "issue:43819|issue:43927", + "issue:36010|issue:43645", + "issue:43531|issue:45042", + "issue:42175|issue:46291", + "issue:43638|issue:44936", + "issue:42490|issue:43257" + ], + "prepared_review_unit_hash": "a3e514c079d798295676488d1c27df026db4b72a06bea03481e422bd5beadfe7", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36566, + "estimated_input_tokens": 9142, + "estimated_eval_tokens": 18540 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is a loose set of unrelated Transformers bug reports across tokenizers, vision/audio processors, training, quantization, and model-loading paths. No pair looks like the same concrete bug, so I reject all soft duplicate candidates.", + "confidence": 0.72, + "canonical_issue_reason": "Issue #45020 is the broadest, most central regression report in the set: recent Transformers versions breaking models that rely on `remote_code`. It best serves as the umbrella representative for this otherwise heterogeneous cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "#45020 has the widest user impact and the most general framing among the issues, making it the most useful representative of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "Different subsystems and failure modes: Bark voice presets vs. Trainer loss signature change." + }, + { + "left": "issue:46175", + "right": "issue:46932", + "accept": false, + "reason": "Both are Gemma4-related, but one is a large position-embedding memory issue and the other is dtype casting for quantized embedders; different code paths." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "`sys.modules` access in loading logic is unrelated to CLIP `.text_model` structure changes." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "BigBird special-token registration and MXFP4 quantization fallback are unrelated bugs." + }, + { + "left": "issue:46697", + "right": "issue:46728", + "accept": false, + "reason": "Different image processors and distinct padding vs. patch-count logic." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Qwen2.5-VL weight loading error is unrelated to Qwen2.5-VL RoPE index scaling." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sample-rate handling is unrelated to DAC latent/forward mismatch." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError is unrelated to CUDA AMP loss crashes." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Both involve model loading, but Mistral tokenizer regex patching and Gemma4Processor initialization are different bugs." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Both mention `mistral_common`, but one is an import error and the other is `continue_final_message` behavior; not the same defect." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to torchvision being required by PIL image processors." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "MobileLLM key error is a specific model-loading failure, not the broader remote_code regression." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to MXFP4 quantization fallback." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "gguf_file handling for AutoTokenizer/AutoModel is not the same bug as EMBEDDIA tokenizer loading regression." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both are warning-related, but one is an incorrect weight-tying warning and the other is a config warning during LoRA fine-tuning." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Undefined video multimodal helpers are unrelated to stale auto_mappings references." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template-compilation TypeError is unrelated to CLIPTokenizer max-length behavior." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MoE weight conversion and multimodal token counting are different problems." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BEiT label reduction and RTDetrV2 output drift are separate model bugs." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "A reproduction of an older issue is unrelated to FP8 inference failing on B200." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "BEiT preprocessing bug is unrelated to the MPS attention correctness issue." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "Importing `GenerationMixin` and `compute_loss` signature mismatch are unrelated breakages." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC latent reconstruction mismatch and DiaConfig token-ID loss are different model/config bugs." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "`GenerationMixin` import failure is not the same as notebook custom-model initialization breakage." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and PIL/torchvision requirements are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Package install backend selection and pipeline import dependency validation are different issues." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "DeepSpeed ZeRO-3 index error is unrelated to evaluate() failing after train()." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Trailing-slash local path warnings and Qwen3 MoE weight conversion 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": 24, + "review_unit_index": 21, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:28282", + "issue:29159", + "issue:29870", + "issue:34567", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:42915", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43525", + "issue:43540", + "issue:43606", + "issue:43643", + "issue:43650", + "issue:43696", + "issue:43720", + "issue:43742", + "issue:43746", + "issue:43749", + "issue:43854", + "issue:43906", + "issue:43927", + "issue:43931", + "issue:44291", + "issue:44387", + "issue:44479", + "issue:44568", + "issue:44610", + "issue:44617", + "issue:44756", + "issue:44811", + "issue:44821", + "issue:44912", + "issue:44977", + "issue:45042", + "issue:45356", + "issue:45459", + "issue:45759", + "issue:45803", + "issue:45859", + "issue:46291", + "issue:46421", + "issue:46424", + "issue:46701" + ], + "soft_pairs": [ + "issue:43720|issue:44610", + "issue:39692|issue:44912", + "issue:43854|issue:44977", + "issue:43746|issue:44811", + "issue:43643|issue:45759", + "issue:38175|issue:44610", + "issue:43257|issue:43696", + "issue:43262|issue:44811", + "issue:44387|issue:44617", + "issue:43257|issue:43931", + "issue:45459|issue:45803", + "issue:43329|issue:43450", + "issue:46421|issue:46424", + "issue:42915|issue:43742", + "issue:43329|issue:44479", + "issue:34567|issue:40990", + "issue:44291|issue:45042", + "issue:43650|issue:43906", + "issue:43749|issue:44756", + "issue:42915|issue:44821", + "issue:29159|issue:34567", + "issue:43606|issue:45859", + "issue:43927|issue:44912", + "issue:28282|issue:29870", + "issue:43540|issue:46701", + "issue:43525|issue:46291", + "issue:44568|issue:45356" + ], + "prepared_review_unit_hash": "3f27502981b1a0f04237a91de5fa417035eb9ad2ceb44a474c9b227bd30f6623", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35411, + "estimated_input_tokens": 8853, + "estimated_eval_tokens": 17962 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly heterogeneous; nearly all pairs are superficial matches on broad subsystems. The only likely duplicate edge is the Qwen video-input regression pair, which appears to describe the same underlying multimodal video-token handling bug.", + "confidence": 0.83, + "canonical_issue_reason": "issue:44479 is the better canonical issue because it is the broader, user-facing regression report covering multiple affected Qwen VL/MoE models in v5.3.0, while issue:43329 is a narrower root-cause/debugging description of the same video-token path.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 best represents the duplicate cluster: it clearly states the regression, affected models, and release scope, making it the most actionable single issue to keep.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Different bugs: packed-weight loading in BitNet vs a processor input-size mismatch in OmDet-Turbo." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Docs example errors are unrelated to MXFP4 quantization fallback behavior." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Unrelated model-load failure in tests vs a flash-attention generation issue." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "PEFT local-checkpoint loading and Whisper batch_decode token skipping are different code paths." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Both involve config handling, but the failures are different: missing fields from remote config load vs not unwrapping text_config in from_config." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Different symptom and subsystem: SigLIP2 zero probabilities vs OmDet-Turbo processor/model size mismatch." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MoE weight conversion/loading bug is unrelated to a GPT-oss CUDA OOM." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sample-rate defaulting and Whisper special-token decoding are unrelated." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both are OOMs, but one is an int4 memory-regression issue and the other is a model-specific video OOM." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Both concern Qwen loading, but one is accelerate/deepspeed conversion and the other is a shape mismatch for a VL model." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both mention exception handling, but they are different bugs in different converters/tokenizer paths." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Video-token counting undefined symbols vs batched video processor shape are different failures." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Both are cache-related, but one is lazy-init recompilation and the other is max_cache_length handling." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Different loading failures: FineGrainedFP8Config support vs a key error on MobileLLM-125M." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": true, + "reason": "Both point to the same Qwen video-input regression in the multimodal/video path; one gives the concrete undefined-helper root cause and the other reports the broader model-level regression." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Trainer token accounting and GPT-oss perplexity are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "init_empty_weights argument handling and PIL backend torchvision dependency are unrelated bugs." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "Generic title-only issue vs an isolated reproduction of a specific prior bug; no shared underlying failure." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Both reference memory/offload concerns, but one is FSDP RAM-efficient loading and the other is mmap on Strix Halo." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Different problems: FP8 config loading vs AutoImageProcessor URL loading." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer inconsistency and TrainerState token counters are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Both involve CPU offload, but they affect different models and different failure modes." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "DiaConfig token-ID persistence is unrelated to gpt-oss MXFP4 quantization loading." + }, + { + "left": "issue:28282", + "right": "issue:29870", + "accept": false, + "reason": "ImportError for missing PyTorch and Bart generate() decoder mask initialization are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:46701", + "accept": false, + "reason": "Video-processing ValueError in Qwen3OmniMoe vs a DiffusionGemma image-text pipeline issue are different bugs." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Llama4Config missing pad_token_id is unrelated to kernels import-time version/revision requirements." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different tokenizer behaviors; no shared concrete code-path bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the one accepted soft-edge pair (43329 vs 44479) is a conservative duplicate call: both concern the same Qwen video-input/video-token path, with 43329 describing the lower-level undefined-helper failure and 44479 describing the broader v5.3.0 regression across affected Qwen VL/MoE models. The remaining pairwise rejects are also appropriately cautious given the titles provided." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 22, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:24643", + "issue:27957", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43404", + "issue:43425", + "issue:43452", + "issue:43454", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43824", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44568", + "issue:44792", + "issue:44849", + "issue:44857", + "issue:44936", + "issue:44964", + "issue:44987", + "issue:44991", + "issue:45127", + "issue:45137", + "issue:45357", + "issue:45405", + "issue:45488", + "issue:45538", + "issue:45701", + "issue:45907", + "issue:46291", + "issue:46512", + "issue:46693", + "issue:46821", + "issue:46832", + "issue:46869" + ], + "soft_pairs": [ + "issue:44987|issue:45538", + "issue:43454|issue:43577", + "issue:28282|issue:34689", + "issue:45538|issue:46869", + "issue:43425|issue:46291", + "issue:44857|issue:46832", + "issue:43697|issue:45357", + "issue:33357|issue:34567", + "issue:43404|issue:45127", + "issue:45137|issue:45405", + "issue:42175|issue:43824", + "issue:42915|issue:45538", + "issue:28282|issue:29127", + "issue:44062|issue:44991", + "issue:43742|issue:44291", + "issue:44479|issue:46693", + "issue:44936|issue:46821", + "issue:43577|issue:46512", + "issue:42915|issue:43749", + "issue:44849|issue:45701", + "issue:43452|issue:43582", + "issue:27957|issue:28282", + "issue:24643|issue:29159", + "issue:44987|issue:45907", + "issue:41720|issue:43540", + "issue:42175|issue:44488", + "issue:44568|issue:45488", + "issue:44792|issue:44964" + ], + "prepared_review_unit_hash": "9183cde81faacd2e54ed06b6a7d49b2142be546d6592d3d852a793d507cab9c5", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36028, + "estimated_input_tokens": 9007, + "estimated_eval_tokens": 18270 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft pairs mostly share broad themes like tokenization, loading, dtype, or training, but they do not look like the same concrete bug. I would not merge any of the suggested pairs.", + "confidence": 0.96, + "canonical_issue_reason": "No single issue is a safe canonical representative because the cluster spans many unrelated failure modes across tokenizer behavior, model loading, training, multimodal models, and backend-specific regressions.", + "canonical_pr_reason": null, + "best_issue_reason": "If forced to pick a single issue for visibility, issue 45488 is the broadest/highest-impact tokenizer regression, but it is not representative of the cluster as a whole.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Different bugs: model loading regression vs CLIPTokenizer max-length behavior." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Different code paths: missing lm_head tying vs dtype propagation in BLIP2." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Unrelated failures: missing PyTorch dependency vs Llama 3.2 vision loading breakage." + }, + { + "left": "issue:45538", + "right": "issue:46869", + "accept": false, + "reason": "Unrelated subsystems: tokenizer max length vs YOLO multi-GPU device-map failure." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Different incompatibilities: Torch 2.10 support vs kernels revision/version requirement." + }, + { + "left": "issue:44857", + "right": "issue:46832", + "accept": false, + "reason": "Both DETR-related, but different bugs and different failing paths/models." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "Different issues: RTDetr output mismatch vs incorrect save_pretrained key mapping." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "Unrelated: Mac bus error on CLIP model vs TrainerState token counter not updating." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both involve tied weights, but different models and different failure mechanisms." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "Completely unrelated: DeepSpeed deque error vs PEFT version pin problem." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Different failures: backend packaging issue vs missing model import symbol." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Different bugs: FineGrainedFP8 loading failure vs tokenizer max-length setting." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "Unrelated: missing PyTorch dependency vs LayoutLMv3 error-message clarity." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "Both tokenizer-related, but one is AddedToken argument handling and the other is a model-specific tokenizer loading failure." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "Different loading bugs: missing key on MobileLLM vs unexpected init_empty_weights argument." + }, + { + "left": "issue:44479", + "right": "issue:46693", + "accept": false, + "reason": "Different regressions: video-input breakage vs long-context performance regression." + }, + { + "left": "issue:44936", + "right": "issue:46821", + "accept": false, + "reason": "Unrelated: trainer lifecycle bug vs TimesFM window_size attribute error." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "Both dtype-related, but one is stale submodule dtypes and the other is stale config dtype after from_config." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Different areas: FP8 config failure vs FSDP CPU RAM efficient loading." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Different bugs: hidden_states handling in Qwen3.5 vs version-dependent tokenization changes." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "Unrelated: gguf_file loading path vs Apple Silicon allocator warmup TypeError." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "Different failures: Flash Attention 2 issue vs missing PyTorch dependency." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "Unrelated: DeepSpeed training runtime error vs tokenizer inconsistency." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Different issues: model loading regression vs list_repo_files revision forwarding." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Different Qwen3 bugs with different symptoms and code paths." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Unrelated: package backend selection vs a model loading failure." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both tokenizer regressions, but different tokenizer classes and different underlying behavior changes." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Different multimodal model failures with no shared concrete fix path." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Different issues: Qwen3.5 hidden-state bug vs tokenization version drift." + }, + { + "left": "issue:44857", + "right": "issue:46821", + "accept": false, + "reason": "Unrelated: DETR AMP/CUDA crash vs TimesFM window_size attribute error." + }, + { + "left": "issue:44936", + "right": "issue:44964", + "accept": false, + "reason": "Different domains: trainer post-train evaluate bug vs multimodal model loading failure." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 23, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:24643", + "issue:29870", + "issue:34567", + "issue:36331", + "issue:38175", + "issue:43257", + "issue:43452", + "issue:43531", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43697", + "issue:43716", + "issue:43742", + "issue:43756", + "issue:43906", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44560", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44737", + "issue:44821", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45381", + "issue:45405", + "issue:45600", + "issue:45672", + "issue:45674", + "issue:45823", + "issue:46121", + "issue:46399", + "issue:46463", + "issue:46468", + "issue:46491", + "issue:46693", + "issue:46701", + "issue:46821", + "issue:46829" + ], + "soft_pairs": [ + "issue:43540|issue:44560", + "issue:44291|issue:44821", + "issue:38175|issue:44898", + "issue:44479|issue:45381", + "issue:43540|issue:44479", + "issue:34567|issue:36331", + "issue:43257|issue:43756", + "issue:44062|issue:45081", + "issue:45042|issue:45081", + "issue:43742|issue:44589", + "issue:43582|issue:46821", + "issue:43756|issue:46399", + "issue:43756|issue:45325", + "issue:44568|issue:46491", + "issue:45405|issue:45600", + "issue:43531|issue:44821", + "issue:45672|issue:45674", + "issue:43716|issue:46701", + "issue:43577|issue:45072", + "issue:44737|issue:46463", + "issue:24643|issue:29870", + "issue:43906|issue:46468", + "issue:43906|issue:46693", + "issue:45823|issue:46463", + "issue:43452|issue:44488", + "issue:44625|issue:44877", + "issue:43540|issue:46693", + "issue:43697|issue:46829", + "issue:44913|issue:46121" + ], + "prepared_review_unit_hash": "7ce86311eda82eb360aa59a78c0acb9cb957e163a2a07f89feb9eaec04d7998b", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36737, + "estimated_input_tokens": 9185, + "estimated_eval_tokens": 18626 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "A heterogeneous set of closed/open issue reports with only loose topical overlap. Several pairs share a subsystem or model family, but the concrete failures differ enough that none should be merged as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 44479 is the broadest and most representative of the closest family here: a concrete Qwen video-input regression affecting multiple related models in v5.3.0.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44479 is the best single representative issue because it describes a specific, user-visible regression with a clear scope and affected model family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both are Qwen3 multimodal/video failures, but one is a Qwen3OmniMoe ValueError and the other is a Qwen3-vl-embedding StopIteration; different code paths and likely different fixes." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "These are unrelated loading problems: init_empty_weights/_is_hf_initialized in model instantiation versus AutoImageProcessor URL loading." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Both concern vision models, but one reports unexpected zero probabilities in SigLIP2 and the other is a Perceiver image-classification resize/interpolation failure." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": false, + "reason": "Both involve Qwen2.5-VL/Qwen video handling, but one is a broad v5.3.0 regression across several models while the other is specifically wrong vision_position_ids for video input." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Same general Qwen video area, but the symptoms and affected models differ: Qwen3OmniMoe input processing versus a multi-model regression in qwen2_5_vl/qwen3_vl/qwen3_5." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "Training-token accounting in TrainerState is unrelated to the compute_loss signature change causing the unexpected num_items_in_batch TypeError." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Both mention Qwen/MoE-like model families, but one is a DeepSpeed weight-conversion issue and the other is a Smollm3 RoPE-layer count mismatch." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "These are different tokenizer bugs: AddedToken special-argument duplication versus a Mistral regex patch assuming backend_tokenizer exists." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "One is a PIL image-processor torchvision dependency regression; the other is a tokenizer regex patch AttributeError." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Loading facebook/MobileLLM-125M key handling is unrelated to the Float8_e4m3fnStorage lookup error." + }, + { + "left": "issue:43582", + "right": "issue:46821", + "accept": false, + "reason": "Apple Silicon caching_allocator_warmup TypeError and TimesFM window_size AttributeError are unrelated runtime API issues." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "Both touch RoPE-related areas, but one is a layer-selection/configuration bug in Smollm3 and the other is a missing decorator for apply_rotary_pos_emb registration in Qwen3.5 kernels." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Different bugs in different models: Smollm3 RoPE layer dropping versus Qwen2.5-VL still-image temporal position scaling." + }, + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "Tokenizer regressions, but not the same one: mdeberta special-token addition versus CodeLlama leading-space round-trip loss." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "Both are config/versioning related, but one is a PEFT minimum-version bump and the other is stale auto_mappings references to removed Sam3LiteText configs." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and AutoImageProcessor URL loading are unrelated." + }, + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Both affect 4-bit inference, but one is a Gemma4 audio-module torch.finfo(uint8) TypeError and the other is a BitsAndBytesConfig skip-module exclusion regression." + }, + { + "left": "issue:43716", + "right": "issue:46701", + "accept": false, + "reason": "Mistral-3 image-preprocessor dtype mismatch is unrelated to the DiffusionGemmaGenerationOutput pipeline failure." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both are dtype-related, but one is a Blip2 loading dtype propagation bug and the other is a CI inference mismatch in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "XLNet CPU allocation in relative positional encoding is unrelated to the T5 decoder-input validation error message issue." + }, + { + "left": "issue:24643", + "right": "issue:29870", + "accept": false, + "reason": "DeepSpeed training RuntimeError about weight dimensionality is unrelated to the Bart generate() decoder_attention_mask UnboundLocalError." + }, + { + "left": "issue:43906", + "right": "issue:46468", + "accept": false, + "reason": "The isolated reproduction of issue 38071 is not the same bug as the broken official Nemotron example." + }, + { + "left": "issue:43906", + "right": "issue:46693", + "accept": false, + "reason": "One is a reproduction of a specific issue, while the other is a performance regression in long-context generation with FA2." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 device_map='auto' PLE device mismatch and T5 decoder validation are different failures in different stacks." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Both concern loading/tokenizer/model-from-pretrained behavior, but gguf_file breakage and inability to load cjvt/sleng-bert are distinct problems." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and strict config blocking granite_speech loading are separate config-handling bugs." + }, + { + "left": "issue:43540", + "right": "issue:46693", + "accept": false, + "reason": "Both mention Qwen/model generation performance areas only loosely; one is a multimodal input ValueError and the other is a FA2 long-context performance regression." + }, + { + "left": "issue:43697", + "right": "issue:46829", + "accept": false, + "reason": "RTDetrV2 output divergence in v5 and VideoPrism hidden_states misassignment are unrelated model-output bugs." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "GPTNeoX rotary_pct reload behavior and rope-validation list handling are different configuration serialization 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": 24, + "review_unit_index": 24, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:28282", + "issue:32090", + "issue:38175", + "issue:41762", + "issue:43295", + "issue:43452", + "issue:43525", + "issue:43526", + "issue:43643", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43749", + "issue:43761", + "issue:43819", + "issue:43994", + "issue:44361", + "issue:44442", + "issue:44466", + "issue:44493", + "issue:44737", + "issue:44811", + "issue:44843", + "issue:44898", + "issue:44936", + "issue:45005", + "issue:45200", + "issue:45216", + "issue:45357", + "issue:45372", + "issue:45375", + "issue:45479", + "issue:45542", + "issue:45588", + "issue:45663", + "issue:45920", + "issue:46050", + "issue:46170", + "issue:46178", + "issue:46463", + "issue:46701", + "issue:46829", + "issue:46832", + "issue:46846", + "issue:46899", + "issue:46932" + ], + "soft_pairs": [ + "issue:45663|issue:46846", + "issue:45357|issue:45920", + "issue:44737|issue:45588", + "issue:28282|issue:32090", + "issue:46463|issue:46899", + "issue:43697|issue:45216", + "issue:43526|issue:45479", + "issue:43720|issue:44898", + "issue:43643|issue:45375", + "issue:45200|issue:46463", + "issue:44466|issue:45005", + "issue:43761|issue:46829", + "issue:44361|issue:44442", + "issue:44493|issue:46050", + "issue:43653|issue:44361", + "issue:41762|issue:44936", + "issue:43452|issue:44843", + "issue:38175|issue:43295", + "issue:43688|issue:43749", + "issue:43819|issue:44811", + "issue:43994|issue:44898", + "issue:43525|issue:46701", + "issue:46832|issue:46932", + "issue:45372|issue:46170", + "issue:45542|issue:46178" + ], + "prepared_review_unit_hash": "d295babaa73bfeeb9bd08f44a966b4c713b2605971edee2b60fa568422f7d22b", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 25, + "serialized_chars": 35356, + "estimated_input_tokens": 8839, + "estimated_eval_tokens": 17934 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are clearly different bugs across unrelated models or subsystems. The only plausible duplicate edge is the tied-weights regression in v5: #44466 is a concrete symptom of the broader issue described in #45005.", + "confidence": 0.79, + "canonical_issue_reason": "#45005 is the broadest, most representative issue: it frames the underlying tied-weights regression in v5 at the model-family level, while #44466 reads as a specific device-dependent serialization symptom of that same problem.", + "canonical_pr_reason": null, + "best_issue_reason": "#45005 best captures the shared underlying bug and is the better umbrella issue for deduping #44466.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45663", + "right": "issue:46846", + "accept": false, + "reason": "Different models and different failure modes: Gemma4 FSDP2 KeyError vs Qwen3.5 TP plan OOM/shape error." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Different regressions: Qwen3.5 visual encoder save_pretrained keys vs broad AutoTokenizer token-ID mismatch across models." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "Unrelated code paths: XLNet CPU device bug vs flash_attention crashing on sink-less models." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Completely different errors: missing PyTorch import vs Trainer GPU broadcast TypeError." + }, + { + "left": "issue:46463", + "right": "issue:46899", + "accept": false, + "reason": "Different models and defects: T5 decoder-input validation message vs Gemma4 4-bit multimodal dtype casting." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "Different areas: RT-DETR output regression vs Qwen3.5 checkpoint save_pretrained corruption." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "Different bug classes: BEiT image processor label reduction vs sequence-classification zero-loss behavior." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "Different models and mechanisms: BitNet packed-weight loading vs Perceiver interpolation failure." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both are about missing config fields, but the titles point to different concrete mechanisms and config paths; not enough to treat as the same bug." + }, + { + "left": "issue:45200", + "right": "issue:46463", + "accept": false, + "reason": "Different issues: Gemma 4 text-only token-type defaults vs T5 decoder-input error messaging." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": true, + "reason": "Same tied-weights regression in v5: #44466 is a specific device-dependent serialization symptom, while #45005 describes the broader tied-weights problem on translation models." + }, + { + "left": "issue:43761", + "right": "issue:46829", + "accept": false, + "reason": "Both mention hidden_states, but the models and output bugs differ: CLIPVision forward vs VideoPrism classification output." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizer failures with different models and APIs." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Different serialization/weight-format problems affecting different model families." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBird special-token decode bug is unrelated to MLukeTokenizer task AttributeError." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Different training/evaluation problems: Gemma3 ZeRO-3 load failure vs trainer.evaluate after train." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Both involve from_pretrained, but one is gguf_file handling and the other is offline model_info() access in a regex patch." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Unrelated symptoms: Siglip2 zero probabilities vs processor.tokenizer / image-tokenizer regression." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Different subsystems: auxiliary loss normalization vs FSDP CPU RAM efficient loading." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC latent mismatch is unrelated to Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Different models and failures: Siglip2 nonsensical outputs vs Perceiver resolution/interpolation bug." + }, + { + "left": "issue:43525", + "right": "issue:46701", + "accept": false, + "reason": "Different model families and failure modes: Llama4Config missing field vs DiffusionGemma pipeline issue." + }, + { + "left": "issue:46832", + "right": "issue:46932", + "accept": false, + "reason": "Different RT-DETR shape bug vs Gemma4 quantized embedder dtype-casting fix." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Different import/runtime dependency issues: Gemma4 processor import vs Windows ROCm torch.distributed dependency." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Both are backend-related, but they concern different missing backends and error paths, not the same underlying bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted duplicate edge, #44466 \u2194 #45005, is supported by the titles as a narrow symptom vs. broader tied-weights v5 regression. The other pairwise rejections are justified by clearly different models, subsystems, or failure modes, without overstating evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 25, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:29159", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:36010", + "issue:41720", + "issue:42898", + "issue:43295", + "issue:43452", + "issue:43504", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43927", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44484", + "issue:44554", + "issue:44568", + "issue:44625", + "issue:44704", + "issue:44734", + "issue:44743", + "issue:44821", + "issue:44843", + "issue:44977", + "issue:44991", + "issue:45356", + "issue:45440", + "issue:45491", + "issue:45701", + "issue:45704", + "issue:46002", + "issue:46050", + "issue:46402", + "issue:46491", + "issue:46612", + "issue:46693", + "issue:46821" + ], + "soft_pairs": [ + "issue:43531|issue:43742", + "issue:43295|issue:45356", + "issue:29159|issue:33357", + "issue:42898|issue:46491", + "issue:43653|issue:44568", + "issue:43646|issue:43749", + "issue:43756|issue:46402", + "issue:44843|issue:44991", + "issue:43688|issue:45704", + "issue:43653|issue:43927", + "issue:43452|issue:43577", + "issue:44464|issue:44743", + "issue:44484|issue:44704", + "issue:43688|issue:45701", + "issue:45491|issue:46002", + "issue:44479|issue:44625", + "issue:44821|issue:46821", + "issue:43688|issue:45440", + "issue:33666|issue:36010", + "issue:32090|issue:33666", + "issue:44466|issue:46050", + "issue:44734|issue:46612", + "issue:44977|issue:46693", + "issue:43504|issue:43720", + "issue:43504|issue:43550", + "issue:44464|issue:44977", + "issue:41720|issue:44464", + "issue:43577|issue:44554" + ], + "prepared_review_unit_hash": "07b7f3dca1defb06d7ba08d2c9bc7ba61e29b5332e7fec7a9d429c0c7c959c01", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35609, + "estimated_input_tokens": 8903, + "estimated_eval_tokens": 18062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: it mixes unrelated tokenizer regressions, model-loading failures, generation/cache bugs, and training/runtime issues. None of the soft pairs looks like the same underlying bug or a PR-mergable duplicate.", + "confidence": 0.94, + "canonical_issue_reason": "No single issue cleanly represents the cluster; the items span many unrelated subsystems and failure modes. If a representative had to be chosen, issue:29159 is the broadest tokenizer-related report, but it is not a true canonical for the set.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue here is a strong global best-fit for the whole cluster. Most are too specific to their own model/path, and the tokenizer-related ones still diverge in root cause.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Different problems: Qwen3-MoE sliding_window behavior vs a MobileLLM load-time key error." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Both are regressions around tokenizer/processor behavior, but they involve different code paths and symptoms (processor.tokenizer/images vs Kimi-K2.5 codec and warning handling)." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency is unrelated to a MacOS bus error loading a CLIP model." + }, + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "Both involve tokenization behavior changes, but one is about clean_up_tokenization_spaces semantics and the other is a CodeLlama round-trip leading-space regression." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both are special-token bugs, but they affect different tokenizers and different failure modes." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization breakage is not the same bug as FSDP CPU RAM efficient loading being broken." + }, + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "Different models and failures: RoPE layer dropping vs text encoder weights not loading." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading regressions, but one is an offline model_info() call issue and the other is a specific tokenizer load failure for EMBEDDIA/est-roberta." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Aux-loss normalization in MoE models is unrelated to a T5 RMSNorm memory leak." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Special-token registration in BigBirdTokenizer is a different bug from DiaConfig losing custom token IDs on save/load." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "GGUF loading failure is unrelated to Blip2 dtype propagation." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both mention generation/cache, but one is compiled forward chunked generation inconsistency and the other is recurrent state reset in modular_qwen3_5." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "max_shard_size policy question is unrelated to AutoProcessor not forwarding kwargs to cached_file." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Both are about model behavior changes, but auxiliary-loss normalization and tokenization changes are unrelated." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "NaNs in Gemma3 attention embeddings are a different issue from NaNs in classification heads during checkout/init." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression in Qwen models is unrelated to num_labels propagation in Qwen3.5 config." + }, + { + "left": "issue:44821", + "right": "issue:46821", + "accept": false, + "reason": "AutoImageProcessor URL loading and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Different MoE/model divergence bugs with no shared concrete failure path." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU Qwen2-VL training is unrelated to the GenerationMixin import error." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer NoneType broadcast failure is not the same as Qwen2-VL multi-GPU training support/issues." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Serialization of tied lm_head weights is unrelated to quantized sinq save/load breakage." + }, + { + "left": "issue:44734", + "right": "issue:46612", + "accept": false, + "reason": "Both involve cache/generation, but the concrete failures differ: KV cache continuation tensor indexing vs beam-search cache reorder being skipped." + }, + { + "left": "issue:44977", + "right": "issue:46693", + "accept": false, + "reason": "A correctness regression in flash-attention generation is different from a performance regression with FA2 long-context generation." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Legacy field load failure in BEiT is unrelated to BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Different load/runtime paths: BEiT legacy-field loading vs Bamba torch.compile+SDPA failure." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Both are generation regressions, but one is compiled-forward chunking and the other is flash-attention behavior on Qwen3.5." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Auto device mapping cudaErrorAssert on A800 is not the same bug as compiled-forward chunked generation inconsistency." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Blip2 dtype loading is unrelated to the MPS attention correctness 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": 24, + "review_unit_index": 26, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:28218", + "issue:33357", + "issue:33666", + "issue:36331", + "issue:39692", + "issue:42796", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43452", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43572", + "issue:43606", + "issue:43611", + "issue:43643", + "issue:43646", + "issue:43688", + "issue:43701", + "issue:43720", + "issue:43782", + "issue:43825", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44361", + "issue:44451", + "issue:44466", + "issue:44514", + "issue:44554", + "issue:44561", + "issue:44610", + "issue:44625", + "issue:44849", + "issue:44964", + "issue:44977", + "issue:45290", + "issue:45405", + "issue:45584", + "issue:45823", + 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"issue:43278|issue:43701" + ], + "prepared_review_unit_hash": "e80809bbec7e5671a45618938a8f9e08f961063f13b316407b36a66268d6c165", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36741, + "estimated_input_tokens": 9186, + "estimated_eval_tokens": 18628 + }, + "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 share at best broad subsystem overlap, not the same underlying bug or change. No canonical issue/PR stands out from the provided set.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both mention trust_remote_code, but one is missing config fields and the other is a v5 util removal regression; different root causes." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Packed-weight loading in BitNet vs lost token IDs in DiaConfig are unrelated defects." + }, + { + "left": "issue:43611", + "right": "issue:46846", + "accept": false, + "reason": "Model loading via base_model_prefix and Qwen3.5 tensor-parallel plan entries are different code paths and failures." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Multi-GPU training setup vs CustomTrainer signature mismatch are unrelated issues." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch and DiaConfig token ID loss are different bugs." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Evaluation dtype drift and auxiliary-loss normalization are separate problems." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Legacy-field model loading and processor/model image-size mismatch are unrelated." + }, + { + "left": "issue:43782", + "right": "issue:46693", + "accept": false, + "reason": "Weight-only loading error and FA2 long-context performance regression are distinct issues." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Default sampling-rate handling and processor.tokenizer/images regression are different defects in the processor stack." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet accelerate-loading failure and MLukeTokenizer task AttributeError are unrelated." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both hit apply_chat_template, but batched padding=False and tool-call/no-content crashes appear to be different edge cases." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Phi-4 multimodal loading and an unreleased peft minimum-version bump are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both are missing pad-token config fields, but on different models and with different attributes; not the same bug." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation mismatch and an incorrect pipeline error message are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug and FP8 inference failure on B200 are different failures." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "MPS attention correctness and Trainer import conflicts with datasets are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "num_labels propagation and Whisper empty-transcription generation are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "gguf_file loading regression and ScandiBERT load failure do not look like the same underlying problem." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer spacing after added tokens is unrelated to a MacOS CLIP bus error." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Device mismatch in Gemma4 PLE forward and quantized save/load breakage are different bugs." + }, + { + "left": "issue:42796", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer BPE marker handling and Qwen3.5 flash-attention generation are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "Bad SigLIP2 outputs and return_tensors being ignored are different issues." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "Model-implementation discrepancy and ZeRO-3 gradient growth are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Documentation example errors and custom processor/tokenizer access regressions are different problems." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "dtype mismatch in eval and ZeRO-3 gradient instability are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage and inconsistent lm_head serialization are different code-path failures." + }, + { + "left": "issue:46209", + "right": "issue:46710", + "accept": false, + "reason": "FP8 inference failure and accuracy regression after version upgrade are not the same bug." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 hidden-states bug and FP8 B200 inference failure are unrelated." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "MacOS bus error on CLIP and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Training/eval dtype drift and resume_from_checkpoint key mismatch are separate 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": 24, + "review_unit_index": 27, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:29942", + "issue:30333", + "issue:43257", + "issue:43299", + "issue:43334", + "issue:43504", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43653", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43937", + "issue:44112", + "issue:44291", + "issue:44361", + "issue:44464", + "issue:44488", + "issue:44493", + "issue:44568", + "issue:44589", + "issue:44792", + "issue:44843", + "issue:44849", + "issue:44869", + "issue:44964", + "issue:45072", + "issue:45200", + "issue:45229", + "issue:45245", + "issue:45357", + "issue:45405", + "issue:45520", + "issue:45759", + "issue:45812", + "issue:46050", + "issue:46285", + "issue:46399", + "issue:46424", + "issue:46489", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46821", + "issue:46832", + "issue:46846" + ], + "soft_pairs": [ + "issue:44568|issue:46489", + "issue:44488|issue:44843", + "issue:43927|issue:44361", + "issue:44792|issue:45405", + "issue:44568|issue:45812", + "issue:43824|issue:44589", + "issue:43575|issue:45405", + "issue:44849|issue:45357", + "issue:43504|issue:43606", + "issue:43257|issue:43299", + "issue:43334|issue:43572", + "issue:46821|issue:46832", + "issue:44589|issue:45520", + "issue:43334|issue:45759", + "issue:45245|issue:46710", + "issue:43606|issue:44112", + "issue:44493|issue:46285", + "issue:46399|issue:46846", + "issue:43572|issue:44291", + "issue:43504|issue:43653", + "issue:45072|issue:46832", + "issue:44464|issue:46424", + "issue:43937|issue:46701", + "issue:43844|issue:44964", + "issue:43873|issue:46050", + "issue:29942|issue:30333", + "issue:44869|issue:46752", + "issue:45200|issue:45229" + ], + "prepared_review_unit_hash": "0d3ce0247a381616012ab4929149b2c553dc0bc3899c7e37d54d3653e78f9b9a", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36278, + "estimated_input_tokens": 9070, + "estimated_eval_tokens": 18396 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pairs look like true duplicates; they mostly describe different model-specific regressions, config breakages, or unrelated CI failures. I would keep them separate and not merge any PRs by these signals alone.", + "confidence": 0.41, + "canonical_issue_reason": "Issue 45812 is the broadest and most representative bug report in the set: a silent tokenizer regression affecting all Granite models after the v4\u2192v5 change, with clear repro details and multiple references.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45812 is the best single issue to anchor triage because it is wide in impact, clearly scoped to one regression, and has stronger community signal than the more model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different failure modes (BOS/EOS addition vs incorrect DeepSeek-Coder output); not the same bug." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "One is a model load failure for cjvt/sleng-bert; the other is an offline-mode break in _patch_mistral_regex. Different code paths and symptoms." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "DiaConfig save/load token-ID loss causing generation IndexError is unrelated to MLukeTokenizer task AttributeError." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "A failing janus generation test is unrelated to a PEFT minimum-version bump; one is a runtime bug, the other is dependency metadata." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they target different model families and behaviors; not one underlying defect." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Qwen2.5-VL import error and Float8 storage lookup failure are distinct breakages with different causes." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "TP OOM on Qwen2-57B is unrelated to the unreleased PEFT version bump." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Hidden-states behavior in Qwen3.5 and incorrect visual encoder keys on save_pretrained are different bugs." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Beit legacy-field loading and bark-small CPU-offload device mismatch are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen3 MoE loading, but one is accelerate+deepspeed weight conversion and the other is a dev-version load regression for Qwen3VL; not the same concrete issue." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both are missing config-token-field regressions, but they affect different configs and different missing fields (`pad_token_id` vs `pad_token_idx`)." + }, + { + "left": "issue:46821", + "right": "issue:46832", + "accept": false, + "reason": "TimesFM `window_size` attribute errors and RT-DETR feature-level mismatch are unrelated model-forward bugs." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage lookup failure and flash_attn import_utils KeyError are separate environment/import issues." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both involve Qwen multimodal configs, but one is a missing text-config attribute and the other is `from_config` not unwrapping `text_config`; different failure points." + }, + { + "left": "issue:45245", + "right": "issue:46710", + "accept": false, + "reason": "Category-cardinality RuntimeError and an accuracy regression after version upgrade are not the same bug." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "CPU offload device mismatch in bark-small is unrelated to a stale GraniteSpeech CI test." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Unexpected key/position-id loading issues are not the same as CLIP text-model structure divergence." + }, + { + "left": "issue:46399", + "right": "issue:46846", + "accept": false, + "reason": "Qwen3.5 kernel registration error and missing linear_attn TP-plan entries produce different breakages and would not be merged as one fix." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Missing `pad_token_idx` after 5.0 and `_is_hf_initialized` argument errors are distinct config/init incompatibilities." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Beit legacy-field loading and BigBirdTokenizer special-token registration are unrelated." + }, + { + "left": "issue:45072", + "right": "issue:46832", + "accept": false, + "reason": "bf16 dtype mismatches in SwitchTransformers/TimmWrapperModel are unrelated to RT-DETR forward shape/type errors." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward is unrelated to cache-length handling for quantized cache." + }, + { + "left": "issue:43937", + "right": "issue:46701", + "accept": false, + "reason": "GLM-5 generation-config validation and DiffusionGemma pipeline failure are different issues." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient growth during training and Phi-4 multimodal load failure are not the same problem." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Quantization/offloading behavior and quantized save/load corruption are both quantization-related but not the same concrete code-path." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures and MLFlow reporting on failed jobs are unrelated." + }, + { + "left": "issue:44869", + "right": "issue:46752", + "accept": false, + "reason": "Whisper timestamp decode crash and empty-list chat-template IndexError are different edge-case bugs." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Gemma 4 token-type defaults and multi-GPU CUDA OOM 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": 24, + "review_unit_index": 28, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:32090", + "issue:34567", + "issue:37428", + "issue:38175", + "issue:41720", + "issue:42490", + "issue:43065", + "issue:43295", + "issue:43450", + "issue:43493", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43696", + "issue:43701", + "issue:43844", + "issue:43873", + "issue:43957", + "issue:43994", + "issue:44186", + "issue:44423", + "issue:44493", + "issue:44554", + "issue:44610", + "issue:44734", + "issue:44977", + "issue:45072", + "issue:45084", + "issue:45198", + "issue:45200", + "issue:45229", + "issue:45406", + "issue:45446", + "issue:45520", + "issue:45588", + "issue:45759", + "issue:45823", + "issue:46050", + "issue:46121", + "issue:46192", + "issue:46369", + "issue:46701", + "issue:46710", + "issue:46821" + ], + "soft_pairs": [ + "issue:43994|issue:44493", + "issue:45588|issue:46050", + "issue:45229|issue:45823", + "issue:42490|issue:43696", + "issue:29159|issue:32090", + "issue:28218|issue:34567", + "issue:44977|issue:46701", + "issue:45084|issue:45520", + "issue:43065|issue:46369", + "issue:44554|issue:45446", + "issue:15354|issue:38175", + "issue:44423|issue:44734", + "issue:43493|issue:43701", + "issue:41720|issue:46710", + "issue:45406|issue:46121", + "issue:44977|issue:46710", + "issue:45072|issue:45198", + "issue:43295|issue:43450", + "issue:37428|issue:43957", + "issue:45588|issue:45759", + "issue:43540|issue:45200", + "issue:43295|issue:43873", + "issue:44186|issue:46192", + "issue:43572|issue:46821", + "issue:43295|issue:44610", + "issue:45823|issue:46192", + "issue:43550|issue:43844" + ], + "prepared_review_unit_hash": "d101cfb59d09bbf091d8b8ba9e7224c9993f326c26ca3454c3a7de75f1f5e08a", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35247, + "estimated_input_tokens": 8812, + "estimated_eval_tokens": 17880 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items do not form a single duplicate set; they span unrelated tokenizer, processor, serving, quantization, and model-specific regressions. None of the soft pairs look like the same underlying bug/change, so they should stay separate. If a representative issue is needed, issue 43295 is the broadest recent tokenizer/processor regression anchor.", + "confidence": 0.91, + "canonical_issue_reason": "No exact duplicate anchor stands out; issue 43295 is the broadest and most reusable triage target because it captures a recent regression in processor/tokenizer handling and custom-model integration.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43295 is the best representative because it is broad, recent, regression-framed, and centered on a common API break that can absorb nearby processor/tokenizer reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "Different problems: SigLIP2 inference produces bad outputs, while the other is a key/position-id warning during model loading or forward." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "One is a flash-attention crash on sink-less models; the other is a quantization save/load breakage in sinq. Different code paths and fixes." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Both involve Gemma4, but one is a multi-GPU OOM and the other is a device-map/forward device mismatch. Not the same bug." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "A trailing-slash import warning and a GPT-oss out-of-memory error are unrelated." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency is unrelated to the Trainer NoneType broadcast error." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Added-token spacing behavior is unrelated to TrainerState token-count tracking." + }, + { + "left": "issue:44977", + "right": "issue:46701", + "accept": false, + "reason": "Different failures: Qwen3.5 flash-attention generation versus a DiffusionGemma pipeline output-type issue." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Non-template-node compile failure and flash_attn import-key error are separate issues." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "Sam3 pixel decoder dummy-layer construction is not the same as a memory overflow when invoking sam3-litetext." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness is unrelated to a PyTorch version check bug in flex_attention import gating." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp export failure and SigLIP2 zero-probability outputs are unrelated." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both are serve crashes, but one is a multimodal .to() conversion problem and the other is KV-cache continuation indexing. Different fixes." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 numerical discrepancy and resume-from-checkpoint key mismatch are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:46710", + "accept": false, + "reason": "CUDA assert from auto device mapping is not the same as an accuracy regression after upgrading Transformers." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer in serve is unrelated to rope-param validation on JSON-loaded lists." + }, + { + "left": "issue:44977", + "right": "issue:46710", + "accept": false, + "reason": "Generation failure with flash-attention and a DeepSeek accuracy regression are different code-path problems." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "bfloat16 dtype mismatch in CI is unrelated to Wav2Vec2 save_pretrained/tokenization failure." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor/tokenizer API regression and batched video shape handling are different bugs, even though both touch preprocessing." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Flash-attention import failure and meta-device model loading breakage are separate issues." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "A flash_attention crash on sink-less models is unrelated to AutoModelForCausalLM.from_config not unwrapping text_config." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video-input processing error in Qwen3OmniMoe is not the same as Gemma4 mm_token_type_ids defaulting." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor/tokenizer regression and quantization offloading behavior are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes on NER/padding are distinct from return_tensors being ignored when text_kwargs is passed." + }, + { + "left": "issue:43572", + "right": "issue:46821", + "accept": false, + "reason": "StableLmConfig pad_token_idx absence and TimesFM window_size AttributeError are unrelated config issues." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Processor/tokenizer regression is unrelated to OmDet-Turbo's image-size mismatch." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Gemma4 device_map forwarding mismatch and return_tensors handling are different failures." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile SDPA failure and DeepSpeed ZeRO-3 gradient inflation are unrelated training/runtime 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": 24, + "review_unit_index": 29, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:28218", + "issue:29870", + "issue:29942", + "issue:35141", + "issue:37428", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:43232", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43450", + "issue:43452", + "issue:43493", + "issue:43525", + "issue:43572", + "issue:43575", + "issue:43653", + "issue:43824", + "issue:43856", + "issue:43950", + "issue:43975", + "issue:44112", + "issue:44442", + "issue:44466", + "issue:44521", + "issue:44554", + "issue:44737", + "issue:44849", + "issue:44987", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45356", + "issue:45381", + "issue:45520", + "issue:45823", + "issue:46178", + "issue:46192", + "issue:46209", + "issue:46285", + "issue:46512", + "issue:46894", + "issue:46932" + ], + "soft_pairs": [ + "issue:29870|issue:29942", + "issue:45520|issue:46178", + "issue:43450|issue:43575", + "issue:45200|issue:45823", + "issue:43572|issue:44987", + "issue:37428|issue:43824", + "issue:44554|issue:45356", + "issue:42490|issue:43493", + "issue:43232|issue:44849", + "issue:43295|issue:43493", + "issue:39692|issue:46192", + "issue:44466|issue:45127", + "issue:44521|issue:45290", + "issue:43653|issue:44112", + "issue:45381|issue:46209", + "issue:28218|issue:35141", + "issue:43278|issue:43856", + "issue:44737|issue:46894", + "issue:42915|issue:43824", + "issue:43824|issue:43975", + "issue:43950|issue:46285", + "issue:43452|issue:46512", + "issue:43334|issue:43525", + "issue:43262|issue:43450", + "issue:44442|issue:45198", + "issue:45200|issue:46932" + ], + "prepared_review_unit_hash": "ec5ec89eadf847490aa1f84bd3fe2d978f764424c55104007dfac02c3e6559b0", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35304, + "estimated_input_tokens": 8826, + "estimated_eval_tokens": 17908 + }, + "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, so this cluster should not be collapsed into duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical duplicate emerges: the items span unrelated tokenizer, config, generation, import, processor, and test failures.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 is the strongest standalone representative because it describes a broad, core 5.x regression in from_pretrained with a clear failure mode.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29870", + "right": "issue:29942", + "accept": false, + "reason": "Tokenizer spacing bug vs Flash Attention 2 test failures; different code paths and symptoms." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "Flash-attn import_utils KeyError on Python 3.13 vs an unrelated tensorflow_text backend mapping error." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Video processor batching shape bug vs Qwen2-57B tensor-parallel OOM; not the same defect." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Default zero mm_token_type_ids vs PLE device mismatch during forward; different Gemma4 issues." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig vs a model-loading failure for physical-intelligence/fast; no shared underlying change." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Different missing imports: flash support helper vs Qwen2_5_VLForConditionalGeneration." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "Attention correctness on MPS vs Kimi-K2.5 tokenizer codec regression; unrelated subsystems." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Trailing-slash local path warning vs SigLIP2 implementation discrepancy; not the same bug." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs update after sync_gpus vs Qwen3.5 output_hidden_states handling; different generation paths." + }, + { + "left": "issue:43295", + "right": "issue:43493", + "accept": false, + "reason": "Processor/tokenizer API regression vs SigLIP2 model-vs-JAX discrepancy; no shared code-path problem." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "Broken SigLIP2 docs example vs return_tensors being ignored when text_kwargs is passed; separate issues." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Device-dependent serialization of lm_head.weight vs LoRA merge collapse with extended vocab; both involve tied weights but not the same failure." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "All-zero assistant masks for multimodal inputs vs crash on tool-call assistant messages; different apply_chat_template bugs." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug vs a stale GraniteSpeech CI test; unrelated." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Qwen2.5-VL video vision_position_ids bug vs FP8 inference failure on B200; different model/runtime problems." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Added-token spacing issue vs output embedding reinitialization after resizing; related to tokenization, but not the same bug." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "dtype drift between train/eval vs Qwen3 MoE training memory inefficiency; distinct concerns." + }, + { + "left": "issue:44737", + "right": "issue:46894", + "accept": false, + "reason": "CPU tensor creation in XLNet positional encoding vs CohereASR training-loss double-shift bug; no overlap in code path." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3Moe FP8 config failure vs an import error for Qwen2_5_VLForConditionalGeneration; unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Missing exported model class vs DeepSeek tokenizer detokenization regression; different layers of the stack." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Non-persistent buffer corruption in from_pretrained vs CLIP class structure inconsistency; not the same regression." + }, + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "gguf_file loading breakage vs stale model.config.dtype after from_config(dtype=...); separate initialization/loading bugs." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Different model configs missing pad_token_id; similar symptom, but no evidence of one shared underlying fix." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate default vs video processor batching shape bug; different processor classes and failures." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "AutoTokenizer loading failure for FastSpeech2ConformerTokenizer vs Wav2Vec2 save_pretrained/tokenization failure; not the same defect." + }, + { + "left": "issue:45200", + "right": "issue:46932", + "accept": false, + "reason": "Gemma4 text-only mm_token_type_ids defaulting vs quantized vision/audio embedder dtype casting; same project area, different 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": 24, + "review_unit_index": 30, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:28282", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:37428", + "issue:38175", + "issue:41720", + "issue:43335", + "issue:43388", + "issue:43425", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43819", + "issue:43827", + "issue:43901", + "issue:43931", + "issue:44112", + "issue:44206", + "issue:44561", + "issue:44610", + "issue:44792", + "issue:44855", + "issue:44857", + "issue:44898", + "issue:45083", + "issue:45200", + "issue:45325", + "issue:45412", + "issue:45520", + "issue:45563", + "issue:45584", + "issue:45593", + "issue:45759", + "issue:46170", + "issue:46192", + "issue:46209", + "issue:46234", + "issue:46285", + "issue:46424", + "issue:46512", + "issue:46821", + "issue:46858", + "issue:46899" + ], + "soft_pairs": [ + "issue:44792|issue:45563", + "issue:45200|issue:46899", + "issue:44898|issue:45412", + "issue:43819|issue:44112", + "issue:43526|issue:46192", + "issue:45200|issue:45325", + "issue:43827|issue:43901", + "issue:41720|issue:46209", + "issue:43335|issue:43550", + "issue:44561|issue:46234", + "issue:43388|issue:43526", + "issue:43819|issue:45083", + "issue:44857|issue:45593", + "issue:44610|issue:44857", + "issue:46424|issue:46858", + "issue:45759|issue:46285", + "issue:46512|issue:46821", + "issue:45520|issue:46170", + "issue:43606|issue:45083", + "issue:38175|issue:45412", + "issue:44206|issue:45584", + "issue:43335|issue:43653", + "issue:37428|issue:43425", + "issue:29942|issue:32090", + "issue:43550|issue:44112", + "issue:28282|issue:33357", + "issue:43611|issue:43931", + "issue:43335|issue:43504", + "issue:44855|issue:45083" + ], + "prepared_review_unit_hash": "21c311c2586d077e82b210586b6baa48548d525836775bc36ca957d7cec32674", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36160, + "estimated_input_tokens": 9040, + "estimated_eval_tokens": 18336 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it mixes unrelated model bugs, import/version regressions, doc issues, and hardware-specific failures. None of the soft pairs look like true duplicates or mergeable as the same underlying change, so no single canonical duplicate anchor emerges.", + "confidence": 0.91, + "canonical_issue_reason": "No canonical issue: the items are largely unrelated, so choosing one as the duplicate anchor would be misleading.", + "canonical_pr_reason": null, + "best_issue_reason": "No single best issue for the cluster; the reports do not share one concrete bug or code path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Different generation bugs: Janus image-generation failure vs a stale paged-generate warning." + }, + { + "left": "issue:45200", + "right": "issue:46899", + "accept": false, + "reason": "Both are Gemma4-related, but one is text-only mm_token_type_ids handling and the other is 4-bit multimodal dtype casting." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Unrelated failures: Perceiver non-default resolution vs RT-DETR memory cleanup." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "Different code paths: DAC latents/forward mismatch vs GraniteSpeech device-override CI test." + }, + { + "left": "issue:43526", + "right": "issue:46192", + "accept": false, + "reason": "Separate bugs in different APIs: BEiT image label reduction vs return_tensors being ignored with text_kwargs." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Different multimodal Qwen bugs: defaulting mm_token_type_ids vs still-image rope indexing." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are doc issues, but they cover different pipelines and different stale parameters." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Different model/hardware failures: Qwen3 auto device mapping on A800 vs FP8 inference on B200." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "Unrelated: SwitchTransformers sparse-layer config bug vs Bamba torch.compile/SDPA failure." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Both involve import_utils, but they are different missing-function regressions affecting different model families." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Different bug classes: accelerator metric gathering vs BEiT image processor label reduction." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "Different models and functions: DAC latent reconstruction vs qwen3_omni_moe feature-length helper." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Different training bugs: float16 AMP crash in LwDetrImageLoss vs missing auxiliary losses in D-FINE." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Different problems in different models: OmDet-Turbo input sizing vs LwDetrImageLoss AMP crash." + }, + { + "left": "issue:46424", + "right": "issue:46858", + "accept": false, + "reason": "Both are cache-related, but one is max_cache_length semantics and the other is a device-tensor arithmetic bug in _prefill." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Unrelated model-structure regressions: Qwen composite config unwrapping vs CLIP text model structure changes." + }, + { + "left": "issue:46512", + "right": "issue:46821", + "accept": false, + "reason": "Different issues: stale model.config.dtype after from_config vs TimesFM window_size AttributeError." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Both are platform/import failures, but they stem from different dependencies and environments." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "Different subsystems entirely: CPU offload device mismatch vs qwen3_omni_moe feature-length helper." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Unrelated: SigLIP2 zero probabilities vs RT-DETR memory not released." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Different bugs: unsupported center arg in LasrFeatureExtractor vs Whisper empty-transcription generation failure." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "Different model-specific regressions: SwitchTransformers sparse-layer config vs BigBirdTokenizer special-token decode issue." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "One is a missing flash-attention symbol import, the other is a broad Torch 2.10 compatibility report." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Unrelated failures: Flash Attention 2 tests vs Trainer _gpu_broadcast_one NoneType error." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Different failures: Bamba torch.compile/SDPA vs GraniteSpeech stale device override test." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Different environment issues: missing PyTorch import vs MacOS bus error with a CLIP community model." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "Different loading bugs: base_model_prefix handling vs Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Different BEiT/SwitchTransformers bugs with no shared code path." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Different problems: DebertaV2Model import parsing on Python 3.13 vs qwen3_omni_moe feature-length behavior." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 31, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:26413", + "issue:28218", + "issue:29127", + "issue:31501", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:39692", + "issue:42490", + "issue:43278", + "issue:43335", + "issue:43526", + "issue:43575", + "issue:43606", + "issue:43701", + "issue:43720", + "issue:43819", + "issue:43825", + "issue:43854", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44448", + "issue:44493", + "issue:44514", + "issue:44521", + "issue:44617", + "issue:44743", + "issue:44779", + "issue:44857", + "issue:45083", + "issue:45127", + "issue:45245", + "issue:45290", + "issue:45310", + "issue:45459", + "issue:45478", + "issue:45588", + "issue:45593", + "issue:45823", + "issue:45859", + "issue:46234", + "issue:46326", + "issue:46431", + "issue:46566", + "issue:46697" + ], + "soft_pairs": [ + "issue:44448|issue:44743", + "issue:43278|issue:43825", + "issue:37428|issue:44351", + "issue:43335|issue:45083", + "issue:43335|issue:44112", + "issue:43335|issue:45593", + "issue:29127|issue:32090", + "issue:44514|issue:44521", + "issue:43720|issue:44112", + "issue:45290|issue:46326", + "issue:34689|issue:35141", + "issue:45588|issue:45859", + "issue:42490|issue:43854", + "issue:46431|issue:46566", + "issue:45127|issue:45245", + "issue:45310|issue:45478", + "issue:44448|issue:44779", + "issue:43819|issue:44493", + "issue:39692|issue:43526", + "issue:43606|issue:44857", + "issue:26413|issue:31501", + "issue:28218|issue:32090", + "issue:45459|issue:46234", + "issue:44617|issue:46697", + "issue:43701|issue:45083", + "issue:39692|issue:44493", + "issue:44206|issue:45823", + "issue:32090|issue:33357", + "issue:42490|issue:43575" + ], + "prepared_review_unit_hash": "a78c9e18240c4d357e8942f3e8b62d2a15c71b2eaf97d8c9b4afc474ecedc240", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36505, + "estimated_input_tokens": 9127, + "estimated_eval_tokens": 18510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Only one duplicate pair is clearly grounded in the packet: issue:45310 \u2194 issue:45478, the repeated Qwen3.5 MoE from_pretrained regression. The resume_from_checkpoint items (issue:26413 and issue:31501) are not supported as a true duplicate pair here, and the remaining soft matches are just broad thematic similarity.", + "confidence": 0.97, + "canonical_issue_reason": "issue:45310 is the best duplicate-family representative because issue:45478 repeats the same Qwen3.5 MoE from_pretrained failure with essentially the same title and problem scope.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the strongest global issue candidate because it has a direct, well-supported duplicate in issue:45478 and represents a concrete repeated regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Both are version-regression reports, but they hit different models and different code paths." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Different bugs: dtype drift during evaluate vs an incorrect pipeline task-support error message." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing symbols in different modules." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "Different defect types: sparse-layer config construction vs feature-length helper behavior." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "A config bug and a CI stale-device test failure are not the same underlying issue." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "Different model families and failure modes." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "Unrelated: LayoutLMv3 box validation messaging vs Trainer broadcast of NoneType." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both involve apply_chat_template, but one crashes on batched padding=False input and the other miscomputes assistant masks." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Packed-weight loading in BitNet is unrelated to the GraniteSpeech CI device override issue." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Different chat-template/tokenizer bugs with different triggers and symptoms." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Different regressions: model loading failure vs post_init reinitializing resized embeddings." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Different flash-attention/embedding failures and different affected code paths." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "A trailing-slash path warning is unrelated to a model-loading failure in tests." + }, + { + "left": "issue:46431", + "right": "issue:46566", + "accept": false, + "reason": "Missing chat template support is unrelated to weights staying on meta with device_map=auto." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA/vocabulary collapse and a categories-limit RuntimeError are unrelated." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "The titles and bug descriptions match the same Qwen3.5 MoE from_pretrained regression." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Both mention output differences across versions, but they concern different models and mechanisms." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "A model forward/from_latents mismatch is unrelated to unexpected position-id key handling." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "Documentation/example errors are unrelated to BEiT image-processor label reduction." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch in Bark is unrelated to an AMP crash in LwDetrImageLoss." + }, + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "resume_from_checkpoint iterator/key failures do not match FineWeb training not starting." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer spacing after added tokens is unrelated to a NoneType GPU broadcast error." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer protobuf error handling is unrelated to a missing import_utils availability helper." + }, + { + "left": "issue:44617", + "right": "issue:46697", + "accept": false, + "reason": "CUDA OOM and image over-padding are different classes of problems." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "resume_from_checkpoint key mismatch and qwen3_omni_moe feature-length behavior are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "A docs/model-processor mismatch is not the same as an unexpected position-id key bug." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Unsupported feature-extractor args and a device mismatch are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "A Trainer broadcast TypeError is unrelated to a MacOS bus error in CLIP loading." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "A path warning is unrelated to Qwen OOM under tensor parallelism." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The analysis overstates the duplicate landscape. The packet supports issue:45310 as a clear duplicate-family representative with issue:45478, but it does not support a second true duplicate pair for `resume_from_checkpoint`; the cited 26413/31501 pair is not a duplicate and the analyst itself marks it unrelated. The summary should be more conservative and mention only the one clearly grounded duplicate pair." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 32, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:25251", + "issue:27957", + "issue:29870", + "issue:29942", + "issue:32090", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:40444", + "issue:42175", + "issue:42490", + "issue:43278", + "issue:43329", + "issue:43381", + "issue:43526", + "issue:43550", + "issue:43873", + "issue:43927", + "issue:43976", + "issue:44360", + "issue:44448", + "issue:44466", + "issue:44493", + "issue:44561", + "issue:44568", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45229", + "issue:45290", + "issue:45381", + "issue:45440", + "issue:45491", + "issue:45588", + "issue:45698", + "issue:45920", + "issue:46192", + "issue:46399", + "issue:46421", + "issue:46655", + "issue:46858" + ], + "soft_pairs": [ + "issue:44857|issue:45072", + "issue:44360|issue:44561", + "issue:43550|issue:45083", + "issue:27957|issue:34689", + "issue:29942|issue:35141", + "issue:38175|issue:44493", + "issue:29870|issue:32090", + "issue:43278|issue:43329", + "issue:44448|issue:44977", + "issue:45920|issue:46192", + "issue:45290|issue:45381", + "issue:10000|issue:15354", + "issue:44977|issue:45229", + "issue:29870|issue:33290", + "issue:43278|issue:43381", + "issue:44855|issue:46399", + "issue:43927|issue:45698", + "issue:45290|issue:46655", + "issue:40444|issue:43526", + "issue:37428|issue:42175", + "issue:44857|issue:45588", + "issue:32090|issue:33290", + "issue:46421|issue:46858", + "issue:44561|issue:44779", + "issue:44448|issue:44466", + "issue:43873|issue:45229", + "issue:25251|issue:32090", + "issue:42490|issue:43873", + "issue:43976|issue:45440", + "issue:44568|issue:45491" + ], + "prepared_review_unit_hash": "a6a0fbfe329fd6d7c8d94dc5037e6a326f0255dfc3e6a2eb383532017c88e1cf", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37034, + "estimated_input_tokens": 9259, + "estimated_eval_tokens": 18774 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft pairs mostly share broad themes (Flash Attention, cache, v5 regressions, multimodal bugs) but do not look like the same underlying bug/change. I found no strong duplicate pair; the cluster appears heterogeneous.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the most active open item in the set, with multiple inbound references and discussion, but it is not a good duplicate canonical for the other issues because the topics are unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Both involve dtype-related failures, but they affect different models and different code paths (AMP loss vs bfloat16 inference mismatch)." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "One is about a DSA indexer activation detail; the other is a v5 API removal breaking trust_remote_code. No shared underlying bug." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "Different subsystems and symptoms: torch.compile/SDPA model failure vs a helper length-calculation bug in qwen3_omni_moe." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "Both are model-specific regressions, but they concern unrelated models and failures (Flash Attention 2 vs model loading)." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Failing Flash Attention tests and post_init reinitializing embeddings are unrelated bugs." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Zero probabilities in one model and unexpected position-id keys across many models do not indicate the same defect." + }, + { + "left": "issue:29870", + "right": "issue:32090", + "accept": false, + "reason": "Generate-time decoder mask bug vs Trainer GPU broadcast TypeError; different code paths and root causes." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "BF16/FP32 dtype drift in evaluate is unrelated to undefined video-token helper variables." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Both are generation regressions, but they involve different models and different failure mechanisms." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Tokenizer ID corruption across models is not the same as return_tensors being ignored when text_kwargs are passed." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat template crash with tool-call messages is separate from the Qwen2.5-VL video position-id bug." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "German DistilBertModel and torch.jit.script GeneratorExp export are unrelated issues." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation bug vs multi-GPU CUDA OOM; no shared concrete code-path problem." + }, + { + "left": "issue:29870", + "right": "issue:33290", + "accept": false, + "reason": "One is a generate() UnboundLocalError; the other is a deepspeed/adafactor OOM. Too different to merge." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Dtype drift in evaluate and gradient checkpointing in eval mode are distinct behaviors." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Both mention decorators/parsing, but one is a Python 3.13 import/JIT parsing issue and the other is a missing decorator registration bug." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Save/load problems in custom objects are related in spirit, but these are different bugs: lost token IDs vs wrong custom module resolution." + }, + { + "left": "issue:45290", + "right": "issue:46655", + "accept": false, + "reason": "Tool-call chat templating crash and video padding calculation are unrelated preprocessing bugs." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Different multimodal preprocessing failures affecting different components and outputs." + }, + { + "left": "issue:37428", + "right": "issue:42175", + "accept": false, + "reason": "Flash-attention import error and missing TensorFlow backend in a torch install are unrelated packaging/runtime issues." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "Both touch flash-attention, but one is an AMP dtype crash and the other is an s_aux=None AttributeError in sink-less models." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer broadcast TypeError and deepspeed Adafactor OOM do not share the same underlying bug." + }, + { + "left": "issue:46421", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache/prefill/compile, but one is spurious recompilation from lazy init and the other is a device-tensor return breaking slice arithmetic." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "A removed helper breaking trust_remote_code is not the same as tokenizer output regression in DeepSeek." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Different regressions: output drift for Pegasus vs tied-weight serialization inconsistency." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization/offloading behavior and Gemma4 multi-GPU OOM are not the same concrete bug." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting change is unrelated to the Trainer NoneType broadcast error." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Import warning for trailing-slash local paths and quantization offloading are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python-version compatibility and DeepSeekV3MoE divergence are unrelated issues." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer BOS/EOS handling and Gemma3 sliding-window NaNs are different bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 33, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:29127", + "issue:29870", + "issue:29942", + "issue:30064", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:39692", + "issue:41720", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43066", + "issue:43278", + "issue:43381", + "issue:43412", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44361", + "issue:44442", + "issue:44462", + "issue:44479", + "issue:44743", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45712", + "issue:45803", + "issue:45823", + "issue:46121", + "issue:46693" + ], + "soft_pairs": [ + "issue:43278|issue:43575", + "issue:44871|issue:44977", + "issue:43381|issue:43701", + "issue:33357|issue:39692", + "issue:29127|issue:34567", + "issue:45588|issue:45823", + "issue:41720|issue:45229", + "issue:44977|issue:45563", + "issue:45198|issue:45803", + "issue:44361|issue:45198", + "issue:44186|issue:45198", + "issue:43653|issue:44743", + "issue:43611|issue:46121", + "issue:29870|issue:34689", + "issue:42915|issue:42994", + "issue:45372|issue:45588", + "issue:43756|issue:45440", + "issue:43653|issue:44442", + "issue:29942|issue:30064", + "issue:44206|issue:44479", + "issue:43412|issue:45588", + "issue:45459|issue:45712", + "issue:45372|issue:45406", + "issue:45491|issue:46693", + "issue:44265|issue:45198", + "issue:29127|issue:33357", + "issue:43065|issue:43994", + "issue:43065|issue:45412", + "issue:43575|issue:43701", + "issue:45245|issue:45563", + "issue:43066|issue:44462" + ], + "prepared_review_unit_hash": "f15ad2d551b40105ae44d07cb06027ebae7aec44af41dca624f1621fdbef5d19", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37051, + "estimated_input_tokens": 9263, + "estimated_eval_tokens": 18782 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a loose bundle of Transformers bugs with a few superficial theme overlaps (tokenizers, generation, multimodal models), but the paired items do not describe the same underlying defect. I would not merge any of the soft pairs; they span different models, subsystems, and failure modes.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 44462 is the strongest general-purpose representative because it concerns a core AutoTokenizer loading path and has broader impact than the more model-specific tokenizer bugs. That said, the cluster is not truly a duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "44462 is the best issue to anchor the cluster triage: it is a central, user-facing loading regression with clear reproduction potential and wider applicability than the other, narrower reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "One is an eval-time dtype drift in embeddings; the other is a tensor-parallel OOM on a specific Qwen2 57B load path. Different bug classes and fixes." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "EOS token config mismatch in Gemma-3 vs flash-attention generation failure in Qwen3.5. Different models and different code paths." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient checkpointing in eval mode is a runtime-mode constraint bug; resume_from_checkpoint key mismatch is a checkpoint-loading naming mismatch. Not the same defect." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS bus error with a community CLIP model vs SigLIP2 docs example errors. Same broad vision area, but unrelated failures." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 box/error-message issue vs TrainerState token-count update bug. Completely different components." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Flash-attention sink handling crash vs Gemma4 PLE device mismatch. Both are runtime crashes, but they are different code paths and symptoms." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert vs Gemma4 multi-GPU OOM. Different models and different resource-allocation failures." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug vs a stale warning in paged generate. One is correctness, the other is warning behavior." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure vs FuyuBatchFeature swallowing errors. Different subsystems and error mechanisms." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLuke tokenizer AttributeError vs Wav2Vec2 save_pretrained/tokenization failure. Both tokenizer-related, but not the same model or bug." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes on NER/padding vs Wav2Vec2 save/tokenization failure. Different tokenizer implementations and failure modes." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug vs Qwen3.5 recurrent state reset in modular model code. Unrelated." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "base_model_prefix loading regression vs rope-validation TypeError from JSON-loaded lists. Different config/loading paths." + }, + { + "left": "issue:29870", + "right": "issue:34689", + "accept": false, + "reason": "BART generate decoder_attention_mask initialization bug vs Llama 3.2 Vision model loading breakage. Different models and failure points." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Qwen3Moe fails with FineGrainedFP8Config vs quantized model saving failure. Same quantization domain, but different operations and code paths." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma 4 processor loading ImportError vs flash_attention sink-less crash. Different error sources and fixes." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE layer omission vs DeepseekV3MoE divergence from remote implementation. Both architecture discrepancies, but not the same model or bug." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBirdTokenizer special-token registration issue vs AutoTokenizer failing to load a specific tokenizer class. Related to tokenizers, but distinct defects." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 tests failing vs image processor void segmentation map handling. Different subsystems and problem statements." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Unsupported center arg in LasrFeatureExtractor vs v5.3.0 video input regression for Qwen VL variants. Different APIs and models." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Gemma3n export guard/erfinv support issue vs flash_attention s_aux=None crash. Different export/runtime paths." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer error masking when protobuf is absent vs leftover dummy classes leaking into dir(transformers). One is exception handling, the other repo hygiene." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Gemma4 processor import failure vs Gemma4Processor missing _tokenizer in serve. Same family, but different failing stages and root causes." + }, + { + "left": "issue:45491", + "right": "issue:46693", + "accept": false, + "reason": "Gemma3 NaN embeddings from all-padding windows vs FA2 long-context performance regression. Numerical correctness vs performance regression." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export compatibility with torch_compilable_check vs Wav2Vec2 tokenization/save failure. Different functionality entirely." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 box info error message vs CLIP bus error on MacOS. No shared underlying bug." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder vs SigLIP2 AutoModel/pipeline bad outputs. Same vision area only at a very high level; not the same defect." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder vs RT-DETR memory not released. Different model internals and symptoms." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Tensor-parallel OOM on Qwen2-57B vs resume_from_checkpoint key mismatch. Resource sizing vs checkpoint key naming." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count limit RuntimeError vs stale generate warning. Unrelated issues in different layers." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Wrong tokenizer decoder type in v5 vs AutoTokenizer ignoring tokenizer.json. Both tokenizer-loading related, but one is decoder-type selection and the other is file precedence/selection." + } + ] + }, + "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": 24, + "review_unit_index": 34, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:42490", + "issue:42915", + "issue:43334", + "issue:43381", + "issue:43421", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43646", + "issue:43761", + "issue:43824", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44077", + "issue:44186", + "issue:44279", + "issue:44387", + "issue:44442", + "issue:44464", + "issue:44514", + "issue:45072", + "issue:45250", + "issue:45372", + "issue:45381", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45600", + "issue:45834", + "issue:45859", + "issue:46121", + "issue:46369", + "issue:46399", + "issue:46640", + "issue:46693", + "issue:46701" + ], + "soft_pairs": [ + "issue:45440|issue:45593", + "issue:42490|issue:43381", + "issue:29127|issue:35141", + "issue:45372|issue:45459", + "issue:45406|issue:46701", + "issue:43421|issue:45491", + "issue:43994|issue:45412", + "issue:45412|issue:46369", + "issue:43575|issue:44387", + "issue:44442|issue:45072", + "issue:44464|issue:45584", + "issue:43526|issue:45834", + "issue:42915|issue:43931", + "issue:43824|issue:44279", + "issue:43526|issue:46693", + "issue:27957|issue:29127", + "issue:27957|issue:33290", + "issue:45250|issue:46640", + "issue:43994|issue:46369", + "issue:33290|issue:34689", + "issue:33290|issue:35141", + "issue:43526|issue:44186", + "issue:43334|issue:43531", + "issue:46121|issue:46399", + "issue:45588|issue:45600", + "issue:43381|issue:43873", + "issue:44514|issue:45381", + "issue:43646|issue:44077", + "issue:43761|issue:45859" + ], + "prepared_review_unit_hash": "6ed3b8a164118e43785dfdbc8eb8da51d2e17a10575c2f4dbe5c9939f2854e26", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35754, + "estimated_input_tokens": 8939, + "estimated_eval_tokens": 18134 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the items cover many unrelated bugs/features across model loading, tokenizers, vision, quantization, and flash-attention. None of the soft pairs looks like the same underlying issue, so there is no meaningful duplicate canonical within this set.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue fits: the cluster spans unrelated failure modes and subsystems, so treating any one issue as the representative duplicate would be misleading.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global best representative because the set is not a coherent duplicate cluster; the safest triage is to leave them separate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "Different bugs in different models: DeepseekV3MoE divergence vs D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Path/import warning on local model loading is unrelated to gradient checkpointing in eval mode." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 error messaging and token-embedding reinit are distinct code paths and symptoms." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma 4 processor import breakage vs tokenizer error masking from protobuf handling are different problems." + }, + { + "left": "issue:45406", + "right": "issue:46701", + "accept": false, + "reason": "Gemma4Processor attribute error in serve is unrelated to DiffusionGemmaGenerationOutput pipeline failure." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime special-token post-processor updates and Gemma3 NaN embeddings are different tokenizer/attention issues." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "Siglip2 wrong outputs with AutoModel/pipeline is unrelated to RT-DETR memory release on deletion." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "RT-DETR GC/memory leak and SAM3-LiteText memory overflow are separate memory issues in different models." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Tensor-parallel OOM for Qwen2-57B-A14B-Instruct is not the same as int4 quantization reserved-memory regression." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer loading failure and bfloat16 dtype mismatches are unrelated bugs." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is a different path from Whisper empty-transcription failure after special-token alignment." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug and Kosmos2.5 OCR index error do not share the same underlying code defect." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and Qwen3-VL weight-shape mismatch are distinct model-loading issues." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Qwen2_5_VL import error and generic dependency issue are not the same bug." + }, + { + "left": "issue:43526", + "right": "issue:46693", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and FA2 long-context performance regression are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support and LayoutLMv3 error messaging are different features/issues." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to Adafactor/DeepSpeed OOM." + }, + { + "left": "issue:45250", + "right": "issue:46640", + "accept": false, + "reason": "Both mention Flash Attention 2, but one is a generic topic placeholder and the other is an issue report; not enough evidence of the same concrete bug." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "Siglip2 wrong outputs and SAM3-LiteText memory overflow are unrelated model-specific failures." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Adafactor+DeepSpeed OOM is unrelated to Llama 3.2 Vision load breakage." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "OOM in DeepSpeed optimizer use and embedding reinitialization after resize are different defects." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "BeitImageProcessorFast label handling and LayoutLMv2Tokenizer NER/padding crashes are unrelated tokenization/image-processing bugs." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Qwen3-VL missing pad_token_id and Qwen3-MoE sliding_window issues affect different subsystems and failure modes." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "RoPE validation TypeError with JSON-loaded lists is unrelated to missing decorator registration for apply_rotary_pos_emb." + }, + { + "left": "issue:45588", + "right": "issue:45600", + "accept": false, + "reason": "Flash-attention sink handling crash and auto_mappings stale config references are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing in eval mode and quantization offloading behavior are different problems." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Batched apply_chat_template padding crash and Qwen2.5-VL video vision_position_ids bug are distinct Qwen2.5-VL issues." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Custom model initialization breakage in Transformers 5.0.0 is not the same as patchtsmixer post_init policy." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and Qwen3_5Moe CPU offload incompatibility 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": 24, + "review_unit_index": 35, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:27957", + "issue:29870", + "issue:42175", + "issue:42490", + "issue:43232", + "issue:43262", + "issue:43316", + "issue:43388", + "issue:43493", + "issue:43525", + "issue:43643", + "issue:43720", + "issue:43749", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44079", + "issue:44188", + "issue:44190", + "issue:44206", + "issue:44442", + "issue:44479", + "issue:44496", + "issue:44743", + "issue:44811", + "issue:44855", + "issue:44871", + "issue:44898", + "issue:44913", + "issue:44977", + "issue:44987", + "issue:45003", + "issue:45137", + "issue:45216", + "issue:45245", + "issue:45325", + "issue:45440", + "issue:45759", + "issue:45803", + "issue:45907", + "issue:46178", + "issue:46234", + "issue:46697", + "issue:46829", + "issue:46932" + ], + "soft_pairs": [ + "issue:44977|issue:45245", + "issue:44743|issue:44811", + "issue:44442|issue:44898", + "issue:43262|issue:44206", + "issue:42490|issue:44743", + "issue:45003|issue:45440", + "issue:43720|issue:44442", + "issue:42175|issue:46234", + "issue:27957|issue:29870", + "issue:43316|issue:43525", + "issue:43493|issue:43827", + "issue:44062|issue:45907", + "issue:44077|issue:44479", + "issue:43873|issue:44871", + "issue:45325|issue:46697", + "issue:44855|issue:45137", + "issue:43643|issue:44913", + "issue:43749|issue:43931", + "issue:43316|issue:45759", + "issue:44987|issue:46178", + "issue:46829|issue:46932", + "issue:44190|issue:44496", + "issue:44442|issue:45803", + "issue:43761|issue:44188", + "issue:43761|issue:44079", + "issue:43931|issue:45216", + "issue:43232|issue:43388" + ], + "prepared_review_unit_hash": "ad98071974817fa3a58575f8ad6cd23f819a62c152472d40c9ee3669f2dee0eb", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36180, + "estimated_input_tokens": 9045, + "estimated_eval_tokens": 18346 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The candidate pairs are all superficial similarities at best; they describe different models, APIs, code paths, or failure modes. I would not merge any of them as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue: this set does not represent one underlying bug, but many unrelated reports across generation, config, loading, audio, vision, quantization, and docs.", + "canonical_pr_reason": null, + "best_issue_reason": "No best issue for duplicate triage here; none of the issues is a credible umbrella duplicate target for the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug vs a categories-cardinality runtime error; unrelated failures." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Different components: recurrent-state cache handling vs Whisper batch_decode skip_special_tokens." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading failure vs Perceiver image-classification resizing bug; different subsystems and symptoms." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio chat template sampling-rate default vs feature extractor center-arg crash; not the same bug." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Import warning on trailing-slash local model paths vs Qwen recurrent-state reset; unrelated." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils vs DeepSeekV3MoE divergence from remote implementation; different code paths." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet packed-weight loading bug vs FastSpeech2ConformerTokenizer loading failure; unrelated." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Missing tensorflow in torch extra vs missing import_utils helper; packaging/import issues but not the same defect." + }, + { + "left": "issue:27957", + "right": "issue:29870", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta vs BART generate decoder_attention_mask UnboundLocalError; different models and bugs." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Two config-field discrepancies, but for different models and different missing fields; not one underlying issue." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation mismatch vs docs still referencing removed pipeline(); unrelated model vs documentation issue." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "AddedToken special-argument duplication vs list_repo_files revision forwarding; different APIs and failures." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "patchtsmixer post_init validation vs Qwen video-input regression; no shared code path." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading behavior vs Gemma-3 eos_token_id inconsistency; unrelated." + }, + { + "left": "issue:45325", + "right": "issue:46697", + "accept": false, + "reason": "Qwen2.5-VL rope-index temporal scaling bug vs Swin2SR over-padding images; different preprocessing/code paths." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 TorchScript parsing error vs DeepSpeed ZeRO3 deque underflow; unrelated runtime failures." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "trust_remote_code missing fields on load vs rotary_pct reset on reload; both config-related but distinct bugs." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM efficient loading broken vs Qwen3-VL weight-shape mismatch; different loading problems." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Gemma3TextConfig API mismatch vs AutoModelForCausalLM not unwrapping text_config for composite Qwen configs; different issues." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "Model loading regression for physical-intelligence/fast vs backend mapping error for tensorflow_text; unrelated." + }, + { + "left": "issue:46829", + "right": "issue:46932", + "accept": false, + "reason": "VideoPrism output field assignment bug vs Gemma4 quantized embedder dtype casting; different models and symptoms." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading in training script vs unrecognized model/config.json error; unrelated." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer loading failure vs bare-except swallowing errors in FuyuBatchFeature; different components." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression vs attention kernel divergence under torch.compile; unrelated." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "Hidden_states regression in CLIPVisionModel vs ModelOutput key assignment bug; different code paths." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Qwen3-VL load-time shape mismatch vs Qwen3.5 save_pretrained checkpoint regression; related family, but different concrete bugs." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs update after sync_gpus vs gather_for_metrics dropping tuple labels; different distributed-training bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 36, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:27957", + "issue:28282", + "issue:32090", + "issue:42175", + "issue:42617", + "issue:42907", + "issue:43295", + "issue:43316", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43650", + "issue:43701", + "issue:43716", + "issue:43742", + "issue:43825", + "issue:44077", + "issue:44162", + "issue:44242", + "issue:44464", + "issue:44496", + "issue:44534", + "issue:44610", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:45584", + "issue:45632", + "issue:45698", + "issue:45803", + "issue:46050", + "issue:46170", + "issue:46202", + "issue:46234", + "issue:46291", + "issue:46365", + "issue:46369", + "issue:46421", + "issue:46424", + "issue:46506", + "issue:46894" + ], + "soft_pairs": [ + "issue:43701|issue:46506", + "issue:42907|issue:45698", + "issue:42617|issue:43575", + "issue:27957|issue:32090", + "issue:43550|issue:43701", + "issue:43575|issue:43742", + "issue:43606|issue:43701", + "issue:25251|issue:28282", + "issue:46234|issue:46291", + "issue:43295|issue:43825", + "issue:16998|issue:22355", + "issue:43295|issue:44871", + "issue:44871|issue:45584", + "issue:44464|issue:46421", + "issue:43316|issue:43716", + "issue:42175|issue:43316", + "issue:44077|issue:44534", + "issue:44871|issue:46050", + "issue:43646|issue:44913", + "issue:45803|issue:46365", + "issue:43452|issue:44496", + "issue:44162|issue:44792", + "issue:44242|issue:46894", + "issue:43404|issue:43441", + "issue:45632|issue:46424", + "issue:45803|issue:46170", + "issue:43650|issue:46202", + "issue:44610|issue:46369" + ], + "prepared_review_unit_hash": "9e23f7273151ed00f58db88cb47378d2504b932a9c9a87177dd3fc788fc95d83", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35736, + "estimated_input_tokens": 8934, + "estimated_eval_tokens": 18124 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair looks like the same underlying bug or change. The items span unrelated model-loading, cache, quantization, generation, and dependency issues, so this cluster should not be merged into a single duplicate set.", + "confidence": 0.97, + "canonical_issue_reason": "No single issue is a clear canonical duplicate target; the candidate pairs are thematically related only at a very broad Transformers level and are mostly distinct bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "None of the issues is a good global representative for the cluster because the set is heterogeneous and lacks a common concrete code-path failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "Key mismatch on checkpoint resume is unrelated to CPU/CUDA inference divergence." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load flows, but one is about dequantized model saving and the other about loading the wrong custom module after save_pretrained." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3d_parallel.py execution failure is not the same bug as tp-related OOM while loading Qwen2." + }, + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "FlashAttention support for XLM-Roberta is unrelated to the Trainer _gpu_broadcast_one NoneType error." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile with SDPA on Bamba is unrelated to resume_from_checkpoint key mismatches." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "OOM on a large Qwen2 model is not the same as a key error loading MobileLLM-125M." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to checkpoint key mismatch." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k output shape change is unrelated to a missing PyTorch dependency." + }, + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "Missing import_utils helper and pipeline import failure with kernels v0.15 are different dependency/import bugs." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Custom processor.tokenizer regression is unrelated to the pipeline translation error message bug." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "A model_max_length question is unrelated to the transformers.onnx import error." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Processor/tokenizer regression is unrelated to Gemma eos_token_id configuration inconsistency." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma eos_token_id mismatch and Whisper empty-transcription failure are distinct special-token issues with different code paths." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Compiled-forward output inconsistency is not the same bug as spurious recompilation from chunked prefill cache lazy initialization." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy is unrelated to image preprocessor/model dtype mismatch." + }, + { + "left": "issue:42175", + "right": "issue:43316", + "accept": false, + "reason": "Missing TensorFlow from the torch extra is unrelated to a config API discrepancy." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Optional post_init restriction in patchtsmixer is unrelated to non-persistent buffers being filled with junk." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Gemma eos_token_id inconsistency is unrelated to quantized model save/load roundtrip failure." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Generic Transformers 5 init breakage is not the same as GPTNeoX rotary_pct not persisting on reload." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Bare except in Fuyu tensor conversion is unrelated to importing Trainer only after uninstalling datasets." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "gguf_file handling in from_pretrained is unrelated to a missing model_type key in config.json." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 breakage is unrelated to the janus image-generation test failure." + }, + { + "left": "issue:44242", + "right": "issue:46894", + "accept": false, + "reason": "Missing MoE load-balancing loss and ASR training-loss double-shift are different loss-calculation bugs." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "lm_head weight tying in Mistral3 is unrelated to FlashAttention failures in Ministral-3." + }, + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "Remote-code cache path collisions are unrelated to max_cache_length being honored only for Quantized Cache." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Fuyu tensor conversion error handling is unrelated to the Windows ROCm torch.distributed dependency issue." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "A placeholder 'ADD THE DATA' issue is unrelated to Gemma pipeline roundtrip failures." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "OmDet-Turbo image-size mismatch is unrelated to sam3-litetext memory overflow." + } + ] + }, + "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": 24, + "review_unit_index": 37, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:35141", + "issue:41950", + "issue:42490", + "issue:43065", + "issue:43352", + "issue:43388", + "issue:43475", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43572", + "issue:43673", + "issue:43688", + "issue:43761", + "issue:43827", + "issue:43994", + "issue:44190", + "issue:44514", + "issue:44534", + "issue:44617", + "issue:44734", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44869", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45072", + "issue:45127", + "issue:45200", + "issue:45245", + "issue:45406", + "issue:45542", + "issue:45588", + "issue:45600", + "issue:45632", + "issue:45698", + "issue:46082", + "issue:46178", + "issue:46234", + "issue:46617", + "issue:46640", + "issue:46697", + "issue:46832", + "issue:46858", + "issue:46932" + ], + "soft_pairs": [ + "issue:43761|issue:46932", + "issue:45542|issue:46234", + "issue:43504|issue:45698", + "issue:43540|issue:44514", + "issue:43572|issue:46178", + "issue:43352|issue:46640", + "issue:43065|issue:44617", + "issue:44792|issue:45600", + "issue:44792|issue:44977", + "issue:45127|issue:45200", + "issue:43388|issue:43688", + "issue:43673|issue:44743", + "issue:41950|issue:43475", + "issue:44190|issue:44964", + "issue:43525|issue:43531", + "issue:35141|issue:42490", + "issue:44534|issue:44913", + "issue:44734|issue:45406", + "issue:46082|issue:46697", + "issue:45632|issue:46617", + "issue:45072|issue:46932", + "issue:44855|issue:45588", + "issue:45245|issue:46858", + "issue:44869|issue:46832", + "issue:43827|issue:43994" + ], + "prepared_review_unit_hash": "d55a0cdba482b15ae2253fbb7d6b0724bd1d0e2d1ed66356e5690198db71daef", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 35404, + "estimated_input_tokens": 8851, + "estimated_eval_tokens": 17958 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose semantic grouping of unrelated Transformers issues. The only plausible common thread is model-loading/cache/trust_remote_code regressions, but the individual reports still point to different code paths and failure modes.", + "confidence": 0.39, + "canonical_issue_reason": "issue:45698 is the broadest, most actively discussed open loading/regression report in the set, so it is the least bad representative for this loose cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 has the strongest activity signal and is broad enough to stand in for the cluster, even though the set is not a true duplicate group.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43761", + "right": "issue:46932", + "accept": false, + "reason": "Different regressions: CLIPVision hidden-state return bug vs Gemma4 quantized embedder dtype casting." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "Unrelated subsystems: backend detection for tensorflow/tensorboard vs missing import_utils symbol for Falcon Mamba." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Both concern loading, but one is a legacy preset field on Beit segmentation and the other is wrong custom-module resolution after save/load." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Both are multimodal processor issues, but they affect different models and different API paths." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "Different config/backend problems: StableLm pad token migration vs tensorflow_text backend mapping error." + }, + { + "left": "issue:43352", + "right": "issue:46640", + "accept": false, + "reason": "Same broad Flash Attention theme, but one is an explicit model-support guard and the other is a separate FA2 failure report." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Different SAM3 failures: a dummy Conv2d implementation issue vs CUDA OOM in video inference." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Unrelated: janus image-generation test failure vs stale auto_mappings references after config removal." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Different models and symptoms; one is a janus test failure, the other is Qwen3.5 flash-attention generation breakage." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "Different bugs: LoRA merge with extended vocab and tied embeddings vs Gemma4 text-only mm_token_type_ids defaulting." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Different training/eval bugs: last-batch metric gathering vs auxiliary-loss normalization." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both involve cache/state handling, but one is chunked-prefill GenerationMixin cache absence and the other is recurrent-state reset with seq_len>1." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Different pipeline/model issues: image processor lookup in video classification vs missing fpn_position_embeddings in Sam3 vision output." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Different loading failures in different example/model contexts; no shared underlying bug is evident." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Separate config bugs: missing pad_token_id in Llama4Config vs sliding_window behavior in Qwen3-MoE." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Different issues: embedding resize/post_init reinitialization vs local-path trailing-slash import warning." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Both are serialization/config persistence regressions, but they affect different mechanisms and code paths." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Different failures: server KV-cache continuation indexing vs Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:46082", + "right": "issue:46697", + "accept": false, + "reason": "Completely different areas: config validation for head_dim vs Swin2SR image padding." + }, + { + "left": "issue:45632", + "right": "issue:46617", + "accept": false, + "reason": "Both touch trust_remote_code/cache, but one is a leaf-directory cache collision and the other is a FileNotFoundError when loading from cache; not the same concrete bug." + }, + { + "left": "issue:45072", + "right": "issue:46932", + "accept": false, + "reason": "Different dtype issues in different models/components; not a single fixable code-path problem." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Unrelated: Python 3.13 decorator parsing/IndentationError vs flash_attention crash on s_aux=None." + }, + { + "left": "issue:45245", + "right": "issue:46858", + "accept": false, + "reason": "Different low-level runtime failures: category-count limit vs static-cache slice arithmetic on non-CUDA backends." + }, + { + "left": "issue:44869", + "right": "issue:46832", + "accept": false, + "reason": "Different model bugs: Whisper timestamp decoding edge case vs RT-DETR feature-level mismatch." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs cleanup for removed pipeline APIs vs a model/pipeline correctness issue for SigLIP2." + } + ] + }, + "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": 24, + "review_unit_index": 38, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:29870", + "issue:35141", + "issue:39692", + "issue:41720", + "issue:43065", + "issue:43295", + "issue:43335", + "issue:43526", + "issue:43550", + "issue:43644", + "issue:43673", + "issue:43931", + "issue:44060", + "issue:44077", + "issue:44112", + "issue:44190", + "issue:44242", + "issue:44462", + "issue:44464", + "issue:44479", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44779", + "issue:44855", + "issue:44877", + "issue:44913", + "issue:44933", + "issue:45127", + "issue:45245", + "issue:45276", + "issue:45290", + "issue:45357", + "issue:45362", + "issue:45381", + "issue:45563", + "issue:45584", + "issue:45600", + "issue:45907", + "issue:46369", + "issue:46421", + "issue:46489", + "issue:46655", + "issue:46697", + "issue:46752", + "issue:46897" + ], + "soft_pairs": [ + "issue:43673|issue:46421", + "issue:29870|issue:35141", + "issue:43931|issue:44060", + "issue:44242|issue:46897", + "issue:44617|issue:45584", + "issue:43644|issue:44913", + "issue:25251|issue:27957", + "issue:44933|issue:45362", + "issue:43335|issue:44855", + "issue:45563|issue:45584", + "issue:43550|issue:44190", + "issue:44077|issue:44877", + "issue:45381|issue:46369", + "issue:41720|issue:45245", + "issue:44479|issue:44734", + "issue:43335|issue:44190", + "issue:43065|issue:44610", + "issue:44464|issue:45563", + "issue:39692|issue:44190", + "issue:45127|issue:45357", + "issue:45381|issue:46655", + "issue:44617|issue:46369", + "issue:44112|issue:45600", + "issue:43295|issue:45276", + "issue:44779|issue:46489", + "issue:44462|issue:45907", + "issue:45290|issue:46752", + "issue:43526|issue:46697", + "issue:45276|issue:45584" + ], + "prepared_review_unit_hash": "28d36aedf18145191c1b564b434227910eadeb1e8b1fc0aa009cc685af3c99bb", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36450, + "estimated_input_tokens": 9113, + "estimated_eval_tokens": 18482 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous. The only strong duplicate-like pair is the DeepSeek tokenizer regression in v5; the other soft links look related only at a broad subsystem level, not the same concrete bug.", + "confidence": 0.74, + "canonical_issue_reason": "issue:44779 is the best canonical issue: it\u2019s the broadest description of the DeepSeek tokenizer v5 regression, and issue:46489 reads like a specific DeepSeek-Coder v1 manifestation/gap in the same fix.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44779 is the strongest representative issue because it describes the underlying tokenizer regression at the right scope and already has multiple inbound references.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Both involve cache/chunked prefill, but one is a missing-cache bug and the other is a recompilation issue; different concrete failure modes." + }, + { + "left": "issue:29870", + "right": "issue:35141", + "accept": false, + "reason": "Unrelated bugs: BART generate() decoder mask initialization vs token embedding resize/post_init reinitialization." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Different problems: Qwen3-VL load shape mismatch vs Qwen3-Next tied-weights warning on the wrong parameter." + }, + { + "left": "issue:44242", + "right": "issue:46897", + "accept": false, + "reason": "Both mention training loss behavior, but they are different models and different mechanisms; not the same bug." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "CUDA OOM in Sam3Video vs Whisper empty-transcription failure; no shared code-path bug." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Global buffer initialization bug vs GPTNeoX config reload defaulting; distinct issues." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "Pipeline top_k nesting bug is unrelated to XLMRoberta Flash Attention 2 support." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Import/export issue from image_utils vs Qwen3.5 chat crash; different surfaces and causes." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug vs Python 3.13 TorchScript parsing failure; unrelated." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "A stale warning in paged generate() is not the same bug as Whisper failing on empty transcription." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "torch.compile/SDPA model failure vs local dataset loading in an example script; unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "Optional post_init policy change vs strict config loading for granite_speech; different fixes." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Qwen2.5-VL video position IDs regression vs Sam3-LiteText memory overflow; unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Auto device mapping cuda assert vs category-count limit error; different model/runtime issues." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Video input regression in Qwen VL models vs serve KV-cache continuation indexing crash; not the same bug." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "Sparse layer creation bug and dataset-loading failure are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder vs processor output-size mismatch in OmDet-Turbo; different code paths." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Inconsistent compiled chunked generation outputs vs a stale warning about num_return_sequences; not duplicate symptoms." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "SigLIP2 documentation errors vs local dataset loading in image classification script; unrelated." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA merge with extended vocab causing collapse vs incorrect visual-encoder keys in save_pretrained; different bugs." + }, + { + "left": "issue:45381", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-processing issues, but one is a vision-position-id regression and the other is padding calculation in SmolVLM." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "OOM in Sam3Video vs memory overflow in Sam3-LiteText; different models and failure causes." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "CI failure from stale GraniteSpeech test vs broken auto_mappings references; both are CI-related, but not the same defect." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor/tokenizer API regression vs Gemma4 embedding-resize behavior; unrelated bugs." + }, + { + "left": "issue:44779", + "right": "issue:46489", + "accept": true, + "reason": "Both describe the same DeepSeek tokenizer regression in v5 producing incorrect output; 46489 is a specific DeepSeek-Coder v1 case/gap in the same fix." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json vs list_repo_files not forwarding revision; unrelated repository-loading issues." + }, + { + "left": "issue:45290", + "right": "issue:46752", + "accept": false, + "reason": "apply_chat_template crashes in two different edge cases: empty list vs assistant tool-call messages without content." + }, + { + "left": "issue:43526", + "right": "issue:46697", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug vs Swin2SR over-padding bug; different processors and logic." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Gemma4 resize_token_embeddings/output-embedding bug is unrelated to Whisper empty-transcription generation failure." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative. The canonical issue choice is supported by the titles and inbound references, and the only accepted soft edge is plausibly the same DeepSeek tokenizer regression/fix gap. I don\u2019t see overclaiming beyond what the packet supports." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 39, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:29870", + "issue:32090", + "issue:35141", + "issue:36246", + "issue:38617", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:42796", + "issue:43295", + "issue:43404", + "issue:43531", + "issue:43540", + "issue:43582", + "issue:43643", + "issue:43650", + "issue:43673", + "issue:43854", + "issue:44016", + "issue:44112", + "issue:44220", + "issue:44246", + "issue:44279", + "issue:44295", + "issue:44496", + "issue:44521", + "issue:44734", + "issue:44737", + "issue:44938", + "issue:44964", + "issue:45003", + "issue:45216", + "issue:45335", + "issue:45381", + "issue:45542", + "issue:45600", + "issue:45632", + "issue:45803", + "issue:46082", + "issue:46121", + "issue:46234", + "issue:46424", + "issue:46506", + "issue:46858", + "issue:46932" + ], + "soft_pairs": [ + "issue:44938|issue:45542", + "issue:43540|issue:44734", + "issue:44737|issue:45803", + "issue:25251|issue:29870", + "issue:44521|issue:45381", + "issue:43673|issue:46858", + "issue:43854|issue:44964", + "issue:44246|issue:45003", + "issue:45632|issue:46234", + "issue:44964|issue:45600", + "issue:43643|issue:44496", + "issue:44112|issue:44964", + "issue:27957|issue:35141", + "issue:42175|issue:44279", + "issue:46082|issue:46121", + "issue:36246|issue:41628", + "issue:42796|issue:44521", + "issue:36246|issue:38617", + "issue:32090|issue:35141", + "issue:43404|issue:45216", + "issue:44295|issue:46506", + "issue:41950|issue:44016", + "issue:43531|issue:45600", + "issue:43650|issue:44220", + "issue:43673|issue:46424", + "issue:43582|issue:46932", + "issue:43295|issue:45335" + ], + "prepared_review_unit_hash": "992bf8fe1e93826d700647009e355fa070e82b92f767853049d2009666cf31f6", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35382, + "estimated_input_tokens": 8846, + "estimated_eval_tokens": 17948 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a grab bag of unrelated Transformers issues across model loading, multimodal processing, cache behavior, import regressions, and performance. None of the suggested soft pairs look like the same underlying bug closely enough to merge, so this is not a strong duplicate cluster.", + "confidence": 0.38, + "canonical_issue_reason": "issue:44521 is the clearest actively relevant bug report here: it is open, has inbound references, and describes a concrete reproducible failure in a user-facing multimodal API.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the best representative issue because it is current, well-scoped, and tied to a specific broken code path rather than a vague symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Different failures: Python 3.14 import startup vs TensorFlow backend detection." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Both involve multimodal/generation, but the bugs are different: video input validation vs KV-cache continuation indexing." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "Unrelated code paths: XLNet device placement vs Fuyu tensor conversion exception handling." + }, + { + "left": "issue:25251", + "right": "issue:29870", + "accept": false, + "reason": "Different symptoms and subsystems: pipeline output nesting vs BART generate() decoder_attention_mask initialization." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal, but one is broken assistant_masks and the other is wrong vision_position_ids; not the same bug." + }, + { + "left": "issue:43673", + "right": "issue:46858", + "accept": false, + "reason": "Both mention cache, but one is missing GenerationMixin cache in v5.0.0 and the other is device-tensor arithmetic in static prefill." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Different model-loading failures for different models and likely different root causes." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import slowness is not the same as unsafe sys.modules access; related area, different issue." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "Trust-remote-code cache collision vs missing import_utils symbol are unrelated." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Different problems: model loading regression vs stale auto_mappings reference breaking CI." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Both are config-loading issues, but one is trust_remote_code field loss and the other is unrecognized model/config missing model_type." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI test flake in GraniteSpeech is unrelated to Phi-4 multimodal loading." + }, + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention support and embedding reinitialization are different bugs." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "A packaging/backend extras issue is not the same as a general dependency issue." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "Distinct config-validation bugs: head_dim rejection vs rope-parameter list type handling." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different package-export regressions." + }, + { + "left": "issue:42796", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer BPE marker handling is unrelated to multimodal chat-template assistant masks." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Different missing imports from different modules; no shared underlying defect." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer broadcast TypeError is unrelated to embedding weight reinitialization." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Model weight tying and save_pretrained checkpoint regression are different code paths." + }, + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "Position_ids buffer access and CPU/CUDA output divergence are not the same bug." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Pipeline processor lookup and a notebook syntax error are completely unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and auto_mappings cleanup are unrelated." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "No meaningful overlap beyond being generic errors; separate problem reports." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Both mention cache configuration, but one is v5 cache availability and the other is max_cache_length behavior for quantized cache only." + }, + { + "left": "issue:43582", + "right": "issue:46932", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError and Gemma4 dtype casting are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Processor.tokenizer regression and t5gemma decoder embedding resize are different bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 40, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:39692", + "issue:42907", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43441", + "issue:43479", + "issue:43526", + "issue:43577", + "issue:43673", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44220", + "issue:44279", + "issue:44327", + "issue:44336", + "issue:44368", + "issue:44496", + "issue:44521", + "issue:44683", + "issue:44779", + "issue:44792", + "issue:44933", + "issue:44987", + "issue:45042", + "issue:45083", + "issue:45216", + "issue:45335", + "issue:45375", + "issue:45405", + "issue:45446", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45759", + "issue:46082", + "issue:46123", + "issue:46369", + "issue:46399", + "issue:46424", + "issue:46506", + "issue:46515", + "issue:46693", + "issue:46752" + ], + "soft_pairs": [ + "issue:43976|issue:44987", + "issue:44016|issue:44220", + "issue:45083|issue:46506", + "issue:42907|issue:43441", + "issue:44683|issue:45446", + "issue:43526|issue:43901", + "issue:43976|issue:44279", + "issue:43381|issue:45593", + "issue:43479|issue:45375", + "issue:44496|issue:45042", + "issue:43673|issue:44336", + "issue:43901|issue:44496", + "issue:44792|issue:46424", + "issue:44016|issue:44062", + "issue:44496|issue:45759", + "issue:43824|issue:44933", + "issue:43441|issue:45588", + "issue:46123|issue:46369", + "issue:44327|issue:46752", + "issue:44279|issue:46515", + "issue:44521|issue:46693", + "issue:45335|issue:45584", + "issue:43299|issue:45216", + "issue:44279|issue:45405", + "issue:46082|issue:46399", + "issue:43295|issue:44779", + "issue:44075|issue:44368", + "issue:39692|issue:43901", + "issue:43976|issue:45405", + "issue:43577|issue:45216" + ], + "prepared_review_unit_hash": "5dd98e12c3aecae48fea9b40c4617edabcf11887334f764d86a937a9fdd108be", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36740, + "estimated_input_tokens": 9185, + "estimated_eval_tokens": 18626 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft-similarity pairs are mostly broad topical matches (model loading, multimodal configs, tokenizer/processor behavior, flex_attention, etc.) rather than the same concrete bug or change. I would not merge any of the proposed pairs as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Both are version/regression reports, but one is a Python compatibility problem and the other is a model-loading failure for a specific repo; different root causes." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "A notebook syntax error and an audio feature extraction bug are unrelated code paths." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "Both mention differing behavior, but one is a helper length calculation bug and the other is CPU/CUDA output mismatch for a layout model." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Saving a dequantized model and FlashAttention failures for Ministral are different failures in different subsystems." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both involve flex_attention, but one is a compile/runtime failure on torch>=2.9 and the other is a bad version check for AuxRequest import; not the same bug." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "A Beit image processor label-reduction bug and a docs mismatch for text classification are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python-version incompatibility and a generic dependency issue are not the same underlying defect." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary loss behavior are separate training-time issues." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Both are config-related, but they affect different multimodal model families and different missing/default fields." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "One is an unrecognized model/config problem; the other is an image-processor torchvision dependency regression." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache handling and ANSI-color terminal output are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "A pipeline docs/behavior mismatch is not the same as a model config loading error." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "A test failure around image generation and a cache max length setting issue do not share the same code-path problem." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax breakage and AddedToken keyword collisions are unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Both touch model/config loading, but one is an unrecognized model and the other is missing text_config unwrapping for composite multimodal configs." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "An import error for a Qwen VL class and a non-existent image_utils import are different missing-symbol issues." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "FlashAttention failure for Ministral-3 and an AttributeError on s_aux=None in flash_attention integration are distinct bugs." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "Partial-batch mask generation dropping results and a memory overflow in sam3-litetext are different symptoms and code paths." + }, + { + "left": "issue:44327", + "right": "issue:46752", + "accept": false, + "reason": "A QA decode_spans top-k bounds error and an empty-list apply_chat_template crash are unrelated." + }, + { + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "A dependency issue and a torch-version incompatibility are not the same defect." + }, + { + "left": "issue:44521", + "right": "issue:46693", + "accept": false, + "reason": "assistant_mask generation for multimodal chat templates and FA2 long-context performance regression are different behaviors." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "resize_token_embeddings not updating decoder embeddings and Whisper empty-transcription generation failure are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Qwen3VL MoE loading regression and Qwen3.5 checkpoint save corruption are different model/version failures." + }, + { + "left": "issue:45375", + "right": "issue:45584", + "accept": false, + "reason": "A Qwen multimodal config field omission and Whisper special-token alignment behavior are unrelated." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "A generic dependency issue and an unreleased PEFT minimum-version bump are not duplicates." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "A LlamaConfig head_dim validation issue and a missing decorator for apply_rotary_pos_emb registration are different problems." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Both mention tokenizer/processor regressions, but one is a processor.tokenizer API break and the other is incorrect Deepseek tokenization output." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Optimizer SGD arguments not being used and a tie_word_embeddings warning are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "A SigLIP2 example bug and a text-classification docs mismatch are not the same issue." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python support incompatibility and an unreleased dependency version bump are distinct release issues." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Blip2 dtype propagation and Qwen3.5 save_pretrained checkpoint correctness are separate model-specific bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 41, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:33290", + "issue:41950", + "issue:42796", + "issue:42994", + "issue:43299", + "issue:43317", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43650", + "issue:43653", + "issue:43854", + "issue:44016", + "issue:44242", + "issue:44261", + "issue:44263", + "issue:44291", + "issue:44297", + "issue:44336", + "issue:44351", + "issue:44361", + "issue:44462", + "issue:44466", + "issue:44623", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:45020", + "issue:45081", + "issue:45103", + "issue:45200", + "issue:45276", + "issue:45278", + "issue:45357", + "issue:45372", + "issue:45542", + "issue:45593", + "issue:45656", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45859", + "issue:45907", + "issue:46082", + "issue:46209", + "issue:46512", + "issue:46851" + ], + "soft_pairs": [ + "issue:44351|issue:45278", + "issue:42796|issue:43650", + "issue:46082|issue:46512", + "issue:44779|issue:45812", + "issue:41950|issue:45020", + "issue:43299|issue:45357", + "issue:44466|issue:45276", + "issue:43299|issue:43854", + "issue:43653|issue:45593", + "issue:41950|issue:45823", + "issue:44242|issue:45200", + "issue:43650|issue:46209", + "issue:44297|issue:44462", + "issue:43479|issue:43525", + "issue:44683|issue:45542", + "issue:44016|issue:44291", + "issue:44361|issue:45593", + "issue:45081|issue:45907", + "issue:33290|issue:45656", + "issue:43441|issue:45834", + "issue:42994|issue:43317", + "issue:44623|issue:44749", + "issue:44336|issue:46851", + "issue:44261|issue:44263", + "issue:45103|issue:45372", + "issue:45859|issue:46851" + ], + "prepared_review_unit_hash": "ca741d3bfb59e12e44a944357aff3e93349a00f361f17deac9e184e0ea4633f9", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34967, + "estimated_input_tokens": 8742, + "estimated_eval_tokens": 17740 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a set of unrelated bugs across tokenizers, model loading, saving, offload, and config regressions. None of the soft pairs look like true duplicates of the same underlying bug, so no soft edge is accepted.", + "confidence": 0.9, + "canonical_issue_reason": "If one issue must anchor the set, issue 45020 is the broadest and most representative regression report, with substantial detail and discussion. It still does not actually subsume the other issues.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45020 is the best single issue to represent the cluster only because it is broad and well-documented; however, the items are not duplicates and the issue should not be treated as a real canonical for them.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "Both mention import problems, but one is a missing HybridCache import and the other is many import errors after an upgrade; not the same concrete failure." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer BPE marker handling is unrelated to the unrelated placeholder/troll issue title 'ADD THE DATA'." + }, + { + "left": "issue:46082", + "right": "issue:46512", + "accept": false, + "reason": "One is LlamaConfig head_dim validation; the other is stale config.dtype after from_config(dtype=...). Different code paths and bugs." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and likely different tokenizer logic." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video-classification processor lookup and remote_code model breakage are different subsystems and failure modes." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3VL MoE loading and Qwen3.5 save_pretrained visual-key serialization are distinct bugs." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "lm_head.weight serialization inconsistency is unrelated to resize_token_embeddings not updating tied/output embeddings." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Different models and symptoms: Qwen3VL MoE loading vs GLM-4.7 unit-test loading." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBirdTokenizer special-token registration is unrelated to D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Video pipeline processor lookup and Gemma4 PLE device mismatch are different bugs." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Missing load-balancing loss and Gemma 4 mm_token_type_ids defaulting are separate model/training issues." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "No meaningful overlap; the titles and contexts are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch and AutoTokenizer ignoring tokenizer.json are related to serialization/loading, but not the same defect." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Phi4MultimodalConfig default-init behavior and missing pad_token_id on Llama4Config are separate config bugs." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Compiled flex_attention on torch 2.9 and undefined tf backend from tensorboard-only install are unrelated." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error and init_empty_weights unexpected argument are unrelated." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "MLukeTokenizer AttributeError and D-FINE auxiliary-loss omission are unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Mistral regex patch crash and list_repo_files revision forwarding are different API paths and bugs." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "AdaFactor OOM in DeepSpeed and optimizer.step being called twice are not the same underlying issue." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "FlashAttention failure for Ministral-3 and Kosmos2.5 OCR index error are unrelated model-specific bugs." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized model saving failure and dequantized model offload loading failure are different code paths." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "processor.save_pretrained missing files and a Chinese report about slowdown after upgrading are unrelated." + }, + { + "left": "issue:44336", + "right": "issue:46851", + "accept": false, + "reason": "ANSI codes in loading_report and Qwen3.5 variable-length position_ids handling are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "MLA q_a_layernorm epsilon precision issue and GlmMoeDsaIndexer torch.split return values are different bugs." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "auto_docstring crash with future annotations and Gemma 4 processor ImportError are unrelated." + }, + { + "left": "issue:45859", + "right": "issue:46851", + "accept": false, + "reason": "CPU offload incompatibility in Qwen3_5MoeTextRotaryEmbedding and variable-length position_ids in Qwen3.5 are different defects." + } + ] + }, + "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": 24, + "review_unit_index": 42, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:41628", + "issue:42175", + "issue:42796", + "issue:43441", + "issue:43525", + "issue:43526", + "issue:43540", + "issue:43643", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43784", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44162", + "issue:44188", + "issue:44246", + "issue:44297", + "issue:44336", + "issue:44373", + "issue:44496", + "issue:44589", + "issue:44623", + "issue:44671", + "issue:44779", + "issue:45003", + "issue:45083", + "issue:45103", + "issue:45325", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45600", + "issue:45712", + "issue:45800", + "issue:45823", + "issue:46291", + "issue:46399", + "issue:46655", + "issue:46726", + "issue:46752", + "issue:46851" + ], + "soft_pairs": [ + "issue:45600|issue:45712", + "issue:42175|issue:43976", + "issue:44623|issue:45397", + "issue:44671|issue:44779", + "issue:43723|issue:44162", + "issue:43901|issue:44246", + "issue:43673|issue:43761", + "issue:45542|issue:45800", + "issue:43824|issue:43976", + "issue:43525|issue:43881", + "issue:42796|issue:43441", + "issue:44188|issue:44336", + "issue:46291|issue:46399", + "issue:44016|issue:45823", + "issue:44336|issue:44373", + "issue:44589|issue:45362", + "issue:43525|issue:43643", + "issue:46655|issue:46726", + "issue:45325|issue:46851", + "issue:41628|issue:43976", + "issue:44297|issue:45397", + "issue:43784|issue:45542", + "issue:44246|issue:44496", + "issue:45083|issue:46851", + "issue:46399|issue:46851", + "issue:45561|issue:45563", + "issue:45103|issue:46399", + "issue:43526|issue:45003", + "issue:43540|issue:46752" + ], + "prepared_review_unit_hash": "4de9e3c886c0324f6b06821a78079054063b9ab200cf6694523368872f9a00b1", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35737, + "estimated_input_tokens": 8935, + "estimated_eval_tokens": 18126 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are a broad mix of unrelated regressions across tokenizers, processors, import paths, configs, kernels, docs, and packaging. No soft pair looks like the same underlying bug/change, so none should be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "issue:43824 is the strongest single representative: it has the clearest concrete import regression, strong discussion activity, and inbound references, making it a good triage anchor for this mixed cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43824 is the best overall issue candidate because it is specific, reproducible, and appears to have the most external impact/attention among the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Different repo-maintenance failures: one is a stale auto_mappings reference, the other is leftover dummy classes leaking into checks/dir()." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Packaging/backend inclusion bug vs Python version compatibility regression; unrelated symptoms and code paths." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Missing processor save files and a Zero3 from_pretrained issue are separate processor vs distributed-loading problems." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "CamemBERT MLM prediction regression and Deepseek tokenizer/BPE handling are different model/tokenizer bugs." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "AutoTokenizer loading failure and ESM2 model breakage are distinct failures in different model families." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs mismatch for return_all_scores is unrelated to intermittent slow imports." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Chunked-prefill cache regression in generation is unrelated to CLIPVisionModel hidden_states output behavior." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "TensorFlow backend installation issue and torch/transformers version incompatibility are different dependency problems." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Importing a specific Qwen2.5-VL class is unrelated to a Python 3.9/3.10 compatibility report." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config and glm-4v loading failure are different model/config loading bugs." + }, + { + "left": "issue:42796", + "right": "issue:43441", + "accept": false, + "reason": "Tokenizer BPE marker handling and FlashAttention failure are separate Ministral issues affecting different parts of the stack." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "torch.compile attention-kernel divergence is unrelated to ANSI codes emitted by loading_report." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "Kernel dependency/version import failure and a Qwen3.5 rotary-pos-emb registration crash are not the same code-path problem." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error and Gemma4 device mismatch are unrelated documentation vs runtime issues." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "Terminal ANSI escape leakage and a wrong docstring are unrelated documentation/formatting issues." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage lookup failure and Qwen3.5 chat crash have different causes and subsystems." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "A missing config attribute on Llama4Config is not the same as AutoConfig dropping fields under trust_remote_code." + }, + { + "left": "issue:46655", + "right": "issue:46726", + "accept": false, + "reason": "Video padding calculation bug and missing-vision-backend import error are different processor failure modes." + }, + { + "left": "issue:45325", + "right": "issue:46851", + "accept": false, + "reason": "Qwen2.5-VL still-image temporal scaling and Qwen3.5 variable-length position_ids are separate position-id bugs." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "AutoImageProcessor import failure is unrelated to Python version compatibility with transformers 5.1.0." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch and Gemma4 Zero3 from_pretrained are unrelated issues." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "sentence-transformers import NameError and undefined tf backend error are separate backend/import failures." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Intermittent slow imports and unrecognized model/config loading are different issue classes." + }, + { + "left": "issue:45083", + "right": "issue:46851", + "accept": false, + "reason": "Feature-extraction length helper behavior and Qwen3.5 variable-length position_ids are unrelated model-specific bugs." + }, + { + "left": "issue:46399", + "right": "issue:46851", + "accept": false, + "reason": "Kernel registration/decorator crash and variable-length position_ids are different Qwen3.5 failure modes." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "pytest-xdist file race and stale generation warning are unrelated testing vs generation issues." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "auto_docstring future-annotations crash is unrelated to Qwen3.5 kernel registration." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug and unsafe sys.modules access are separate implementation issues." + }, + { + "left": "issue:43540", + "right": "issue:46752", + "accept": false, + "reason": "Qwen3OmniMoe video processing ValueError and empty-list chat template IndexError are unrelated input-validation 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": 24, + "review_unit_index": 43, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:36246", + "issue:41950", + "issue:42491", + "issue:42757", + "issue:42886", + "issue:43257", + "issue:43262", + "issue:43299", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43901", + "issue:44162", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44336", + "issue:44351", + "issue:44451", + "issue:44479", + "issue:44485", + "issue:44496", + "issue:44749", + "issue:44779", + "issue:44871", + "issue:45003", + "issue:45072", + "issue:45137", + "issue:45200", + "issue:45292", + "issue:45362", + "issue:45375", + "issue:45397", + "issue:45561", + "issue:45588", + "issue:45593", + "issue:45759", + "issue:46132", + "issue:46506", + "issue:46614", + "issue:46655", + "issue:46665", + "issue:46752", + "issue:46821", + "issue:46829", + "issue:46851" + ], + "soft_pairs": [ + "issue:45072|issue:46829", + "issue:46614|issue:46665", + "issue:44295|issue:45397", + "issue:43531|issue:45362", + "issue:42491|issue:43299", + "issue:44246|issue:44871", + "issue:44336|issue:44485", + "issue:44242|issue:45593", + "issue:45588|issue:46851", + "issue:45003|issue:46821", + "issue:42886|issue:46132", + "issue:44451|issue:46752", + "issue:43550|issue:46506", + "issue:44779|issue:45292", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:41950|issue:44220", + "issue:43901|issue:45003", + "issue:43257|issue:45137", + "issue:45003|issue:45561", + "issue:44496|issue:45003", + "issue:43540|issue:46655", + "issue:44162|issue:45200", + "issue:45375|issue:45759", + "issue:43262|issue:44246", + "issue:44295|issue:44749", + "issue:44479|issue:46655" + ], + "prepared_review_unit_hash": "f8b23237c12613b182d28fd5b463858d905d235ea260df33658e0dcc7c24ecac", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35210, + "estimated_input_tokens": 8803, + "estimated_eval_tokens": 17862 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous and does not contain any strong duplicate pairs. Most items are distinct model- or subsystem-specific bugs; the soft similarities are mostly superficial (shared model family, similar failure mode, or same broad subsystem).", + "confidence": 0.82, + "canonical_issue_reason": "Issue 44479 is the most representative broad regression report: it covers multiple Qwen VLM variants, has a concrete video-input failure, and reads like a central upstream bug rather than a narrow edge case.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44479 is the best single issue to anchor this cluster because it is the clearest high-impact, actionable regression among the set. It is still not a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45072", + "right": "issue:46829", + "accept": false, + "reason": "Different models and different failure classes: bfloat16 dtype mismatch vs incorrect output field mapping." + }, + { + "left": "issue:46614", + "right": "issue:46665", + "accept": false, + "reason": "Unrelated bugs: stale phonemizer backend state vs from_pretrained behavior inside Python classes." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "One is a position_ids buffer access bug; the other is a DeepSpeed ZeRO3 load issue for Gemma-4." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Both involve Qwen, but one is sliding_window handling and the other is chat crashes for Qwen3.5-35B." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Different loading regressions with different scopes: LoRA compatibility vs Qwen3VL MoE loading on dev branch." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "No shared bug path: training loss omission vs eos_token_id config mismatch." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "Completely different areas: terminal ANSI output vs GLM-5 RoPE implementation." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Both mention missing losses, but for different models and different mechanisms; not the same defect." + }, + { + "left": "issue:45588", + "right": "issue:46851", + "accept": false, + "reason": "Different code paths: flash_attention sink handling vs variable-length position_ids handling." + }, + { + "left": "issue:45003", + "right": "issue:46821", + "accept": false, + "reason": "Unsafe sys.modules access is unrelated to TimesFM window_size attribute errors." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline cache loading and AttentionInterface registration behavior are unrelated." + }, + { + "left": "issue:44451", + "right": "issue:46752", + "accept": false, + "reason": "Model loading failure vs empty-chat-template IndexError; different bugs." + }, + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "Different subsystems and symptoms: torch.compile/SDPA vs CPU/CUDA output divergence." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenizer correctness regression is not the same as output_embeddings not resizing." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different symbols and unrelated packages/paths." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Different missing exports from transformers; likely version mismatch, not one shared bug." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification image-processor lookup is unrelated to _torch_extract_fbank_features()." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mismatch for pipeline args does not match sys.modules import safety bug." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "DeepSpeed-related, but one is Qwen3 MoE conversion and the other is ZeRO3 deque underflow." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe module lookup and pytest-xdist file race are unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model config vs unsafe sys.modules access are different failure modes." + }, + { + "left": "issue:43540", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-processing bugs, but in different models and likely different root causes." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma-4 mm_token_type_ids defaults are unrelated." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Both concern composite Qwen multimodal configs, but one drops a field under strict parsing while the other mishandles text_config unwrapping." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sampling-rate default is unrelated to load-balancing loss behavior." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Position_ids buffer error and slow filtering after upgrade are not the same bug." + }, + { + "left": "issue:44479", + "right": "issue:46655", + "accept": false, + "reason": "Both involve video inputs, but the affected models and described failure mechanisms differ." + } + ] + }, + "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": 24, + "review_unit_index": 44, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:36246", + "issue:42199", + "issue:42886", + "issue:43065", + "issue:43295", + "issue:43352", + "issue:43408", + "issue:43475", + "issue:43526", + "issue:43596", + "issue:43653", + "issue:44038", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44242", + "issue:44368", + "issue:44466", + "issue:44479", + "issue:44623", + "issue:44857", + "issue:44877", + "issue:44977", + "issue:44987", + "issue:45137", + "issue:45229", + "issue:45250", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45397", + "issue:45412", + "issue:45459", + "issue:45584", + "issue:45600", + "issue:45656", + "issue:45859", + "issue:46123", + "issue:46170", + "issue:46369", + "issue:46399", + "issue:46506", + "issue:46726", + "issue:46851", + "issue:46894", + "issue:46897" + ], + "soft_pairs": [ + "issue:45859|issue:46399", + "issue:43475|issue:46369", + "issue:45137|issue:45600", + "issue:36246|issue:43596", + "issue:44877|issue:45375", + "issue:43295|issue:45292", + "issue:45292|issue:45584", + "issue:44466|issue:45335", + "issue:44623|issue:46726", + "issue:44242|issue:44857", + "issue:43526|issue:46897", + "issue:44038|issue:46506", + "issue:44987|issue:45459", + "issue:29870|issue:30333", + "issue:43352|issue:45250", + "issue:42199|issue:46851", + "issue:43526|issue:46894", + "issue:44060|issue:44077", + "issue:44368|issue:44977", + "issue:43653|issue:44162", + "issue:45412|issue:46123", + "issue:44479|issue:46170", + "issue:45397|issue:45656", + "issue:42886|issue:45229", + "issue:43065|issue:43408" + ], + "prepared_review_unit_hash": "637e8a121434b25fffbbcbb98be5f553fdc380eddfc9f3e88947c27a5a68196e", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 35310, + "estimated_input_tokens": 8828, + "estimated_eval_tokens": 17912 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most items are unrelated bug reports across different models/subsystems, so there is no true duplicate set here. All soft edges should be rejected.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 45229 is the strongest representative only in the sense of being the most substantial single report in the set, with the highest discussion activity and a clear, high-impact failure mode; however, the cluster as a whole is not a duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45229 is the best overall representative because it is detailed, concrete, and drew the most discussion, making it the most useful anchor if one issue must be chosen.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45859", + "right": "issue:46399", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is a CPU-offload rotary embedding incompatibility and the other is a kernel registration/decorator crash; different bugs and code paths." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "One is a missing attribute on Sam3VisionEncoderOutput, the other is a memory overflow in sam3-litetext; not the same underlying issue." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "ZeRO3 deque IndexError and stale auto_mappings references are unrelated failures; no shared concrete bug." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Missing Qwen2_5_VLImageProcessor import and a DeepSpeed/BertModel index error are different problems." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both involve strict config handling, but they affect different model families and different missing fields, so they are not duplicates." + }, + { + "left": "issue:43295", + "right": "issue:45292", + "accept": false, + "reason": "Processor.tokenizer/image-input regression and resize_token_embeddings not updating output embeddings are separate API bugs." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize inconsistency and Whisper empty-transcription failure after align_special_tokens are different code paths." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Inconsistent lm_head.weight serialization and t5gemma resize_token_embeddings behavior are not the same bug, despite both touching tied embeddings." + }, + { + "left": "issue:44623", + "right": "issue:46726", + "accept": false, + "reason": "processor.save_pretrained missing files and AutoProcessor backend-missing errors are different failure modes." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Missing load-balancing loss when output_router_logits=False and an AMP/CUDA loss crash are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:46897", + "accept": false, + "reason": "BEiT reduce_labels returning one label and Florence2 double-shift training loss are distinct model-specific bugs." + }, + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "Qwen3-VL-Moe/transformers 5.0 compatibility and PPDocLayoutV3 CPU-vs-CUDA differences are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "A loading failure for physical-intelligence/fast and protobuf-missing tokenizer error masking are different problems." + }, + { + "left": "issue:29870", + "right": "issue:30333", + "accept": false, + "reason": "BART generate() UnboundLocalError and MLflow job-status reporting are completely unrelated." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "Nemotron flash-attn unsupported-model gating and a generic Flash Attention 2.0 issue are not the same concrete bug." + }, + { + "left": "issue:42199", + "right": "issue:46851", + "accept": false, + "reason": "DETR cardinality/background-class logic and Qwen3.5 variable-length position_ids are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:46894", + "accept": false, + "reason": "BEiT label reduction bug and CohereASR training-loss double-shift bug are different issues." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Incorrect tied-weights warning and patchtsmixer post_init policy are not the same underlying change." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "One is a tied-weights warning during LoRA fine-tuning, the other is a flash-attention generation failure; different code paths." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBird tokenizer special-token registration and ESM2 breakage are unrelated." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "RT-DETR memory not released on deletion and MaskGenerationPipeline final-batch handling are different bugs." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "A multimodal video regression and a Windows/ROCm torch.distributed import issue are unrelated." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Gemma-4 Zero3 from_pretrained and double optimizer.step() under deepspeed are different failures." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU CUDA OOM are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Both are SAM3-related, but one is a dummy Conv2d implementation detail and the other is a model-type mismatch warning; not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 45, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:42994", + "issue:43065", + "issue:43232", + "issue:43441", + "issue:43475", + "issue:43482", + "issue:43540", + "issue:43643", + "issue:43646", + "issue:43673", + "issue:43701", + "issue:43723", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44361", + "issue:44368", + "issue:44483", + "issue:44623", + "issue:44749", + "issue:44871", + "issue:44877", + "issue:44995", + "issue:45103", + "issue:45200", + "issue:45375", + "issue:45478", + "issue:45563", + "issue:45588", + "issue:45656", + "issue:45685", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46132", + "issue:46170", + "issue:46202", + "issue:46421", + "issue:46431", + "issue:46710", + "issue:46726", + "issue:46752", + "issue:46832", + "issue:46851", + "issue:46858" + ], + "soft_pairs": [ + "issue:43475|issue:43540", + "issue:44877|issue:46170", + "issue:46170|issue:46832", + "issue:43723|issue:46710", + "issue:44368|issue:45563", + "issue:44995|issue:45200", + "issue:43931|issue:44368", + "issue:44188|issue:46202", + "issue:44483|issue:46202", + "issue:43906|issue:46202", + "issue:45987|issue:46082", + "issue:44995|issue:45588", + "issue:44188|issue:46421", + "issue:45685|issue:46431", + "issue:45103|issue:46858", + "issue:44297|issue:44623", + "issue:43065|issue:46123", + "issue:44361|issue:44749", + "issue:43994|issue:46726", + "issue:44749|issue:45656", + "issue:43701|issue:44749", + "issue:44871|issue:46132", + "issue:44623|issue:45656", + "issue:43646|issue:44162", + "issue:43441|issue:46752", + "issue:45375|issue:45478", + "issue:42994|issue:43482", + "issue:44188|issue:46851", + "issue:43475|issue:43643", + "issue:43232|issue:43673" + ], + "prepared_review_unit_hash": "3fff90d8ec0b5fe93e8157f2dba9544747a918584fcab52c27a738c9e81a2d98", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36822, + "estimated_input_tokens": 9206, + "estimated_eval_tokens": 18668 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This batch is mostly a set of unrelated closed issue reports with some loose topical similarity around cache/config/save_pretrained regressions. None of the provided soft pairs are strong enough to treat as duplicates; the closest ones are still different code paths or different failure modes.", + "confidence": 0.64, + "canonical_issue_reason": "Issue 46858 is the most specific, actionable report: it pinpoints `_prefill`, `cache.get_seq_length()`, the bad tensor return type, and the non-CUDA/torch.compile slice-arithmetic failure. It best represents the concrete bug class among the issues shown.", + "canonical_pr_reason": null, + "best_issue_reason": "46858 is the best overall issue candidate because it has the clearest root-cause description and the most directly fixable code path. It is more precise than the broader cache-related reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Both are model-specific runtime failures, but one is a missing attribute in SAM 3 video and the other is a video-input ValueError in Qwen3OmniMoe; different subsystems and failure mechanisms." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "One is strict config loading for granite_speech, the other is a Windows/ROCm torch.distributed import dependency issue; unrelated code paths." + }, + { + "left": "issue:46170", + "right": "issue:46832", + "accept": false, + "reason": "Import/dependency breakage on Windows is not the same as RT-DETR forward shape handling when feature levels exceed backbone outputs." + }, + { + "left": "issue:43723", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer loading in v5 and an accuracy regression after a version upgrade are different bug classes; no shared concrete failure path." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "A warning about `tie_word_embeddings` during LoRA fine-tuning is unrelated to a stale `num_return_sequences` warning in paged generate()." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "GLM MoE stale indexer-cache crash on second forward is not the same as Gemma 4 requiring `mm_token_type_ids` for text-only fine-tuning." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and a Qwen3.5 embedding warning are different model-loading/fine-tuning issues." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "Diverging attention kernels under torch.compile is unrelated to Gemma pipeline roundtrip tokenization behavior." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "API request rejection on `/v1/chat/completions` is not the same as Gemma tokenizer roundtrip failure for the underscore-like token." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "An isolated reproduction of an earlier issue is not the same as a Gemma pipeline tokenization roundtrip bug." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache returning a shape-(1,) tensor is a cache API contract bug; LlamaConfig rejecting explicit head_dim is a separate config validation issue." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Both mention runtime failures, but one is stale indexer cache on second forward and the other is flash-attention crashing on `s_aux=None`; different implementations." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Both are cache/compile related, but one is attention-kernel divergence from branching and the other is spurious recompilation from lazy cache initialization; not the same bug." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "An MPS histogram dtype error in MoE code is unrelated to missing chat templates in processors." + }, + { + "left": "issue:45103", + "right": "issue:46858", + "accept": false, + "reason": "Auto-docstring annotation handling and cache sequence-length tensor arithmetic are entirely different code paths." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Both involve save_pretrained, but tokenizer_class mismatch and missing processor files are different serialization failures in different components." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "A dummy Conv2d in SAM3 pixel decoding is unrelated to `is_last` being false on the final partial batch in MaskGenerationPipeline." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer task AttributeError and a data-processing slowdown after upgrade do not share the same underlying bug." + }, + { + "left": "issue:43994", + "right": "issue:46726", + "accept": false, + "reason": "SigLIP2 nonsensical outputs through AutoModel/pipeline are not the same as AutoProcessor reporting an unrecognized image processor when a backend is missing." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "A performance regression after upgrading Transformers is unrelated to DeepSpeed calling optimizer.step twice." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "Checkpoint key mismatch on resume is a distinct training-state bug from a filtering slowdown regression." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Gemma eos_token_id config inconsistency is unrelated to AttentionInterface.register changing registered-function behavior." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor save_pretrained missing files and DeepSpeed double optimizer.step are unrelated issues." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Custom model initialization breakage in Transformers v5 is not the same as ESM2 being broken; different model families and failure modes." + }, + { + "left": "issue:43441", + "right": "issue:46752", + "accept": false, + "reason": "Ministral FlashAttention failure and empty-list apply_chat_template IndexError are distinct bugs." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Both concern Qwen3.5 MoE config/loading, but one is a strict-field drop in a config object and the other is a generic from_pretrained error; not enough evidence they are the same concrete bug." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are opposite directions of the model lifecycle and different code paths." + }, + { + "left": "issue:44188", + "right": "issue:46851", + "accept": false, + "reason": "Torch.compile attention-kernel divergence is unrelated to Qwen3.5 variable-length position_ids handling." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "A missing `fpn_position_embeddings` attribute in SAM 3 video output is not the same as missing fields from `trust_remote_code=True` config loading." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "`_update_model_kwargs_for_generation` after sync_gpus and missing GenerationMixin cache during chunked_prefill are related to generation, but they describe different breakages and code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 46, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:36010", + "issue:39692", + "issue:41628", + "issue:42371", + "issue:42673", + "issue:42994", + "issue:43278", + "issue:43475", + "issue:43525", + "issue:43704", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43873", + "issue:43986", + "issue:44038", + "issue:44222", + "issue:44351", + "issue:44373", + "issue:44623", + "issue:44857", + "issue:44869", + "issue:44933", + "issue:44945", + "issue:44964", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45230", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45397", + "issue:45406", + "issue:45593", + "issue:45753", + "issue:46202", + "issue:46326", + "issue:46399", + "issue:46463", + "issue:46701", + "issue:46726", + "issue:46821", + "issue:46851", + "issue:46877" + ], + "soft_pairs": [ + "issue:45230|issue:45397", + "issue:28282|issue:30990", + "issue:41628|issue:44933", + "issue:44964|issue:45137", + "issue:45310|issue:45375", + "issue:43475|issue:46821", + "issue:43986|issue:46726", + "issue:44869|issue:45356", + "issue:44038|issue:44623", + "issue:39692|issue:46726", + "issue:44373|issue:46851", + "issue:46463|issue:46877", + "issue:42994|issue:43525", + "issue:42371|issue:45092", + "issue:43723|issue:46326", + "issue:43873|issue:44945", + "issue:43784|issue:46399", + "issue:45406|issue:46202", + "issue:41628|issue:44351", + "issue:44945|issue:45753", + "issue:44857|issue:46877", + "issue:45593|issue:46877", + "issue:42673|issue:43704", + "issue:44038|issue:45310", + "issue:44222|issue:45310", + "issue:36010|issue:41628", + "issue:43278|issue:45137", + "issue:42994|issue:43824", + "issue:46202|issue:46701", + "issue:45081|issue:45103" + ], + "prepared_review_unit_hash": "b62d181327f14df2b5269847a8ede6f4930fd0e5fba2ac67181919646c9622e3", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36412, + "estimated_input_tokens": 9103, + "estimated_eval_tokens": 18462 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly unrelated import/loading/tokenizer reports. The strongest duplicate signal is the Qwen3ForCausalLM VRAM-leak pair, which shares the exact title and the same failure mode, but the packet does not explicitly confirm linkage beyond that match.", + "confidence": 0.84, + "canonical_issue_reason": "issue:42673 is the best-supported canonical within the likely duplicate pair: it is earlier and has fuller discussion, while issue:43704 repeats the exact title and same VRAM-leak scenario.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the strongest issue to anchor the cluster because it is the earliest, most detailed report and has the clearest duplicate-style counterpart with the same title and failure mode.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Generic bug report vs a specific gemma-4 ZeRO3 from_pretrained failure; not enough evidence they are the same bug." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "Different problems: missing PyTorch dependency import error vs Sentence Transformers hanging on load." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import-related, but they concern different symbols and failure paths, so they do not look like the same concrete bug." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Completely different failures: Phi-4 multimodal loading vs a DeepSpeed ZeRO3 deque IndexError." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Same model family, but one is a from_pretrained error and the other is a missing config-field/serialization issue; likely related but not clearly the same bug." + }, + { + "left": "issue:43475", + "right": "issue:46821", + "accept": false, + "reason": "Both are AttributeError reports, but they hit unrelated models and attributes." + }, + { + "left": "issue:43986", + "right": "issue:46726", + "accept": false, + "reason": "Both involve AutoProcessor and vision backends, but they describe different code paths and different failures." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Tokenizer/codec-related, but these are distinct bugs affecting different models and workflows." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Different areas: Qwen3-VL-Moe / Transformers 5 compatibility vs processor.save_pretrained missing files." + }, + { + "left": "issue:39692", + "right": "issue:46726", + "accept": false, + "reason": "A docs example with model/processor mismatch and quantization failure is not the same as a backend-missing AutoProcessor error." + }, + { + "left": "issue:44373", + "right": "issue:46851", + "accept": false, + "reason": "One is a wrong docstring, the other is a functional position_ids bug; not duplicates." + }, + { + "left": "issue:46463", + "right": "issue:46877", + "accept": false, + "reason": "Different subsystems: T5 decoder input validation messaging vs auto_docstring import-time diagnostics." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized model save failure vs missing Llama4Config attribute; unrelated bugs." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 API guidance vs InternVL2 checkpoint/meta-init incompatibility; no shared underlying defect." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "AutoTokenizer v5 loading issue vs mistral_common continue_final_message bug; different tokenizer paths." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization/offloading behavior vs pipeline parallelism output correctness; not the same code-path problem." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Importing sentence-transformers with latest transformers vs a Qwen3.5 kernel registration error; unrelated." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer in transformers serve vs Gemma pipeline roundtrip on \u2581; different bugs." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are missing exports from transformers, but for different symbols and likely different regressions." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline parallelism correctness vs a Qwen3.5 image-triggered infinite loop; not the same defect." + }, + { + "left": "issue:44857", + "right": "issue:46877", + "accept": false, + "reason": "CUDA float16 AMP crash in LwDetrImageLoss is unrelated to auto_docstring stdout diagnostics." + }, + { + "left": "issue:45593", + "right": "issue:46877", + "accept": false, + "reason": "D-FINE auxiliary-loss behavior has nothing to do with auto_docstring import-time logging." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact same title and matching VRAM-leak scenario in Qwen3ForCausalLM with multiple dataloader threads; this is the best-supported duplicate pair." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen/Moe and loading, but they are different models and failure modes; not safe to merge." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 save_pretrained failure and from_pretrained load failure are different operations and bugs." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Different missing imports from transformers; same general theme, not the same concrete issue." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Embedding dtype mismatch during evaluate is unrelated to DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized saving vs missing Qwen2_5_VLForConditionalGeneration export are unrelated." + }, + { + "left": "issue:46202", + "right": "issue:46701", + "accept": false, + "reason": "Different Gemma-related failures: tokenizer roundtrip on \u2581 vs image-text-to-text pipeline breakage." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Different helper crashes in different components: mistral regex patching vs auto_docstring parameter processing." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The duplicate pair choice is plausible, but the writeup overstates the evidence: the packet does not explicitly confirm any duplicate linkage, so phrases like \"only confirmed duplicate target\" are not grounded. Please keep the verdict conservative (e.g. \"best-supported duplicate pair\" based on identical title and matching failure mode) rather than claiming confirmation." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 47, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:27957", + "issue:30333", + "issue:30990", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:39692", + "issue:42175", + "issue:42222", + "issue:42673", + "issue:42831", + "issue:42898", + "issue:43232", + "issue:43479", + "issue:43504", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43976", + "issue:44016", + "issue:44079", + "issue:44222", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44625", + "issue:44734", + "issue:44779", + "issue:44792", + "issue:44869", + "issue:44933", + "issue:45092", + "issue:45103", + "issue:45200", + "issue:45310", + "issue:45405", + "issue:45561", + "issue:45600", + "issue:45712", + "issue:45812", + "issue:46077", + "issue:46123", + "issue:46231", + "issue:46693", + "issue:46829", + "issue:46877", + "issue:46909" + ], + "soft_pairs": [ + "issue:42831|issue:44222", + "issue:43232|issue:44792", + "issue:42175|issue:44933", + "issue:43504|issue:45561", + "issue:45561|issue:45600", + "issue:43976|issue:44933", + "issue:44496|issue:45561", + "issue:30333|issue:33290", + "issue:45405|issue:46877", + "issue:30990|issue:35141", + "issue:42898|issue:44568", + "issue:42175|issue:45712", + "issue:43479|issue:46829", + "issue:46077|issue:46123", + "issue:44623|issue:45310", + "issue:42673|issue:46693", + "issue:43479|issue:44869", + "issue:43723|issue:44568", + "issue:42898|issue:45812", + "issue:44016|issue:46231", + "issue:44625|issue:46877", + "issue:42898|issue:44779", + "issue:39692|issue:46909", + "issue:43479|issue:44079", + "issue:43874|issue:45092", + "issue:43784|issue:43824", + "issue:27957|issue:30333", + "issue:44734|issue:45103", + "issue:30333|issue:34689", + "issue:42222|issue:45200" + ], + "prepared_review_unit_hash": "cdaf5c95085b7318b63e9233c935f920b3b62a1d4c8128c176e9994e15b1a2e6", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36794, + "estimated_input_tokens": 9199, + "estimated_eval_tokens": 18654 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the items span unrelated model bugs, tokenizer regressions, docs issues, packaging problems, and infra/test failures. None of the soft-edge pairs look like the same underlying bug or change, so all should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: there is no single underlying bug here; the issues cover distinct code paths and subsystems.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good global representative because the cluster is not a duplicate set; it is a mix of unrelated reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "Both mention FP8, but one is an accuracy issue and the other is a save_pretrained/moe serialization bug; different failures." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs after sync_gpus is unrelated to a failed janus image-generation test case." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Packaging/backends install behavior is unrelated to a missing image_utils import." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "A legacy config field load bug and a pytest-xdist file race are unrelated." + }, + { + "left": "issue:45561", + "right": "issue:45600", + "accept": false, + "reason": "A captured_info.txt race and stale auto_mappings references are different CI issues with different causes." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python-version compatibility and an import export bug are not the same code-path problem." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Model config recognition failure is unrelated to a testing-utils file race." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting on failed jobs and a Deepspeed OOM are different training failures." + }, + { + "left": "issue:45405", + "right": "issue:46877", + "accept": false, + "reason": "A dependency version bump and import-time docstring logging are unrelated." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "A loading hang and embedding reinitialization after resize are different bugs." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer regressions, but one is clean_up_tokenization_spaces behavior and the other is add_special_tokens/BOS-EOS handling for a specific tokenizer." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Backend-install packaging and dummy class cleanup are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:46829", + "accept": false, + "reason": "Multimodal config defaults and VideoPrism output-field wiring are different code paths." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Attention-mask construction and pipeline batch-finalization logic are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Missing processor save files and Qwen3.5 from_pretrained errors are different load/save failures." + }, + { + "left": "issue:42673", + "right": "issue:46693", + "accept": false, + "reason": "A thread-related VRAM leak in one model is not the same as a broader FA2 long-context performance regression." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Config initialization with None and Whisper timestamp decoding crash are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Generic tokenizer loading failure and a specific add_special_tokens regression are not the same bug." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Token cleanup behavior and wrong Granite token IDs are different tokenizer regressions." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "A notebook syntax error and an API doc parameter-name typo are unrelated documentation issues." + }, + { + "left": "issue:44625", + "right": "issue:46877", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and docstring lint output are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "These are both tokenizer-related v5 regressions, but they affect different models and behaviors; not the same concrete bug." + }, + { + "left": "issue:39692", + "right": "issue:46909", + "accept": false, + "reason": "Broken documentation examples, but for different models/examples and different errors." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "A multimodal config defaulting bug is unrelated to ModelOutput key assignment." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing image-processor method and remote-code meta-init incompatibility are different multimodal issues." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "An import-time NameError in sentence-transformers is unrelated to a missing Qwen2.5-VL import." + }, + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention support for XLM-R and MLflow reporting on failed jobs are unrelated." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Serve KV-cache indexing crash and auto_docstring future-annotations crash are different subsystems and failures." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "Training-job MLflow reporting and Llama 3.2 model loading are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "VitPose model breakage and Gemma 4 token-type defaults are different model 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": 24, + "review_unit_index": 48, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30333", + "issue:35141", + "issue:41628", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:42898", + "issue:43116", + "issue:43122", + "issue:43295", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:44060", + "issue:44075", + "issue:44190", + "issue:44222", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44448", + "issue:44484", + "issue:44485", + "issue:44623", + "issue:44933", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45245", + "issue:45310", + "issue:45356", + "issue:45405", + "issue:45656", + "issue:45712", + "issue:46082", + "issue:46132", + "issue:46209", + "issue:46231", + "issue:46614", + "issue:46710", + "issue:46762", + "issue:46932" + ], + "soft_pairs": [ + "issue:42898|issue:43295", + "issue:42898|issue:45356", + "issue:44295|issue:45656", + "issue:43116|issue:44190", + "issue:30333|issue:35141", + "issue:44222|issue:44297", + "issue:45405|issue:45712", + "issue:22355|issue:28282", + "issue:44060|issue:45125", + "issue:44075|issue:46231", + "issue:44933|issue:45712", + "issue:44360|issue:46762", + "issue:42831|issue:44623", + "issue:44297|issue:45656", + "issue:44222|issue:44623", + "issue:42796|issue:43723", + "issue:44448|issue:46132", + "issue:45245|issue:46132", + "issue:43479|issue:43644", + "issue:41628|issue:42757", + "issue:44373|issue:44485", + "issue:44297|issue:45310", + "issue:46132|issue:46710", + "issue:45071|issue:46082", + "issue:44222|issue:44484", + "issue:46614|issue:46932", + "issue:43723|issue:44977", + "issue:43122|issue:46209", + "issue:44263|issue:45092", + "issue:44190|issue:46082" + ], + "prepared_review_unit_hash": "d9a5efa4f0eea3ddacc168749bbfb96afcde614ad0004d2a73da8ca98bdd3c10", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35896, + "estimated_input_tokens": 8974, + "estimated_eval_tokens": 18204 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is a mixed bag of unrelated Transformers issues (imports, tokenizers, model configs, FP8, examples, and training). None of the soft pairs look like the same underlying bug or change, so I rejected all of them.", + "confidence": 0.96, + "canonical_issue_reason": "Issue #43723 is the most representative, concrete user-facing regression in the set: a broad tokenizer-loading failure in v5 with clear API impact.", + "canonical_pr_reason": null, + "best_issue_reason": "#43723 is the best canonical issue if one must be chosen, because it describes a specific, high-impact regression with a clean failure mode and broad relevance.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Both involve v5 regressions around tokenization/processor behavior, but they are different bugs: one is cleanup-space behavior, the other is processor.tokenizer/image passthrough." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer regressions for different models and symptoms; no shared code-path bug is evident." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Unrelated subsystems: position_ids buffer access vs optimizer stepping under DeepSpeed." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Both are example-script related, but they affect different scripts and different failures." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "MLFlow reporting on job failure is unrelated to embedding resizing and post_init reinitialization." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "Both mention save_pretrained, but one is FP8 MoE model serialization and the other is tokenizer config metadata; different code paths." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "A dependency-version bump issue is not the same as leftover dummy classes leaking into the API surface." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Distinct import errors from different causes: missing transformers.onnx module vs missing PyTorch dependency." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Both are Qwen3-related, but one is a tied-weights warning and the other is missing tensor-parallel plan support." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "One is a runtime optimizer-argument bug; the other is a documentation parameter-name mismatch." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Different API-surface cleanup issues with no common failing behavior." + }, + { + "left": "issue:44360", + "right": "issue:46762", + "accept": false, + "reason": "DSA indexer implementation details are unrelated to Minimax attention numerical differences." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy behavior and processor.save_pretrained missing files are separate problems." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer save metadata bug is unrelated to DeepSpeed optimizer stepping." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Both touch save_pretrained, but one concerns model FP8/MoE save logic and the other processor file emission." + }, + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "Both involve tokenizers, but one is a specific BPE-marker handling bug and the other is a v5 tokenizer loading/import issue." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Different behaviors: output regression for a summarization model vs AttentionInterface.register changing registered functions." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-cardinality runtime error is unrelated to attention registration behavior." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Config None-handling for multimodal defaults is not the same as non-persistent buffers being filled with junk." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they concern different symbols and different dependency layers." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "A wrong docstring is not the same as a RoPE implementation bug." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer save-pretrained metadata mismatch is not the same as Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:46132", + "right": "issue:46710", + "accept": false, + "reason": "AttentionInterface.register semantics and DeepSeek accuracy regression are different issues." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "Both are config-related, but one is type-checking breakage and the other is explicit head_dim validation in LlamaConfig." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "torch.split return-value handling in one model component is unrelated to remote-code checkpoint meta-init incompatibility." + }, + { + "left": "issue:46614", + "right": "issue:46932", + "accept": false, + "reason": "Stale phonemizer backend state and Gemma4 quantized embedder dtype casting are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading failure and flash-attention generation regression are different code-path problems." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenization drift across versions is unrelated to FP8 inference failure on B200." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "Different failures and different layers: indexer split semantics vs checkpoint loading/meta initialization." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Local dataset loading in an example script is unrelated to LlamaConfig head_dim validation." + } + ] + }, + "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": 24, + "review_unit_index": 49, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28218", + "issue:30990", + "issue:38175", + "issue:39401", + "issue:41628", + "issue:42757", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43232", + "issue:43408", + "issue:43475", + "issue:43644", + "issue:43824", + "issue:44038", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44295", + "issue:44360", + "issue:44373", + "issue:44483", + "issue:44568", + "issue:44623", + "issue:44829", + "issue:45092", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45381", + "issue:45406", + "issue:45753", + "issue:45834", + "issue:46002", + "issue:46050", + "issue:46209", + "issue:46305", + "issue:46328", + "issue:46369", + "issue:46402", + "issue:46424", + "issue:46431", + "issue:46655", + "issue:46909" + ], + "soft_pairs": [ + "issue:43232|issue:46424", + "issue:44295|issue:44623", + "issue:43232|issue:45834", + "issue:46209|issue:46431", + "issue:43475|issue:46305", + "issue:44263|issue:44360", + "issue:44263|issue:44373", + "issue:46305|issue:46655", + "issue:30990|issue:38175", + "issue:42831|issue:45310", + "issue:45092|issue:45357", + "issue:46369|issue:46909", + "issue:42907|issue:46050", + "issue:44279|issue:46328", + "issue:45381|issue:46305", + "issue:44261|issue:45092", + "issue:22355|issue:27957", + "issue:44483|issue:45406", + "issue:42831|issue:44038", + "issue:44829|issue:46002", + "issue:43644|issue:46305", + "issue:41628|issue:43824", + "issue:43408|issue:46402", + "issue:42831|issue:45753", + "issue:22355|issue:28218", + "issue:39401|issue:44568", + "issue:42886|issue:43066", + "issue:42886|issue:42994", + "issue:42757|issue:45278" + ], + "prepared_review_unit_hash": "0385128b49302f39b059149e5801edc882cc60e81d66a7d640ed625d96b17f66", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 35863, + "estimated_input_tokens": 8966, + "estimated_eval_tokens": 18188 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of distinct bug reports across unrelated areas (imports, tokenizers, multimodal processors, quantization, generation, and model-specific regressions). None of the soft pairs look like the same underlying bug/change closely enough to merge.", + "confidence": 0.81, + "canonical_issue_reason": "issue:42886 is the most concrete, narrowly scoped, and reproducible report: it names the exact failure mode, environment flag, and affected version, making it a strong canonical representative for a bug cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42886 is the best standalone issue because it is specific, actionable, and tied to a clear regression with a precise repro condition.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "Both touch generation/cache behavior, but they describe different failure modes and code paths: sync_gpus kwargs handling vs max_cache_length being ignored." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "A buffer/position_ids read error is unrelated to processor.save_pretrained missing files." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation kwargs handling and Kosmos2.5 OCR index errors are unrelated bugs." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 inference on B200 and missing chat template in a processor are different problems in different subsystems." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "Sam3 vision encoder missing attribute and Moonshine streaming mask off-by-one are distinct model-specific bugs." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Both mention DSA/indexer code, but one is about torch.split return values and the other about a missing ReLU; not the same defect." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "A DSA indexer tensor-shape issue is not the same as a wrong docstring for position_ids." + }, + { + "left": "issue:46305", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-related, but one is a streaming attention mask off-by-one and the other is padding calculation in a video processor." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence Transformers loading and SigLIP2 zero probabilities are unrelated model/runtime issues." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy regression and Qwen3.5 MoE from_pretrained failure are different concrete bugs." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Meta-initialization incompatibility for old InternVL2 checkpoints is different from incorrect visual encoder keys being saved." + }, + { + "left": "issue:46369", + "right": "issue:46909", + "accept": false, + "reason": "Sam3-litetext memory overflow is unrelated to a broken documentation example for DIA." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Both involve quantized models and saving/loading, but they are different quantization paths and failure modes." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "A generic dependency issue is not the same as a SequenceFeatureExtractor.pad performance bug." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Wrong qwen2.5-vl vision_position_ids and Moonshine sliding-window masking are unrelated model-specific logic errors." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "Missing rms_norm_eps in MLA q_a_layernorm is unrelated to InternVL2 meta-init incompatibility." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "An import failure for transformers.onnx and XLMRoberta Flash Attention 2 are not the same bug." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Chat/completions request rejection and Gemma4Processor missing _tokenizer are different API failures." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "An FP8 accuracy issue and a Qwen3-VL-Moe from_pretrained issue do not share the same concrete code-path problem." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Degenerate training with flash_attention_3 and NaNs at checkout/init are different symptoms and likely different causes." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Non-persistent buffer junk in v5.0.0 is unrelated to Moonshine streaming window off-by-one." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they affect different symbols and likely different lazy-import/export paths; too broad to merge." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "A sam3_video vs sam3_tracker type warning is not the same issue as Sam3Model text encoder weights not loading." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "FineGrainedFP8 accuracy regression and Qwen3_5 infinite-loop-on-image are different bugs." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "A missing module import and tokenizer added-space behavior are unrelated." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Wrong offset_mapping and missing BOS/EOS on add_special_tokens are both tokenizer bugs, but they are different tokenization behaviors." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache-loading failure and wrong tokenizer decoder type are different tokenizer regressions." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Tokenizer offline cache loading and quantized model saving failure are unrelated." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "An import from huggingface_hub missing is_offline_mode and broad import errors after upgrade are related only at a very high level, not the same concrete bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 50, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:27957", + "issue:30990", + "issue:33357", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42796", + "issue:42907", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43540", + "issue:43576", + "issue:43646", + "issue:43756", + "issue:43784", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44060", + "issue:44117", + "issue:44188", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44485", + "issue:44488", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45278", + "issue:45290", + "issue:45381", + "issue:45593", + "issue:45600", + "issue:46002", + "issue:46172", + "issue:46326", + "issue:46369", + "issue:46762", + "issue:46909" + ], + "soft_pairs": [ + "issue:44188|issue:44373", + "issue:27957|issue:30990", + "issue:43408|issue:46369", + "issue:43232|issue:45593", + "issue:42796|issue:43122", + "issue:43646|issue:46002", + "issue:45381|issue:46909", + "issue:43540|issue:46909", + "issue:42907|issue:44945", + "issue:44295|issue:44297", + "issue:30990|issue:33357", + "issue:43576|issue:43784", + "issue:42371|issue:44263", + "issue:42907|issue:44964", + "issue:39401|issue:44488", + "issue:43976|issue:44945", + "issue:46172|issue:46762", + "issue:43756|issue:44060", + "issue:41628|issue:45278", + "issue:42907|issue:43937", + "issue:44117|issue:44704", + "issue:43784|issue:45600", + "issue:39401|issue:44521", + "issue:44704|issue:45290", + "issue:44625|issue:44829", + "issue:44360|issue:44485", + "issue:43408|issue:43475", + "issue:43122|issue:44521", + "issue:44038|issue:44297", + "issue:43122|issue:46326", + "issue:42907|issue:43452", + "issue:44038|issue:44295" + ], + "prepared_review_unit_hash": "04d23c134f727c8417955c92283ce5bd8a43855d5c6523017eb0108420f84556", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36775, + "estimated_input_tokens": 9194, + "estimated_eval_tokens": 18644 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair looks like a true duplicate or the same fix. Most pairs are only loosely related by subsystem or version regression theme, but they target different concrete bugs. The broadest issue here is the v5 import/regression report.", + "confidence": 0.9, + "canonical_issue_reason": "Issue 45278 is the broadest, most umbrella-like regression report in the set: it summarizes widespread import breakage after upgrading to 5.5.0, making it the most plausible canonical issue among these mostly specific bug reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45278 is the best general representative because it describes a wide upgrade regression rather than a narrow model-specific or API-specific failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Attention-kernel branching under torch.compile and a wrong docstring for position_ids are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "Both involve loading/model usage, but one is an XLM-RoBERTa Flash Attention 2 issue and the other is Sentence Transformers hanging; different bugs." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "Both mention SAM3, but one is an incorrect model-type warning and the other is a memory overflow in a different model path." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwargs handling after sync_gpus is unrelated to D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "Both are tokenizer-related, but one is a specific Ministral BPE-marker bug and the other is a version-wide tokenization regression." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization breakage is not the same underlying bug as NaNs in classification heads after checkout/init." + }, + { + "left": "issue:45381", + "right": "issue:46909", + "accept": false, + "reason": "Qwen2.5-VL video position IDs and a broken DIA docs example are different issues." + }, + { + "left": "issue:43540", + "right": "issue:46909", + "accept": false, + "reason": "Qwen3OmniMoe video-processing errors are unrelated to a documentation example failure." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Dequantized model saving and incorrect output under pipeline parallelism are different code paths." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Reading position_ids after buffer registration is unrelated to tokenizer_class mismatches on save_pretrained." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Sentence Transformers hanging on load and a MacOS bus error with a CLIP model are distinct failures." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "A broken env CLI command and a NameError during sentence-transformers import are not the same bug." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 API guidance and a torch.split return-value issue in GlmMoeDsaIndexer are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Saving dequantized Ministral/Devstral models is unrelated to loading Phi-4 multimodal instruct." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Wrong offset_mapping in Qwen3 tokenizer and inability to load a specific model are different issues." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version compatibility and pipeline-parallelism output corruption are unrelated." + }, + { + "left": "issue:46172", + "right": "issue:46762", + "accept": false, + "reason": "Both are numeric/attention correctness issues, but they concern different models and different kernels." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Smollm3 RoPE-layer placement and Qwen3-Next tied-weights warnings are separate model-definition bugs." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-related regressions, but 41628 is a specific AutoImageProcessor export failure while 45278 is a broader collection of import errors after upgrade." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Model-saving failures and invalid GenerationConfig errors are different problems." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Tokenizer mapping returning None and AutoProcessor not forwarding kwargs to cached_file are distinct API bugs." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Importing sentence-transformers with latest transformers and stale auto_mappings references to removed Sam3LiteText configs are not the same bug." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Qwen3 tokenizer offset mapping and multimodal assistant_masks in apply_chat_template are different tokenization issues." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "AutoProcessor kwarg forwarding and apply_chat_template crashing on tool-call assistant messages are unrelated code paths." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "num_labels propagation in Qwen3.5 config and degenerate training with flash_attention_3 are different failures." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "A missing ReLU in the DSA indexer and GLM-5 RoPE implementation concerns are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe breakage and tokenizer_class mismatch on save are not the same issue." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "A version-wide tokenization difference and all-zero multimodal assistant masks are related only at a high level, not as the same concrete bug." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "General tokenization differences across versions and continue_final_message handling for mistral_common tokenizers are different defects." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe issues do not match the position_ids buffer-reading bug." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe issues do not match the position_ids buffer-reading 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": 24, + "review_unit_index": 51, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:29159", + "issue:36296", + "issue:38617", + "issue:39401", + "issue:42175", + "issue:42371", + "issue:42673", + "issue:42757", + "issue:42898", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43278", + "issue:43493", + "issue:43611", + "issue:43824", + "issue:43874", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44188", + "issue:44222", + "issue:44351", + "issue:44355", + "issue:44485", + "issue:44610", + "issue:44625", + "issue:44779", + "issue:44938", + "issue:44945", + "issue:45072", + "issue:45083", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45357", + "issue:45446", + "issue:45478", + "issue:45753", + "issue:46002", + "issue:46231", + "issue:46328", + "issue:46614", + "issue:46877", + "issue:46909" + ], + "soft_pairs": [ + "issue:45216|issue:45478", + "issue:22355|issue:29159", + "issue:44038|issue:44222", + "issue:39401|issue:46614", + "issue:43824|issue:44351", + "issue:43116|issue:45200", + "issue:43122|issue:44779", + "issue:42757|issue:44351", + "issue:36296|issue:43116", + "issue:43278|issue:44945", + "issue:42175|issue:44938", + "issue:22355|issue:29127", + "issue:43493|issue:45753", + "issue:46231|issue:46877", + "issue:44188|issue:46328", + "issue:43937|issue:44485", + "issue:38617|issue:45278", + "issue:42898|issue:46614", + "issue:43066|issue:44779", + "issue:44038|issue:45478", + "issue:43611|issue:46002", + "issue:43976|issue:45446", + "issue:44355|issue:46231", + "issue:42673|issue:45072", + "issue:43116|issue:43493", + "issue:45357|issue:45478", + "issue:44625|issue:46002", + "issue:42371|issue:43874", + "issue:45083|issue:45446", + "issue:44610|issue:46909" + ], + "prepared_review_unit_hash": "4a3f4943041aa5cb33a101380fb3df339e2a4872f47ffd6e051a299cb49f98ff", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35711, + "estimated_input_tokens": 8928, + "estimated_eval_tokens": 18112 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly noise: the soft pairs share broad keywords like tokenizers, imports, or Qwen/GLM model names, but they describe different concrete bugs and change requests. No soft edge looks like a true duplicate pair.", + "confidence": 0.96, + "canonical_issue_reason": "issue:45478 is the most central node in the only somewhat coherent mini-group (Qwen3.5/Qwen3.5-Moe save/load regressions), so it is the best representative issue in this noisy cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45478 is the strongest representative of the densest related subgroup, but the overall cluster is too heterogeneous for it to serve as a true canonical for all items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Related Qwen3.5 save/load regressions, but one is incorrect checkpoint saving and the other is a from_pretrained load error; not the same bug." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "Different subsystems: missing transformers.onnx module vs tokenizer slow/fast inconsistency." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Both mention MoE/Qwen-related behavior, but one is a model bug in transformers 5.0 and the other is FP8 save_pretrained behavior; not the same change." + }, + { + "left": "issue:39401", + "right": "issue:46614", + "accept": false, + "reason": "Different tokenizers and failure modes: Qwen3 offset mapping vs Wav2Vec2 phonemizer language state." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols in different APIs/packages." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Different functionality: example script multi-label outputs vs Gemma 4 multimodal token type ids in fine-tuning." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different tokenization outputs." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports from different packages; no shared underlying bug is evident." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor parallel training bug and example-script classification output issue are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "BF16/FP32 dtype drift in evaluation is unrelated to incorrect output under pipeline parallelism." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Packaging/backend dependency issue vs Python 3.14 load failure; different root causes." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Missing onnx submodule import and LayoutLMv3 error-message clarity are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Different models and symptoms: SigLIP2 HF/JAX mismatch vs Qwen3_5 infinite loop on one image." + }, + { + "left": "issue:46231", + "right": "issue:46877", + "accept": false, + "reason": "Docs parameter-name mismatch vs import-time docstring diagnostics; not the same issue." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile and numpy padding inefficiency are unrelated." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "Both are GLM-5 related, but one is GenerationConfig validation and the other is RoPE implementation; distinct bugs." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "A specific missing import and a broad post-upgrade import breakage report are not clearly the same underlying defect." + }, + { + "left": "issue:42898", + "right": "issue:46614", + "accept": false, + "reason": "Tokenization-space behavior change and stale phonemizer backend state are different bugs." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 tokenizer regressions, but they target different models and different failure modes." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but one is a Qwen3-VL-Moe bug and the other is a Qwen3.5-Moe loading error; not mergeable as one fix." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Base_model_prefix loading regression and NaNs in classification head initialization are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Both involve version checks, but one is Python support gating and the other is a PyTorch import-version check; different code paths." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled Python file errors and a documentation parameter mismatch are unrelated." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in multithreaded dataloader use and dtype mismatches in bfloat16 inference are unrelated." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Example-script classification issue and SigLIP2 implementation mismatch are unrelated." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen3.5 regressions, but one is incorrect save_pretrained visual keys and the other is a from_pretrained error; different concrete bugs." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "Config propagation bug and NaNs during init are different issues." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 API guidance and GLM46V image-patch helper failure are unrelated." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Different code paths: qwen3_omni_moe feature-length helper vs flex_attention version check." + }, + { + "left": "issue:44610", + "right": "issue:46909", + "accept": false, + "reason": "Processor/model input-size mismatch and a broken documentation example 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": 24, + "review_unit_index": 52, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:28348", + "issue:33453", + "issue:39401", + "issue:42222", + "issue:42673", + "issue:42796", + "issue:43064", + "issue:43066", + "issue:43116", + "issue:43441", + "issue:43450", + "issue:43618", + "issue:43673", + "issue:43825", + "issue:43827", + "issue:43937", + "issue:43986", + "issue:43992", + "issue:44075", + "issue:44117", + "issue:44263", + "issue:44291", + "issue:44380", + "issue:44410", + "issue:44466", + "issue:44704", + "issue:44779", + "issue:44936", + "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:46614", + "issue:46640", + "issue:46655", + "issue:46697", + "issue:46710", + "issue:46752", + "issue:46762", + "issue:46829" + ], + "soft_pairs": [ + "issue:43992|issue:44704", + "issue:44075|issue:44936", + "issue:43618|issue:46829", + "issue:43116|issue:43825", + "issue:28348|issue:46640", + "issue:43066|issue:46710", + "issue:46614|issue:46752", + "issue:44263|issue:46762", + "issue:44995|issue:46697", + "issue:45092|issue:46762", + "issue:42222|issue:43441", + "issue:43827|issue:45446", + "issue:33453|issue:39401", + "issue:43064|issue:43673", + "issue:42673|issue:42796", + "issue:44380|issue:46077", + "issue:43937|issue:45563", + "issue:43673|issue:46328", + "issue:42673|issue:46655", + "issue:42222|issue:46752", + "issue:45405|issue:45446", + "issue:44291|issue:45071", + "issue:44117|issue:45588", + "issue:39401|issue:44779", + "issue:44466|issue:46002", + "issue:44410|issue:45310", + "issue:43937|issue:44977", + "issue:43450|issue:43986" + ], + "prepared_review_unit_hash": "c144afe6561b030fbf4eb0d15a5ad399d1951683a2207bd797cd642a22be02d4", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35845, + "estimated_input_tokens": 8962, + "estimated_eval_tokens": 18180 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: most items are unrelated Transformers bugs spanning tokenizers, generation, vision/video processing, flash-attention, training, and config/init regressions. None of the soft pairs look like the same underlying bug or change, so I would not merge any of them.", + "confidence": 0.93, + "canonical_issue_reason": "issue:44779 is the clearest self-contained bug report in the cluster: it names a specific model, a version regression, and a concrete tokenizer misbehavior. The rest are mostly unrelated and do not form a single duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44779 is the best representative issue because it is specific, reproducible, and clearly scoped, even though the overall cluster is too mixed to treat as one duplicate family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Different subsystems and failures: model weight loading vs processor kwarg forwarding." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Unrelated training/evaluation behavior versus optimizer argument handling." + }, + { + "left": "issue:43618", + "right": "issue:46829", + "accept": false, + "reason": "Both are output-structure bugs, but they affect different models and fields with different symptoms." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "One is example-script multi-label inference, the other is a pipeline error-message/docs regression." + }, + { + "left": "issue:28348", + "right": "issue:46640", + "accept": false, + "reason": "Both mention FlashAttention, but one is GPT-2 support and the other is an unspecified issue with no clear shared code path." + }, + { + "left": "issue:43066", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer decoder-type regression is unrelated to the DeepSeek accuracy regression." + }, + { + "left": "issue:46614", + "right": "issue:46752", + "accept": false, + "reason": "Tokenizer phonemizer state bug versus chat-template empty-input crash." + }, + { + "left": "issue:44263", + "right": "issue:46762", + "accept": false, + "reason": "Different attention/indexing problems in different models; no evidence they share the same bug." + }, + { + "left": "issue:44995", + "right": "issue:46697", + "accept": false, + "reason": "Stale indexer cache crash is unrelated to image over-padding." + }, + { + "left": "issue:45092", + "right": "issue:46762", + "accept": false, + "reason": "Meta-init incompatibility for remote-code checkpoints is not the same as Minimax attention numerical drift." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "Vitpose loading breakage and Ministral FlashAttention failure are separate model-specific issues." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still referencing pipeline() is unrelated to a flex_attention import version check." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Generic tokenizer-loading regression and Qwen3 offset_mapping bug are different failures." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Distributed optimizer state corruption is unrelated to chunked_prefill cache handling." + }, + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM is unrelated to Ministral tokenizer BPE-marker handling." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "Both involve attention behavior, but the concrete bugs are different: scaling ignored vs bidirectional masking wrong." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "GenerationConfig validation error and a stale warning for num_return_sequences are different code paths." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Generation cache handling and SequenceFeatureExtractor padding performance are unrelated." + }, + { + "left": "issue:42673", + "right": "issue:46655", + "accept": false, + "reason": "VRAM leak in causal LM threading is unrelated to video processor padding." + }, + { + "left": "issue:42222", + "right": "issue:46752", + "accept": false, + "reason": "Vitpose model breakage and empty-chat-template IndexError are not the same bug." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "A released-version dependency bump and an incorrect PyTorch version check are unrelated maintenance issues." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Meta-init constructor argument mismatch and PretrainedConfig type checking are different compatibility regressions." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping None handling is unrelated to flash_attention auxiliary-state crashes." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different observable outputs." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "State-dependent lm_head serialization differs from NaNs in classification heads; no shared code path is evident." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Missing QKV/gate projections in one model is not the same as a Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "Invalid GenerationConfig and FlashAttention generation failure are distinct issues." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Batched video processor shape bug is unrelated to AutoProcessor crashing without torchvision." + } + ] + }, + "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": 24, + "review_unit_index": 53, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42617", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43208", + "issue:43408", + "issue:43673", + "issue:43742", + "issue:43931", + "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:45362", + "issue:45478", + "issue:45542", + "issue:45561", + "issue:45656", + "issue:46178", + "issue:46209", + "issue:46231", + "issue:46298", + "issue:46328", + "issue:46512", + "issue:46617", + "issue:46762", + "issue:46894" + ], + "soft_pairs": [ + "issue:45341|issue:46328", + "issue:44829|issue:45216", + "issue:45341|issue:45561", + "issue:45071|issue:46512", + "issue:44117|issue:45081", + "issue:43408|issue:43742", + "issue:38617|issue:41628", + "issue:43122|issue:46298", + "issue:42617|issue:45341", + "issue:45362|issue:46328", + "issue:42222|issue:46178", + "issue:44484|issue:45310", + "issue:42371|issue:44261", + "issue:44877|issue:46231", + "issue:39401|issue:46209", + "issue:43937|issue:44496", + "issue:42371|issue:46617", + "issue:44410|issue:45478", + "issue:44261|issue:46762", + "issue:44933|issue:45278", + "issue:43208|issue:46894", + "issue:38617|issue:44220", + "issue:44075|issue:45656", + "issue:43066|issue:43122", + "issue:44263|issue:44485", + "issue:43097|issue:44493", + "issue:43673|issue:45341", + "issue:42222|issue:45542", + "issue:43931|issue:44410", + "issue:41628|issue:45071", + "issue:45071|issue:45542" + ], + "prepared_review_unit_hash": "214edae498bf5222586fbab8820807304139197969cb71003d349f651112ee2b", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36564, + "estimated_input_tokens": 9141, + "estimated_eval_tokens": 18538 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated Transformers bugs (imports, tokenization, model loading, config, training, and testing). None of the soft pairs look like the same underlying bug or change, so they are all rejected. The strongest canonical issue is the exact Qwen3.5 MoE from_pretrained duplicate pair.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 45310 is the best canonical issue: it is the earliest of the exact duplicate Qwen3.5 MoE from_pretrained reports (paired with 45478) and describes a concrete regression.", + "canonical_pr_reason": null, + "best_issue_reason": "45310 is the strongest global issue representative because it is a clear, concrete bug report and has an exact same-title duplicate nearby.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "Testing-utils bug vs sequence feature padding performance issue; unrelated symptoms and code paths." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Flash-attention training regression and Qwen3.5 save_pretrained checkpoint regression are different bugs." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Both touch testing helpers, but one is a doc/small bug and the other is a pytest-xdist file race; not the same issue." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "Type-checking regression in PreTrainedConfig vs stale dtype state after from_config; different failure modes." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer mapping None handling and Mistral regex patch crash are distinct code paths." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "Different model-loading failures for different models; no shared concrete bug." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and likely different regressions." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Tokenizer behavior regression vs a noisy logging message; unrelated." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "A script runtime failure and a testing-utils bug are not the same underlying defect." + }, + { + "left": "issue:45362", + "right": "issue:46328", + "accept": false, + "reason": "Qwen3.5 chat crash and sequence padding performance issue are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "Vitpose model breakage and tensorflow_text backend mapping error are different bugs." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "Shard-size question and Qwen3.5 MoE loading error are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API guidance issue and MLA rms_norm_eps precision bug do not share the same underlying fix." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Strict config loading bug and a documentation parameter-name mismatch are not duplicates." + }, + { + "left": "issue:39401", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer offset mapping bug and FP8 inference on B200 are unrelated." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "Invalid GenerationConfig for GLM-5 and unrecognized model config are different loading/validation failures." + }, + { + "left": "issue:42371", + "right": "issue:46617", + "accept": false, + "reason": "TF32 control API issue and trust_remote_code cache FileNotFoundError are unrelated." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Missing qkv/gate projections in qwen3next and Qwen3.5 MoE from_pretrained error are different model bugs." + }, + { + "left": "issue:44261", + "right": "issue:46762", + "accept": false, + "reason": "Both mention numerical differences, but they concern different models and different implementations." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "Specific missing image_utils import vs broad import errors after upgrade; not the same bug." + }, + { + "left": "issue:43208", + "right": "issue:46894", + "accept": false, + "reason": "xLSTM training blockers and CohereASR double-shift bug are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "Different import/runtime issues in unrelated modules." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "SGD argument handling and optimizer step being called twice under deepspeed are different optimizer problems." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Tokenizer decoder-type regression and a broader tokenization difference are not the same concrete bug." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "torch.split return handling in an indexer and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Removed tie_embeddings flag and unexpected key warnings with position ids are different regression surfaces." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache missing in chunked_prefill and a testing-utils bug are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "Vitpose model breakage and TensorFlow backend detection error are different issues." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and qwen3next missing projections are different model-loading bugs." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "Missing AutoImageProcessor import and PretrainedConfig type-checking regression are unrelated." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Type-checking regression and TensorFlow backend error are different problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 54, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:27957", + "issue:38617", + "issue:42757", + "issue:42890", + "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: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: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:46710", + "issue:46897" + ], + "soft_pairs": [ + "issue:44483|issue:45464", + "issue:44484|issue:45478", + "issue:43874|issue:44261", + "issue:44263|issue:46172", + "issue:44360|issue:46172", + "issue:27957|issue:43352", + "issue:43931|issue:44038", + "issue:43012|issue:43577", + "issue:43441|issue:44829", + "issue:43097|issue:43452", + "issue:45003|issue:45341", + "issue:43986|issue:45341", + "issue:44261|issue:44485", + "issue:45753|issue:46369", + "issue:43874|issue:44263", + "issue:44117|issue:44987", + "issue:45440|issue:46172", + "issue:43531|issue:45341", + "issue:43097|issue:45588", + "issue:43673|issue:46123", + "issue:38617|issue:42757", + "issue:44410|issue:45375", + "issue:44038|issue:44410", + "issue:43208|issue:46897", + "issue:43064|issue:44315", + "issue:43986|issue:45372", + "issue:43097|issue:46050", + "issue:43986|issue:44484", + "issue:46655|issue:46664", + "issue:42890|issue:46298", + "issue:38617|issue:44351", + "issue:46172|issue:46710" + ], + "prepared_review_unit_hash": "07e444fc648a09febf294b2b192da8a6bad55e42ead3bf66f763be9183c94c16", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37118, + "estimated_input_tokens": 9280, + "estimated_eval_tokens": 18816 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is very heterogeneous: most items are unrelated model-specific regressions, import errors, or test issues that only share broad Transformers subsystems. I found no soft pair that is clearly the same underlying bug/change, so all candidate duplicate links should be rejected.", + "confidence": 0.41, + "canonical_issue_reason": "issue:43097 is the most general and representative regression-style report in the set: it concerns a core v5 API removal with explicit downstream impact and inbound references, making it a better anchor than the more model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43097 is the best single issue to represent this cluster because it is broad, clearly scoped, and more central than the many highly specific model bugs; the rest do not cohere around one duplicate root cause.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both mention chat/completions, but one is a general v5 request-validation failure and the other is a Qwen3.5 streaming-specific failure; different bugs." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "Unrelated problems: one is about save_pretrained shard size defaults, the other is a Qwen3.5-MoE from_pretrained error." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Different model paths and different failures: missing image-patch API vs missing rms_norm_eps in config." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "Both are GLM/DeepSeek-related but the concrete code-paths differ completely: torch.split handling vs dtype/transpose behavior." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "Different bugs in different components: missing ReLU in a DSA indexer vs DeepSeek-V4 tensor conversion/transpose issue." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Both involve Flash Attention 2 support, but they are separate model-support issues for different architectures." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Both are Qwen3-VL-related, but the reported breakages are different model-loading/configuration failures." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "A compilation precision warning is not the same as a Blip2 dtype propagation bug." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Both mention Flash Attention, but one is a model-loading failure and the other is a training-quality regression in sequence classification." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "A v5 API removal is unrelated to a gguf_file / from_pretrained loading breakage." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "modeling_utils sys.modules access and a testing_utils bug are unrelated." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "AutoProcessor video-loading failure without torchvision is unrelated to a testing utility bug." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Different GLM issues: one is a missing config epsilon, the other is a RoPE implementation discussion." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "Different symptoms and subsystems: Qwen3.5 infinite-loop behavior vs Sam3-LiteText memory overflow." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Separate GLM46V bugs: missing image patch counting API vs incorrect torch.split return handling." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Different root causes: tokenizer mapping returning None vs a specific model-loading failure on transformers>=5.1.0." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "DeepSeek implementation divergence is not the same as the DeepSeek-V4 comb.to(dtype).transpose bug." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "A Qwen3-MoE sliding_window bug and a testing utility bug are unrelated." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "API removal in model config handling is unrelated to a flash_attention.py AttributeError on s_aux=None." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Generation cache handling during chunked_prefill and MaskGenerationPipeline batch-finalization are different bugs." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are ImportError reports, but they are for different missing symbols and different dependency surfaces." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "One is a missing projection layer in qwen3next, the other a config field being dropped by @strict." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "These are different Qwen3-family regressions with different missing components and failure modes." + }, + { + "left": "issue:43208", + "right": "issue:46897", + "accept": false, + "reason": "xLSTM training blockers and Florence2 training-loss double-shift are unrelated." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Wrong optimizer states under FSDP2/PEFT and Liger Kernel not applied with model_init are separate training-stack issues." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "A missing torchvision dependency path and a mistral_common ReasoningEffort import error are different crashes." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "A v5 API removal is unrelated to quantized save/load corruption after sinq serialization." + }, + { + "left": "issue:46655", + "right": "issue:46664", + "accept": false, + "reason": "Both are SmolVLM video-processor reports, but one is padding math and the other is num_frames semantics." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "Test flakiness from missing set_seed and noisy logging are not the same bug." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are import-name failures, but they concern different missing exports and different root causes." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "Video AutoProcessor crash without torchvision has nothing to do with max_shard_size defaults." + }, + { + "left": "issue:46172", + "right": "issue:46710", + "accept": false, + "reason": "A tensor conversion/transpose bug is not the same as an accuracy regression after a Transformers upgrade." + } + ] + }, + "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": 24, + "review_unit_index": 55, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:36683", + "issue:42175", + "issue:42490", + "issue:42757", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43502", + "issue:43550", + "issue:43582", + "issue:43824", + "issue:43825", + "issue:43873", + "issue:43906", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44062", + "issue:44077", + "issue:44117", + "issue:44162", + "issue:44222", + "issue:44368", + "issue:44380", + "issue:44484", + "issue:44655", + "issue:44704", + "issue:44936", + "issue:44938", + "issue:45103", + "issue:45478", + "issue:45479", + "issue:45584", + "issue:45712", + "issue:45753", + "issue:46132", + "issue:46172", + "issue:46178", + "issue:46298", + "issue:46365", + "issue:46421", + "issue:46701", + "issue:46752", + "issue:46821" + ], + "soft_pairs": [ + "issue:46298|issue:46752", + "issue:44062|issue:44117", + "issue:43097|issue:43873", + "issue:43012|issue:46821", + "issue:44117|issue:46701", + "issue:43502|issue:43992", + "issue:44936|issue:46365", + "issue:44704|issue:45103", + "issue:44380|issue:46421", + "issue:44938|issue:46178", + "issue:43986|issue:44117", + "issue:42907|issue:44655", + "issue:42907|issue:45753", + "issue:43825|issue:44655", + "issue:43012|issue:43550", + "issue:45712|issue:46298", + "issue:43208|issue:43550", + "issue:43012|issue:44368", + "issue:43992|issue:44484", + "issue:43352|issue:44380", + "issue:43352|issue:43976", + "issue:43066|issue:43906", + "issue:44162|issue:46172", + "issue:43097|issue:46298", + "issue:44380|issue:46132", + "issue:45584|issue:46365", + "issue:44222|issue:45478", + "issue:44077|issue:46365", + "issue:36683|issue:43582", + "issue:44380|issue:45479", + "issue:42175|issue:46365", + "issue:42757|issue:43824", + "issue:43064|issue:44380", + "issue:42490|issue:43012" + ], + "prepared_review_unit_hash": "b7e94ce5ef693886bc6a151c19ec0390e376507a5279db74b0955194efd84c77", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37694, + "estimated_input_tokens": 9424, + "estimated_eval_tokens": 19104 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated bug reports across loading, tokenization, quantization, training, serialization, and backend/dependency issues. None of the soft pairs look like the same underlying bug or change, so all soft edges should be rejected. If one issue must serve as an anchor, 43873 is the most active and best-documented, but it is not a duplicate target for the rest.", + "confidence": 0.91, + "canonical_issue_reason": "No strong canonical duplicate exists in this heterogeneous cluster; if forced to pick an anchor, issue 43873 is the most active and best-documented report.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 is the best overall anchor because it is open, has substantial discussion/inbound references, and includes a concrete repro for a clearly scoped bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46298", + "right": "issue:46752", + "accept": false, + "reason": "Noisy logging vs empty-list chat-template IndexError; unrelated symptoms and code paths." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "AddedToken keyword collision in tokenizer conversion vs TOKENIZER_MAPPING_NAMES returning None; different layers." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "API removal warning about tie_embeddings vs offloading/quantization behavior; not the same bug." + }, + { + "left": "issue:43012", + "right": "issue:46821", + "accept": false, + "reason": "bfloat16 compile warning vs TimesFM window_size AttributeError; different subsystems." + }, + { + "left": "issue:44117", + "right": "issue:46701", + "accept": false, + "reason": "Tokenizer mapping fallback bug vs DiffusionGemma pipeline failure; no shared code path." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "local_files_only leaking API requests vs missing embed_tokens.weight on UMT5Encoder load/save; unrelated." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "evaluate() failing after train() vs importing Trainer blocked by datasets; runtime state vs import resolution." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "AutoProcessor kwargs forwarding vs docstring parser crash with postponed annotations; unrelated." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "GPT2 SDPA/FlashAttention scaling bug vs cache lazy-init recompilation; distinct performance paths." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 import failure vs invalid tensorflow_text backend mapping; different failure modes." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "AutoProcessor crash without torchvision vs tokenizer mapping None; unrelated." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "dequantized model save failure vs saving Pipeline objects; different serialization targets." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals vs Qwen3_5 infinite image loop; unrelated." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Translation-task warning in pipeline() vs save_pretrained on Pipeline objects; no overlap." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "Precision warning on bfloat16 compile vs actual torch.compile/SDPA failure; different root causes." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Dummy-class cleanup vs noisy logging message; unrelated maintenance issues." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training blockers vs Bamba torch.compile/SDPA failure; different model-specific bugs." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Compile precision warning vs tie_word_embeddings warning in Qwen3.5 LoRA; different triggers and fixes." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing embed_tokens.weight during UMT5Encoder load vs shard-size default question; serialization mismatch vs API default." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Flash Attention 2 unsupported error vs GPT2 attention scaling ignored under SDPA/FA; different model/backend issues." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Model-specific FlashAttention support error vs Python-version incompatibility; unrelated." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type regression vs isolated reproduction of another issue; no shared bug described." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 broken model issue vs deepseek comb transpose bug; unrelated architectures and failure points." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "tie_embeddings removal regression vs noisy logging; no common code path." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "GPT2 SDPA/FlashAttention scaling bug vs AttentionInterface.register behavior change; different APIs." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper empty transcription failure vs Trainer import conflict with datasets; unrelated." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Both are MoE-related, but one is FP8 save_pretrained and the other is from_pretrained loading; different concrete problems." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "patchtsmixer post_init policy vs Trainer import conflict; unrelated." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config missing vocab_size vs Apple Silicon caching_allocator_warmup TypeError; different stacks." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention scaling ignored vs degenerate zero-loss classification bug; no relation." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "Packaging/backend selection issue vs importing Trainer with datasets installed; unrelated dependency problems." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Missing is_offline_mode import vs missing Qwen2_5_VLForConditionalGeneration export; both import errors but different packages and causes." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption vs GPT2 attention scaling backend bug; unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Local-path trailing-slash import warning vs bfloat16 compile warning; different loading vs compile 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": 24, + "review_unit_index": 56, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:29870", + "issue:36010", + "issue:36296", + "issue:36683", + "issue:38617", + "issue:42757", + "issue:42994", + "issue:43010", + "issue:43064", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43526", + "issue:43611", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43867", + "issue:43901", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44077", + "issue:44230", + "issue:44355", + "issue: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:46077", + "issue:46082", + "issue:46365", + "issue:46829", + "issue:46877" + ], + "soft_pairs": [ + "issue:44483|issue:44514", + "issue:43208|issue:43526", + "issue:43618|issue:44380", + "issue:38617|issue:43502", + "issue:44038|issue:44230", + "issue:43756|issue:44485", + "issue:42994|issue:44655", + "issue:43618|issue:43761", + "issue:43299|issue:43867", + "issue:36010|issue:42757", + "issue:44625|issue:46365", + "issue:45276|issue:46077", + "issue:43352|issue:43937", + "issue:44483|issue:45290", + "issue:44355|issue:46877", + "issue:36683|issue:43475", + "issue:43611|issue:44655", + "issue:43901|issue:44655", + "issue:43867|issue:45216", + "issue:43976|issue:44938", + "issue:36683|issue:44077", + "issue:44625|issue:46077", + "issue:46077|issue:46082", + "issue:43618|issue:45216", + "issue:43208|issue:46829", + "issue:36683|issue:43525", + "issue:36683|issue:44625", + "issue:29870|issue:36296", + "issue:43992|issue:45310", + "issue:43064|issue:44492", + "issue:43010|issue:45278", + "issue:44075|issue:46365" + ], + "prepared_review_unit_hash": "120feb8d20884d94dbfea053d9e98c37072c8b4f6d705433dc9a0634e37d4c9f", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36970, + "estimated_input_tokens": 9243, + "estimated_eval_tokens": 18742 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are a loose collection of distinct Transformers issues rather than a true duplicate cluster. None of the soft pairs look like the same underlying bug/change with enough specificity to merge.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue: the set spans unrelated regressions, import errors, model-specific config bugs, and API behavior changes.", + "canonical_pr_reason": null, + "best_issue_reason": "No single best issue for duplicate triage; the cluster does not cohere around one underlying defect.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "One is an OpenAI-style chat/completions API request validation problem; the other is a chat template crash on batched input with padding disabled." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training bugs and BeitImageProcessorFast label reduction are unrelated subsystems and failure modes." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIP attentions missing and GPT2 attention scaling ignored under SDPA/FlashAttention are different code paths and symptoms." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "An import error for layer_type_validation is unrelated to local_files_only still allowing network calls." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Both mention Qwen3-VL/Qwen3.5 MoE, but one is a loading regression and the other is fp8 inference support." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Both mention RoPE, but they concern different models and different implementation issues." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model saving and Pipeline.save_pretrained are distinct save-path problems." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Missing attentions in CLIPOutput and missing hidden_states in CLIPVisionModel are related but not the same concrete bug." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Qwen3VL-Moe loading failure and state_dict sorting causing load errors are different issues." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "GenerationMixin import failure and is_offline_mode import failure are separate dependency/import regressions." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Trainer import failing because of datasets are unrelated." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Embedding resize propagation and bidirectional attention mask construction are different Gemma4 bugs." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Flash Attention support gating and invalid GenerationConfig validation are unrelated failures." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "Chat/completions request acceptance and assistant tool-call chat template crashes are different API surfaces." + }, + { + "left": "issue:44355", + "right": "issue:46877", + "accept": false, + "reason": "Compiled Python file loading errors and auto_docstring import-time stderr/stdout diagnostics are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Missing vocab_size on Gemma3Config and missing fpn_position_embeddings on Sam3VisionEncoderOutput are different model attribute bugs." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "base_model_prefix loading regression and Pipeline save_pretrained failure do not share the same underlying path." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "A docs/behavior mismatch for return_all_scores is unrelated to pipeline serialization failure." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "State_dict sorting load error and Qwen3.5 checkpoint corruption after save_pretrained are not the same bug." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Different Python-version compatibility regressions with no shared concrete code path." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Gemma3Config missing vocab_size and patchtsmixer post_init policy are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Gemma4 attention mask behavior are unrelated." + }, + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "Gemma4 bidirectional attention masking and LlamaConfig head_dim validation are different bugs." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIP output attentions regression and Qwen3.5 save_pretrained regression are unrelated." + }, + { + "left": "issue:43208", + "right": "issue:46829", + "accept": false, + "reason": "xLSTM training blockers and VideoPrism hidden_states misassignment are different models and code paths." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Gemma3Config vocab_size and Llama4Config pad_token_id are both missing-attribute reports, but on different configs and errors." + }, + { + "left": "issue:36683", + "right": "issue:44625", + "accept": false, + "reason": "Different config propagation bugs for different models and fields." + }, + { + "left": "issue:29870", + "right": "issue:36296", + "accept": false, + "reason": "Bart generate decoder_attention_mask UnboundLocalError and tensor-parallel training bug are unrelated." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "UMT5Encoder missing embed_tokens.weight and Qwen3.5 MoE from_pretrained failure are distinct loading issues." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Distributed optimizer-state corruption and a cache-strategy typo are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "torch.no_grad decoration for cache updates and broad import errors after upgrade are different problems." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "SGD argument handling and Trainer import resolution 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": 24, + "review_unit_index": 57, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:28282", + "issue:29870", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42890", + "issue:42898", + "issue:43010", + "issue:43064", + "issue:43502", + "issue:43575", + "issue:43618", + "issue:43723", + "issue:43824", + "issue:43867", + "issue:43874", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44077", + "issue:44112", + "issue:44222", + "issue:44246", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44485", + "issue:44556", + "issue:44734", + "issue:44855", + "issue:44908", + "issue:44938", + "issue:44964", + "issue:45071", + "issue:45125", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45600", + "issue:45850", + "issue:46202", + "issue:46285", + "issue:46617", + 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"eae5e0f7f755d184a0375f28ecfd0734f8145b1b7323c21242ba6cb243ff7e53", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36467, + "estimated_input_tokens": 9117, + "estimated_eval_tokens": 18490 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is heterogeneous: tokenizer loading, generation, tensor-parallel, multimodal config, CI, and performance issues are all mixed together. None of the soft pairs look like the same underlying bug or a mergeable PR-equivalent change.", + "confidence": 0.96, + "canonical_issue_reason": "No true canonical issue: the items span unrelated bug reports, and none of the soft pairs are duplicates of the same concrete failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "If one issue must represent the set, issue:33453 ('Regression in tokenizer loading') is the broadest and most generic loading-regression report, but it still does not cover the rest of the items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44908", + "right": "issue:46851", + "accept": false, + "reason": "Both mention generation-related behavior, but one is a scheduler kwargs bug and the other is a variable-length position_ids issue; different code paths." + }, + { + "left": "issue:29870", + "right": "issue:33453", + "accept": false, + "reason": "Bart generate() decoder_attention_mask failure is unrelated to tokenizer-loading regression." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Python 3.14 import failure and PretrainedConfig type-checking regression are separate compatibility issues." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Compiled Python file errors and a TorchScript parsing IndentationError are different import-time failures." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "State_dict sorting load failure and Gemma pipeline roundtrip failure are distinct model-loading/serialization bugs." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Missing Gemma3Config vocab_size and FSDP2/PEFT optimizer-state corruption are unrelated training/config problems." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Loading a model with sorted state_dict and missing deepstack_visual_indexes are not the same defect." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Missing set_seed in SAM HQ tests is a flaky test issue; xdist race on captured_info.txt is a different test harness race." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "Decorating cache update with no_grad and a broad 'v5 breaks too many models' complaint are not the same concrete bug." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Removing import * for import-time cost and intermittent import slowness are related only at a high level, not the same bug." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor parallel training bug and Qwen2-57B-A14B-Instruct OOM on tp are different failure modes." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Torch no_grad decoration for caches is unrelated to Python-version support for Transformers 5.1.0." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "CLIPOutput attentions regression and patchtsmixer post_init allowance are separate model API issues." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "UMT5Encoder missing embed_tokens.weight and Qwen3.5 Moe from_pretrained errors affect different model families and code paths." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Sorted state_dict loading failure is not the same as incorrect visual encoder keys being saved." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "Missing PyTorch dependency ImportError and tokenizer-loading regression are unrelated startup failures." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "Missing CLIPOutput attentions and CLIPTextModel structural inconsistency are distinct CLIP API regressions." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "A DSA indexer activation bug and DeepseekV3MoE divergence are different implementation concerns." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Flaky test seeding and Phi-4-multimodal loading failure are unrelated." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Seed-related test flakiness and GraniteSpeech stale device override failure are separate CI issues." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "Missing set_seed in a test and a broken auto_mappings reference are not the same bug." + }, + { + "left": "issue:42898", + "right": "issue:46664", + "accept": false, + "reason": "Tokenization-space cleanup behavior changes and SmolVLM num_frames semantics are unrelated model/tokenizer issues." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "Unexpected API requests despite local_files_only and AddedToken special-arg duplication are different bug classes." + }, + { + "left": "issue:44734", + "right": "issue:46617", + "accept": false, + "reason": "KV-cache continuation tensor indexing and cache FileNotFoundError are unrelated serve/load problems." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer loading regression and checkpoint reload failure after version upgrade are not the same root cause." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained for moe and missing _tp_plan for tensor parallelism are separate model-export and parallelism issues." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Int4 quantization reserved-memory growth and checkpoint reload incompatibility are different regressions." + }, + { + "left": "issue:43824", + "right": "issue:46617", + "accept": false, + "reason": "Missing Qwen2_5_VLForConditionalGeneration import and trust_remote_code cache FileNotFoundError are distinct loading failures." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Local-files-only network leakage and GLM-5 RoPE implementation discussion do not describe the same bug." + }, + { + "left": "issue:43874", + "right": "issue:46617", + "accept": false, + "reason": "Missing GLM46V image-processor method and trust_remote_code cache FileNotFoundError are unrelated errors." + } + ] + }, + "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": 24, + "review_unit_index": 58, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:43010", + "issue:43065", + "issue:43232", + "issue:43299", + "issue:43475", + "issue:43502", + "issue:43576", + "issue:43673", + "issue:43824", + "issue:43827", + "issue:43901", + "issue:44222", + "issue:44230", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44749", + "issue:44908", + "issue:44938", + "issue:44961", + "issue:45071", + "issue:45125", + "issue:45375", + "issue:45468", + "issue:45478", + "issue:46132", + "issue:46143", + "issue:46144", + "issue:46209", + "issue:46617", + "issue:46664", + "issue:46726" + ], + "soft_pairs": [ + "issue:43576|issue:46132", + "issue:43010|issue:43065", + "issue:45125|issue:45478", + "issue:30333|issue:33453", + "issue:42548|issue:44351", + "issue:44355|issue:44749", + "issue:45125|issue:45375", + "issue:46664|issue:46726", + "issue:43502|issue:44222", + "issue:43502|issue:44961", + "issue:43010|issue:43232", + "issue:30990|issue:31795", + "issue:43827|issue:44961", + "issue:30333|issue:36296", + "issue:43299|issue:44556", + "issue:29870|issue:31795", + "issue:44355|issue:45071", + "issue:33453|issue:34689", + "issue:42757|issue:43576", + "issue:43576|issue:45071", + "issue:44315|issue:44360", + "issue:31795|issue:38617", + "issue:44961|issue:45468", + "issue:43576|issue:43824", + "issue:44485|issue:44961", + "issue:44351|issue:46617", + "issue:44908|issue:44961", + "issue:43576|issue:44938", + "issue:36296|issue:43901", + "issue:46143|issue:46144", + "issue:43475|issue:46617", + "issue:44222|issue:44230", + "issue:41628|issue:42548", + "issue:44315|issue:46209", + "issue:44485|issue:46664", + "issue:43673|issue:44492" + ], + "prepared_review_unit_hash": "04f26c5e8625ed334e560f67f49beef12674f5b59269f77fed1d4442c52a8507", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 36, + "serialized_chars": 37270, + "estimated_input_tokens": 9318, + "estimated_eval_tokens": 18892 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated Transformers issues with superficial keyword overlap around loading, imports, caching, generation, and model families. I do not see any true duplicate-equivalent pair 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:43576", + "right": "issue:46132", + "accept": false, + "reason": "Both mention API/behavior changes, but one is the v5 env CLI and the other is AttentionInterface.register; different code paths and symptoms." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Cache update decoration in generation is unrelated to the SAM3PixelDecoder dummy Conv2d issue." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5 MoE loading, but one is missing tensor-parallel plan metadata while the other is a from_pretrained failure on transformers>=5.4.0; not the same bug." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLFlow reporting on failed training is unrelated to tokenizer loading regressions." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "These are different import failures for different symbols; same broad symptom, not the same underlying breakage." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python file errors and post-upgrade data-filtering slowdown are unrelated." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Both are Qwen3.5 MoE-related, but one is tensor-parallel planning and the other is a missing config field; different fixes." + }, + { + "left": "issue:46664", + "right": "issue:46726", + "accept": false, + "reason": "Video num_frames semantics and missing-vision-backend processor errors are different problems." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Local-files-only network leakage is unrelated to FP8 save_pretrained behavior." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "The local_files_only bug is unrelated to the 'racoon' issue." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Both touch generation/cache handling, but one is no_grad decoration for cache updates and the other is sync_gpus/_update_model_kwargs ordering; not the same concrete fix." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Stuck loading Sentence Transformers is unrelated to confusing forward-method documentation." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still referencing pipeline() has nothing to do with 'racoon'." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLFlow failure reporting and tensor-parallel training bugs are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both are version-upgrade loading regressions, but they affect different models and failure modes; too broad to be the same bug." + }, + { + "left": "issue:29870", + "right": "issue:31795", + "accept": false, + "reason": "Bart generate UnboundLocalError is unrelated to documentation confusion about input_ids/past_key_values." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled Python-file errors are unrelated to PretrainedConfig type-checking breakage." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer loading regression and Llama 3.2 vision model loading are both load failures, but not the same code path or fix." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "An import from huggingface_hub and the transformers env CLI are separate issues." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "The env CLI breakage is unrelated to PretrainedConfig typing." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel/model_init behavior has nothing to do with the DSA indexer ReLU discussion." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Model.forward docs confusion is unrelated to the layer_type_validation import error." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "These are unrelated model-specific issues with no shared bug path." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "The env command regression is unrelated to missing Qwen2.5-VL exports." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation and 'racoon' are unrelated." + }, + { + "left": "issue:44351", + "right": "issue:46617", + "accept": false, + "reason": "HybridCache import failure and trust_remote_code cache FileNotFoundError are both cache-related only at a very high level; different failures and fixes." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs handling is unrelated to 'racoon'." + }, + { + "left": "issue:43576", + "right": "issue:44938", + "accept": false, + "reason": "The env CLI bug is different from Python 3.14 compatibility/loading failure." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor parallel training and TextClassificationPipeline docs are unrelated." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Both are RoFormer-related, but one is kwargs propagation and the other is attention-interface wiring; not the same concrete bug." + }, + { + "left": "issue:43475", + "right": "issue:46617", + "accept": false, + "reason": "SAM3 video output attributes and trust_remote_code cache loading are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "Both are FP8/MoE-related, but one is save_pretrained behavior and the other is inference support on specific Qwen3-VL/Qwen3.5 models." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Different missing imports for different symbols; same broad packaging symptom, not the same underlying change." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Model_init/Liger Kernel behavior is unrelated to FP8 inference on B200." + }, + { + "left": "issue:44485", + "right": "issue:46664", + "accept": false, + "reason": "GLM-5 RoPE implementation and SmolVLM num_frames semantics are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Chunked_prefill cache regression and a typo in Cache strategies are not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 59, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44230", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45278", + "issue:45341", + "issue:45362", + "issue:45468", + "issue:45478", + "issue:45542", + "issue:45753", + "issue:45850", + "issue:46095", + "issue:46218", + "issue:46328", + "issue:46664" + ], + "soft_pairs": [ + "issue:45362|issue:45850", + "issue:44273|issue:45542", + "issue:44623|issue:45230", + "issue:44360|issue:46664", + "issue:44038|issue:45125", + "issue:44273|issue:45003", + "issue:44393|issue:45071", + "issue:44393|issue:45753", + "issue:43576|issue:44556", + "issue:41669|issue:43673", + "issue:43525|issue:45850", + "issue:44556|issue:45092", + "issue:43572|issue:45850", + "issue:44492|issue:45850", + "issue:45278|issue:45850", + "issue:44230|issue:46095", + "issue:42371|issue:44492", + "issue:41669|issue:46218", + "issue:43408|issue:44315", + "issue:42890|issue:44908", + "issue:44246|issue:44273", + "issue:43576|issue:44908", + "issue:43352|issue:44393", + "issue:43976|issue:44393", + "issue:44908|issue:45071", + "issue:44295|issue:45230", + "issue:44297|issue:45230", + "issue:44704|issue:44908", + "issue:44492|issue:46328", + "issue:41669|issue:44351", + "issue:41669|issue:45341", + "issue:43976|issue:45850", + "issue:44393|issue:45478", + "issue:43976|issue:46218", + "issue:44077|issue:44861", + "issue:31795|issue:33453", + "issue:43576|issue:44273", + "issue:44315|issue:44829", + "issue:44360|issue:45468" + ], + "prepared_review_unit_hash": "13522b7cc5d95e87be18367472c393c795da0f735775c970a1db2d6e54506e05", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 39, + "serialized_chars": 38226, + "estimated_input_tokens": 9557, + "estimated_eval_tokens": 19370 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of distinct Transformers v5 regressions and model-specific bugs, not a single duplicate thread. The soft pairs share only broad topical overlap (imports, configs, cache, model families) and should not be merged as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "No safe canonical issue: the items are largely unrelated, with only superficial overlap around v5 regressions and import/config issues.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45850 is the broadest umbrella here ('Since 5.0 version it breaks too many models'), so it is the closest representative of the cluster, but it is still too generic to absorb the other issues as duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Specific chat crash vs a vague general complaint about v5 breakage; not the same bug." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading regression and TensorBoard/TF backend error are unrelated failures." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Processor save/export missing files vs a generic bug report; no shared code-path." + }, + { + "left": "issue:44360", + "right": "issue:46664", + "accept": false, + "reason": "DSA indexer ReLU discussion and video processor num_frames semantics are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Same model family, but Qwen3-VL-Moe bug and missing tensor-parallel plan are different concrete issues." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Both touch loading/import behavior, but lazy loading failure and unsafe sys.modules access are different bugs." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Model output hallucination and PretrainedConfig type-checking regression are unrelated." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Both are Qwen3-VL/Qwen3.5 issues, but one is bbox output hallucination and the other is an infinite loop on a specific image." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "v5 compatibility complaints, but 'transformers env' broken and checkpoint reload failure are different paths." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-star slowdown and missing GenerationMixin cache during chunked prefill are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Llama4Config missing pad_token_id is a specific config bug, not the same as the broad v5-breakage complaint." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both concern upgrade compatibility, but checkpoint reload and remote-code meta-init failures are distinct problems." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "StableLmConfig pad_token_idx bug is specific and separate from the generic v5 regression report." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "Cache-strategy typo is a narrow issue, not the same as broad model breakage." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Many import errors after upgrade is broader, but still not the same concrete issue as the generic v5 complaint." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 inference support request and weight conversion script question are different topics." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 settings guidance and cache-strategy typo are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Both mention imports, but import-star cleanup and a missing Qwen3_5 symbol are different failure modes." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Wrong model type warning and Liger Kernel not applied with model_init are unrelated." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Missing set_seed in tests and inverse_sqrt scheduler kwargs are unrelated." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Import slowdown and lazy loading malfunction are different bugs." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "Broken env command and scheduler kwargs handling do not share a code path." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention support error and Qwen3-VL bbox hallucination are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility and Qwen3-VL output errors are unrelated." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs ignored and PretrainedConfig type checking are separate problems." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "position_ids buffer access bug and generic bug report are not duplicates." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "tokenizer_class mismatch on save and generic bug report are not the same issue." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor cached_file kwargs bug and scheduler kwargs bug affect different components." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "Cache-strategy typo and feature-extractor padding inefficiency are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-star cleanup and cannot-import-HybridCache are both import-related but not the same bug." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import performance issue and a testing_utils bug are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45850", + "accept": false, + "reason": "Python 3.9+/3.10+ incompatibility is a distinct release-compatibility bug, not the generic v5 breakage report." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Qwen3-VL bbox error and Qwen3.5-Moe from_pretrained error are different model-specific issues." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python version issue and missing Qwen3_5 import are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Optional post_init policy for patchtsmixer and tied-weights key crash are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion and tokenizer loading regression are not duplicates." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env command and lazy loading regression are different failures, even if both are v5-related." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel application issue and flash_attention_3 training degeneration are different code paths." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer discussion and Gemma-4 audio positional encoding bug 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": 24, + "review_unit_index": 60, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:28348", + "issue:29870", + "issue:30333", + "issue:31515", + "issue:31795", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:43066", + "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43618", + "issue:43704", + "issue:43717", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44273", + "issue:44351", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44655", + "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:46144", + "issue:46172", + "issue:46218", + "issue:46655", + "issue:46894" + ], + "soft_pairs": [ + "issue:43519|issue:46655", + "issue:44273|issue:44908", + "issue:45230|issue:45310", + "issue:44655|issue:44861", + "issue:43576|issue:46218", + "issue:43519|issue:44485", + "issue:45468|issue:46894", + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:31795|issue:34689", + "issue:46018|issue:46172", + "issue:43704|issue:44485", + "issue:44485|issue:45468", + "issue:43502|issue:43519", + "issue:42371|issue:43704", + "issue:45850|issue:46218", + "issue:43519|issue:43704", + "issue:44263|issue:45468", + "issue:44261|issue:45468", + "issue:43298|issue:46095", + "issue:44351|issue:46218", + "issue:43352|issue:46218", + "issue:42913|issue:43066", + "issue:28348|issue:45250", + "issue:44908|issue:44998", + "issue:44492|issue:44998", + "issue:43618|issue:44998", + "issue:44998|issue:45850", + "issue:44938|issue:44998", + "issue:44861|issue:45290", + "issue:31515|issue:38617", + "issue:43572|issue:44861", + "issue:43525|issue:44861", + "issue:44230|issue:44623", + "issue:28348|issue:43352", + "issue:29870|issue:31515", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:31515|issue:31795", + "issue:44230|issue:45310", + "issue:43298|issue:44230", + "issue:43717|issue:46144" + ], + "prepared_review_unit_hash": "56f919903fd23f535503059c5962627afe60a9e99a94128b1d42ceb830f89e5b", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 42, + "serialized_chars": 39368, + "estimated_input_tokens": 9842, + "estimated_eval_tokens": 19940 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose grab bag of mostly unrelated Transformer issues, with only broad thematic overlap around v5 regressions, model-loading problems, and a few model-specific bugs. None of the soft pairs are strong enough to merge as true duplicates under a strict triage standard.", + "confidence": 0.41, + "canonical_issue_reason": "Issue 45850 is the broadest cluster-wide regression complaint and best matches the recurring v5 breakage theme across several items.", + "canonical_pr_reason": null, + "best_issue_reason": "45850 is the most representative umbrella issue in an otherwise heterogeneous set, though it is still too vague to be a true duplicate target for most others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43519", + "right": "issue:46655", + "accept": false, + "reason": "Different model processors and different bugs: timestamp calculation vs video padding calculation." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading behavior and scheduler kwargs are unrelated code paths." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report versus a specific Qwen3.5 MoE from_pretrained failure; not enough evidence of the same bug." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Saving Pipeline objects and tied-weight key handling are separate serialization issues." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "Broken env command and Qwen3_5 import failure are unrelated." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Qwen3VL timestamp logic and GLM-5 RoPE implementation are different model-specific bugs." + }, + { + "left": "issue:45468", + "right": "issue:46894", + "accept": false, + "reason": "Audio positional encoding and training-loss double-shift are different problems, even if both are model-training related." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Processor timestamp math and scheduler timescale handling do not match." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-time performance regression and VRAM leak are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion and a model loading regression are not the same underlying issue." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "Both mention DeepSeek-V4, but one is gating logic and the other is a tensor transpose/cast bug." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in Qwen3 and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Different models and different implementation areas." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Local-files-only network requests and timestamp calculation are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 configuration guidance and VRAM leakage are unrelated." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "A broad v5 complaint is not the same as a specific import failure for one module." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Processor timestamp bug and dataloader-thread VRAM leak are different failures." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split indexing issue and audio positional encoding are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "Different model families and different numerical issues; not the same bug." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Continuous batching support and weight-conversion documentation are not the same change." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "Both are import errors, but for different symbols/modules and different root causes." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash Attention support missing for one model is unrelated to an import failure for another." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both concern tokenizer v5 behavior, but one is a broad regression report and the other is a specific decoder-type bug; not clearly the same underlying issue." + }, + { + "left": "issue:28348", + "right": "issue:45250", + "accept": false, + "reason": "Specific GPT2LMHeadModel support request versus a generic Flash Attention 2.0 topic." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs bug and unrelated spam issue." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Cache-strategy typo and unrelated spam issue." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions regression and unrelated spam issue." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "Unrelated spam-like issue versus a broad v5 regression complaint." + }, + { + "left": "issue:44938", + "right": "issue:44998", + "accept": false, + "reason": "Python 3.14 load failure and unrelated spam issue." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weight key crash and chat-template tool-call crash are different code paths." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "from_pretrained slowness and an import error are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig and tied-weight key handling are different bugs." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Llama4Config pad_token_id missing and tied-weight key handling are unrelated." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 inference support request and processor save_pretrained file omission are not the same issue." + }, + { + "left": "issue:28348", + "right": "issue:43352", + "accept": false, + "reason": "Both ask for Flash Attention 2.0 support, but for different models and not one concrete fix." + }, + { + "left": "issue:29870", + "right": "issue:31515", + "accept": false, + "reason": "Generate-time decoder_attention_mask bug and checkpoint loading slowness are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow reporting on failure and checkpoint loading performance are unrelated." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "from_pretrained slowness and tensor-parallel training bug are different areas." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Loading performance and forward-signature documentation are not the same bug." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 support discussion and Qwen3.5 MoE from_pretrained error are related to the same model family but not the same concrete bug." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching for audio models and FP8 inference support are separate feature gaps." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba init_weights usage and RoFormer attention interface usage are unrelated implementation 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": 24, + "review_unit_index": 61, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43668", + "issue:43813", + "issue:44031", + "issue:46018", + "issue:46144" + ], + "soft_pairs": [ + "issue:42936|issue:46018", + "issue:43668|issue:44031", + "issue:42936|issue:43240", + "issue:43240|issue:46144", + "issue:42936|issue:44031", + "issue:42936|issue:46144", + "issue:42936|issue:43813", + "issue:43240|issue:43668", + "issue:43668|issue:43813", + "issue:37934|issue:43668", + "issue:42936|issue:43668" + ], + "prepared_review_unit_hash": "21c2d8f22638725eb79cf912e8fe0c7780a31e8e13ec218a45310ceb46d70675", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1843, + "serialized_chars": 956562, + "estimated_input_tokens": 239141, + "estimated_eval_tokens": 478538 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 11, + "serialized_chars": 7775, + "estimated_input_tokens": 1944, + "estimated_eval_tokens": 4144 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are not duplicates of one another; they span unrelated bugs in norms, tokenizers, segmentation loss handling, configuration typing, a typo, DeepSeek gating, and RoFormer attention plumbing. No soft pair looks like the same underlying problem.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue emerges because the set is heterogeneous and the titles point to different code paths and model families.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43240 is the strongest standalone representative: it describes a concrete, actionable bug, has the most discussion/reference activity, and is broader than the mostly narrow typo/type-hint reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Different model areas and different bugs: Mask2Former ignore_value handling vs DeepSeek-V4 shared expert gating." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "One is a config type-hint error; the other is a tokenizer regex warning regression. Unrelated code paths." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Both involve training/loss behavior, but one is a missing ignore_value usage and the other is kwargs propagation to a loss function; not the same defect." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Kwargs forwarding to loss calculation is unrelated to RoFormer attention interface usage." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2Former ignore_value handling and tokenizer regex warnings are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Different models and unrelated behaviors: loss ignore handling vs attention interface plumbing." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Mask2Former ignore_value bug is unrelated to a typo in a quantization_operation attribute name." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "A loss-function kwargs bug and an incorrect type hint are not the same underlying issue." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "Both are small code-quality issues, but one is a type hint and the other is a typo in a symbol name." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "RMS norm semantics for Llama4TextL2Norm are unrelated to a ModernBERTConfig type-hint mistake." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "These concern different components and failure modes; no shared bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 24, + "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": "2d5c21dd759fdf7d97d3d1c3824be60b29c60b8b6e6dc075bfc4e642a5831619", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2877, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2877, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is heterogeneous: one issue asks for reverse truncation behavior, one requests ReduceLROnPlateau-like scheduling, and one asks for Wav2Vec2 word time offsets. They do not describe the same underlying bug or feature, so they should not be deduplicated.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 10519 is the clearest standalone request, but it is not a duplicate of the others; the cluster does not have a valid single canonical issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Unrelated feature requests: truncation direction vs word-level time offsets in Wav2Vec2." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Different domains and code paths: token truncation behavior vs learning-rate scheduler functionality." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "No shared underlying bug/change; scheduler feature request is unrelated to speech offset extraction." + } + ] + }, + "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": 24, + "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": "6382919fb19dbced478a520b117bf562ebd56e96e4260f2b81acc21d0fe9d56b", + "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": "The three issues are not true duplicates. Two are about model-loading failures, but one is specifically an auth/error-message problem for private models and the other is a generic failure loading `bert-base-uncased`; the Tapas tokenization report is unrelated.", + "confidence": 0.91, + "canonical_issue_reason": "#16618 is the broadest and most discussed issue, and it best represents the generic model-loading failure theme in this small cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "#16618 is the most suitable representative issue because it is the most general user-facing problem and has the highest discussion activity.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Different underlying bugs: Tapas tokenization mismatch vs a model-loading failure for `bert-base-uncased`. They do not describe the same code path or fix." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Both mention model download/load errors, but #15980 is explicitly about private-model auth and misleading login behavior, while #16618 is a generic load failure for a public model. Not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 4, + "component_count": 24, + "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": "9c3d3796730a8d90e91ca15093bf4705d01e477a610635125b17efe12c235eaf", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1588, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1588, + "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 two separate feature requests in the same \u201ccommunity contribution\u201d style, but they target different capabilities: Flash Attention 2 support vs GGUF support. They are not the same underlying change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different features and code paths: one asks for Flash Attention 2 support across more architectures, the other asks for GGUF support across more architectures. Similar wording is not enough to treat them as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 5, + "component_count": 24, + "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": "99afcf069f18cf5d3bd2b292edb9b76bf292ee8265bd2aaee88da7a54dbc747f", + "component_budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 29, + "serialized_chars": 15981, + "estimated_input_tokens": 3996, + "estimated_eval_tokens": 8248 + }, + "budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 29, + "serialized_chars": 15981, + "estimated_input_tokens": 3996, + "estimated_eval_tokens": 8248 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a set of i18n translation-request issues, and the near-identical text appears to come from a shared template rather than the same underlying request. The language-specific tickets are distinct, so I would not merge them as duplicates.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 43834 is the clearest generic/template-shaped representative, but the cluster is heterogeneous and the language-specific issues are not true duplicates of one another.", + "canonical_pr_reason": null, + "best_issue_reason": "43834 is the best single representative if one must be chosen because it most clearly reflects the reusable template form shared by the others; still, it should not be treated as the same request as the language-specific tickets.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different translation request context; the overlap is only the shared i18n template wording." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Different translation request context; similar bodies do not make these the same underlying issue." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "One is a specific Turkish docs translation request, the other is a generic template-shaped issue." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Different language translation requests; they are not the same task." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Turkish and Spanish docs translation requests are distinct." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish request vs generic template issue; not the same underlying request." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Similar template language, but likely separate translation requests." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Spanish and Romanian docs translation requests are distinct." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Same subsystem, but not the same translation request." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian request and template-shaped issue are not the same underlying change." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Similar wording only; different translation requests." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Generic template issue vs a concrete Romanian translation request." + }, + { + "left": "issue:38435", + "right": "issue:46222", + "accept": false, + "reason": "These look like separate language-request tickets, not one bug/change." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "These look like separate language-request tickets, not one bug/change." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": false, + "reason": "Near-identical template text, but likely distinct language requests." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": false, + "reason": "Template similarity alone is not enough to merge them." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "They share the same template, but appear to be separate issue instances." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "They share the same template, but appear to be separate issue instances." + }, + { + "left": "issue:43834", + "right": "issue:46931", + "accept": false, + "reason": "Generic translation template vs a different concrete issue title." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": false, + "reason": "Highly similar template text, but not enough evidence they are the same request." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Likely separate translation-request issues sharing boilerplate." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Likely separate translation-request issues sharing boilerplate." + }, + { + "left": "issue:44365", + "right": "issue:46931", + "accept": false, + "reason": "Shared template similarity is not sufficient to conclude duplication." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Same template pattern, but no evidence of the same underlying request." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Same template pattern, but no evidence of the same underlying request." + }, + { + "left": "issue:44370", + "right": "issue:46931", + "accept": false, + "reason": "These appear to be different issue instances with different titles." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": false, + "reason": "Nearly identical text, but no proof they refer to one shared request." + }, + { + "left": "issue:46222", + "right": "issue:46931", + "accept": false, + "reason": "Different titles and no concrete evidence of a duplicate bug/change." + }, + { + "left": "issue:46226", + "right": "issue:46931", + "accept": false, + "reason": "Different titles and no concrete evidence of a duplicate 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": 6, + "component_count": 24, + "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-36718-19", + "nodes": [ + "issue:36718", + "issue:36817", + "issue:36879", + "issue:37015", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322", + "issue:46133", + "issue:46645", + "issue:46653" + ], + "soft_pairs": [ + "issue:36718|issue:41115", + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:36817|issue:36879", + "issue:36879|issue:41211", + "issue:36879|issue:43909", + "issue:36879|issue:44121", + "issue:36879|issue:43837", + "issue:36879|issue:43671", + "issue:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue:36879|issue:37015", + "issue:37015|issue:42503", + "issue:41115|issue:43837", + "issue:41115|issue:44121", + "issue:41115|issue:42503", + "issue:41115|issue:45027", + "issue:41211|issue:43671", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42503|issue:42738", + "issue:42738|issue:45027", + "issue:42738|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": "7ae2569fa8fee67638b2273633dcd37fea792789aac673f5c84a18fdb4c97e9a", + "component_budget": { + "node_count": 19, + "item_count": 19, + "soft_pair_count": 40, + "serialized_chars": 24673, + "estimated_input_tokens": 6169, + "estimated_eval_tokens": 12594 + }, + "budget": { + "node_count": 19, + "item_count": 19, + "soft_pair_count": 40, + "serialized_chars": 24673, + "estimated_input_tokens": 6169, + "estimated_eval_tokens": 12594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This is a loose thematic cluster of model-request issues (add/support requests across BERT-like, audio/TTS/ASR, vision-language, and detection models), not a set of true duplicates. The similarity links appear driven by the shared 'add model/support' wording rather than the same underlying change.", + "confidence": 0.63, + "canonical_issue_reason": "issue:36879 is the cleanest representative of the cluster\u2019s core theme: a straightforward 'add model' request with multiple similarity links to other model-addition tickets.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:36879 is the best single representative because its title is generic enough to stand in for the cluster\u2019s overall model-request pattern, while still being concrete and central among the linked issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36718", + "right": "issue:41115", + "accept": false, + "reason": "Different requested artifacts: RoMa keypoint matcher vs MiniCPM3 model architecture. Same broad 'add support' pattern only." + }, + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "EuroBert config addition and DEIMv2 model addition are different model requests, not the same change." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config vs Qwen3-TTS support are unrelated model families and code paths." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "Different models entirely: EuroBert config vs RF-DETR model." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are distinct model requests with no shared underlying implementation." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR detector support and LFM2.5 Audio support are different domains and changes." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR model addition and OpenAI weight-sparse transformer request are unrelated." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR and Qwen3-ASR are different models and different support paths." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR model vs Qwen3-TTS support are not the same underlying change." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are different models; similarity is only at the request level." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT vs circuit-sparsity/circuitgpt request are different architectures and code paths." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio 1.5B are unrelated model requests." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR model and NeoBERT are distinct additions, not duplicate reports." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are both BERT-ish names but still different model requests." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture request and Qwen3-ASR support target different models and capabilities." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 and circuit-sparsity transformer are different requests with no shared concrete change." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are separate model additions." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 architecture request and Voxtral TTS support are different model domains." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are unrelated model additions." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT models and Qwen3-ASR support are different model families and changes." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are distinct model requests." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT models and generic BERT-like RoPE support are related only by broad naming, not the same change." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like RoPE support and Voxtral TTS support are different model concerns." + }, + { + "left": "issue:42738", + "right": "issue:46653", + "accept": false, + "reason": "BERT-like models with RoPE and the unrelated 'Mirko Privitera' issue are clearly not duplicates." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are closely related product line items, but they are different capabilities and would not be one PR." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS and Voxtral TTS support are different model-specific requests." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS support and DeepSeek-OCR2 are unrelated model requests." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS and the weight-sparse transformer request are different underlying changes." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio 1.5B are different audio models and code paths." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR and EUPE are different model requests in different domains." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR support and circuit-sparsity transformer support are unrelated changes." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS support are different speech-model requests." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio 1.5B and SAM3-LiteText are different models and modalities." + }, + { + "left": "issue:43909", + "right": "issue:46645", + "accept": false, + "reason": "LFM2.5 Audio 1.5B and SWA+sink Granite option are unrelated model changes." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer request and EUPE are separate model requests with no shared concrete bug/change." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR support and DeepSeek-OCR2 are unrelated model additions." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are different vision-language model requests, not the same underlying change." + }, + { + "left": "issue:42503", + "right": "issue:46653", + "accept": false, + "reason": "ModernVBERT models and the unrelated author-name issue are clearly not duplicates." + }, + { + "left": "issue:45027", + "right": "issue:46653", + "accept": false, + "reason": "Voxtral TTS support and the unrelated author-name issue are clearly not the same change." + } + ] + }, + "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": 24, + "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": "2f5f5c6e5c3e7e7d1148275b297a86b41b082e7af66485ed6c36af865c049285", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1506, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1506, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated: one is a docs request about adding `pruna` as an optimization framework, and the other is a technical refactor for Vision RoPE. This is not a duplicate cluster.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the items do not describe the same problem or change.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good cluster representative because there is no underlying duplicate relationship; if forced, the Vision RoPE refactor is the more concrete code task.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "Different domains and intents: documentation/framework addition versus a Vision RoPE refactor. They do not appear to be the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 8, + "component_count": 24, + "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": "d8bdb1657942a7c7004dd9e282cfb45bb7bc0e5a3968e3d36ea7bc87b858a5c6", + "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 are not duplicates: one is about block decoding behavior, the other about adding DeepSeek v3.2 model support. The soft similarity is too weak to justify merging the issues.", + "confidence": 0.97, + "canonical_issue_reason": "No true canonical issue: the two issues concern different problem spaces (decoding implementation vs model support).", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good duplicate target for the other. If a single issue must be kept as the cluster representative, 41084 is slightly more generic, but this cluster looks spurious.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different underlying requests: block decoding changes vs DeepSeek v3.2 support. They do not describe 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": 9, + "component_count": 24, + "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": "a2902481131662f12e355fed8c606c8cd9646a0b9d497e34f16bb31a5c955de9", + "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 both feature requests, but they target different model components and different changes: one asks for a `from_pretrained()` flag for TiledFusedLogitsLoss / LigerFusedLinearCrossEntropy, while the other asks for integrating TiledMLP for lower memory use. They are not the same underlying bug or change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a clear canonical duplicate of the other; both are distinct feature requests in different areas, so neither should be treated as the representative issue for a duplicate cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41306", + "right": "issue:41826", + "accept": false, + "reason": "Different requested functionality and code paths: FLCE/from_pretrained configuration versus TiledMLP memory-footprint integration. They are not plausibly merged into one fix." + } + ] + }, + "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": 24, + "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": "89d06a9a65b26ca3198c8b8e6393196ae3f64f5aa89b150a909fbc76389da94a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues are related only loosely by Trainer customization; they describe different problems and should not be deduplicated.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical duplicate here: #43598 is about `remove_unused_column` behavior and customizability in `Trainer`, while #43600 is about FLOPS estimation for custom trainers.", + "canonical_pr_reason": null, + "best_issue_reason": "#43598 is the better representative issue because it describes a concrete Trainer behavior change request; #43600 is a separate instrumentation/accounting concern.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Different underlying problems: one targets unused-column removal/custom training behavior, the other targets FLOPS estimation for custom trainers. Shared Trainer context is too broad to treat as a duplicate." + } + ] + }, + "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": 24, + "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": "f7e5b7d9ee2887da4002edcffbcd24fd3fa4b2a3861dfe63e1f4f2908d3a75bc", + "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 two separate feature requests: one for Qwen3-Omni registration in AutoModel/AutoModelForConditionalGeneration, and one for AutoModelForSequenceClassification support for Qwen3.5. They share the broad theme of Qwen auto-class support, but they do not describe the same underlying change.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 43684 is the broader and more central request, covering model registration across two auto classes; 44405 is a narrower request for a different config and task head.", + "canonical_pr_reason": null, + "best_issue_reason": "43684 is the best representative issue because it is the more general auto-model registration request and is closer to a core framework change.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different model families and different auto-class targets: Qwen3-Omni registration vs Qwen3.5 sequence-classification support. Related theme, but not the same 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": 24, + "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": "a5c680299fef804f4ebf650c4be9afd8b0845adf73a2f616b8c6002b0552f4df", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4267, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4267, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The three \"huggingface \" issues look related and may be duplicate reports, but the packet only provides soft-similarity evidence and no deterministic match. \"Fett\" appears unrelated. No PRs are present.", + "confidence": 0.72, + "canonical_issue_reason": "issue:43845 is still the best anchor for the likely huggingface-related cluster because it is the earliest of the similar issues, but the duplicate relationship is only tentative from the available evidence.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43845 is the best issue candidate because it is the earliest and most representative of the repeated \"huggingface \" reports, even though the grouping is not confirmed as duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Only soft similarity is available, and the titles are different; this is not enough to confirm the same underlying issue." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Only soft similarity is available, with no shared targets/files or other deterministic evidence of the same bug." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Only soft similarity is available, and there is no concrete evidence that these reports describe the same problem." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": false, + "reason": "The titles match, but the packet still provides only soft similarity and deterministic_accept is false, so this should be treated as a possible duplicate, not a confirmed one." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": false, + "reason": "Same broad title pattern, but only soft similarity is present and there is no deterministic evidence to justify merging them as the same issue." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": false, + "reason": "These look like likely similar reports, but the evidence is still limited to soft similarity, so confirmation is not warranted." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The anchor choice is plausible and the note that no PRs are present is grounded, but the soft-edge verdicts are not conservative enough. In the packet, every pair is supported only by soft_similarity, and all pairs have deterministic_accept=false. Treating the huggingface issue pairs as accepted duplicates overstates the evidence; they should be described as likely similar/possible duplicates, not confirmed matches." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44371-5", + "nodes": [ + "issue:44371", + "issue:44418", + "issue:44572", + "issue:44573", + "issue:44937" + ], + "soft_pairs": [ + "issue:44371|issue:44572", + "issue:44371|issue:44573", + "issue:44371|issue:44418", + "issue:44371|issue:44937", + "issue:44418|issue:44572", + "issue:44418|issue:44573", + "issue:44572|issue:44573", + "issue:44572|issue:44937", + "issue:44573|issue:44937" + ], + "prepared_review_unit_hash": "22eb13e5f267cf3138b3099bafc98d0734038e753cbf6c5a84db1281fdb30a0b", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster looks like unrelated low-information/spam issues plus one generic documentation suggestion; there is no evidence they describe the same underlying bug or change.", + "confidence": 0.93, + "canonical_issue_reason": "Issue #44418 is the only one with a somewhat descriptive, non-placeholder title, so it is the best representative if a canonical issue must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "#44418 is the most substantive issue in the set; the others are spam-like placeholders or equally generic, so it is the least bad anchor for triage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are just '' placeholders; identical titles alone are not enough to establish the same underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam placeholders with no body detail, code path, or target to support duplication." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is spam and the other is a generic documentation suggestion; these do not look like the same issue." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "'' and 'Check out \"Google LLC\"' are unrelated and lack any shared technical context." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "A documentation enhancement request is not the same underlying report as a spam placeholder." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Generic documentation feedback and a spam placeholder do not indicate the same bug or change." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "They share only the spam placeholder title; there is no concrete evidence they refer to the same report." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "A spam placeholder and a named-topic issue are not sufficiently specific to merge as duplicates." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "No shared subject matter beyond being low-information issues, so they should not be merged." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 14, + "component_count": 24, + "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": "256b96b106b2dd48ea064078d8cad1b21fed3f3beb81b0a71be63c9b42a85594", + "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": "#45145 is the best canonical issue candidate because it was created first and already has an inbound reference. The pair looks like a probable duplicate based on the identical title and soft-similarity signal, but the packet does not conclusively prove the bodies are the same.", + "confidence": 0.82, + "canonical_issue_reason": "#45145 is the earlier report and has an inbound reference, so it is the best canonical choice if this is a duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the strongest issue to keep as the representative because it was created first and already has an inbound reference.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Identical title and strong soft-similarity make this a likely duplicate/probable same report, but the packet does not provide enough detail to claim certainty about identical body content." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The canonical choice is grounded: #45145 is earlier and has an inbound reference. However, the duplicate verdict overstates the evidence. The packet shows only identical titles, similar body length, and a soft-similarity signal; it does not establish that the bodies are the same or that this is a clear duplicate with high certainty. Please phrase the conclusion more conservatively (e.g., likely duplicate / probable same report) and lower the confidence." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 24, + "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": 24, + "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": "1a6537d7b02c9e4d8c0c9ef2573dcad2eee7edc60724f85fc9164568c3eae781", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues are not duplicates; they appear to be unrelated identity-like entries with different names and dates, with no shared code context or linked targets.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "The titles identify different people and different dates, and there is no body, code, or target overlap suggesting 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": 17, + "component_count": 24, + "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": "84b8c1e55d9574aebc226b74922176c408dfbdcc478a2ffb20badff504d7be43", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are empty, unrelated, and look like personal-name placeholder reports rather than the same bug. No duplicate relationship is supported.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: both issues are empty, unrelated, and lack any technical description or shared problem statement.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good canonical target because neither contains actionable bug information or evidence of duplication.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Only superficial similarity in title structure; the names and dates differ and there is no shared technical content, so they 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": 18, + "component_count": 24, + "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": "210615ddc7a5a52b72ed7152ff4eda7a6f8f74acd9bed5fed510e19a5bd4f789", + "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": "These two issues are not duplicates: one is a model-class feature request, the other is a training FP8 support request. The soft similarity is too weak to cluster them as the same underlying problem.", + "confidence": 0.98, + "canonical_issue_reason": "Issue 46295 is the better single representative if one must be chosen, because it is the broader product-level request and has more inbound attention. However, there is no true canonical issue here because the two issues are unrelated.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46295 is the most generally useful issue in this set to keep as the cluster representative, but only as a standalone issue; it does not duplicate issue 45810.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Different requests in different areas: adding Qwen3_5ForTokenClassification vs. FP8 training support. No shared code-path problem or concrete overlap." + } + ] + }, + "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": 24, + "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": "1867395015888c3156b6c03cd77b70a61c5dd0efbe0bdd2cfc1dddb37860d53c", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5721, + "estimated_input_tokens": 1431, + "estimated_eval_tokens": 3118 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5721, + "estimated_input_tokens": 1431, + "estimated_eval_tokens": 3118 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster appears to contain two strong duplicate candidates\u201445870/45871 and 45872/45873\u2014based on identical titles and matching body lengths, plus one separate dataset request (45869). The evidence supports soft duplicate grouping, but not a claim of exact textual identity because the body text is not shown.", + "confidence": 0.76, + "canonical_issue_reason": "45872 is the strongest representative of one likely duplicate subgroup ('DataForge: Financial time series + scraping service'), but the cluster also contains a separate likely duplicate pair (45870/45871) and an unrelated dataset request, so there is no single issue that cleanly represents the whole cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "45872 is the best overall issue representative by similarity strength, but only as a representative of one soft-duplicate subgroup; the cluster is not a single unified issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Dataset bundle request vs. example-prediction request; related financial-data context, but not the same underlying issue." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Dataset bundle request vs. example-prediction request; same broad domain, different request." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Identical title and matching body length make this a strong likely duplicate pair, though the body text itself is not available." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Different request types: example-prediction example vs. scraping-service request; only broad topic overlap." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Different request types and distinct titles; overlap is only in the DataForge/financial theme." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Same broad financial/DataForge context, but they describe different concrete requests." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Same broad financial/DataForge context, but not the same underlying issue." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Identical title and matching body length make this a strong likely duplicate pair, but this is still soft evidence rather than proven exact identity." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The analysis overstates the evidence. The packet only shows identical titles and matching body lengths for 45870/45871 and 45872/45873; it does not provide body text or any deterministic-accept signal, so calling them exact duplicates is not grounded. More conservatively, these are strong soft-similarity candidates, not proven exact matches. The summary and canonical reasons should be downgraded to reflect that uncertainty." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 20, + "component_count": 24, + "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": "10957c69e37807aa99566580c314e2a153c5654193f85495ccfbb1f3fbcdc801", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1636, + "estimated_input_tokens": 409, + "estimated_eval_tokens": 1074 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1636, + "estimated_input_tokens": 409, + "estimated_eval_tokens": 1074 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two related static-cache/linear-attention issues, but they appear to describe different failure modes: one shape-corruption RuntimeError during early initialization, the other a Qwen3.5 KeyError for `linear_attention`.", + "confidence": 0.81, + "canonical_issue_reason": "Issue 46439 is the better representative because it names the underlying code path more concretely (`early_initialization` corrupting linear-attention shapes) and sounds broader than the Qwen3.5-specific crash report.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46439 is the strongest standalone issue to keep as the canonical representative for this cluster because it is more specific about the bug mechanism and likely applicable beyond one model.", + "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-corruption RuntimeError and the other is a KeyError for a missing `linear_attention` entry; that looks like related subsystem fallout, not the same concrete bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 21, + "component_count": 24, + "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": "99bd32c38f378bf79d011211e99d2ecd105c4d7fe559109018c5fd6fee8cdf24", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1707, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1707, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are exact duplicates of the same Wav2Vec2CTCTokenizer v5 special-token bug: identical titles/body length and perfect soft-similarity evidence. #46552 is the better anchor because it is open and has inbound references.", + "confidence": 0.98, + "canonical_issue_reason": "Issue #46552 is the better canonical issue because it is still open and has inbound references.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #46552 is the best issue to anchor the cluster because it is the open report and already has inbound references.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46551", + "right": "issue:46552", + "accept": true, + "reason": "Same title and same described tokenizer bug, supported by perfect soft-similarity evidence; these are duplicates of the same underlying issue." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The core duplicate call is grounded: both issues have identical titles/body length and a soft-similarity score of 1.0, and 46552 is the open issue with inbound references. However, the reasoning overstates evidence by saying 46552 has \u201cmore discussion traction\u201d than 46551; the packet shows discussion_activity is 1 for both. Please keep the canonical/best-issue rationale limited to what is explicitly supported." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 22, + "component_count": 24, + "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": "4fd86173af0c3fb40ae1cbd033698e8543591765cd02cad2c63afe9c9e1d3d56", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1569, + "estimated_input_tokens": 393, + "estimated_eval_tokens": 1042 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1569, + "estimated_input_tokens": 393, + "estimated_eval_tokens": 1042 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues do not look like duplicates: one reports a tensor size mismatch during object detection training, while the other reports out-of-memory after several epochs in RT-DETR v2 training.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue selected because the reports describe different failure modes and likely different root causes.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good cluster representative because they are unrelated symptom reports rather than the same bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46657", + "right": "issue:46692", + "accept": false, + "reason": "Different problems: shape/tensor mismatch vs memory exhaustion after epochs; 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": 23, + "component_count": 24, + "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": "1690885dfb0b2970aa57346c221f2c21781501524beb41afc40a3e69be756e5c", + "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 loading/memory-placement bugs: one in ZeRO-3 zero.Init partitioning for a composite submodule, the other in 4-bit device_map/max_memory dispatch behavior. They share a broad theme but not the same code path or fix.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 46822 is the more concrete and narrowly scoped report, with a specific ZeRO-3 zero.Init failure mode and a clear offending submodule path.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46822 is the best representative because it names the exact mechanism, the composite submodule involved, and the observed OOM symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46822", + "right": "issue:46823", + "accept": false, + "reason": "Both concern model loading memory handling, but one is a ZeRO-3 partitioning/OOM bug and the other is a 4-bit device_map dispatch error. They do not appear to be 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": 24, + "component_count": 24, + "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-46906-3", + "nodes": [ + "issue:46906", + "issue:46940", + "issue:46948" + ], + "soft_pairs": [ + "issue:46906|issue:46940", + "issue:46906|issue:46948", + "issue:46940|issue:46948" + ], + "prepared_review_unit_hash": "d0fb8b9f538d6b0d7b8b131a2376ec3101cb2fde58b0dac862961af69c6b1063", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2806, + "estimated_input_tokens": 702, + "estimated_eval_tokens": 1660 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2806, + "estimated_input_tokens": 702, + "estimated_eval_tokens": 1660 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three date-stamped Serge integration-failure triage issues, not the same bug report. They appear to be separate daily tracking threads with similar templates and wording.", + "confidence": 0.93, + "canonical_issue_reason": "Issue #46906 is the earliest of the set and has the highest inbound references, making it the best representative if one is needed for the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "#46906 is the strongest issue candidate because it is first chronologically and appears most referenced; the others look like later follow-up triage entries rather than duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46906", + "right": "issue:46940", + "accept": false, + "reason": "Same triage-series wording, but the different date stamp suggests a separate daily issue rather than the same underlying bug/change." + }, + { + "left": "issue:46906", + "right": "issue:46948", + "accept": false, + "reason": "Looks like another distinct daily triage issue; similar template text is not enough to treat it as a duplicate." + }, + { + "left": "issue:46940", + "right": "issue:46948", + "accept": false, + "reason": "Both are date-specific integration triage threads, so they should remain separate unless they identify the exact same failure instance." + } + ] + }, + "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": 38, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-2", + "nodes": [ + "pull_request:40546", + "pull_request:42781" + ], + "soft_pairs": [ + "pull_request:40546|pull_request:42781" + ], + "prepared_review_unit_hash": "64753067f063f644626a4cd414dd25696a7c3c631de8c3cc351c4fc7c7a434f9", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7224, + "estimated_input_tokens": 1806, + "estimated_eval_tokens": 3868 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7224, + "estimated_input_tokens": 1806, + "estimated_eval_tokens": 3868 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two VibeVoice PRs share substantial file overlap, but they target different scopes: #40546 is the initial VibeVoice implementation, while #42781 is a later Realtime-focused expansion that also adds the acoustic tokenizer and broader integration work. They are related, but not the same underlying change.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "#42781 is the better canonical PR for this cluster because it is the more comprehensive and newer VibeVoice workstream, covering the realtime/tokenizer additions and broader API integration.", + "best_issue_reason": null, + "best_pr_reason": "#42781 is the best representative of the cluster since it appears to supersede the simpler base implementation in #40546 with a larger, more complete feature set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Reject: despite overlapping VibeVoice files, #40546 implements the base model while #42781 adds Realtime and acoustic-tokenizer work; these are related but not the same concrete change and would not naturally merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 38, + "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": "ed8d9dac04c7d6fb182af4f16c5ba81252de2836dfd93e03b7fd8513df08ad8d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4674, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4674, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two pull requests are unrelated feature additions in different model families: TimesFM covariate forecasting vs. DINOv3 image classification support. They should not be clustered as duplicates or merged into one change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different underlying code paths and user-facing features in separate models; no evidence they fix the same bug or implement 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": 3, + "component_count": 38, + "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": 38, + "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-41855-14", + "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", + "pull_request:46911" + ], + "soft_pairs": [ + "pull_request:41855|pull_request:43823", + "pull_request:41855|pull_request:43424", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:46911", + "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:46911", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:46267", + "pull_request:44827|pull_request:46048", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:44827|pull_request:45655", + "pull_request:43823|pull_request:46911", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "07ee2f03855be806fd7ddb253d18575358257a220d378abd9fd8f17a5fb8f0ab", + "component_budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 21, + "serialized_chars": 38153, + "estimated_input_tokens": 9539, + "estimated_eval_tokens": 19334 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 21, + "serialized_chars": 38153, + "estimated_input_tokens": 9539, + "estimated_eval_tokens": 19334 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Only one true duplicate pair stands out: the two fixed_cross_entropy PRs both address the same cross_entropy kwargs passthrough regression. The rest are unrelated changes that merely share broad themes or files.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43251 is the best canonical representative: it directly targets issue 43240 and provides the fuller fix by explicitly forwarding supported cross_entropy kwargs.", + "best_issue_reason": null, + "best_pr_reason": "PR 43251 is the strongest overall PR candidate because it cleanly fixes the regression at the loss helper level and is the most complete version of the duplicate pair.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Mistral tokenizer helper additions vs adding a new MobileLLM model; different code paths and goals." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Tokenizer API additions vs an executorch dynamic-shape export test; unrelated changes." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor-from-pretrained robustness changes vs a new model implementation; not the same bug or fix." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs fix the same loss-utils regression by passing supported kwargs through to nn.functional.cross_entropy for the same target issue 43240." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Cross-entropy kwargs plumbing vs MobileLLM model creation; unrelated." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Loss-helper kwargs fix vs Mistral4 test/model work; different subsystems and problems." + }, + { + "left": "pull_request:43424", + "right": "pull_request:46911", + "accept": false, + "reason": "Executorch dynamic-shape export test vs OLMo3 RoPE configuration change; not the same change." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Export test for dynamic shapes vs Mistral4 model/test fixes; unrelated." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Executorch export test vs adding MobileLLM; different underlying work." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New MobileLLM model code vs config-resolution order fix; no shared concrete bug." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "MobileLLM model addition vs Falcon output-capture refactor; different code paths." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "A new model implementation vs a model-creation skill/docs PR; not the same artifact or fix." + }, + { + "left": "pull_request:43823", + "right": "pull_request:46911", + "accept": false, + "reason": "MobileLLM model addition vs OLMo3 per-layer RoPE behavior; unrelated changes." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon standardized output-interface refactor vs Mistral4 fixes; different models and issues." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon model refactor vs a large model-creation skill/doc PR; unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test/model fixes vs CLIP-family weight-renaming cleanup; different targets." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 fixes vs model-creation skill/docs; even with shared auto/modeling files, the underlying changes are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 tests/model fix vs config resolution-order fix; not the same code-path problem." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 fixes vs adding a TDT loss kernel; unrelated functionality." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46267", + "accept": false, + "reason": "Mistral4 fixes vs chat parsing/serve updates; different features." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46911", + "accept": false, + "reason": "Mistral4 fixes vs OLMo3 RoPE-per-layer work; different models and bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: only PR 43251/43254 share a concrete issue target and the same loss-utils file, so treating them as the duplicate/mergeable pair is conservative. The other pairwise rejections stay on the safe side and do not overclaim shared bug identity. " + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 38, + "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": "44896aedd3066ac62715b9db7a29d712d17a70ab2ce1225767bed53a23a179bc", + "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": "Two open PRs both bump GitHub Actions, but they target different action families and different problems: one is a Node 24 compatibility sweep, the other is a Docker build-push action upgrade.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #42975 is the more representative PR because it is the broader, multi-workflow upgrade focused on Node 24 compatibility across several core actions.", + "best_issue_reason": null, + "best_pr_reason": "PR #42975 is the best single representative of the cluster because it covers the wider cross-workflow Actions compatibility update; #42976 is a narrower Docker-action version bump.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Both are workflow maintenance PRs, but they upgrade different actions and fix different compatibility paths: checkout/cache/upload-artifact for Node 24 versus docker/build-push-action for image builds. They are not the same underlying 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": 6, + "component_count": 38, + "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-42978-6", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:45490", + "pull_request:46562", + "pull_request:46658" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:43451", + "pull_request:42978|pull_request:45490", + "pull_request:43448|pull_request:43451", + "pull_request:43448|pull_request:45490", + "pull_request:43451|pull_request:45490", + "pull_request:45490|pull_request:46562", + "pull_request:46562|pull_request:46658" + ], + "prepared_review_unit_hash": "cc0aa17e285a819852dab033a25a820183815338f670a75c5e4cfb3920128c0e", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 21199, + "estimated_input_tokens": 5300, + "estimated_eval_tokens": 10856 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 21199, + "estimated_input_tokens": 5300, + "estimated_eval_tokens": 10856 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are mostly unrelated model-addition changes that only overlap on generic docs/auto-registry scaffolding. The only strong-looking pair, Step3p7 Flash vs the WIP Step3p7 Flash repo, still does not look like the same mergeable Transformers change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46562 is the closest cluster representative: it is a substantive Transformers model integration with the clearest model-specific overlap to another artifact, though the cluster is still not duplicate-heavy overall.", + "best_issue_reason": null, + "best_pr_reason": "PR 46562 is the best global representative of the cluster because it is the main, self-contained model-integration PR and has the strongest model-specific connection among the candidates.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different models (ViT NEPA vs Molmo). Shared docs/auto files are generic integration boilerplate, not the same bug or change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "Different model additions (ViT NEPA vs Molmo2) with only shared registry/docs scaffolding." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "Different domains and code paths (vision model vs time-series model); overlap is only generic auto/docs plumbing." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are distinct model integrations; shared files are broad framework registration edits, not one concrete change." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Unrelated model families; common touches are only boilerplate in docs and auto mappings." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM are unrelated additions; shared auto/docs files do not indicate the same underlying fix or feature." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46562", + "accept": false, + "reason": "CTSM vs Step3p7 Flash are different model families and different implementations; only generic auto-registry files overlap." + }, + { + "left": "pull_request:46562", + "right": "pull_request:46658", + "accept": false, + "reason": "Both mention Step3p7 Flash, but 46562 is a Transformers model integration while 46658 is a mini-model/conversion/debug script repo; they are not the same concrete code-path change and would not plausibly merge 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": 7, + "component_count": 38, + "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": "06a7b6672419d33988eb740b1de428f38bdb6b5bdb01d57643a010659dd11ac4", + "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 unrelated PRs. The only clear duplicate pair is the two YOLOS fixes for the same device_map=\"auto\" mismatch; everything else targets different models, test hacks, or CI/config behavior.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:46886 is the best canonical PR: it has the specific YOLOS device_map=\"auto\" title, an explicit linked issue, and a direct fix for the underlying device-mismatch path.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:46886 is the strongest representative for the cluster because it is the most descriptive and issue-linked YOLOS fix, while the other YOLOS PR is a narrower/alternate patch to the same bug.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Different model test files and different symptoms; both are test-only changes, not the same underlying bug or change." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper tokenizer test fix vs. FP8/dequant loading fix; unrelated code paths." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Whisper decoding tests vs. generation watermarking validation/CI behavior; not the same issue." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46922", + "accept": false, + "reason": "Whisper tokenizer/tests and YOLOS device-mismatch fix are unrelated." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46539", + "accept": false, + "reason": "Both touch tests/CI, but one is model-test assertions and the other is Phimoe integration CI memory handling; different underlying problems." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Unrelated test-only edits versus FP8/loading code changes." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "Different models and different fix targets; no shared concrete bug." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46922", + "accept": false, + "reason": "CLIP/ViT test modifications are unrelated to the YOLOS device-mismatch fix." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46539", + "accept": false, + "reason": "FP8/dequantization logic versus Phimoe CI integration setup; unrelated." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "Different subsystems and problems: dequantization/loading versus generation config validation." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46922", + "accept": false, + "reason": "FP8/dequant fix is unrelated to YOLOS device placement/splitting." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46539", + "accept": false, + "reason": "Generation config validation fix versus CI memory/workflow patch; not the same code-path problem." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46922", + "accept": false, + "reason": "Watermarking-config validation and YOLOS device mismatch are unrelated." + }, + { + "left": "pull_request:46539", + "right": "pull_request:46922", + "accept": false, + "reason": "CI instance-sharing workaround versus YOLOS model runtime bug; different concerns." + }, + { + "left": "pull_request:46886", + "right": "pull_request:46922", + "accept": true, + "reason": "Both address the same YOLOS device_map=\"auto\" device mismatch in the same file and could plausibly be merged into one PR; the second adds a direct tensor-to-device fix to the same bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only merged-duplicate callout is the YOLOS pair, which does look like a single bugfix PR: both touch the same file, share the same issue target, and the later patch is a plausible superset of the earlier one. The other soft-edge rejections are consistent with the diff previews and do not overstate relatedness." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 38, + "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": "88ca2ad68d4082ae1f8d50480cf2236ec61c3a05378c7572513d35efb387c823", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6348, + "estimated_input_tokens": 1587, + "estimated_eval_tokens": 3430 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6348, + "estimated_input_tokens": 1587, + "estimated_eval_tokens": 3430 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three PRs are separate synthetic \"don't merge\" changes in different code paths: setup/dependency wiring, CI/comment workflow behavior, and a PR security-gate workflow trigger change. They are superficially similar as repo-bot/CI edits, but not the same underlying fix.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43532 is the broadest and most representative of the cluster: it spans multiple workflow/testing files and is the clearest example of the repo-bot/CI behavior change theme.", + "best_issue_reason": null, + "best_pr_reason": "PR 43532 is the best cluster representative because it has the widest scope and touches the most related automation files, making it the most central exemplar among the three.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:46747", + "accept": false, + "reason": "Different changes: 43488 alters setup/dependencies and a Vit test, while 46747 changes the PR security-gate workflow trigger. No shared concrete bug or mergeable code-path fix." + }, + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "43488 is about package/version/setup and a test tweak; 43532 is about GitHub Actions/self-comment CI and notification/testing utilities. The shared Vit file is incidental, not the same underlying change." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46747", + "accept": false, + "reason": "Both touch workflows, but they fix different mechanisms: 43532 rewires self-comment/self-scheduled/reporting behavior, while 46747 switches the security-gate from pull_request_target to pull_request. Too different to merge 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": 9, + "component_count": 38, + "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": "ee4cdc1fd66c21b78cf1ecef380446cd545bdf16fdcb8708458cf828b4c925f3", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs add new segmentation pipelines, but they target different tasks and code paths: promptable concept segmentation vs promptable visual segmentation. They are related in theme, not duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: these are distinct feature additions with different task definitions, model integrations, and pipeline implementations.", + "best_issue_reason": null, + "best_pr_reason": "No single best PR for deduping; each PR is the right place for its own feature, since they are not the same change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different underlying features and concrete implementations; shared doc/pipeline scaffolding alone is not enough to treat them as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 38, + "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": "96a519f025af976e5d41d8802a286cdf8473b973a37485a87f8fc7eecbf219f2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs both touch `src/transformers/trainer.py` but they implement unrelated trainer extension points: one changes gradient-accumulation loss scaling, the other adds a hook for signature-column filtering. They are not the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No true canonical duplicate here: the PRs address different trainer behaviors and should not be merged as one change.", + "best_issue_reason": null, + "best_pr_reason": "43663 is the cleaner representative of a standalone trainer refactor because it introduces a reusable override hook for column filtering, but it is still unrelated to 43651.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Same file and broad subsystem, but different code paths and goals: gradient-accumulation loss scaling vs. model-signature column filtering." + } + ] + }, + "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": 38, + "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": "62cc6b21795fecab4e2d2c652b1ff062cab14dfda38344467db1514b683f1832", + "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": "Both pull requests address the same TypeAdapter NameError in `src/transformers/cli/serve.py`, using different but compatible typing fixes for the same runtime annotation problem.", + "confidence": 0.73, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43656 is the broader, more representative fix: it addresses the annotation-evaluation problem at the module level with postponed annotations and broader typing cleanup, and it has more discussion/activity.", + "best_issue_reason": null, + "best_pr_reason": "PR #43656 is the best cluster representative because it is the more complete fix for the CLI annotation NameError and is tied to a concrete issue with more surrounding activity.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": true, + "reason": "Same underlying bug in the same file: `TypeAdapter`-related runtime annotation evaluation causing a NameError in the CLI. The fixes are different but compatible ways to eliminate that failure and could plausibly be combined into one PR." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analyst\u2019s pairwise judgment is grounded in the packet: both PRs target the same NameError in `src/transformers/cli/serve.py`, and the fixes are compatible typing/annotation changes that could be combined into one PR. The summary stays conservative enough, despite the separate issue links and different implementation details." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 38, + "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": 38, + "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 mostly a batch of independent model-by-model refactors to standardized output tracing/capture_outputs, not one single duplicate change. The only clear duplicate subcluster is the GPT-J/CodeGen work, plus the GPT-Neo pair.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44722 is the best representative of the duplicate subcluster: it is the latest, most complete GPT-J/CodeGen output-tracing refactor and still targets the same standardized decorator-based code path.", + "best_issue_reason": null, + "best_pr_reason": "PR 44722 is the strongest global representative because it subsumes the GPT-J work and is the broadest concrete implementation among the overlapping PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different models and code paths (CVT/FNet vs GPT-J); same umbrella theme is not enough to make them duplicates." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different model families (CVT/FNet vs DeBERTa); these are separate refactors, not the same underlying fix." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Both touch GPT-J output tracing in the same file and implement the same decorator-based refactor; one is broader, but they are the same underlying change." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "ResNet/RT-DETR ResNet vs EfficientNet are distinct implementations; only the refactor style matches, not the concrete bug/change." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "Both are standardized output-tracing refactors, but for different model families and code paths; no shared concrete change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/CodeGen vs EfficientNet are unrelated model implementations, so these are not duplicates." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 vs DeBERTa are unrelated changes beyond the shared output-tracing pattern." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen and MGP-STR are different model code paths; 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same pattern, different changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo and GPT-J are different model code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated implementations." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT2 and MGP-STR are different model families; these are not duplicates." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert/XLM are separate model-specific output handling refactors." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT2 and GPT-J/CodeGen are different concrete code paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "SegFormer and LongT5 are unrelated models and changes." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "SegFormer output tracing is not the same change as GPT-J/CodeGen output tracing." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "SegFormer and VisualBert are separate model-specific refactors." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated model code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are distinct models." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet and VisualBert are different architectures; no duplicate fix." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44086", + "accept": false, + "reason": "MPT and MGP-STR are unrelated implementations." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44071", + "accept": false, + "reason": "SegFormer and MPT are different models with different output-tracing code." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBert and Flaubert/XLM are separate model-specific refactors." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44161", + "accept": false, + "reason": "VisualBert and LongT5 are unrelated changes." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT2 and MPT are different model code paths." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet and Flaubert/XLM are unrelated model implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44059", + "accept": false, + "reason": "GPT-Neo and GPT2 are separate model families." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT2 and GPT-Neo are different models; same refactor theme does not make them duplicates." + }, + { + "left": "pull_request:44101", + "right": "pull_request:44161", + "accept": false, + "reason": "Flaubert/XLM and LongT5 are unrelated model-specific changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet and SegFormer are different vision architectures with different forward/output code." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are unrelated model implementations." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are different model code paths." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert/XLM are unrelated model-specific refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are different model families." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are unrelated changes." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are distinct models and code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo and SpeechT5 are unrelated model-specific changes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert and MPT are different model code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo and SpeechT5 are separate refactors with no shared concrete bug." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "These are the same GPT-J/CodeGen output-tracing refactor; 44722 is the broader follow-up/subsuming version." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both alter GPT-J output tracing in the same file and implement the same decorator-based migration." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are unrelated models." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "CVT/FNet and ResNet/RT-DETR ResNet are different model implementations." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet and SpeechT5 are unrelated model-specific refactors." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa and SpeechT5 are different model code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa and Vits are unrelated model-specific output tracing changes." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet and ImageGPT are different model families; same standardized-output theme is too broad." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The clustering summary is grounded in the packet and stays appropriately conservative. The accepted duplicate pairs are well-supported by shared files/model families and the same output-tracing refactor, and the negative verdicts correctly avoid over-merging unrelated model-specific changes. The representative PR choice for the GPT-J/CodeGen subcluster is also defensible from the packet." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 38, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43997", + "pull_request:44010", + "pull_request:44056", + "pull_request:44073", + "pull_request:44074", + "pull_request:44129" + ], + "soft_pairs": [ + "pull_request:44073|pull_request:44074", + "pull_request:44056|pull_request:44073", + "pull_request:44056|pull_request:44074", + "pull_request:43997|pull_request:44010", + "pull_request:44010|pull_request:44129" + ], + "prepared_review_unit_hash": "6fcd47d47e4cff6c1bbc6ef56befb33dd80b3c7b6bd5c62b714bab8c7aaee0e6", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84517, + "estimated_input_tokens": 21130, + "estimated_eval_tokens": 42516 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 5, + "serialized_chars": 13067, + "estimated_input_tokens": 3267, + "estimated_eval_tokens": 6790 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These PRs are all related to the same broad refactor theme\u2014migrating model code to standardized output capture/tracing\u2014but they are model-specific changes, not duplicates of one another.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: each change targets a different model implementation and file, so they are parallel refactors rather than the same PR duplicated.", + "best_issue_reason": null, + "best_pr_reason": "44129 is the most representative single PR of the theme because it has the most explicit scope/issue linkage and a substantial output-tracing refactor, but it is still not a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Same migration theme, but different models (VisualBert vs TextNet) and different file/test scope; not the same concrete code-path change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "Both refactor output tracing, but MPNet and VisualBert are distinct implementations with different layers/hooks; not mergeable as one duplicate PR." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "Different models and different refactor shapes (MPNet output recording setup vs TextNet forward simplification); not the same underlying fix." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are unrelated model code paths; similar standardized-output migration does not make them duplicates." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "Both touch output tracing, but SqueezeBert and SpeechT5 are separate model-specific refactors with different mechanics and no shared concrete bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 38, + "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": "7bb0ee1c866a5f565cf141a3a950e8c41055788da3278852206064ff223cf66f", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40163, + "estimated_input_tokens": 10041, + "estimated_eval_tokens": 20338 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40163, + "estimated_input_tokens": 10041, + "estimated_eval_tokens": 20338 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs share a broad \"output tracing\" theme, but they are model-specific refactors across unrelated code paths. I do not see any true duplicate PR pairs here.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44003 is the strongest representative of the cluster because it makes the most concrete output-tracing plumbing change across two closely related model files, but it is still not a duplicate of the others.", + "best_issue_reason": null, + "best_pr_reason": "PR 44003 is the best overall representative of the theme: it has the clearest, most substantive refactor around output tracing and touches a related model pair rather than a single isolated file.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Different models and code paths; same refactor theme only." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "timm_backbone and vision_text_dual_encoder are unrelated architectures." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Different model families with no shared implementation." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Different subsystems; 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no same underlying fix." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Different code paths and model types." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Separate model-specific refactors, not one bug." + }, + { + "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 code paths; no mergeable overlap." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "No shared underlying change beyond generic tracing cleanup." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "UperNet and RWKV are unrelated model families." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "Different subsystems and refactor targets." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "Mamba/FalconMamba vs SuperPoint are unrelated code paths." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Output-tracing cleanup only; different model implementations." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "timm_backbone and CodeGen are unrelated models." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "UnivNet and CodeGen do not share the same concrete fix." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model families and different forward logic." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "vision_text_dual_encoder vs CodeGen are unrelated changes." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "DepthAnything/PromptDepthAnything and VisionEncoderDecoder are separate implementations." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "Different model families; not one underlying bug." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "DepthAnything refactor vs SuperPoint refactor are unrelated." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model code paths; same theme only." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "Separate models and separate output-capture behavior." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "VisionEncoderDecoder and SpeechEncoderDecoder are different stacks." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "Different models with no shared concrete bug." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families and call paths." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "VisionEncoderDecoder and DPR are unrelated." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "SpeechEncoderDecoder and SuperPoint are unrelated." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Different implementations and output signatures." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "SpeechEncoderDecoder vs DPR is not the same change." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "SuperPoint and RWKV do not share a code path." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model families; no duplicate fix." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "RWKV and DPR are unrelated refactors." + } + ] + }, + "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": 38, + "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": "9d12b2e8952ae904169a268fee20217caa26952133195064e74f21b5c8516897", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6552, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6552, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated model-addition PRs that only overlap on shared Transformers boilerplate and auto-mapping files. PenguinVL and Voxtral TTS target different models, different code paths, and different documentation/tests, so they should not be clustered as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45401 is the cleaner representative: it has an explicit issue target and a focused, model-specific implementation for Voxtral TTS.", + "best_issue_reason": null, + "best_pr_reason": "PR 45401 is the best cluster representative because it is explicitly linked to an issue and appears to be a self-contained support addition for one model.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different models and different features: PenguinVL implementation versus Voxtral TTS support. Shared auto/config/doc scaffolding is generic and not enough to indicate the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 16, + "component_count": 38, + "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-44965-2", + "nodes": [ + "pull_request:44965", + "pull_request:46845" + ], + "soft_pairs": [ + "pull_request:44965|pull_request:46845" + ], + "prepared_review_unit_hash": "d8d04aa838aaefa08a8eeda97e04cffb1194e3b057d607de164dde0a22578028", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4219, + "estimated_input_tokens": 1055, + "estimated_eval_tokens": 2366 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4219, + "estimated_input_tokens": 1055, + "estimated_eval_tokens": 2366 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two pull requests are not duplicates: one is a workflow experiment around converting PRs to draft, while the other is a CI-runner/branch-change PR with an unrelated code edit. They do not fix the same bug or implement the same change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the changes target different code paths and different behaviors, so there is no single underlying PR to collapse them into.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:46845 is the more coherent standalone PR because it has a clearer CI-related scope and title; pull_request:44965 appears incomplete and its workflow edit is unrelated.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44965 (try)", + "right": "pull_request:46845 (Try smaller group)", + "accept": false, + "reason": "Different goals and files: 44965 rewrites a docs workflow to change PR handling, while 46845 modifies CI caller configuration and includes an unrelated code tweak. They do not appear to be the same underlying change and should not be merged as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 17, + "component_count": 38, + "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": "a570969325c95b6a1713b004b5be4db42fb031a60dfb7185644421f44e8a7966", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two related but distinct feature PRs around fusion: one adds a generic module fusion API, the other wires up n-to-1 kernel fusion through KernelConfig. They are not duplicates of the same concrete change.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #44979 is the cleaner canonical representative because it introduces the foundational Module Fusion API and tests, whereas #45363 is a separate, more specific kernel-fusion integration built on that general idea.", + "best_issue_reason": null, + "best_pr_reason": "PR #44979 is the best single representative of the cluster since it defines the core fusion abstraction; #45363 is a downstream application/integration rather than the same mergeable change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Both concern fusion, but #44979 adds a new generic module-fusion API while #45363 implements n-to-1 kernel fusion via KernelConfig and integration changes. Different code paths, different scope, and not the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 18, + "component_count": 38, + "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": "35e0a5d84995bbb57f4a8434323263a96f683d15462d478004b895b62e8f69ad", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same Mistral regex patch AttributeError in `tokenization_utils_tokenizers.py`; 45317 is the more complete candidate because it includes the code fix plus a test update.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "45317 is the better canonical PR: it has the same core fix as 45086 and also adds test coverage, making it the more complete representation of the change.", + "best_issue_reason": null, + "best_pr_reason": "45317 is the best overall PR because it fixes the same concrete bug as 45086 while also adding tests, so it is the most merge-ready version.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying bug fix in the same function/file, same issue target, and the second PR appears to be an expanded version of the first with tests added." + } + ] + }, + "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": 38, + "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": "a6dc14f2d63a77c1de448e243a52f4682f26c1cca16ec553e3e863e7650d7bcb", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs touch overlapping NemotronH code, but they address different changes: one is a refactor/conversion-mapping update for inheriting GraniteMoeHybrid, while the other splits NemotronH into dedicated dense/sparse model families and updates docs/tests. They are not the same underlying change and should not be merged as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45569 is the broader, more concrete implementation for the NemotronH dense/sparse split, with dedicated model files, auto-mapping changes, docs, and tests.", + "best_issue_reason": null, + "best_pr_reason": "PR 45569 is the strongest representative of the cluster because it covers the larger end-user-facing model restructuring and has the clearest product scope.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Shared NemotronH filenames alone are not enough: 45115 is a refactor/conversion-mapping inheritance change, while 45569 introduces separate NemotronH dense/sparse model variants and documentation. Different concrete code-path problems." + } + ] + }, + "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": 38, + "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": "b1f30e70a3257879c30be0ae6253b7699f3f74d0ec7e3bc00a62b0cb266f2e7e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5953, + "estimated_input_tokens": 1489, + "estimated_eval_tokens": 3234 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5953, + "estimated_input_tokens": 1489, + "estimated_eval_tokens": 3234 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are closely related but not true duplicates: PR #45333 is a narrower per-layer configuration piece, while PR #45332 is a broader umbrella adding heterogeneous model support including modeling logic and other integration changes.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical duplicate candidate among the two; #45332 is the broader umbrella PR, while #45333 is a config-only subset rather than the same change.", + "best_issue_reason": null, + "best_pr_reason": "#45332 is the best single representative because it covers the full heterogeneous-model feature set and subsumes the config work in #45333.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Shared files and theme, but the scopes differ materially: #45333 focuses on per-layer configuration, while #45332 also changes modeling/cache/masking paths. They are related PRs, not the same concrete change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 38, + "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": "909c4df211808e330cd38cc25f9b95254f802b02f72d0e81cd8ba824aca7e8fa", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related typing-focused PRs, but they are not the same change: one is a broad type-checking sweep across many Transformers files, while the other adds/adjusts specific typing helpers and protocols around modeling utilities. The soft duplicate edge should be rejected.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45415 is the broader umbrella change: it enables type checking across many `src/transformers/*` modules and adjusts type-ignore policy, making it the more representative PR for the cluster topic.", + "best_issue_reason": null, + "best_pr_reason": "PR #45415 is the best representative PR because it covers the larger cross-cutting typing cleanup, whereas PR #45425 is a narrower helper/type-definition follow-up.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Different underlying changes: #45415 is a broad repo-wide type-checking sweep, while #45425 adds specific typing protocols/aliases and modeling-utils-related adjustments. They overlap on typing files but are not the same concrete fix and would not plausibly merge as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 22, + "component_count": 38, + "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": "dc797ce74ef2c86b15547bb2c9b5b563b26a9ce59215c67f83a64c946aab5ef4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related only at a broad expert-parallelism level, but they address different loading bugs in different distributed stacks: ZeRO-3/accelerate vs FSDP2/rank-0 broadcast. They should not be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45548 is the cleaner representative of the cluster: it targets a specific EP loading path (DeepSpeed ZeRO-3 via accelerate) and has a narrower, self-contained fix around config serialization and model state detection.", + "best_issue_reason": null, + "best_pr_reason": "PR 45548 is the better cluster anchor because it is the earlier, more focused fix; PR 45662 is a separate EP bug in a different distributed code path and is not a duplicate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Both mention expert parallelism, but the concrete failures differ: 45548 fixes EP + DeepSpeed ZeRO-3 loading/accelerate config handling, while 45662 fixes EP + FSDP2 expert parameters being overwritten by rank-0 broadcast. They touch different mechanisms and are not one mergeable change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 23, + "component_count": 38, + "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": "dc986869a5a66ec426dbcf75b99aa8ef362feadcd77ee4ba95e8f2a7db4db054", + "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 pull requests address the same xdist/captured_info collision bug in testing debug output; PR 45645 is the broader, more complete fix, while PR 45639 is a narrower subset of the same change.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the better canonical PR because it includes the core xdist-safe output fix plus the CI workflow change needed to collect multiple captured_info files, making it the more complete implementation of the bugfix.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 is the strongest representative of the cluster since it addresses the same concrete xdist collision problem and also preserves CI debug log collection, so it best captures the full intended change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Both PRs target the same underlying xdist collision in captured_info/debug logging; 45645 appears to be a superset of 45639 rather than a different change, so they can be treated as duplicates/same fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 24, + "component_count": 38, + "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-45720-2", + "nodes": [ + "pull_request:45720", + "pull_request:46259" + ], + "soft_pairs": [ + "pull_request:45720|pull_request:46259" + ], + "prepared_review_unit_hash": "b5a5f02bc9b662e292e586ee2efc593d0e326325394a692a612117b82783ff93", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7234, + "estimated_input_tokens": 1809, + "estimated_eval_tokens": 3874 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7234, + "estimated_input_tokens": 1809, + "estimated_eval_tokens": 3874 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items are unrelated lint-rule PRs in transformers models. They share some model files because each rule is applied broadly, but they address different code paths: TRF003 adds `can_return_tuple`/`return_dict` handling in forward signatures, while TRF018 changes model weight initialization logic.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR for duplication: these are distinct changes serving different lint rules and different fixes, despite overlapping model files.", + "best_issue_reason": null, + "best_pr_reason": "PR 45720 is the better representative artifact because it is narrower and has a more concrete, self-contained code-path change across a set of forward methods.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45720", + "right": "pull_request:46259", + "accept": false, + "reason": "Different underlying changes: TRF003 forward-signature/tuple-return handling vs TRF018 weight initialization behavior. Shared files reflect broad lint sweeps, not the same bug or mergeable 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": 25, + "component_count": 38, + "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": 26, + "component_count": 38, + "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-45932-3", + "nodes": [ + "pull_request:45932", + "pull_request:46100", + "pull_request:46891" + ], + "soft_pairs": [ + "pull_request:45932|pull_request:46100", + "pull_request:45932|pull_request:46891", + "pull_request:46100|pull_request:46891" + ], + "prepared_review_unit_hash": "1818fafaa06d487d327cb21ad854da45171e5ae00c60fc5422959696ccee59e0", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7882, + "estimated_input_tokens": 1971, + "estimated_eval_tokens": 4198 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7882, + "estimated_input_tokens": 1971, + "estimated_eval_tokens": 4198 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates of one another: each PR targets a different area (model code/workflow secrets, test migration files, and PEFT CI integration). The only overlap is broad CI/testing infrastructure, which is too weak to merge them as the same change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46891 is the best anchor only because it is the most self-contained CI/testing change; however, it is still not a duplicate of the others, which modify different models and test-migration files.", + "best_issue_reason": null, + "best_pr_reason": "PR #46891 is the strongest representative of the cluster\u2019s CI/test theme, but it should not be treated as the same underlying change as #45932 or #46100.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "Different concrete changes: #45932 edits model implementations and workflow secrets, while #46100 adds kernel/test migration files. Same broad testing context, but not the same bug or change." + }, + { + "left": "pull_request:45932", + "right": "pull_request:46891", + "accept": false, + "reason": "Only shared file is the workflow caller, but the actual changes differ: #45932 is a broad model/telemetry-related PR, while #46891 focuses on PEFT integration CI and helpers." + }, + { + "left": "pull_request:46100", + "right": "pull_request:46891", + "accept": false, + "reason": "#46100 is a test migration PR for AltCLIP/ViT with new DDP config, whereas #46891 is a PEFT CI integration update. They are unrelated concrete 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": 27, + "component_count": 38, + "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": "2e3583210651b76dea787700ac058feffcf987605622913c12de3853a1e63a5b", + "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": "These are not duplicates. PR #46126 is a focused EP/Trainer integration change around distributed tensor-parallel/MoE handling, while PR #46269 is a broad distributed branch base touching many unrelated files and subsystems.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46126 is the better canonical PR because it targets one concrete feature/change set with a narrow code path and clear intent, whereas #46269 is a large umbrella/base branch with mixed distributed updates.", + "best_issue_reason": null, + "best_pr_reason": "PR #46126 is the best representative of the underlying change because it is specific and self-contained; #46269 is too broad and mixed to serve as a canonical duplicate target.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Shared distributed filenames are not enough here: #46269 is a broad branch-base PR with many unrelated modifications, not the same concrete bug/change as the focused EP/Trainer integration in #46126. They would not plausibly collapse 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": 28, + "component_count": 38, + "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:46504|pull_request:46716" + ], + "prepared_review_unit_hash": "243de21b8619642eccabf8d38e707551e6256f725dcf900c2804a276c3c04683", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 29, + "serialized_chars": 25929, + "estimated_input_tokens": 6483, + "estimated_eval_tokens": 13222 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 29, + "serialized_chars": 25929, + "estimated_input_tokens": 6483, + "estimated_eval_tokens": 13222 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are mostly unrelated workflow-chore PRs across different CI files. The only dense cluster is several independent hardening tweaks to pr-ci-security-gate.yml, but they address different concerns rather than the same concrete change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46554 is the best representative anchor only because it is the most substantive change in the largest repeated file family (.github/workflows/pr-ci-security-gate.yml); the other nearby PRs are narrower, distinct follow-ups rather than the same fix.", + "best_issue_reason": null, + "best_pr_reason": "If a single PR must represent the cluster, 46554 is the strongest anchor, but the cluster is not truly duplicative and should probably stay split by workflow and change type.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46554", + "accept": false, + "reason": "Both touch CI workflows, but one changes self-comment input piping and the other adds pr-ci-security-gate checks; different files and different bugs." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46558", + "accept": false, + "reason": "Unrelated workflow changes: stdin handling for a comment-driven script vs PR CI security-gate permissions/approval logic." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflow concerns; one fixes comment handling, the other only adds documentation/comments in the security gate workflow." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflow files and different fixes; no shared concrete code-path problem." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46504", + "accept": false, + "reason": "Both use printf, but they fix different shell-input handling issues in different workflows and scripts." + }, + { + "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 workflows and different changes: SSH runner secret handling vs anti-slop permissions." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46502", + "accept": false, + "reason": "Unrelated workflow updates; no common bug or shared code path." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46554", + "accept": false, + "reason": "SSH runner safety changes are separate from pr-ci-security-gate workflow checks." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflows and distinct security issues; not the same fix." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "Separate workflow triggers/permissions updates; no same underlying bug." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46502", + "accept": false, + "reason": "Anti-slop permissions change and assign-reviewers checkout ref change are unrelated." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "Both are workflow tweaks, but one is anti-slop permissions and the other is shell-safe commit-message handling." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow files and different hardening goals; not the same concrete change." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46503", + "accept": false, + "reason": "Checkout-base-ref fix for assign-reviewers is unrelated to benchmark dispatch logic." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflows and different failure modes; no duplicate bug." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46554", + "accept": false, + "reason": "Assign-reviewers checkout behavior is unrelated to pr-ci-security-gate security checks." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46504", + "accept": false, + "reason": "Benchmark dispatch trigger change is not the same as build-ci-docker-images commit-message parsing fix." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow files and unrelated changes." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46554", + "accept": false, + "reason": "Both are shell-safety style edits, but they fix different workflows and different inputs, so not the same change." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46558", + "accept": false, + "reason": "Build-image commit-message handling is unrelated to PR CI security-gate permissions/approval logic." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46558", + "accept": false, + "reason": "Same workflow file, but different hardening changes: one adds file-change security checks, the other tightens permissions and approval gating." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46563", + "accept": false, + "reason": "Same file, but one adds executable security checks while the other only documents safety assumptions; not the same bug/change." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46716", + "accept": false, + "reason": "Same workflow family, but different fixes: security checks vs removing inherited secrets." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46563", + "accept": false, + "reason": "Both touch the same workflow, but they address different concerns and could be merged only as separate edits, not duplicates." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46716", + "accept": false, + "reason": "Permissions/approval hardening is distinct from changing secrets inheritance." + }, + { + "left": "pull_request:46563", + "right": "pull_request:46716", + "accept": false, + "reason": "A safety note/comment is not the same change as replacing secrets: inherit with secrets: {}." + } + ] + }, + "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": 38, + "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-46152-2", + "nodes": [ + "pull_request:46152", + "pull_request:46207" + ], + "soft_pairs": [ + "pull_request:46152|pull_request:46207" + ], + "prepared_review_unit_hash": "d41a23c80bb8f83130b5fa6a9a4386bd4ed4f8765897db436d786ddc0db5b9fe", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4276, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4276, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are thematically similar (both replace direct file-open source inspection), but they fix different code paths in different modules and are not safe duplicates.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46207 is the better anchor for this cluster because it targets a specific, test-backed source-reading bug in _can_set_attn_implementation; PR 46152 is a separate import-utils hardening change in a different path.", + "best_issue_reason": null, + "best_pr_reason": "PR 46207 is the most representative because it has a concrete behavior change plus tests, while 46152 is a distinct utility refactor focused on resolving package resources.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46152", + "right": "pull_request:46207", + "accept": false, + "reason": "Both avoid open() for source access, but they touch different modules and different behaviors: import_utils resource resolution vs modeling_utils attention-implementation detection. They do not look like the same underlying bug or one mergeable 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": 30, + "component_count": 38, + "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": 31, + "component_count": 38, + "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": "d94770203f8c763450984a356666d858c9d0e838fa160eb741c308e3a4af79b6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4270, + "estimated_input_tokens": 1068, + "estimated_eval_tokens": 2392 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4270, + "estimated_input_tokens": 1068, + "estimated_eval_tokens": 2392 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs harden checkpoint loading against path traversal, but they target different untrusted inputs and different code paths, so they are related security fixes rather than duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "If a single representative is needed, 46281 is the cleaner choice because it fixes the shard-file lookup path in `get_checkpoint_shard_files` with a concrete containment check and the vulnerability is narrowly defined and well-scoped.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46281", + "right": "pull_request:46890", + "accept": false, + "reason": "Reject: they address different path-traversal sources in different loaders. 46281 validates shard filenames coming from the checkpoint index `weight_map`; 46890 validates the `transformers_weights` config field in `modeling_utils.py`. Same security theme, but not the same underlying bug and not something that would naturally merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 32, + "component_count": 38, + "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-46310-2", + "nodes": [ + "pull_request:46310", + "pull_request:46546" + ], + "soft_pairs": [ + "pull_request:46310|pull_request:46546" + ], + "prepared_review_unit_hash": "0eaadeaab09eb2eeeb248a264a08a7969b74b0f84a71d2f37c8e675b200f0666", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4849, + "estimated_input_tokens": 1213, + "estimated_eval_tokens": 2682 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4849, + "estimated_input_tokens": 1213, + "estimated_eval_tokens": 2682 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs fix the same off-by-one bug in the streaming sliding-window mask: the right window boundary used `<` instead of `<=`. PR 46546 is the broader, more complete fix and also adds a test; PR 46310 is a narrower earlier variant of the same change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46546 is the best canonical PR because it fixes the same boundary bug in moonshine_streaming, also applies the same correction in gemma4, and includes a test, making it the more complete representative change.", + "best_issue_reason": null, + "best_pr_reason": "PR 46546 is the strongest triage target: it addresses the same concrete code-path bug as PR 46310, but with wider coverage and test support, so it is the best representative of the fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46310", + "right": "pull_request:46546", + "accept": true, + "reason": "Same underlying off-by-one right-window boundary bug in the streaming mask; 46546 is essentially a superset of 46310's moonshine fix, so these are duplicate/mergeable variants of 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": 33, + "component_count": 38, + "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-46376-6", + "nodes": [ + "pull_request:46376", + "pull_request:46417", + "pull_request:46425", + "pull_request:46509", + "pull_request:46850", + "pull_request:46917" + ], + "soft_pairs": [ + "pull_request:46376|pull_request:46417", + "pull_request:46376|pull_request:46425", + "pull_request:46425|pull_request:46509", + "pull_request:46425|pull_request:46917", + "pull_request:46425|pull_request:46850", + "pull_request:46850|pull_request:46917" + ], + "prepared_review_unit_hash": "1006591b44b99b1f6fe947512f747bb038b41d55f26d322cf102c8c19ecfb027", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 6, + "serialized_chars": 16832, + "estimated_input_tokens": 4208, + "estimated_eval_tokens": 8672 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 6, + "serialized_chars": 16832, + "estimated_input_tokens": 4208, + "estimated_eval_tokens": 8672 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are mostly unrelated: two new model integrations, one continuous-batching multimodal feature, one Gemma masking fix, one Nemotron Omni change, and one deprecation cleanup. They share broad Transformers/modeling vocabulary but not the same underlying bug or code path, so no soft pair should be merged.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 46417 is the strongest standalone PR in the set: it is a complete model integration with config/model/processor/docs/tests, making it the clearest representative artifact even though it is not a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46376", + "right": "pull_request:46417", + "accept": false, + "reason": "Different changes: continuous-batching multimodal support vs. a new HunYuan VL model integration. No shared bug or mergeable code path." + }, + { + "left": "pull_request:46376", + "right": "pull_request:46425", + "accept": false, + "reason": "Continuous batching infrastructure change and RADIO model support are unrelated features; they only overlap at the high-level Transformers codebase." + }, + { + "left": "pull_request:46425", + "right": "pull_request:46509", + "accept": false, + "reason": "RADIO model addition and Nemotron Omni support touch different model families and different implementation paths." + }, + { + "left": "pull_request:46425", + "right": "pull_request:46917", + "accept": false, + "reason": "RADIO model support is unrelated to removing deprecated training-args/image backend code; no shared underlying fix." + }, + { + "left": "pull_request:46425", + "right": "pull_request:46850", + "accept": false, + "reason": "New RADIO model support and Gemma sliding-window masking fix address different subsystems and different concrete problems." + }, + { + "left": "pull_request:46850", + "right": "pull_request:46917", + "accept": false, + "reason": "Gemma attention-mask bug fix and deprecated-args cleanup are unrelated; they do not fix the same code path or issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 34, + "component_count": 38, + "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": "4f21080a3b19a6f1a6eb2da37a64bf8af0cdb4b314a45159d8dcf5bb47a8b0fc", + "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": "These PRs address different tokenizer problems in different code paths: CodeLlama decode stripping vs. AutoTokenizer class selection for DeepSeek checkpoints. They are not duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46574 is the more self-contained representative fix: it addresses a concrete decode regression in CodeLlama tokenizer handling and includes a direct implementation change in the model tokenizer path.", + "best_issue_reason": null, + "best_pr_reason": "PR #46574 is the better standalone canonical example because it fixes a specific user-visible bug with a narrowly scoped code change; PR #46580 is a separate AutoTokenizer registry workaround for misclassified DeepSeek checkpoints.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46574", + "right": "pull_request:46580", + "accept": false, + "reason": "Different underlying bugs and code paths: #46574 changes CodeLlama decode behavior, while #46580 changes AutoTokenizer checkpoint-to-class resolution for DeepSeek models. They 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": 35, + "component_count": 38, + "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-46603-2", + "nodes": [ + "pull_request:46603", + "pull_request:46604" + ], + "soft_pairs": [ + "pull_request:46603|pull_request:46604" + ], + "prepared_review_unit_hash": "931e26484a226dfb237a346dc8f50d495180142d15ff970f62a30a43cc1db10c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5496, + "estimated_input_tokens": 1374, + "estimated_eval_tokens": 3004 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5496, + "estimated_input_tokens": 1374, + "estimated_eval_tokens": 3004 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two Mistral-related PRs, but they address different changes: one refactors/moves the existing converter into the integrations package, while the other adds tekken tokenizer detection/conversion/save utilities. They overlap in files and subsystem, but not in the same underlying bug or change.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46604 is the broader functional change and most representative of the cluster\u2019s concrete tokenizer work; PR #46603 is a supporting refactor/move rather than the main feature addition.", + "best_issue_reason": null, + "best_pr_reason": "PR #46604 is the best standalone PR in this cluster because it introduces the new tokenizer behavior and utilities, making it the more substantial and self-contained change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46603", + "right": "pull_request:46604", + "accept": false, + "reason": "Reject: #46603 is a package move/refactor for MistralConverter, while #46604 adds tekken tokenizer detection, conversion, and save utilities. They touch the same area but are not the same concrete code-path problem and should not be merged as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 36, + "component_count": 38, + "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-46707-15", + "nodes": [ + "pull_request:46707", + "pull_request:46895", + "pull_request:46898", + "pull_request:46907", + "pull_request:46908", + "pull_request:46916", + "pull_request:46926", + "pull_request:46927", + "pull_request:46928", + "pull_request:46941", + "pull_request:46947", + "pull_request:46949", + "pull_request:46950", + "pull_request:46951", + "pull_request:46953" + ], + "soft_pairs": [ + "pull_request:46707|pull_request:46953", + "pull_request:46707|pull_request:46947", + "pull_request:46707|pull_request:46949", + "pull_request:46707|pull_request:46951", + "pull_request:46707|pull_request:46927", + "pull_request:46895|pull_request:46898", + "pull_request:46895|pull_request:46916", + "pull_request:46898|pull_request:46916", + "pull_request:46898|pull_request:46947", + "pull_request:46907|pull_request:46926", + "pull_request:46907|pull_request:46941", + "pull_request:46907|pull_request:46908", + "pull_request:46907|pull_request:46927", + "pull_request:46907|pull_request:46928", + "pull_request:46908|pull_request:46926", + "pull_request:46908|pull_request:46928", + "pull_request:46908|pull_request:46951", + "pull_request:46908|pull_request:46941", + "pull_request:46926|pull_request:46941", + "pull_request:46926|pull_request:46928", + "pull_request:46926|pull_request:46927", + "pull_request:46927|pull_request:46949", + "pull_request:46927|pull_request:46951", + "pull_request:46927|pull_request:46950", + "pull_request:46927|pull_request:46941", + "pull_request:46928|pull_request:46941", + "pull_request:46928|pull_request:46951", + "pull_request:46947|pull_request:46953", + "pull_request:46949|pull_request:46951", + "pull_request:46949|pull_request:46950", + "pull_request:46949|pull_request:46953", + "pull_request:46950|pull_request:46951", + "pull_request:46908|pull_request:46950", + "pull_request:46926|pull_request:46950", + "pull_request:46951|pull_request:46953", + "pull_request:46895|pull_request:46947" + ], + "prepared_review_unit_hash": "e13bf0e63c6ff05896ee17a7a672a5fa2833dc405e8154da180186129ec11d19", + "component_budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 36, + "serialized_chars": 41745, + "estimated_input_tokens": 10437, + "estimated_eval_tokens": 21130 + }, + "budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 36, + "serialized_chars": 41745, + "estimated_input_tokens": 10437, + "estimated_eval_tokens": 21130 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Only one real duplicate cluster stands out: the CohereASR/Florence2 training-loss double-shift fixes. The rest are mostly unrelated model-specific test, load, or integration fixes despite similar wording.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "46916 is the broadest representative of the genuine duplicate cluster, since it applies the same loss-shift fix across CohereASR and Florence2 and directly ties to the Florence2 issue.", + "best_issue_reason": null, + "best_pr_reason": "46916 is the strongest single PR representative because it covers the shared double-shift bug in the most complete form and bridges the overlapping CohereASR/Florence2 fixes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46707", + "right": "pull_request:46953", + "accept": false, + "reason": "Unrelated changes: native FSDP export/migration vs removing default dtype handling in fused RMSNorm modules." + }, + { + "left": "pull_request:46707", + "right": "pull_request:46947", + "accept": false, + "reason": "Different code paths and bugs: FSDP migration vs CohereASR training-loss fix." + }, + { + "left": "pull_request:46707", + "right": "pull_request:46949", + "accept": false, + "reason": "Unrelated subsystems: FSDP utilities vs Whisper cache/test fix." + }, + { + "left": "pull_request:46707", + "right": "pull_request:46951", + "accept": false, + "reason": "Unrelated changes: FSDP module work vs PEFT hotswap loading behavior." + }, + { + "left": "pull_request:46707", + "right": "pull_request:46927", + "accept": false, + "reason": "Unrelated model-level fixes: FSDP migration vs GLM46V input-id dtype handling." + }, + { + "left": "pull_request:46895", + "right": "pull_request:46898", + "accept": false, + "reason": "Same bug pattern, but different concrete code paths/models (CohereASR vs Florence2), so not a safe duplicate." + }, + { + "left": "pull_request:46895", + "right": "pull_request:46916", + "accept": true, + "reason": "Same CohereASR double-shift training-loss fix; 46916 includes the same CohereASR change." + }, + { + "left": "pull_request:46898", + "right": "pull_request:46916", + "accept": true, + "reason": "Same Florence2 double-shift training-loss fix; 46916 includes the same Florence2 change." + }, + { + "left": "pull_request:46898", + "right": "pull_request:46947", + "accept": false, + "reason": "Different models and implementations; Florence2 fix is not the same concrete change as CohereASR." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46908", + "accept": false, + "reason": "Both are integration-test fixes, but for unrelated models and failure modes." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46926", + "accept": false, + "reason": "Different model failures: EdgeTam import_or_config vs MiniMax-M3-VL load_error." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46927", + "accept": false, + "reason": "Different concrete issues: EdgeTam kwarg filtering vs GLM46V input dtype conversion." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46928", + "accept": false, + "reason": "Unrelated fixes: EdgeTam model kwarg cleanup vs BLIP-2 tokenizer registration." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46941", + "accept": false, + "reason": "Different bugs in different models: EdgeTam import_or_config vs DAC output mismatch." + }, + { + "left": "pull_request:46908", + "right": "pull_request:46926", + "accept": false, + "reason": "Both are load_error test fixes, but for different models and causes." + }, + { + "left": "pull_request:46908", + "right": "pull_request:46928", + "accept": false, + "reason": "Unrelated failures: DeepSeekV32 offload test setup vs BLIP-2 tokenizer mapping." + }, + { + "left": "pull_request:46908", + "right": "pull_request:46941", + "accept": false, + "reason": "Different model issues: DeepSeekV32 load_error vs DAC output mismatch." + }, + { + "left": "pull_request:46908", + "right": "pull_request:46950", + "accept": false, + "reason": "Different failure modes and code paths: DeepSeekV32 load setup vs Mamba2 OOM behavior." + }, + { + "left": "pull_request:46908", + "right": "pull_request:46951", + "accept": false, + "reason": "Different subsystems: DeepSeekV32 test offload setup vs PEFT integration loading behavior." + }, + { + "left": "pull_request:46926", + "right": "pull_request:46941", + "accept": false, + "reason": "Unrelated model fixes: MiniMax-M3-VL load_error vs DAC output mismatch." + }, + { + "left": "pull_request:46926", + "right": "pull_request:46928", + "accept": false, + "reason": "Different areas: MiniMax-M3-VL test loading vs BLIP-2 tokenizer registration." + }, + { + "left": "pull_request:46926", + "right": "pull_request:46927", + "accept": false, + "reason": "Different bugs in different models: load_error workaround vs GLM46V input handling." + }, + { + "left": "pull_request:46927", + "right": "pull_request:46949", + "accept": false, + "reason": "Unrelated model issues: GLM46V input_id casting vs Whisper cache update logic." + }, + { + "left": "pull_request:46927", + "right": "pull_request:46951", + "accept": false, + "reason": "Different subsystems: GLM46V model input handling vs PEFT loading behavior." + }, + { + "left": "pull_request:46927", + "right": "pull_request:46950", + "accept": false, + "reason": "Unrelated bugs: GLM46V input dtype fix vs Mamba2 OOM-related test fix." + }, + { + "left": "pull_request:46927", + "right": "pull_request:46941", + "accept": false, + "reason": "Different concrete code paths: GLM46V input casting vs DAC distance computation." + }, + { + "left": "pull_request:46928", + "right": "pull_request:46941", + "accept": false, + "reason": "Unrelated changes: BLIP-2 tokenizer registry vs DAC vector quantization math." + }, + { + "left": "pull_request:46928", + "right": "pull_request:46951", + "accept": false, + "reason": "Different subsystems: BLIP-2 tokenizer auto-mapping vs PEFT loading." + }, + { + "left": "pull_request:46947", + "right": "pull_request:46953", + "accept": false, + "reason": "CohereASR loss-shift fix vs fused RMSNorm default-dtype cleanup are unrelated." + }, + { + "left": "pull_request:46949", + "right": "pull_request:46951", + "accept": false, + "reason": "Different failures: Whisper cache handling vs PEFT hotswap loading." + }, + { + "left": "pull_request:46949", + "right": "pull_request:46950", + "accept": false, + "reason": "Whisper cache fix and Mamba2 OOM/test behavior are unrelated." + }, + { + "left": "pull_request:46949", + "right": "pull_request:46953", + "accept": false, + "reason": "Whisper attention/cache fix vs fused RMSNorm dtype cleanup are unrelated." + }, + { + "left": "pull_request:46950", + "right": "pull_request:46951", + "accept": false, + "reason": "Mamba2 OOM/test changes vs PEFT loading changes are unrelated." + }, + { + "left": "pull_request:46951", + "right": "pull_request:46953", + "accept": false, + "reason": "PEFT loading fix vs FusedRMSNorm dtype cleanup are unrelated." + }, + { + "left": "pull_request:46895", + "right": "pull_request:46947", + "accept": true, + "reason": "Same CohereASR training-loss double-shift bug and same model code path." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the soft-edge calls. The CohereASR/Florence2 cluster is the only clearly supported duplicate group, and the other pairings are reasonably rejected as unrelated or model-specific fixes. No evidence of overstatement." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 37, + "component_count": 38, + "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-46741-4", + "nodes": [ + "pull_request:46741", + "pull_request:46773", + "pull_request:46781", + "pull_request:46937" + ], + "soft_pairs": [ + "pull_request:46741|pull_request:46773", + "pull_request:46741|pull_request:46781", + "pull_request:46773|pull_request:46937" + ], + "prepared_review_unit_hash": "4372d057729a1deed20833e96809ff1a74d1c39a9f6dbb7bdae0ca40fbbdcc19", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 11148, + "estimated_input_tokens": 2787, + "estimated_eval_tokens": 5830 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 11148, + "estimated_input_tokens": 2787, + "estimated_eval_tokens": 5830 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All four pull requests are related by broad stateful/linear-attention model handling, but they fix different concrete bugs in different code paths, so none should be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46773 is the cleanest representative of the cluster: it fixes a concrete, narrowly-scoped padding-mask bug with a clear condition change and test coverage across several linear-attention models.", + "best_issue_reason": null, + "best_pr_reason": "PR 46773 is the best single PR to represent this group because it has the most direct and generalizable fix pattern, while still targeting one specific defect and validating it with tests.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46741", + "right": "pull_request:46773", + "accept": false, + "reason": "Different bugs: 46741 changes cache/precomputed-state handling for chunked-prefill/speculative decoding, while 46773 fixes padding masks being skipped for batch size 1. Shared model filenames do not make the underlying change the same." + }, + { + "left": "pull_request:46741", + "right": "pull_request:46781", + "accept": false, + "reason": "46741 is about model forward-path cache state reuse; 46781 is about QuantizedCache construction for hybrid models in cache_utils. They affect different mechanisms and are not the same fix." + }, + { + "left": "pull_request:46773", + "right": "pull_request:46937", + "accept": false, + "reason": "46773 fixes padding-mask application; 46937 marks LFM2/LFM2-MoE as stateful to reject assisted generation. These are distinct behaviors and code paths, not one underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 38, + "component_count": 38, + "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-46933-2", + "nodes": [ + "pull_request:46933", + "pull_request:46942" + ], + "soft_pairs": [ + "pull_request:46933|pull_request:46942" + ], + "prepared_review_unit_hash": "3685cd71678df2f5529cdc75f08e01ef090039b5695e4b167b2818c1150a4186", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4372, + "estimated_input_tokens": 1093, + "estimated_eval_tokens": 2442 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4372, + "estimated_input_tokens": 1093, + "estimated_eval_tokens": 2442 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two unrelated PRs address the same class of quantization dtype-casting bug in different model families, but they are not duplicates of each other.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46933 is the clearest representative: it has an explicit issue target and patches both Gemma4 embedders involved in the dtype-cast fix.", + "best_issue_reason": null, + "best_pr_reason": "PR 46933 is the strongest standalone representative of the cluster because it has the explicit tracking issue and a slightly broader Gemma4 fix surface than the TimesFM change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46933", + "right": "pull_request:46942", + "accept": false, + "reason": "Both PRs fix quantized-weight dtype casting, but they target different models and separate code paths (Gemma4 vision/audio embedders vs TimesFM 2.5 ResidualBlock). They are conceptually similar, not the same underlying change, and should not be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260629T060016Z/analysis-runs/hybrid-model-20260629t060016z/manifest.json b/snapshots/20260629T060016Z/analysis-runs/hybrid-model-20260629t060016z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..b35907e3dc6f37c2c4146ef73f67cecb9e5ded70 --- /dev/null +++ b/snapshots/20260629T060016Z/analysis-runs/hybrid-model-20260629t060016z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260629t060016z", + "artifacts": { + "hybrid": "snapshots/20260629T060016Z/analysis-runs/hybrid-model-20260629t060016z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260629T060016Z/analysis-runs/hybrid-model-20260629t060016z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-06-29T06:10:10Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260629T060016Z", + "variant": "hybrid" +} diff --git a/snapshots/20260629T060016Z/manifest.json b/snapshots/20260629T060016Z/manifest.json index 006147cab6f5be67fabc68bc30ecb292f8e356db..e7275f33e290edef6551c3ed5d4672166d00d3bb 100644 --- a/snapshots/20260629T060016Z/manifest.json +++ b/snapshots/20260629T060016Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 331 }, "extracted_at": "2026-06-29T06:00:16Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260629t060016z", + "runs": { + "hybrid-model-20260629t060016z": { + "analysis_id": "hybrid-model-20260629t060016z", + "artifacts": { + "hybrid": "snapshots/20260629T060016Z/analysis-runs/hybrid-model-20260629t060016z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260629T060016Z/analysis-runs/hybrid-model-20260629t060016z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260629T060016Z/analysis-runs/hybrid-model-20260629t060016z/manifest.json", + "model": null, + "published_at": "2026-06-29T06:10:10Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260629T060016Z", "watermark": {