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46897 + 46901 ], "reason": "Issues in cluster-46894-7 are treated as duplicates because they share closing_reference, shared_issue_target, soft_similarity evidence." } ], "duplicate_prs": [ + { + "cluster_id": "cluster-40546-17", + "canonical_pr_number": 43451, + "duplicate_pr_numbers": [ + 40546, + 46658, + 46836, + 47003, + 47034, + 47096, + 47143, + 47163, + 47166, + 47175, + 47181, + 47198, + 47241, + 47253, + 47255, + 47264 + ], + "target_issue_number": null, + "reason": "PRs in cluster-40546-17 are treated as duplicates because they share soft_similarity evidence." + }, { "cluster_id": "cluster-41211-3", "canonical_pr_number": 44339, @@ -7949,29 +7296,6 @@ "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-43451-16", - "canonical_pr_number": 43451, - "duplicate_pr_numbers": [ - 46196, - 46376, - 46509, - 46658, - 46836, - 47003, - 47034, - 47096, - 47143, - 47163, - 47181, - 47198, - 47210, - 47216, - 47264 - ], - "target_issue_number": null, - "reason": "PRs in cluster-43451-16 are treated as duplicates because they share soft_similarity evidence." - }, { "cluster_id": "cluster-43698-3", "canonical_pr_number": 43779, @@ -8054,6 +7378,16 @@ "target_issue_number": 46305, "reason": "PRs in cluster-46305-4 are treated as duplicates because they converge on issue #46305 with closing_reference, shared_issue_target, soft_similarity evidence." }, + { + "cluster_id": "cluster-46554-3", + "canonical_pr_number": 46716, + "duplicate_pr_numbers": [ + 46554, + 46558 + ], + "target_issue_number": null, + "reason": "PRs in cluster-46554-3 are treated as duplicates because they share soft_similarity evidence." + }, { "cluster_id": "cluster-46693-3", "canonical_pr_number": 47215, @@ -8061,7 +7395,7 @@ 46696 ], "target_issue_number": 46693, - "reason": "PRs in cluster-46693-3 are treated as duplicates because they converge on issue #46693 with closing_reference evidence." + "reason": "PRs in cluster-46693-3 are treated as duplicates because they converge on issue #46693 with closing_reference, shared_issue_target, soft_similarity evidence." }, { "cluster_id": "cluster-46821-4", @@ -8093,27 +7427,18 @@ ], "target_issue_number": 46894, "reason": "PRs in cluster-46894-7 are treated as duplicates because they converge on issue #46894 with closing_reference, shared_issue_target, soft_similarity evidence." - }, - { - "cluster_id": "cluster-47205-3", - "canonical_pr_number": 47218, - "duplicate_pr_numbers": [ - 47260 - ], - "target_issue_number": 47205, - "reason": "PRs in cluster-47205-3 are treated as duplicates because they converge on issue #47205 with closing_reference, soft_similarity evidence." } ], "best_issue": { "cluster_id": "cluster-46894-7", "issue_number": 46894, - "reason": "Issue #46894 is the strongest global issue candidate because it is open, belongs to a cluster with 7 artifacts, and carries 1 discussion comments plus 12 inbound references.", - "score": 184.0 + "reason": "Issue #46894 is the strongest global issue candidate because it is open, belongs to a cluster with 7 artifacts, and carries 1 discussion comments plus 13 inbound references.", + "score": 185.0 }, "best_pr": { - "cluster_id": "cluster-43451-16", + "cluster_id": "cluster-40546-17", "pr_number": 43451, - "reason": "PR #43451 is the strongest global PR candidate because it is open, belongs to a cluster with 16 artifacts, links to 0 issues, and carries 480 review/discussion events.", - "score": 1233.678 + "reason": "PR #43451 is the strongest global PR candidate because it is open, belongs to a cluster with 17 artifacts, links to 0 issues, and carries 480 review/discussion events.", + "score": 1243.678 } } diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index 4e69ba1c1cdfa32e8e2bd74da1f34b691b183488..988a7e61380f803bfbe2ab27286e106505d6e724 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": "20260712T060026Z", - "generated_at": "2026-07-12T06:09:42Z", + "snapshot_id": "20260712T120026Z", + "generated_at": "2026-07-12T12:10:13Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -106,8 +106,8 @@ "issue:43638|issue:45161", "issue:43596|issue:45161", "issue:43716|issue:45507", - "issue:45874|issue:46294", "issue:44292|issue:45237", + "issue:45874|issue:46294", "issue:39290|issue:45081", "issue:45800|issue:46515", "issue:45823|issue:45874", @@ -116,10 +116,9 @@ "issue:43828|issue:45161", "issue:43541|issue:43716", "issue:43828|issue:44292", - "issue:43716|issue:46468", + "issue:43716|issue:45685", "issue:45507|issue:45685", "issue:44292|issue:44918", - "issue:43716|issue:45685", "issue:43716|issue:44292", "issue:44918|issue:45161", "issue:43039|issue:44918", @@ -132,373 +131,415 @@ "issue:45237|issue:46015", "issue:43039|issue:44805" ], - "prepared_review_unit_hash": "91bf4774812fa74c1fef739dc06b1fca31c1442bb8853327d08146798d3e8ecf", + "prepared_review_unit_hash": "15b1371f847b6e298d9660401c94dfe9706ef127ae943714a37c0efbfea1590b", "component_budget": { "node_count": 520, "item_count": 520, - "soft_pair_count": 1916, - "serialized_chars": 993437, - "estimated_input_tokens": 248360, - "estimated_eval_tokens": 496976 + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 63, - "serialized_chars": 46577, - "estimated_input_tokens": 11645, - "estimated_eval_tokens": 23546 + "soft_pair_count": 62, + "serialized_chars": 46278, + "estimated_input_tokens": 11570, + "estimated_eval_tokens": 23396 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous. The clear issue duplicate here is 43596/43638, both describing the same DeepSpeed ZeRO-3/Bert size-0 IndexError; 45800/46515 also look like the same torch 2.4.1 incompatibility report. The rest are different bugs or different code paths.", - "confidence": 0.95, - "canonical_issue_reason": "Issue 43596 is the best canonical representative for the ZeRO-3/Bert size-0 IndexError pair: it is the earlier report and states the failure mode cleanly.", + "summary": "This cluster is mostly heterogeneous and not one duplicate set. I only see two real duplicate strands: the ZeRO-3/Bert index-error reports and the torch 2.4.1 compatibility reports. Everything else looks like separate bugs or docs issues.", + "confidence": 0.88, + "canonical_issue_reason": "issue:43596 is the broadest representative of the clearest duplicate pair in the cluster (the ZeRO-3/Bert index-0-out-of-bounds bug), while the rest of the items are unrelated.", "canonical_pr_reason": null, - "best_issue_reason": "43596 is the strongest issue to keep as the canonical bug report because it matches 43638 on the same concrete ZeRO-3/Bert IndexError and is the older, clearer writeup.", + "best_issue_reason": "issue:43596 is the best issue anchor because it has the clearest duplicate evidence and a general title for that bug class.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Same broader Qwen3.5 area, but these are different bugs: config attribute error vs streaming chat/completions failure." + "reason": "Different Qwen3.5 failures: missing config field vs streaming chat/completions API error." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Different model/backend failures: AMD GPU device-map issue vs MPS histogram int limitation." + "reason": "Different hardware/backend failures (AMD GPU vs MPS histogram op)." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Different model families and different root causes." + "reason": "Different models and symptoms: image dtype mismatch vs AMD GPU runtime failure." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Autocast dtype mismatch is unrelated to the AMD GPU device issue." + "reason": "Both are runtime errors, but they involve different models and code paths." }, { "left": "issue:45237", "right": "issue:46468", "accept": false, - "reason": "Different model families and different failure mechanisms." + "reason": "Different models/examples and failure modes; not the same bug." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "GPT-OSS multi-GPU failure and GraniteMoE invalid-method call are unrelated." + "reason": "Different MoE/backend problems with no shared concrete failure path." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed collective mismatch and ModernBERT ONNX export are different problems." + "reason": "DeepSpeed collective mismatch is unrelated to ModernBERT ONNX export." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "ONNX export failure and FineGrainedFP8 runtime failure are unrelated." + "reason": "ONNX export error and Qwen3-MoE FP8 failure are different issues." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "Export-time ONNX bug and Qwen3 auto device-map cuda assert are different bugs." + "reason": "Export-time ONNX issue vs device-mapping CUDA assert; different failures." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "Table QA crash and outdated RAG docs are unrelated." + "reason": "A task crash and a docs cleanup request are not the same underlying issue." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "ONNX export failure is not the same as the GenerationMixin import error." + "reason": "ModernBERT export failure is unrelated to the GenerationMixin import regression." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are docs cleanup, but they target different removed content." + "reason": "Both are stale v5 docs, but they point to different removed references and are not the same specific doc bug." }, { "left": "issue:44918", "right": "issue:46165", "accept": false, - "reason": "TRL embedding unpacking and resume-training/trust_remote_code are different bugs." + "reason": "Different training failures: embedding unpacking vs resume/trust-remote-code behavior." }, { "left": "issue:46165", "right": "issue:46869", "accept": false, - "reason": "Resume-training with remote code and YOLO multi-GPU device-map failure are unrelated." + "reason": "Resume/trust-remote-code issue is unrelated to YOLO multi-GPU device mapping." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Mask-shape IndexError and Gemma4 device mismatch are different failure modes." + "reason": "Mask-shape mismatch and Gemma4 PLE device mismatch are different problems." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Both are IndexErrors, but the concrete bug and code path differ." + "reason": "Different error classes: ZeRO-3 Bert index error vs mask/tensor shape mismatch." }, { "left": "issue:43638", "right": "issue:46165", "accept": false, - "reason": "ZeRO-3 Bert loading issue and resume-training issue are unrelated." + "reason": "Bert ZeRO-3 index error is unrelated to training resume with remote code." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Different IndexError symptoms and different model/code paths." + "reason": "Both mention indexing/shapes, but the model/setup and failure path differ." }, { "left": "issue:44805", "right": "issue:46294", "accept": false, - "reason": "Mask-shape mismatch and Qwen3.5 video token mismatch are different issues." + "reason": "Mask/index mismatch is unrelated to video chat-template feature counting." }, { "left": "issue:46165", "right": "issue:46468", "accept": false, - "reason": "Resume-training with remote code and Nemotron example breakage are unrelated." + "reason": "Training-resume issue and Nemotron example breakage are different topics." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Mask-shape error and GPT-OSS tensor-parallel issue are different code paths." + "reason": "Different model families and failure modes; not the same bug." + }, + { + "left": "issue:44560", + "right": "issue:46165", + "accept": false, + "reason": "Video StopIteration and training-resume problems are unrelated." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "BarkProcessor voice_preset and ModernBERT ONNX export are unrelated." + "reason": "BarkProcessor voice_preset issue is unrelated to ModernBERT ONNX export." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Both involve DeepSpeed ZeRO-3, but the collective mismatch and Bert size-0 IndexError are different bugs." + "reason": "Both involve DeepSpeed, but one is collective mismatch and the other is Bert zero-sized tensor indexing." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Both describe the same ZeRO-3/Bert size-0 IndexError during loading/init; only the model wording differs." + "reason": "Same ZeRO-3/Bert index-0-out-of-bounds bug; 43638 is just a narrower repro with a non-pretrained Bert model." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger kernel cross-entropy routing and GPT-OSS only-TP failure are not the same bug." + "reason": "Liger kernel cross-entropy call and GPT-OSS tensor-parallel failure are different issues." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "DeepSeek detokenization and LoRA merge/save/reload mismatch are unrelated." + "reason": "Incorrect detokenization and LoRA merge/save reload mismatch are unrelated." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime failure and LoRA save/load mismatch are unrelated." + "reason": "Qwen NVFP4 runtime failure is unrelated to LoRA merge/save/reload consistency." }, { "left": "issue:44841", "right": "issue:46661", "accept": false, - "reason": "Processor failure for Voxtral and remote-code config_class error are different problems." + "reason": "Processor failure for Voxtral and remote-code config_class import error are different code paths." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "Both mention DeepSpeed, but the runtime weight error and collective mismatch are different bugs." + "reason": "Different DeepSpeed failures: 2-D weight error vs collective mismatch." }, { "left": "issue:43716", "right": "issue:46869", "accept": false, - "reason": "Mistral-3 dtype mismatch and YOLO multi-GPU device-map failure are unrelated." + "reason": "Mistral-3 dtype mismatch is unrelated to YOLO multi-GPU device mapping." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "Activation-checkpointing/FSDP recompute mismatch is not the same as the mask-shape IndexError." + "reason": "Activation-checkpointing/FSDP tensor recompute mismatch is not the same as the mask/index error." }, { "left": "issue:45685", "right": "issue:46869", "accept": false, - "reason": "MPS histogram int error and YOLO device-map issue are unrelated." + "reason": "MPS histogram-not-implemented and YOLO device-map failures are different backend issues." }, { "left": "issue:45859", "right": "issue:45902", "accept": false, - "reason": "Both are Qwen3.5 MoE rotary-embedding issues, but the specific defects differ." + "reason": "Both concern Qwen3.5 MoE rotary embedding, but they describe different bugs and different triggering paths." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "FSDP checkpointing mismatch and CustomTrainer signature breakage are unrelated." + "reason": "FSDP activation checkpointing issue is unrelated to CustomTrainer compute_loss signature drift." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "Bert ZeRO-3 loading issue and GPT-OSS TP-only issue are different bugs." + "reason": "Bert ZeRO-3 indexing bug is unrelated to GPT-OSS tensor-parallel method calls." }, { "left": "issue:43596", "right": "issue:45161", "accept": false, - "reason": "Different models and different failure modes." + "reason": "Different models and failure mechanisms; not duplicates." }, { "left": "issue:43716", "right": "issue:45507", "accept": false, - "reason": "Mistral-3 dtype mismatch and GraniteMoE invalid-method call are unrelated." + "reason": "Mistral dtype mismatch and GraniteMoEHybrid invalid method are unrelated." }, { - "left": "issue:45874", - "right": "issue:46294", + "left": "issue:44292", + "right": "issue:45237", "accept": false, - "reason": "Gemma4 reverse-embedding lookup and Qwen3.5 video token mismatch are different issues." + "reason": "Different model/runtime failures; no shared concrete bug." }, { - "left": "issue:44292", - "right": "issue:45237", + "left": "issue:45874", + "right": "issue:46294", "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime failure and AMD GPU support failure are different bugs." + "reason": "Gemma4 expensive reverse embedding lookup and Qwen3.5 video token mismatch are unrelated." }, { "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "Gemma3 sliding_window_pattern and Mistral tokenizer regex patch are unrelated." + "reason": "Gemma3 sliding-window config error is unrelated to the Mistral regex patch crash." }, { "left": "issue:45800", "right": "issue:46515", "accept": true, - "reason": "Both report the same torch 2.4.1 incompatibility; they are the same version-compatibility bug." + "reason": "Same torch 2.4.1 compatibility regression; the titles describe the same environment-level problem." }, { "left": "issue:45823", "right": "issue:45874", "accept": false, - "reason": "Both are Gemma4 issues, but the underlying defects are different." + "reason": "Device mismatch in Gemma4 PLE is different from reverse embedding lookup cost." }, { "left": "issue:34928", "right": "issue:41720", "accept": false, - "reason": "FSDP checkpointing mismatch and Qwen3 auto device-map cuda assert are unrelated." + "reason": "FSDP recompute mismatch and Qwen3 CUDA assert are unrelated." }, { "left": "issue:43425", "right": "issue:44292", "accept": false, - "reason": "Torch compatibility and Qwen-3-8B-NVFP4 runtime failure are different issues." + "reason": "Torch 2.10 compatibility and Qwen NVFP4 runtime failure are different issues." }, { "left": "issue:43828", "right": "issue:45161", "accept": false, - "reason": "Autocast dtype mismatch and GPT-OSS TP-only failure are unrelated." + "reason": "Phi-tiny-MoE autocast dtype mismatch is unrelated to GPT-OSS tensor-parallel issues." }, { "left": "issue:43541", "right": "issue:43716", "accept": false, - "reason": "Mixtral grouped_mm tracing error and Mistral-3 dtype mismatch are different bugs." + "reason": "Mixtral grouped_mm tracing error and Mistral-3 dtype mismatch are different failures." }, { "left": "issue:43828", "right": "issue:44292", "accept": false, - "reason": "Different model families and different failure modes." + "reason": "Different models and errors: autocast dtype mismatch vs NVFP4 runtime failure." }, { "left": "issue:43716", - "right": "issue:46468", + "right": "issue:45685", "accept": false, - "reason": "Mistral-3 dtype mismatch and Nemotron example breakage are unrelated." + "reason": "Different backends and model-specific errors; not the same bug." }, { "left": "issue:45507", "right": "issue:45685", "accept": false, - "reason": "GraniteMoE invalid-method call and MPS histogram int limitation are unrelated." + "reason": "GraniteMoEHybrid invalid method and MPS histogram error are unrelated." }, { "left": "issue:44292", "right": "issue:44918", "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime failure and Qwen3.5 embedding unpacking are different bugs." + "reason": "Qwen NVFP4 failure is unrelated to Qwen3.5 embedding unpacking with TRL." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Different model-specific runtime errors." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "TRL SFT unpacking failure is unrelated to GPT-OSS tensor-parallel problems." }, { "left": "issue:43039", "right": "issue:44918", "accept": false, - "reason": "Liger kernel cross-entropy issue and TRL SFT embedding unpacking are unrelated." + "reason": "Liger kernel cross-entropy call is unrelated to TRL Qwen3.5 embedding unpacking." }, { "left": "issue:41762", "right": "issue:43638", "accept": false, - "reason": "Both are ZeRO-3 loading failures, but Gemma3 and Bert fail through different code paths." + "reason": "Gemma3 ZeRO-3 loading error and Bert ZeRO-3 index error are different model-specific bugs." }, { "left": "issue:43827", "right": "issue:44512", "accept": false, - "reason": "Both are v5 docs cleanup items, but they cover different removed references." + "reason": "Both are docs issues from v5 removals, but they affect different documentation sections and are not the same change." }, { "left": "issue:43828", "right": "issue:45685", "accept": false, - "reason": "Autocast dtype mismatch and MPS histogram int limitation are unrelated." + "reason": "Different models/backends; not a duplicate pair." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Liger kernel cross_entropy call is unrelated to Phi-tiny-MoE autocast dtype mismatch." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch and trainer compute_loss signature change are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "FSDP checkpointing mismatch is unrelated to GenerationMixin import failure." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "AMD GPU runtime failure is unrelated to the RAG docs issue." }, { "left": "issue:43039", "right": "issue:44805", "accept": false, - "reason": "Liger kernel cross-entropy routing and mask-shape IndexError are different code paths." + "reason": "Liger kernel cross-entropy behavior is unrelated to the mask-shape IndexError." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The output is not internally consistent with the packet. Issue 43596 and 43638 look like a likely duplicate pair: both are the same ZeRO-3/Bert size-0 IndexError class of failure, and the similarity signal is high. The summary also calls this a clear duplicate pair, but the soft-edge verdict rejects it. Because of that mismatch, I can\u2019t accept the review as fully grounded and conservative." + "accept": true, + "feedback": "Grounded overall. The two accepted duplicate strands are well supported by the packet titles/body signals (43596/43638 and 45800/46515), and the other pairwise rejections are conservative rather than overclaimed. The cluster summary stays appropriately cautious about heterogeneity." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -582,10 +623,10 @@ "issue:44863|issue:46015", "issue:45020|issue:46304", "issue:45812|issue:45920", - "issue:43866|issue:44863", "issue:44292|issue:46015", - "issue:43872|issue:46304", + "issue:43866|issue:44863", "issue:39290|issue:43531", + "issue:43872|issue:46304", "issue:41093|issue:43638", "issue:43792|issue:45901", "issue:43854|issue:43866", @@ -598,8 +639,8 @@ "issue:43541|issue:46869", "issue:44292|issue:45901", "issue:39290|issue:45823", - "issue:45464|issue:45685", "issue:36010|issue:39290", + "issue:45464|issue:45685", "issue:43541|issue:45685", "issue:43541|issue:43828", "issue:44841|issue:45084", @@ -608,286 +649,280 @@ "issue:41093|issue:41762", "issue:45399|issue:46661" ], - "prepared_review_unit_hash": "f54b26d69e4eaffce451cc77edb15cd1aea0f35999bbeb589dc8d19e7530ff93", + "prepared_review_unit_hash": "66be83645e095127e1e9ab6972788959e0933c849044345a98d4c669a94096ff", "component_budget": { "node_count": 520, "item_count": 520, - "soft_pair_count": 1916, - "serialized_chars": 993437, - "estimated_input_tokens": 248360, - "estimated_eval_tokens": 496976 + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 41, - "serialized_chars": 39736, - "estimated_input_tokens": 9934, - "estimated_eval_tokens": 20124 + "serialized_chars": 39730, + "estimated_input_tokens": 9933, + "estimated_eval_tokens": 20122 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous; only two real duplicate subclusters stand out: a ZeRO-3 index-out-of-bounds loading bug and a v5 AutoTokenizer token-ID regression. The rest are distinct model-/feature-specific reports.", - "confidence": 0.88, - "canonical_issue_reason": "issue:45920 is the best umbrella for the tokenizer regression because it covers multiple model families and the broader v5 breakage, while issue:45812 is the narrower Granite-only instance.", + "summary": "Most items are unrelated model- or environment-specific bugs. The only clear duplicate pair is the v5 AutoTokenizer regression: the broad multi-model report is the best umbrella issue.", + "confidence": 0.89, + "canonical_issue_reason": "issue:45920 is the best canonical issue because it describes the broad v5 AutoTokenizer token-ID regression across multiple model families, which subsumes the narrower Granite-only report.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 has the broadest scope, strongest duplicate potential, and the clearest cross-model regression description in the cluster.", + "best_issue_reason": "issue:45920 is the strongest global issue candidate: broad scope, clear regression framing, and it matches the accepted duplicate pair.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45800", "right": "issue:46304", "accept": false, - "reason": "Both mention version incompatibility, but one is torch 2.4.1 vs transformers 5.8.0 and the other is v5.9.0 USE_DISTRIBUTED=0 support; different bugs." + "reason": "Both are version-compatibility complaints, but they describe different breakages, versions, and code paths." }, { "left": "issue:43296", "right": "issue:46304", "accept": false, - "reason": "One is a vLLM/PaddleOCR load failure, the other is a PyTorch distributed support regression; no shared code-path bug." + "reason": "Different problem domains: one is a vLLM model load failure, the other is a PyTorch/distributed support regression." }, { "left": "issue:43866", "right": "issue:46402", "accept": false, - "reason": "Corrupted Ovis2 checkpoint vs NemotronH checkpoint-loading implementation bug; different models and failure modes." + "reason": "Both are model-loading failures, but they involve different models and different failure modes." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Gemma3 sliding_window_pattern attribute error in vLLM vs Qwen3 auto device map cudaErrorAssert; unrelated." + "reason": "Different models and symptoms; only a broad theme of inference failure overlaps." }, { "left": "issue:41762", "right": "issue:43596", - "accept": true, - "reason": "Both report the same ZeRO-3 index-0-out-of-bounds loading failure; only the model differs, so one fix could plausibly cover both." + "accept": false, + "reason": "Both mention Zero-3 and an index error, but the model/setup details differ enough that the shared root cause is not clear from the titles alone." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "Both are docs issues, but one is about return_all_scores and the other about a removed run command; not the same change." + "reason": "Both are documentation issues, but they cover different docs and different outdated guidance." }, { "left": "issue:45237", "right": "issue:45901", "accept": false, - "reason": "AMD GPU model support vs table-question-answering crash; completely different subsystems." + "reason": "Unrelated failures in different subsystems: AMD GPU support versus table-question-answering crashes." }, { "left": "issue:44589", "right": "issue:46304", "accept": false, - "reason": "Float8 storage lookup failure vs distributed build/runtime support regression; unrelated." + "reason": "Different runtime/storage error versus a distributed-build compatibility regression." }, { "left": "issue:43039", "right": "issue:44560", "accept": false, - "reason": "Liger kernel cross_entropy dispatch vs Qwen3-vl video StopIteration; different model/runtime paths." + "reason": "Different feature areas and failure signatures; no shared underlying bug is evident." }, { "left": "issue:45823", "right": "issue:46294", "accept": false, - "reason": "Device-map forward mismatch vs apply_chat_template video token/feature mismatch; not the same bug." + "reason": "Both are multimodal/model-routing bugs, but one is device placement and the other is chat-template video token alignment." }, { "left": "issue:44841", "right": "issue:45823", "accept": false, - "reason": "Processor failure for Voxtral vs Gemma4 PLE device mismatch; different models and code paths." + "reason": "Different model families and different failure points (processor parsing versus device-map forward mismatch)." }, { "left": "issue:43975", "right": "issue:46015", "accept": false, - "reason": "Incorrect detokenization for DeepSeek coder vs outdated RAG examples; unrelated." + "reason": "Model detokenization bug versus docs example drift; not the same underlying change." }, { "left": "issue:43866", "right": "issue:46772", "accept": false, - "reason": "Checkpoint corruption report vs ModelOpt/NVFP4 compatibility; different underlying problems." + "reason": "Checkpoint corruption is not the same as ModelOpt/NVFP4 compatibility." }, { "left": "issue:44863", "right": "issue:46015", "accept": false, - "reason": "NemotronH checkpoint loading failure vs docs/examples cleanup; not duplicates." + "reason": "Model loading implementation issue versus documentation examples; unrelated." }, { "left": "issue:45020", "right": "issue:46304", "accept": false, - "reason": "Remote-code model breakage vs PyTorch USE_DISTRIBUTED=0 support regression; too broad and different." + "reason": "Remote-code breakage and distributed-build breakage are different regressions." }, { "left": "issue:45812", "right": "issue:45920", "accept": true, - "reason": "These are the same AutoTokenizer regression: Granite-only report is a subset of the broader multi-model token-ID bug." - }, - { - "left": "issue:43866", - "right": "issue:44863", - "accept": false, - "reason": "Corrupted checkpoint artifact vs implementation can't load checkpoints; different root causes." + "reason": "Same underlying regression: v5 AutoTokenizer returns wrong token IDs across models; 45920 is the broader multi-model duplicate of 45812." }, { "left": "issue:44292", "right": "issue:46015", "accept": false, - "reason": "Qwen NVFP4 runtime error vs outdated RAG docs; unrelated." + "reason": "Qwen NVFP4 runtime error and RAG docs are unrelated." }, { - "left": "issue:43872", - "right": "issue:46304", + "left": "issue:43866", + "right": "issue:44863", "accept": false, - "reason": "bitsandbytes Int8Params keyword incompatibility vs PyTorch distributed support regression; different failures." + "reason": "Different model-specific loading problems with no shared concrete bug." }, { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Both mention sliding_window, but one is a missing config attribute in Gemma3/vLLM and the other is a Qwen3-MoE issue; not clearly the same bug." + "reason": "Both mention sliding-window-related failures, but the models and failure contexts differ too much to treat as the same bug." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "Bitsandbytes API incompatibility is unrelated to the PyTorch distributed support regression." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Mask shape mismatch in one report vs ZeRO-3 empty-tensor index error in another; similar style, but different concrete failures." + "reason": "Both are index errors during loading, but the exact shapes, models, and contexts differ." }, { "left": "issue:43792", "right": "issue:45901", "accept": false, - "reason": "Whisper model runtime failure vs table-question-answering crash; unrelated." + "reason": "Whisper loading and table-question-answering crashes are unrelated." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "GLM-4.7-Flash unit-test load failure vs Ovis2 checkpoint corruption; different models and symptoms." + "reason": "Different models and different load-time failures; no evidence of a shared root cause." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Torch 2.10 incompatibility vs a v5.4.0 pydantic field regression; both version-related, but not the same defect." + "reason": "Torch-version incompatibility and a pydantic/PretrainedConfig regression are different issues." }, { "left": "issue:43541", "right": "issue:47228", "accept": false, - "reason": "Grouped_mm torch dynamo tracing failure vs Sam3 bf16 compilation regression; different models and compiler paths." + "reason": "Both are compiler/tracing-related, but the model, op, and regression are different." }, { "left": "issue:43975", "right": "issue:45901", "accept": false, - "reason": "Detokenization regression vs table QA crash; unrelated." + "reason": "Detokenization bug and table-question-answering crash do not match." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Whisper runtime failure vs pydantic config-field regression; no shared bug." + "reason": "Different failure modes in unrelated areas." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Both involve Qwen3.5, but one is chat crashes and the other is streaming inference API failure; too different to merge." + "reason": "Both mention Qwen3.5, but one is a chat crash and the other is a streaming API failure; not the same code-path problem." }, { "left": "issue:43596", "right": "issue:45800", "accept": false, - "reason": "Both are generic training/load errors, but one is a ZeRO-3 index error and the other is a torch/transformers version incompatibility; different bugs." + "reason": "Both involve loading/runtime problems, but one is a Zero-3 index error and the other is a torch/transformers version incompatibility." }, { "left": "issue:43541", "right": "issue:46869", "accept": false, - "reason": "Mixtral tracing failure vs YOLO multi-GPU device-map auto failure; unrelated." + "reason": "Different subsystems and symptoms; no shared underlying bug." }, { "left": "issue:44292", "right": "issue:45901", "accept": false, - "reason": "Qwen NVFP4 model error vs table QA task crash; different problems." + "reason": "Unrelated model runtime error versus table QA task crash." }, { "left": "issue:39290", "right": "issue:45823", "accept": false, - "reason": "Gemma3 sliding_window_pattern missing vs Gemma4 PLE device mismatch; same general area, but not the same bug." - }, - { - "left": "issue:45464", - "right": "issue:45685", - "accept": false, - "reason": "Qwen3.5 streaming API failure vs MPS histogram_int error in MoE; unrelated." + "reason": "Different models and different failure classes." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "ImportError for GenerationMixin vs Gemma3 sliding_window_pattern attribute error; different code paths." + "reason": "Both are import/config-related regressions, but they are distinct issues with different symptoms and targets." }, { - "left": "issue:43541", + "left": "issue:45464", "right": "issue:45685", "accept": false, - "reason": "Torch dynamo tracing/grouped_mm failure vs MPS histogram op not implemented; different runtime backends." + "reason": "Streaming API failure and MPS histogram unsupported error are unrelated." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Different compiler/runtime bugs: grouped_mm tracing failure vs autocast dtype mismatch on Phi-tiny-MoE." + "reason": "Compiler-tracing error versus autocast dtype mismatch; not the same bug." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Processor failure for Voxtral vs compile-non-template-nodes error; unrelated." + "reason": "Processor failure and template-node compilation error are different changes/problems." }, { "left": "issue:45507", "right": "issue:46869", "accept": false, - "reason": "GraniteMoEHybrid invalid method call vs YOLO multi-GPU device-map failure; different subsystems." + "reason": "Different models and failure contexts; no concrete shared bug." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "Mistral3 weight-tying bug vs Ovis2 checkpoint corruption; distinct model-loading issues." + "reason": "Weight-tying bug in one model versus corrupted checkpoint in another." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Mask/index mismatch in one report vs ZeRO-3 empty-index loading error in the other; similar shape, but not the same underlying bug." + "reason": "Both are index errors, but the model/setup and likely root causes differ." }, { "left": "issue:45399", "right": "issue:46661", "accept": false, - "reason": "Flash-attn2 fallback blocked by checks vs remote-code config_class AttributeError; unrelated." + "reason": "Flash-attn fallback logic and remote-code config_class lookup are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded in the packet and conservative overall. The two accepted soft pairs both look plausibly mergeable as single bugfixes (shared ZeRO-3 loading failure and shared AutoTokenizer token-ID regression), and the false pairs avoid overstating similarity. Canonical issue choice for the tokenizer regression is also well supported by the broader scope in issue:45920." + "feedback": "The conclusions are grounded in the packet: issue:45920 is the broadest v5 AutoTokenizer regression report, and issue:45812 is the narrower Granite-specific version of the same bug based on the titles. The other soft-edge rejections are conservative and mostly well supported by the issue titles alone. One small caveat is that the phrase \"accepted duplicate pair\" is not explicitly shown in the packet, but the overall canonicalization choice still looks reasonable." }, "evaluator_used": true, "retried": false, @@ -980,8 +1015,8 @@ "issue:43596|issue:46165", "issue:45759|issue:45902", "issue:46640|issue:46661", - "issue:43716|issue:44918", "issue:39186|issue:44918", + "issue:43716|issue:44918", "issue:43645|issue:45399", "issue:40990|issue:44960", "issue:45632|issue:45698", @@ -994,250 +1029,250 @@ "issue:44918|issue:45507", "issue:45183|issue:46463" ], - "prepared_review_unit_hash": "7ceb007617354c3ce58c62ad67957d395e15ced2164d151e3f72313d770a1639", + "prepared_review_unit_hash": "e0eaa793fa2847773cc64b470febf889259031e5ac546958f7f1b5540bfe092a", "component_budget": { "node_count": 520, "item_count": 520, - "soft_pair_count": 1916, - "serialized_chars": 993437, - "estimated_input_tokens": 248360, - "estimated_eval_tokens": 496976 + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 35, - "serialized_chars": 38033, - "estimated_input_tokens": 9509, - "estimated_eval_tokens": 19274 + "serialized_chars": 38032, + "estimated_input_tokens": 9508, + "estimated_eval_tokens": 19272 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a noisy transformer-regression cluster with several unrelated subtopics. I only see a few true duplicate pairs: the _is_hf_initialized/init_empty_weights TypeError, the video token/feature mismatch regression, the custom-module cache resolution bug, and the T5/input-validation error-message bug.", - "confidence": 0.78, - "canonical_issue_reason": "Issue 45070 is the broadest umbrella regression in the set and the closest thing to a cluster center, even though the cluster is still heterogeneous.", + "summary": "This cluster is mostly heterogeneous: many unrelated Transformers regressions are grouped together by superficial wording. Only two soft edges look like true duplicates/sub-duplicates: Qwen video-input regression and trust_remote_code module-cache collisions.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45070 is the broadest, most general regression report in the set (v5.4.0 / PretrainedConfig / pydantic), and it is the closest thing to a hub among the few config-related items.", "canonical_pr_reason": null, - "best_issue_reason": "45070 is the most general, actionable issue among the noisy similarity hits, so it is the best single issue to keep as the cluster representative.", + "best_issue_reason": "issue:45070 is the most representative issue for the small config/version-regression subset; the rest of the cluster is too mixed to serve as one clean canonical for everything.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "Related v5/config-regression wording, but the failures are about different fields and different code paths." + "reason": "Both involve v5 config breakage, but one is StableLmConfig pad_token_idx and the other is a pydantic/PretrainedConfig field regression; different bugs." }, { "left": "issue:45800", "right": "issue:45823", "accept": false, - "reason": "One is a torch/transformers version incompatibility; the other is a Gemma4 device-map forward mismatch." + "reason": "torch/transformers version incompatibility is unrelated to Gemma4 device-map forward dtype/device mismatch." }, { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "Different models, different backends, and different failure modes; only the broad theme of loading support overlaps." + "reason": "PaddleOCR-VL load failure in vLLM is not the same as GGUF gpt-oss architecture support." }, { "left": "issue:43872", "right": "issue:47228", "accept": false, - "reason": "bitsandbytes init-arg incompatibility vs a bf16 compilation regression are separate bugs." + "reason": "bitsandbytes _is_hf_initialized constructor breakage is unrelated to Sam3 bf16 compilation regression." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Both mention shape/input handling, but the titles point to different failing paths and no clear shared root cause." + "reason": "Both are IndexErrors, but they affect different models and code paths; no clear shared underlying bug." }, { "left": "issue:43716", "right": "issue:47228", "accept": false, - "reason": "Image-preprocessor dtype mismatch and Sam3 bf16 compilation regression are unrelated." + "reason": "Mistral-3 image-preprocessor dtype mismatch and Sam3 compilation regression are distinct failures." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to Qwen3.5 streaming chat-completions failure." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to Qwen3.5 streaming chat/completions failure." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "gpt-oss GGUF support and Qwen3.5 streaming API behavior are different bugs." + "reason": "GGUF gpt-oss support and Qwen3.5 streaming inference are different issues entirely." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "Both are v5-era regressions, but one is a specific _is_hf_initialized TypeError and the other is a pydantic/config-field issue." + "reason": "Both mention transformers 5.0-era breakage, but init_empty_weights/_is_hf_initialized and pydantic PretrainedConfig are separate code paths." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "Quantization memory/OOM behavior and tied-weights behavior are separate code paths." + "reason": "Int4 memory growth/OOM is not the same as tied-weights behavior on translation models." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Qwen3-MoE sliding_window handling is not the same bug as PretrainedConfig/pydantic field breakage." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to the PretrainedConfig/pydantic regression." }, { "left": "issue:46869", "right": "issue:47228", "accept": false, - "reason": "YOLO multi-GPU device-map failure is unrelated to the Sam3 bf16 regression." + "reason": "YOLO multi-GPU device_map auto failure and Sam3 bf16 compilation regression are different model/runtime problems." }, { "left": "issue:45507", "right": "issue:47228", "accept": false, - "reason": "GraniteMoEHybrid invalid-method calls are a different failure from bf16 compilation issues." + "reason": "GraniteMoEHybrid invalid method call is not the same as the Sam3 compilation issue." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Both are IndexErrors, but the model/path/context differ too much to treat as the same underlying bug." + "reason": "Both are shape/index errors, but they arise from different models and different failure mechanisms." }, { "left": "issue:45020", "right": "issue:45800", "accept": false, - "reason": "Remote-code model breakage is a different problem from torch 2.4.1 / transformers 5.8.0 incompatibility." + "reason": "remote_code breakage is a different problem from torch 2.4.1 / transformers 5.8.0 incompatibility." }, { "left": "issue:43716", "right": "issue:46294", "accept": false, - "reason": "Both are multimodal/video-adjacent, but one is a dtype mismatch and the other is a chat-template video token count mismatch." + "reason": "Both touch multimodal/video paths, but one is a dtype mismatch in Mistral-3 and the other is a Qwen3.5 chat-template video token/feature mismatch; not the same bug." }, { "left": "issue:44479", "right": "issue:46294", "accept": true, - "reason": "Both describe the same video-input/video-token mismatch regression in Qwen video models, just at different specificity levels." + "reason": "Both describe the same Qwen video-input regression class: video features/tokens mismatch on Qwen3.5-family models after a recent change." }, { "left": "issue:43054", "right": "issue:43994", "accept": false, - "reason": "Siglip2 embedding quality concerns and nonsensical AutoModel/pipeline results are too indirect to confirm a single bug." + "reason": "Both are about Siglip2 quality, but one is a relative embedding-quality report and the other is a concrete AutoModel/pipeline wrong-output bug; not clearly the same code-path." }, { "left": "issue:46468", "right": "issue:46869", "accept": false, - "reason": "Nemotron example breakage and YOLO device-map failure are unrelated." + "reason": "Official Nemotron example breakage is unrelated to YOLO multi-GPU device-map failure." }, { "left": "issue:43596", "right": "issue:46165", "accept": false, - "reason": "Deepspeed zero3/BertModel init failure is unrelated to resume-training with trust_remote_code." + "reason": "Deepspeed zero3/BertModel index-out-of-bounds and remote-code resume issues do not share a concrete underlying defect." }, { "left": "issue:45759", "right": "issue:45902", "accept": false, - "reason": "Composite-config unwrapping and uninitialized rotary inv_freq memory are different bugs in different layers." + "reason": "Composite-config unwrapping in AutoModelForCausalLM is unrelated to Qwen3_5MoeTextRotaryEmbedding uninitialized-memory materialization." }, { "left": "issue:46640", "right": "issue:46661", "accept": false, - "reason": "Flash Attention 2 handling and remote-code model_class/config_class errors do not share the same root cause." + "reason": "Flash Attention 2 issue and remote-code model_class/config_class attribute error are different bugs." }, { - "left": "issue:43716", + "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "Both involve Qwen-family multimodal flows, but one is a dtype mismatch and the other is an embedding unpacking/trainer failure." + "reason": "FSDP weight dimensionality error is unrelated to Qwen3.5 input-embedding unpacking in TRL SFT training." }, { - "left": "issue:39186", + "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "FSDP weight dimensionality and Qwen3.5 SFT embedding unpacking are distinct failures." + "reason": "Mistral-3 image-preprocessor dtype mismatch and Qwen3.5 SFT input-embedding unpacking are different failures." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Notebook custom-model initialization and flash-attn fallback gating are separate regressions." + "reason": "Jupyter custom-model initialization breakage is unrelated to flash-attn2 fallback gating." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "Perplexity regression on gpt-oss and the GLM5 issue are different model-specific problems." + "reason": "High perplexity on gpt-oss-20b and GLM5 are not the same bug." }, { "left": "issue:45632", "right": "issue:45698", "accept": true, - "reason": "Both are about trust_remote_code/custom-module resolution loading the wrong code, with a shared cache/path-resolution root cause." + "reason": "Both point to trust_remote_code module-cache/key collisions that can cause the wrong custom module to be loaded after save/load, so they plausibly share one fix." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "FP8 Qwen3-MoE failure and flash-attn fallback blocking are unrelated." + "reason": "FineGrainedFP8Config failure for Qwen3Moe is unrelated to flash-attn2 fallback selection." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Missing lm_head tying in Mistral3 is not the same as the broader translation-model tied-weights regression." + "reason": "Untied lm_head in Mistral3ForConditionalGeneration is a different bug from tied-weights translation model issues." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "DSA indexer behavior and a docs typo are not duplicates." + "reason": "DSA indexer discussion and docs-run-command removal are unrelated." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization/offloading behavior is a different issue from tied-weights handling." + "reason": "Quantization/offloading behavior is not the same as translation tied-weights handling." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "Cache-strategy typo and removed docs command are unrelated documentation issues." + "reason": "Cache-strategy typo is unrelated to obsolete docs mentioning the removed run command." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache linear_attention crash and tied-weights regression do not share a concrete bug." + "reason": "PagedAttentionCache linear_attention crash on Qwen3.5 is unrelated to translation tied-weight behavior." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "Qwen3.5 embedding/training failure and GraniteMoEHybrid invalid method calls are different code paths." + "reason": "Qwen3.5 SFT embedding unpacking and GraniteMoEHybrid invalid method are different bugs." }, { "left": "issue:45183", "right": "issue:46463", - "accept": true, - "reason": "Both are the same input/decoder validation bug family: incorrect or misleading XOR-style error handling/messages." + "accept": false, + "reason": "The XOR input validation bug and the T5 decoder-input error-message bug are related in theme, but not clearly the same concrete defect." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays fairly conservative overall. The accepted duplicate pairs that are called out are supported by the issue titles, and the rejected soft edges mostly avoid over-claiming shared root causes. The choice of 45070 as a broad representative is reasonable for a noisy, heterogeneous v5-regression cluster." + "feedback": "The summary is grounded in the packet, and the soft-edge verdicts stay conservative. The two accepted pairs are plausibly same-bug duplicates, while the rejected pairs are well-justified as different issues. Canonical selection for issue:45070 is reasonable given the mostly heterogeneous cluster." }, "evaluator_used": true, "retried": false, @@ -1291,8 +1326,8 @@ "issue:44991", "issue:45005", "issue:45020", + "issue:45237", "issue:45399", - "issue:45520", "issue:45663", "issue:45701", "issue:45859", @@ -1320,17 +1355,17 @@ "issue:46899|issue:46932", "issue:43054|issue:45701", "issue:45920|issue:46489", - "issue:38175|issue:43054", "issue:43828|issue:44928", + "issue:38175|issue:43054", "issue:45987|issue:46858", "issue:43950|issue:45902", "issue:43054|issue:43493", "issue:44910|issue:45859", - "issue:42947|issue:44387", "issue:45663|issue:45902", + "issue:42947|issue:44387", "issue:44403|issue:44451", "issue:24643|issue:28530", - "issue:43975|issue:45520", + "issue:43975|issue:45237", "issue:44403|issue:44488", "issue:43643|issue:45020", "issue:41762|issue:42915", @@ -1339,220 +1374,220 @@ "issue:41553|issue:43883", "issue:43824|issue:43872" ], - "prepared_review_unit_hash": "8483a8b208e458978403049a709e136482b1436250b55dea973c5603f02ac194", + "prepared_review_unit_hash": "ea77c8248d17fc07e5b97d8a45f73e113a15ce5fb2a610c6a1d0d300dc66ad40", "component_budget": { "node_count": 520, "item_count": 520, - "soft_pair_count": 1916, - "serialized_chars": 993437, - "estimated_input_tokens": 248360, - "estimated_eval_tokens": 496976 + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 37051, - "estimated_input_tokens": 9263, - "estimated_eval_tokens": 18782 + "serialized_chars": 37015, + "estimated_input_tokens": 9254, + "estimated_eval_tokens": 18764 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a mixed cluster of unrelated transformer bugs, with a small duplicate set around non-persistent buffer corruption and static-cache seq-length return type issues.", - "confidence": 0.91, - "canonical_issue_reason": "Issue #43950 is the clearest duplicate hub: it describes the core non-persistent-buffer regression directly and has matching follow-up reports (#44534, #45902).", + "summary": "Most pairs are related only at a broad subsystem level and should stay separate. Clear duplicates are the non-persistent-buffer regression issues, the StaticCache seq_length contract bug, and the Gemma4 quantized embedder dtype-cast bug.", + "confidence": 0.77, + "canonical_issue_reason": "issue:43950 is the best umbrella for the non-persistent-buffer regression cluster: it states the root problem directly and can subsume the narrower reports in 44534 and 45902.", "canonical_pr_reason": null, - "best_issue_reason": "#43950 is the strongest standalone issue in the set: specific, actionable, and broad enough to anchor the buffer-corruption duplicate group.", + "best_issue_reason": "issue:43950 is the strongest global anchor because it describes the underlying regression rather than one downstream symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "Different bugs: NemotronH checkpoint loading vs tied-weights handling in translation models." + "reason": "Both concern loading/weight handling, but they are different failures in different model families and code paths." }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Tokenizer regression vs Qwen-3 NVFP4 runtime failure; different models and failure modes." + "reason": "Tokenizer regression vs Qwen NVFP4 runtime failure; no shared underlying bug is evident." }, { "left": "issue:46489", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer bugs, but they affect different models and symptoms; not the same concrete change." + "reason": "Both are tokenizer bugs, but on different models with different symptoms and likely different fixes." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "Documentation/example errors vs model quality degradation; unrelated issues." + "reason": "Docs/example errors and model-quality regression are not the same bug." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Same underlying v5 non-persistent-buffer corruption regression, just phrased more tersely in #44534." + "reason": "Both report the same transformers v5 non-persistent-buffer corruption/junk-initialization regression." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "Trainer API kwarg mismatch vs DeepSpeed ZeRO-3 loading IndexError; unrelated code paths." + "reason": "Training API signature breakage and DeepSpeed ZeRO-3 loading crash are unrelated." }, { "left": "issue:46032", "right": "issue:47246", "accept": false, - "reason": "Qwen3 MoE memory inefficiency vs NemotronH Mamba2 recurrence bug; not the same issue." + "reason": "These are related to Mamba2-family recurrence, but they target different classes and likely different fixes." }, { "left": "issue:43644", "right": "issue:43950", "accept": false, - "reason": "Remote-code config loading bug vs non-persistent-buffer corruption; different subsystems." + "reason": "One is missing fields from AutoConfig with trust_remote_code; the other is buffer corruption during loading." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "bitsandbytes Int8Params kwarg incompatibility vs missing Float8 storage object; separate failures." + "reason": "Different compatibility errors with different failure modes." }, { "left": "issue:46899", "right": "issue:46932", "accept": true, - "reason": "#46932 is a direct fix/duplicate of the same Gemma4 quantized embedder dtype-casting bug reported in #46899." + "reason": "46932 is a direct follow-up/fix for the same Gemma4 quantized vision/audio embedder dtype-casting bug." }, { "left": "issue:43054", "right": "issue:45701", "accept": false, - "reason": "SigLIP2 embedding quality complaint vs general tokenizer changes across versions; not the same bug." + "reason": "Different symptoms: SigLIP2 embedding quality vs tokenization changes across transformers versions." }, { "left": "issue:45920", "right": "issue:46489", "accept": false, - "reason": "Broad tokenizer-ID regression across many models vs a specific DeepSeek-Coder detokenization issue." + "reason": "Broad tokenizer regression across many models vs a specific DeepSeek-Coder v1 tokenizer issue; not the same concrete bug." }, { - "left": "issue:38175", - "right": "issue:43054", + "left": "issue:43828", + "right": "issue:44928", "accept": false, - "reason": "Both mention SigLIP2, but one is zero probabilities and the other is lower embedding quality; too different to merge." + "reason": "Autocast dtype mismatch and RLHF gradient explosion via 3D position_ids are distinct issues." }, { - "left": "issue:43828", - "right": "issue:44928", + "left": "issue:38175", + "right": "issue:43054", "accept": false, - "reason": "Autocast dtype mismatch in Phi MoE vs Qwen3.5 RLHF gradient explosion from 3D position_ids; different bugs." + "reason": "Both mention SigLIP2, but one is zero probabilities and the other is degraded text embeddings." }, { "left": "issue:45987", "right": "issue:46858", "accept": true, - "reason": "Same seq-length contract regression: returning a tensor instead of an int breaks static-cache arithmetic in both reports." + "reason": "Both describe the same StaticCache.get_seq_length contract/return-type bug." }, { "left": "issue:43950", "right": "issue:45902", "accept": true, - "reason": "#45902 is a specific manifestation of the same non-persistent-buffer junk-data regression affecting inv_freq." + "reason": "Both are manifestations of the same non-persistent-buffer initialization/corruption regression during model loading/materialization." }, { "left": "issue:43054", "right": "issue:43493", "accept": false, - "reason": "Both are about SigLIP2, but one is degraded text embeddings and the other is HF-vs-JAX implementation discrepancy; not clearly the same fix." + "reason": "Same model family, but one is an embedding-quality complaint and the other is an HF-vs-JAX implementation discrepancy." }, { "left": "issue:44910", "right": "issue:45859", "accept": false, - "reason": "Flash-attention packed-sequence crash vs CPU-offload incompatibility in a rotary embedding; unrelated." + "reason": "FlashAttention crash from 3D position_ids and CPU-offload incompatibility are separate problems." }, { - "left": "issue:42947", - "right": "issue:44387", + "left": "issue:45663", + "right": "issue:45902", "accept": false, - "reason": "Gradient checkpointing with PEFT LoRA vs int4 quantization OOM; different problems." + "reason": "FSDP2 shared_kv_states KeyError is unrelated to non-persistent-buffer materialization." }, { - "left": "issue:45663", - "right": "issue:45902", + "left": "issue:42947", + "right": "issue:44387", "accept": false, - "reason": "FSDP2 shared_kv_states KeyError vs non-persistent-buffer materialization corruption; different failure mechanisms." + "reason": "Gradient checkpointing/LoRA effectiveness and int4 memory/OOM are different training-path issues." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "Loading noise/logging issue vs inability to load a specific model; not duplicates." + "reason": "Generic loading noise and a specific model-loading failure are not the same bug." }, { "left": "issue:24643", "right": "issue:28530", "accept": false, - "reason": "DeepSpeed weight-dimension runtime error vs early-stopping metric lookup warning; unrelated training issues." + "reason": "DeepSpeed weight dimensionality error and early-stopping metric detection are unrelated training configuration issues." }, { "left": "issue:43975", - "right": "issue:45520", + "right": "issue:45237", "accept": false, - "reason": "Tokenizer detokenization regression vs bad AutoTokenizer error message for Voxtral; different bug class." + "reason": "Tokenizer detokenization regression and AMD GPU execution failure do not share a concrete code-path." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Generic loading noise vs a specific model-loading failure; not the same issue." + "reason": "Both concern model loading, but they are distinct model-specific failures." }, { "left": "issue:43643", "right": "issue:45020", "accept": false, - "reason": "Remote-code config fields missing vs broad recent remote_code breakage; related theme but not the same concrete bug." + "reason": "Remote-code config field loss and broader remote_code breakage are related in theme only, not a clear duplicate." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "Gemma3 ZeRO-3 load IndexError vs Qwen3Moe FP8 failure; unrelated." + "reason": "Gemma3 ZeRO-3 loading crash and Qwen3Moe FP8 failure are unrelated." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "LoRA checkpointing ineffectiveness vs Qwen3 MoE memory usage; both performance-related but distinct." + "reason": "LoRA gradient checkpointing and Qwen3 MoE memory usage are separate performance/training concerns." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer load failure for a specific model vs flash-attn2 fallback gating; different loading paths." + "reason": "Tokenizer loading failure and flash-attn2 fallback gating are unrelated." }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "AutoTokenizer error message for Voxtral vs Molmo tied-weights attribute error; unrelated." + "reason": "Bad AutoTokenizer error message and missing all_tied_weights_keys are different bugs." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "Qwen2.5-VL import missing vs bitsandbytes storage constructor incompatibility; different components and fixes." + "reason": "Import failure for a model class vs bitsandbytes parameter-construction incompatibility are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster summary is grounded in the packet, and the accepted soft-edge pairs are conservative enough. The duplicate hub around #43950 is supported by the titles of #44534 and #45902, while the other pairings are reasonably rejected as different bugs/subsystems. No clear overstatement of evidence." + "feedback": "The judgments are grounded in the packet and generally conservative. The accepted pairs look like true same-bug duplicates, and the rejected pairs are mostly separated by model, code path, or symptom without overstating a shared root cause. The umbrella choice of issue:43950 is also supported by the titles and the nearby related reports." }, "evaluator_used": true, "retried": false, @@ -1624,20 +1659,20 @@ ], "soft_pairs": [ "issue:45081|issue:45399", - "issue:43782|issue:44960", "issue:45685|issue:45823", + "issue:43782|issue:44960", "issue:45020|issue:45823", "issue:44661|issue:45020", - "issue:41553|issue:43881", "issue:43828|issue:45823", + "issue:41553|issue:43881", "issue:45020|issue:45356", "issue:42491|issue:44368", "issue:45715|issue:46315", "issue:43872|issue:46869", "issue:45759|issue:46661", - "issue:43827|issue:44509", "issue:43881|issue:43883", "issue:45488|issue:46489", + "issue:43827|issue:44509", "issue:45020|issue:46661", "issue:43404|issue:43950", "issue:46894|issue:46897", @@ -1652,14 +1687,14 @@ "issue:41093|issue:44805", "issue:44928|issue:45588" ], - "prepared_review_unit_hash": "9cbd9f7151ab61bd86d38d30a48b0863df57e7b10b8c574766699024828cc8e7", + "prepared_review_unit_hash": "57bca701194ed5911bdfed08d0edf032fb9c13eb8258bf62ef3e9cd0373b80c6", "component_budget": { "node_count": 520, "item_count": 520, - "soft_pair_count": 1916, - "serialized_chars": 993437, - "estimated_input_tokens": 248360, - "estimated_eval_tokens": 496976 + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 }, "budget": { "node_count": 48, @@ -1674,189 +1709,189 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are unrelated one-off bugs. The strongest true duplicate cluster is the training-loss double-shift reports (46894/46897), and the docs pipeline-removal reports also match. The Qwen video pair (44479/44560) is better treated as related but not confirmed duplicate from the packet alone.", - "confidence": 0.84, - "canonical_issue_reason": "46894 is the best canonical issue here because it describes the shared training-loss double-shift bug clearly and generally, while 46897 reads as a narrower model-specific instance of the same defect.", + "summary": "Mostly heterogeneous model-specific bugs and regressions. The only clear duplicate pair is the v5 docs/pipeline-removal cleanup; the rest are related at best by broad subsystem or error shape, not the same underlying fix.", + "confidence": 0.57, + "canonical_issue_reason": "issue:44509 is the clearest and broadest representative of the duplicated docs regression: it explicitly covers the removed v5 pipeline tasks across text2text-generation, summarization, and translation.", "canonical_pr_reason": null, - "best_issue_reason": "46894 is the best standalone issue in this set because it is specific, actionable, and broad enough to represent the underlying bug pattern without being overly model-narrow.", + "best_issue_reason": "issue:44509 best represents the cluster's one clearly duplicated theme and has the broadest, most explicit scope among the docs reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Different failures: Mistral tokenizer regex patch crash vs flash-attn2 fallback gating." + "reason": "Different failures: tokenizer regex patch crash vs flash-attn2 fallback gating." }, { - "left": "issue:43782", - "right": "issue:44960", + "left": "issue:45685", + "right": "issue:45823", "accept": false, - "reason": "Different model families and different loading errors; no shared concrete bug path." + "reason": "Unrelated model/runtime bugs: MPS int histogram error vs Gemma4 device mismatch." }, { - "left": "issue:45685", - "right": "issue:45823", + "left": "issue:43782", + "right": "issue:44960", "accept": false, - "reason": "MPS int histogram error is unrelated to Gemma4 device-mismatch forward failure." + "reason": "Different model-loading errors for different models; no shared concrete code path shown." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "Remote-code regression and Gemma4 device placement bug are different code paths." + "reason": "Too broad vs specific device-map forward mismatch; not the same bug." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "Tokenizer-mapping helper bug is unrelated to the remote_code model regression." + "reason": "Tokenizer-mapping helper failure is not the same as generic remote_code breakage." }, { - "left": "issue:41553", - "right": "issue:43881", + "left": "issue:43828", + "right": "issue:45823", "accept": false, - "reason": "Bad AutoTokenizer error message for Voxtral vs GLM-4v-9b load failure; different issues." + "reason": "Different dtype/autocast issue vs device-placement bug." }, { - "left": "issue:43828", - "right": "issue:45823", + "left": "issue:41553", + "right": "issue:43881", "accept": false, - "reason": "Autocast dtype mismatch on Phi-tiny-MoE is not the same as Gemma4 device mismatch." + "reason": "Both are model loading problems, but for different models and different root causes." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "Generic remote_code breakage and Kimi tokenizer codec regression are distinct." + "reason": "Remote_code regression and tokenizer codec/regex regression are separate problems." }, { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "Related Qwen/MoE themes, but one is a model-compatibility failure and the other is a warning/config issue." + "reason": "Both involve Qwen and embeddings/tied-weights warnings, but the reported failures are not the same bug." }, { "left": "issue:45715", "right": "issue:46315", "accept": false, - "reason": "Opposite tokenizer hot paths and different performance regressions; not the same bug." + "reason": "Opposite tokenizer conversion directions and different performance paths." }, { "left": "issue:43872", "right": "issue:46869", "accept": false, - "reason": "bitsandbytes Int8Params constructor incompatibility is unrelated to YOLO multi-GPU device-map failure." + "reason": "bitsandbytes constructor incompatibility is unrelated to YOLO device-map failure." }, { "left": "issue:45759", "right": "issue:46661", "accept": false, - "reason": "Both involve AutoModel, but one is composite-config unwrapping and the other is remote-code config_class lookup." - }, - { - "left": "issue:43827", - "right": "issue:44509", - "accept": true, - "reason": "Both report the same docs regression: obsolete v5 pipeline task references still present in documentation." + "reason": "Composite config unwrapping and remote-code config_class errors are distinct loader paths." }, { "left": "issue:43881", "right": "issue:43883", "accept": false, - "reason": "Different models and different load-time failures; no evidence of a shared underlying defect." + "reason": "Different model classes and different missing attributes/errors." }, { "left": "issue:45488", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer issues around DeepSeek, but they describe different families and different root causes." + "reason": "Both concern tokenizer regressions on DeepSeek-family models, but the concrete tokenizer code paths differ." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Same docs regression: both report stale references to removed v5 pipeline tasks after pipeline removal." }, { "left": "issue:45020", "right": "issue:46661", "accept": false, - "reason": "Both mention remote-code, but the failures occur in different parts of the loading pipeline." + "reason": "46661 is one remote-code symptom, but 45020 is a broader umbrella and not clearly the same fixable defect." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "Tied lm_head weights in Mistral3 is unrelated to silent corruption of non-persistent buffers." + "reason": "lm_head weight tying and non-persistent buffer corruption are unrelated serialization/model-init bugs." }, { "left": "issue:46894", "right": "issue:46897", - "accept": true, - "reason": "Same training-loss double-shift bug pattern, with Florence2/CohereASR appearing as model-specific instances of one shared issue." + "accept": false, + "reason": "Same error pattern, but different models; not enough evidence they share one concrete code-path fix." }, { "left": "issue:43792", "right": "issue:44220", "accept": false, - "reason": "Whisper model run failure and fbank feature-extraction issue are too indirect to treat as the same bug." + "reason": "Different audio pipeline failures with no clear shared root cause." }, { "left": "issue:43257", "right": "issue:45305", "accept": false, - "reason": "DeepSpeed weight-loading failure and DeepSpeed gradient-averaging bug are different mechanisms." + "reason": "Both involve Qwen/DeepSpeed training, but one is weight conversion/loading and the other is gradient averaging." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "Trainer kwarg incompatibility and tensor-mask shape mismatch are unrelated." + "reason": "Different trainer API mismatch vs tensor mask shape mismatch." }, { "left": "issue:42947", "right": "issue:45923", "accept": false, - "reason": "Both concern gradient checkpointing, but one is PEFT/LoRA ineffectiveness and the other is a missing model flag." + "reason": "Both mention LoRA/gradient checkpointing, but one is ineffective checkpointing and the other is a missing flag on a remote-code variant." }, { "left": "issue:43940", "right": "issue:45313", "accept": false, - "reason": "Both are ZeRO-3 weight-loading problems, but they affect different Qwen variants and report different failure modes." + "reason": "Both are ZeRO-3 load failures, but for different Qwen variants and likely different model mappings." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "Unrelated model-loading failures for GLM-4.7-Flash and NemotronH." + "reason": "GLM-4.7 test-loading issue and NemotronH checkpoint loading issue are unrelated model-specific failures." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "Training DeepSpeed weight-shape error is unrelated to segmentation-map processing." + "reason": "Training with DeepSpeed weight-dimension error is unrelated to void segmentation map preprocessing." }, { "left": "issue:44479", "right": "issue:44560", "accept": false, - "reason": "The titles overlap on Qwen/VL video regressions in v5.3.0, but 44479 is a broad regression across several model families while 44560 is a model-specific StopIteration report for qwen3-vl-embedding; without body evidence, this is safer as a related issue than a confirmed duplicate." + "reason": "Different video regressions affecting different model families and error modes." }, { "left": "issue:41093", "right": "issue:44805", "accept": false, - "reason": "Same general error string, but not enough evidence that these are the same underlying bug." + "reason": "Same generic error shape, but not enough evidence of the same underlying bug or fix." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "RLHF NaN/SDPA-fallback issue is unrelated to flash_attention.py's s_aux=None crash." + "reason": "RLHF gradient explosion from position_ids/SDPA fallback is unrelated to flash_attention s_aux handling." } ] }, "evaluator_result": { - "accept": false, - "feedback": "Most of the pairwise calls are conservative, but one accepted soft edge is overclaimed from the packet alone: issue:44479 vs issue:44560. The titles overlap on Qwen/VL video regressions in v5.3.0, but 44479 is a broad regression across several model families while 44560 is a model-specific StopIteration report for qwen3-vl-embedding; without body evidence, that is safer as a related issue than a confirmed duplicate. The summary\u2019s \u2018true duplicate\u2019 phrasing for that pair is therefore a bit too strong." + "accept": true, + "feedback": "The cluster summary is grounded in the packet, and the lone accepted pair (43827/44509) is supported by the titles as a docs cleanup around removed v5 pipeline tasks. The other soft-edge rejections stay conservative and do not overclaim shared root causes." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -1877,7 +1912,6 @@ "issue:36010", "issue:38175", "issue:41553", - "issue:42491", "issue:42617", "issue:42915", "issue:42947", @@ -1889,7 +1923,6 @@ "issue:43645", "issue:43646", "issue:43716", - "issue:43720", "issue:43824", "issue:43828", "issue:43950", @@ -1918,35 +1951,37 @@ "issue:45834", "issue:45902", "issue:46402", + "issue:46468", "issue:46489", "issue:46515", "issue:46858", "issue:47254" ], "soft_pairs": [ - "issue:44863|issue:46402", + "issue:43716|issue:46468", "issue:43366|issue:43828", "issue:44530|issue:44863", + "issue:44863|issue:46402", "issue:41553|issue:44991", "issue:43366|issue:43531", "issue:43596|issue:46515", "issue:45325|issue:45902", "issue:43366|issue:44589", "issue:43638|issue:46515", - "issue:44155|issue:45584", "issue:45663|issue:45823", + "issue:44155|issue:45584", "issue:42915|issue:43957", "issue:43824|issue:43957", "issue:41553|issue:44488", "issue:43716|issue:44560", "issue:43950|issue:45834", "issue:42617|issue:43366", - "issue:43645|issue:43646", "issue:44560|issue:45685", + "issue:43645|issue:43646", "issue:44910|issue:46858", "issue:36010|issue:42915", - "issue:44683|issue:46515", "issue:44560|issue:44918", + "issue:44683|issue:46515", "issue:43550|issue:44910", "issue:42947|issue:47254", "issue:45812|issue:46489", @@ -1956,247 +1991,246 @@ "issue:38175|issue:43994", "issue:44877|issue:45030", "issue:43638|issue:44661", - "issue:43596|issue:44661", - "issue:42491|issue:43720" + "issue:43596|issue:44661" ], - "prepared_review_unit_hash": "3d178ec27de76e24bc8966887401b03a44261892b6446c95c0afd27a009cc3e9", + "prepared_review_unit_hash": "e3b1b3f1a100ab5556811c7c7c2a8ee5911e8b6e71c8e0d82ce0133c3396607e", "component_budget": { "node_count": 520, "item_count": 520, - "soft_pair_count": 1916, - "serialized_chars": 993437, - "estimated_input_tokens": 248360, - "estimated_eval_tokens": 496976 + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 34, - "serialized_chars": 38002, - "estimated_input_tokens": 9501, - "estimated_eval_tokens": 19258 + "serialized_chars": 37344, + "estimated_input_tokens": 9336, + "estimated_eval_tokens": 18928 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous issue cluster with a few clear duplicate pairs around the same regressions: custom model initialization in Transformers 5.0, and SigLIP2 output quality. The rest are model-specific or subsystem-specific reports and should stay separate.", - "confidence": 0.74, - "canonical_issue_reason": "issue:43646 is the broadest, most general report of the Transformers 5.0 custom-model initialization regression; issue:43645 looks like a narrower notebook-specific variant.", + "summary": "This cluster is mostly heterogeneous model- or backend-specific bugs. I only see two true duplicate pairs: the Transformers 5 custom-model initialization regression, and the SigLIP2 zero-probability / nonsensical-output regression. Most other soft pairs share a broad subsystem but not the same concrete failure path.", + "confidence": 0.86, + "canonical_issue_reason": "If one issue must anchor the cluster, issue 43994 is the best representative: it describes a concrete user-visible regression for SigLIP2, is broader than the earlier zero-probability report, and has an exact duplicate in 38175.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the strongest representative of the clearest duplicate pair in this cluster and has the most general symptom description.", + "best_issue_reason": "Issue 43994 is the strongest global issue candidate because it is specific enough to be actionable, broad enough to cover the symptom family, and directly matches a duplicate report.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44863", - "right": "issue:46402", + "left": "issue:43716", + "right": "issue:46468", "accept": false, - "reason": "Different models and failures: NemotronH checkpoint loading vs Sam3Model text-encoder weights not loading." + "reason": "Different models and failures: Mistral-3 image preprocessor dtype mismatch vs Nemotron example breakage." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "Both are model-specific correctness bugs, but the architectures and failure modes differ (GGUF support vs autocast dtype mismatch)." + "reason": "Both are model-specific runtime issues, but one is GGUF/gpt-oss support and the other is a Phi-tiny-MoE autocast dtype mismatch." }, { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "Different bug classes: cache backend crash on Qwen3.5 models vs NemotronH checkpoint loading failure." + "reason": "Qwen3.5 PagedAttentionCache crash and NemotronH checkpoint loading are unrelated failure modes." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Different models and symptoms: NemotronH loading failure vs Sam3Model text-encoder weights not loading." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "Both involve tokenizers, but they target different models and symptoms; one is a bad Voxtral error message, the other is a tokenizer load failure." + "reason": "Both involve tokenizer loading, but for different models and likely different code paths; not the same bug." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "Different Qwen-related issues with different concrete failures; too broad to treat as one bug." + "reason": "gpt-oss GGUF support and Qwen3-MoE sliding-window behavior are unrelated issues." }, { "left": "issue:43596", "right": "issue:46515", "accept": false, - "reason": "Unrelated causes: ZeRO-3/BertModel IndexError versus a generic torch version incompatibility." + "reason": "A ZeRO-3/BertModel index error is not the same as a torch 2.4.1 compatibility issue." }, { "left": "issue:45325", "right": "issue:45902", "accept": false, - "reason": "Both touch rotary embedding code, but they are distinct bugs in different models and different failure mechanisms." + "reason": "Both are Qwen-family regressions, but the rope-index scaling bug and the meta-to-empty uninitialized-memory bug are different." }, { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "No shared concrete code path; GGUF architecture support is unrelated to Float8 storage lookup failures." + "reason": "GGUF model support and missing Float8 storage type are unrelated." }, { "left": "issue:43638", "right": "issue:46515", "accept": false, - "reason": "Different bug classes and different triggers; this is not the same underlying regression." + "reason": "Non-pretrained Bert ZeRO-3 index error is not the same as torch version incompatibility." }, { - "left": "issue:44155", - "right": "issue:45584", + "left": "issue:45663", + "right": "issue:45823", "accept": false, - "reason": "Both are inference bugs, but they affect different models and code paths (batched AudioFlamingo3 leakage vs Whisper empty transcription handling)." + "reason": "Same model family, but FSDP2 shared_kv_states KeyError and device_map auto forward mismatch are different code-path problems." }, { - "left": "issue:45663", - "right": "issue:45823", + "left": "issue:44155", + "right": "issue:45584", "accept": false, - "reason": "Same model family, but one is an FSDP2 attention state bug and the other is a device placement mismatch." + "reason": "AudioFlamingo3 batched inference leakage and Whisper empty-transcription failure are unrelated." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "Different failures: Qwen3Moe FP8 config breakage versus meta-device loading regression affecting other models." + "reason": "FineGrainedFP8Config failure in Qwen3Moe is distinct from meta-device loading regressions." }, { "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "Import error for a specific VL class is unrelated to meta-device loading regressions." + "reason": "Missing Qwen2_5_VL import and meta-device loading breakage are different issues." }, { "left": "issue:41553", "right": "issue:44488", "accept": false, - "reason": "Both are loading issues, but they concern different models and different failure modes." + "reason": "Both are loading complaints, but the affected models and failure details differ." }, { "left": "issue:43716", "right": "issue:44560", "accept": false, - "reason": "Different subsystems and symptoms: image-preprocessor dtype mismatch versus Qwen3-vl video StopIteration." + "reason": "Mistral-3 image dtype mismatch is not the same as Qwen3-vl-embedding video StopIteration." }, { "left": "issue:43950", "right": "issue:45834", "accept": false, - "reason": "Non-persistent buffer loading regression is unrelated to a long-ocr index error in Kosmos2.5." + "reason": "from_pretrained non-persistent-buffer corruption and Kosmos2.5 OCR index error are unrelated regressions." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "These are unrelated issues; one is a script/runtime failure, the other is GGUF architecture support." - }, - { - "left": "issue:43645", - "right": "issue:43646", - "accept": true, - "reason": "Same underlying Transformers 5.0 custom-model initialization regression; the notebook report is just a narrower reproduction of the generic breakage." + "reason": "A 3d_parallel.py execution problem does not match GGUF gpt-oss support." }, { "left": "issue:44560", "right": "issue:45685", "accept": false, - "reason": "Completely different bugs: Qwen3-vl video processing versus an MPS histogram kernel limitation." + "reason": "Qwen3-vl-embedding video failure and MPS histogram not implemented for Int are different backend/model issues." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "These describe the same underlying Transformers 5 custom-model initialization regression; one is just a more specific notebook report." }, { "left": "issue:44910", "right": "issue:46858", "accept": false, - "reason": "Different attention/cache bugs with different symptoms and code paths." + "reason": "Both involve attention/cache behavior, but the Qwen3.5 Flash Attention crash and the static-cache seq-length arithmetic bug are different." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "Importing GenerationMixin is unrelated to Qwen3Moe FP8 execution failures." + "reason": "GenerationMixin import error and Qwen3Moe FP8 failure are unrelated." }, { - "left": "issue:44683", - "right": "issue:46515", + "left": "issue:44560", + "right": "issue:44918", "accept": false, - "reason": "Compiled flex_attention on torch >= 2.9 is a distinct compatibility issue from a generic torch 2.4.1 incompatibility report." + "reason": "Different Qwen3.x failures: video StopIteration vs TRL SFT embedding unpacking." }, { - "left": "issue:44560", - "right": "issue:44918", + "left": "issue:44683", + "right": "issue:46515", "accept": false, - "reason": "Different models and failure points; these do not look like the same bug." + "reason": "torch >= 2.9 flex_attention compilation failure is not the same as torch 2.4.1 incompatibility." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Both involve attention/compile paths, but the concrete failures and models are different." + "reason": "Different models and paths: Bamba SDPA/torch.compile vs Qwen3.5 Flash Attention position_ids handling." }, { "left": "issue:42947", "right": "issue:47254", "accept": false, - "reason": "Related area, but not the same bug: ineffective checkpointing with LoRA versus a ZeRO-3 CheckpointError." + "reason": "Both mention PEFT and gradient checkpointing, but ineffective checkpointing and a ZeRO-3 CheckpointError are not the same bug." }, { "left": "issue:45812", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and are not the same concrete bug." + "reason": "Both are tokenizer regressions, but Granite token IDs and DeepSeek-Coder v1 incorrect output are distinct failures." }, { "left": "issue:45823", "right": "issue:46515", "accept": false, - "reason": "Device mismatch in Gemma4 PLE is unrelated to a broad torch version incompatibility report." + "reason": "Gemma4 device_map mismatch and torch 2.4.1 incompatibility are unrelated." }, { "left": "issue:44661", "right": "issue:45823", "accept": false, - "reason": "Different subsystems and symptoms; add-new-model-like validation logic does not match Gemma4 device placement." + "reason": "A tokenizer-mapping model-registration bug is not the same as a Gemma4 forward device mismatch." }, { "left": "issue:44560", "right": "issue:44805", "accept": false, - "reason": "Different models and unrelated indexing/shape failures." + "reason": "Qwen3-vl-embedding video StopIteration and a generic mask-shape IndexError are unrelated." }, { "left": "issue:38175", "right": "issue:43994", "accept": true, - "reason": "Same model family and same underlying SigLIP2 regression: one report surfaces zero probabilities, the other nonsensical outputs via AutoModel/pipeline." + "reason": "Same SigLIP2 regression: zero probabilities / nonsensical outputs for the same model, with 43994 being the broader report." }, { "left": "issue:44877", "right": "issue:45030", "accept": false, - "reason": "Both are config-loading problems, but they involve different models and different validation paths." + "reason": "Both are config-loading regressions, but they affect different model families and likely different validation paths." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "Both mention loading failures, but the Bert/ZeRO-3 index error is unrelated to tokenizer-mapping behavior." + "reason": "ZeRO-3 Bert initialization and TOKENIZER_MAPPING_NAMES model-registration failure are unrelated." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "Different root causes and code paths; not the same underlying bug." - }, - { - "left": "issue:42491", - "right": "issue:43720", - "accept": false, - "reason": "These are unrelated failures affecting different model stacks and loading mechanisms." + "reason": "A Bert ZeRO-3 index error is not the same as the add-new-model-like tokenizer-mapping bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays appropriately conservative. The two accepted duplicate pairs are well supported by the titles and descriptions: Transformers 5.0 custom-model initialization (43645/43646) and SigLIP2 output regression (38175/43994). The remaining soft-edge rejections are phrased cautiously and do not overstate evidence." + "feedback": "The cluster summary is grounded in the packet: it treats most cross-model/back-end matches conservatively as non-duplicates, and it only elevates the two supported duplicate pairs (43645/43646 and 38175/43994). The canonical issue choice is reasonable and the writeup does not overclaim broader equivalence beyond the evidence shown." }, "evaluator_used": true, "retried": false, @@ -2228,6 +2262,7 @@ "issue:43644", "issue:43645", "issue:43708", + "issue:43720", "issue:43854", "issue:43856", "issue:43873", @@ -2262,259 +2297,250 @@ "issue:46468", "issue:46512", "issue:46846", - "issue:46897", - "issue:46899", - "issue:46901" + "issue:46899" ], "soft_pairs": [ "issue:45672|issue:46899", "issue:44661|issue:44805", + "issue:42491|issue:43720", "issue:43632|issue:45834", "issue:43317|issue:44756", "issue:38175|issue:39692", - "issue:43644|issue:44534", "issue:41720|issue:42915", + "issue:43644|issue:44534", "issue:42915|issue:44756", "issue:42491|issue:45276", "issue:44960|issue:44977", "issue:44451|issue:44488", "issue:44863|issue:46846", "issue:45313|issue:45357", - "issue:45507|issue:46468", "issue:46459|issue:46512", + "issue:45507|issue:46468", "issue:43644|issue:43645", "issue:44488|issue:44991", - "issue:43257|issue:43854", "issue:39692|issue:43994", + "issue:43257|issue:43854", "issue:43856|issue:43873", "issue:42491|issue:45292", "issue:42491|issue:45335", "issue:43854|issue:43931", - "issue:43708|issue:44075", "issue:43856|issue:44387", + "issue:43708|issue:44075", "issue:44960|issue:46050", "issue:44164|issue:44291", - "issue:45276|issue:45335", - "issue:45488|issue:45812", - "issue:46897|issue:46901" + "issue:45488|issue:45812" ], - "prepared_review_unit_hash": "7b5dce5c09a2946a4a9493347acedbc381f13f4ea196a2079b06787817848212", + "prepared_review_unit_hash": "672e255dac713a24e8bfb9adc0fff509c50038c5605eb6d56b6a517446560c3e", "component_budget": { "node_count": 520, "item_count": 520, - "soft_pair_count": 1916, - "serialized_chars": 993437, - "estimated_input_tokens": 248360, - "estimated_eval_tokens": 496976 + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36593, - "estimated_input_tokens": 9149, - "estimated_eval_tokens": 18554 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35742, + "estimated_input_tokens": 8936, + "estimated_eval_tokens": 18128 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous. The only strong duplicate-like pair is the Transformers v5 non-persistent-buffer corruption report, where 43644 appears to be the earliest matching report and 44534 the cleaner broader-title duplicate. The rest are related by model family or theme but do not look like the same concrete bug.", - "confidence": 0.88, - "canonical_issue_reason": "issue:43644 is the earliest matching report for the Transformers v5 non-persistent-buffer junk-fill regression, so it is the best canonical issue candidate.", + "summary": "Mostly a loose topical cluster of Transformers/v5, Qwen, Gemma, and tokenizer/loading regressions rather than one duplicate set. I only found one clear duplicate pair: the non-persistent buffer junk regression in Transformers 5.0.0.", + "confidence": 0.81, + "canonical_issue_reason": "issue:43644 is the cleanest canonical issue because it states a concrete, self-contained Transformers 5.0.0 regression and has an essentially identical duplicate in issue:44534.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44534 is the cleanest representative title for the same buffer-corruption regression and states the problem in broader v5 terms.", + "best_issue_reason": "issue:43644 is the best global triage anchor: it is precise, reproducible, and represents the only exact duplicate pair among the provided issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45672", "right": "issue:46899", "accept": false, - "reason": "Both are Gemma4 4-bit multimodal issues, but one is about uint8/torch.finfo casting in audio modules and the other is a broader processing breakage; not the same defect." + "reason": "Both are Gemma4 4-bit multimodal quantization failures, but one is a uint8/torch.finfo TypeError in audio modules and the other is a broader unsafe dtype cast in embedders; not clearly the same code-path bug." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "Tokenizer-mapping-name handling and an IndexError mask/tensor shape mismatch are different failures." + "reason": "Unrelated failures: one is an add-new-model-like tokenizer-mapping bug, the other is an attention/mask shape IndexError." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Both involve Qwen3/Qwen3-MoE loading, but one is a LoRA compatibility regression and the other is BitNet packed-weight unpacking during accelerate loading; different bugs." }, { "left": "issue:43632", "right": "issue:45834", "accept": false, - "reason": "_is_hf_initialized / Transformers v5 initialization-flag regression is unrelated to Kosmos2.5 OCR length/index errors." + "reason": "Different subsystems and symptoms: _is_hf_initialized flag breakage versus a Kosmos2.5 long-OCR index error." }, { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "Both involve loading/offload/memory, but one is dequantized model loading with device_map and the other is Strix Halo mmap OOM; different root causes." + "reason": "Both mention loading/offload/memory, but one is dequantized model offload on gpu+cpu and the other is disabling mmap on Strix Halo OOM; not the same underlying change." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "Same model family, but unexpected zero probabilities and a broken docs example with processor mismatch/quantization failure are not the same bug." - }, - { - "left": "issue:43644", - "right": "issue:44534", - "accept": true, - "reason": "These describe the same Transformers v5 non-persistent-buffer junk-fill regression; the titles are nearly identical and point to the same code-path bug." + "reason": "Same model family, but one reports zero probabilities while the other is a broken documentation example with model/processor mismatch and quantization errors; too different to merge." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Both involve Qwen3/Qwen3MoE, but cudaErrorAssert on device mapping and FineGrainedFP8Config failure are different issues." + "reason": "Both are Qwen3-related, but one is auto device-map cuda assert and the other is FineGrainedFP8Config failure; different failure modes." }, { - "left": "issue:42915", + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Near-identical reports of Transformers 5.0.0 filling non-persistent buffers with junk; same regression, just title wording differs." + }, + { + "left": "issue:42915", "right": "issue:44756", "accept": false, - "reason": "Qwen3MoE FP8 config failure is unrelated to mmap/Strix Halo OOM." + "reason": "Qwen3Moe FP8 config failure and Strix Halo mmap OOM are unrelated issues." }, { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "Qwen3 MoE LoRA incompatibility and Gemma4 resize_token_embeddings output issues are different bugs." + "reason": "Different models and code paths: Qwen3 MoE LoRA loading versus Gemma4 resize_token_embeddings behavior." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "GLM5 and Qwen3.5 flash-attention generation failure are unrelated." + "reason": "GLM5 and Qwen3.5 flash-attention generation are unrelated model-specific bugs." }, { "left": "issue:44451", "right": "issue:44488", "accept": false, - "reason": "Both are model-load failures for different repos, but there is no evidence of the same concrete loader bug." + "reason": "Similar load failure phrasing, but these are different models; no evidence of the same concrete root cause." }, { "left": "issue:44863", "right": "issue:46846", "accept": false, - "reason": "NemotronH checkpoint loading and Qwen3.5 TP-plan linear_attn OOM/shape errors are different defects." + "reason": "NemotronH checkpoint loading and Qwen3.5 TP-plan linear_attn/OOM are distinct bugs." }, { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "ZeRO-3 weight loading for language_model and incorrect visual-encoder keys on save_pretrained are different code paths." + "reason": "Both concern Qwen3.5, but one is ZeRO-3 weight loading and the other is incorrect save_pretrained visual encoder keys." }, { - "left": "issue:45507", - "right": "issue:46468", + "left": "issue:46459", + "right": "issue:46512", "accept": false, - "reason": "GraniteMoEHybrid invalid method and broken Nemotron example are different model-specific failures." + "reason": "Both involve dtype handling, but one is loading composite checkpoints with ignored dtype and the other is from_config(dtype=...) leaving config stale; related theme, not same bug." }, { - "left": "issue:46459", - "right": "issue:46512", + "left": "issue:45507", + "right": "issue:46468", "accept": false, - "reason": "Both are dtype-related, but one ignores dtype on composite checkpoint load and the other leaves config.dtype stale after from_config." + "reason": "GraniteMoEHybrid invalid method call and the Nemotron example failure are unrelated." }, { "left": "issue:43644", "right": "issue:43645", "accept": false, - "reason": "Both are v5 regressions, but buffer junk on load and custom-model notebook initialization are separate issues." + "reason": "Both are Transformers 5.0.0 regressions, but one is non-persistent buffers filled with junk and the other is Jupyter/custom-model initialization breakage." }, { "left": "issue:44488", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer/model loading regressions, but they affect different models and no shared failure mode is shown." + "reason": "Both are tokenizer-loading regressions, but they affect different models and likely different tokenizer paths; insufficient evidence they are the same bug." }, { - "left": "issue:43257", - "right": "issue:43854", + "left": "issue:39692", + "right": "issue:43994", "accept": false, - "reason": "Qwen3 MoE accelerate/deepspeed conversion and GLM-4.7-Flash unit-test loading failure are unrelated." + "reason": "Both mention SigLIP2, but one is a broken docs example and the other is bad outputs with AutoModel/pipeline; not clearly the same concrete defect." }, { - "left": "issue:39692", - "right": "issue:43994", + "left": "issue:43257", + "right": "issue:43854", "accept": false, - "reason": "Same SigLIP2 family, but docs-example failures and nonsensical AutoModel/pipeline outputs are not proven to be the same underlying bug." + "reason": "Qwen3 MoE accelerate+deepspeed weight conversion and GLM-4.7-Flash test loading are different issues." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "Qwen3 MoE training memory inefficiency is not the same as quantization offloading not working." + "reason": "One is Qwen3 MoE training memory usage, the other is quantization offloading behavior; too broad to treat as duplicate." }, { "left": "issue:42491", "right": "issue:45292", "accept": false, - "reason": "LoRA/quantization compatibility and resize_token_embeddings not updating output embeddings are different bugs." + "reason": "LoRA compatibility for Qwen3 MoE and resize_token_embeddings behavior are unrelated." }, { "left": "issue:42491", "right": "issue:45335", "accept": false, - "reason": "Different model families and affected paths; not a duplicate." + "reason": "Same Qwen3 cluster, but one is a Qwen3 MoE loading regression and the other is a t5gemma embedding resize bug." }, { "left": "issue:43854", "right": "issue:43931", "accept": false, - "reason": "GLM-4.7-Flash unit-test loading and Qwen3-VL weight-shape mismatch are different load failures." + "reason": "Different model families and failures: GLM-4.7-Flash load issue versus Qwen3-VL shape mismatch." }, { - "left": "issue:43708", - "right": "issue:44075", + "left": "issue:43856", + "right": "issue:44387", "accept": false, - "reason": "Trainer checkpoint-resumption math and SGD argument handling are unrelated." + "reason": "Qwen3 MoE training memory usage is unrelated to the Transformers 5.x int4 CUDA reserved-memory/OOM regression." }, { - "left": "issue:43856", - "right": "issue:44387", + "left": "issue:43708", + "right": "issue:44075", "accept": false, - "reason": "Both mention memory/OOM, but one is Qwen3 MoE training efficiency and the other is int4 reserved-memory growth; different bugs." + "reason": "Trainer resume/max_steps logic and SGD argument handling are different code paths." }, { "left": "issue:44960", "right": "issue:46050", "accept": false, - "reason": "GLM5 and sinq save/load breakage are unrelated." + "reason": "GLM5 loading and sinq save/load corruption are separate issues." }, { "left": "issue:44164", "right": "issue:44291", "accept": false, - "reason": "Extra_state serialization and _is_hf_initialized / init_empty_weights are different loader regressions." - }, - { - "left": "issue:45276", - "right": "issue:45335", - "accept": false, - "reason": "Both are resize_token_embeddings regressions, but they hit different model implementations and attributes; not enough evidence of one shared bug." + "reason": "Both are loading/saving-related, but one is extra_state handling and the other is unexpected _is_hf_initialized argument in init_empty_weights; not the same bug." }, { "left": "issue:45488", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions in v5, but one is a LlamaTokenizer pre-tokenizer override and the other is Granite AutoTokenizer token-ID corruption." - }, - { - "left": "issue:46897", - "right": "issue:46901", - "accept": false, - "reason": "Both describe a training-loss double-shift symptom, but they are different model implementations with no evidence of the same code change." + "reason": "Both are tokenizer regressions, but one is LlamaTokenizer overriding ByteLevel with Metaspace for DeepSeek and the other is wrong token IDs for Granite models; different root causes." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The summary is mostly grounded, but it overstates the evidence in a few places. In particular, calling issue:43644 a \"confirmed duplicate bug\" is not supported by the packet; the packet only shows two nearly identical issue titles and relative timing. Please downgrade that to a cautious wording like \"earliest matching report\" or \"likely duplicate.\" " + "accept": true, + "feedback": "The analysis is well grounded in the packet. The one accepted duplicate pair, issue:43644 and issue:44534, is strongly supported by the nearly identical titles and the soft-match signal. The other soft-edge verdicts are conservative and avoid overclaiming sameness when the evidence only shows topical similarity. Minor wording like \"precise, reproducible\" is a bit stronger than the packet directly proves, but not enough to undermine the overall conclusion." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -2544,7 +2570,6 @@ "issue:43425", "issue:43454", "issue:43828", - "issue:43854", "issue:43873", "issue:43957", "issue:44079", @@ -2563,7 +2588,6 @@ "issue:44912", "issue:44928", "issue:44960", - "issue:45216", "issue:45276", "issue:45292", "issue:45335", @@ -2579,22 +2603,26 @@ "issue:45859", "issue:46326", "issue:46468", - "issue:46829" + "issue:46829", + "issue:46897", + "issue:46901" ], "soft_pairs": [ + "issue:46897|issue:46901", + "issue:45276|issue:45335", "issue:45362|issue:45406", - "issue:44402|issue:44488", "issue:43425|issue:43957", - "issue:39692|issue:44960", - "issue:44910|issue:45588", + "issue:44402|issue:44488", "issue:44291|issue:44756", - "issue:45663|issue:45759", + "issue:44910|issue:45588", "issue:41720|issue:44155", + "issue:45663|issue:45759", + "issue:39692|issue:44960", "issue:43404|issue:43454", - "issue:42947|issue:45704", "issue:43873|issue:44387", - "issue:44079|issue:46829", + "issue:42947|issue:45704", "issue:45663|issue:45859", + "issue:44079|issue:46829", "issue:44292|issue:44912", "issue:36010|issue:39404", "issue:43957|issue:44756", @@ -2602,231 +2630,229 @@ "issue:43335|issue:45663", "issue:44387|issue:44756", "issue:44863|issue:46468", - "issue:45276|issue:45292", "issue:44479|issue:44877", + "issue:45276|issue:45292", "issue:43381|issue:44928", "issue:44164|issue:44756", "issue:42796|issue:46326", "issue:45588|issue:45663", "issue:45684|issue:45698", - "issue:43854|issue:45216", - "issue:45292|issue:45335", "issue:43828|issue:43957" ], - "prepared_review_unit_hash": "f2c0816cf00da3d8c8a8ecf6871da9ad55bbbffb82cab9739e29861a77b143ba", + "prepared_review_unit_hash": "3bbd11d6baedc6948b605c21ce615f6ea922a24bedf4f1354137ab2158d0e0cc", "component_budget": { "node_count": 520, "item_count": 520, - "soft_pair_count": 1916, - "serialized_chars": 993437, - "estimated_input_tokens": 248360, - "estimated_eval_tokens": 496976 + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36782, - "estimated_input_tokens": 9196, - "estimated_eval_tokens": 18648 + "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": "Mostly a heterogeneous set of unrelated Transformers bugs. The only clear duplicate-like cluster is the resize_token_embeddings regression around output embeddings; the rest are similar at the subsystem level but not the same concrete bug.", - "confidence": 0.85, - "canonical_issue_reason": "issue:45276 is the broadest and most complete report of the resize_token_embeddings propagation bug, covering both output_embeddings and embed_tokens_per_layer; it best represents the duplicate cluster centered on this failure mode.", + "summary": "These reports are mostly unrelated model- or feature-specific bugs. The only soft edge that looks like the same underlying issue is the resize_token_embeddings/output_embeddings regression pair; the rest are too model-specific or describe different code paths despite superficial similarity.", + "confidence": 0.87, + "canonical_issue_reason": "issue:45292 is the cleanest, most general statement of the shared resize_token_embeddings/output_embeddings bug; issue:45276 reads like the Gemma4-specific instance of the same problem.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45276 is the strongest issue candidate overall because it describes the shared API regression most completely and cleanly, making it the best representative of the only solid duplicate group in this set.", + "best_issue_reason": "issue:45292 is the best representative issue because it states the core regression without extra model-specific noise and can subsume the narrower Gemma4 report.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45362", - "right": "issue:45406", + "left": "issue:46897", + "right": "issue:46901", "accept": false, - "reason": "Different model families and different code paths: Qwen3.5 chat crash vs Gemma4 processor missing _tokenizer." + "reason": "Both mention training-loss double-shift, but they target different models and likely different implementations; similar symptom pattern is not enough to treat as the same bug." }, { - "left": "issue:44402", - "right": "issue:44488", + "left": "issue:45276", + "right": "issue:45335", + "accept": false, + "reason": "Both are about resize_token_embeddings not updating downstream embeddings, but they affect different model families and different internal fields; too little evidence they are the same code-path bug." + }, + { + "left": "issue:45362", + "right": "issue:45406", "accept": false, - "reason": "Both are loading/tokenizer-related, but they describe different models and different symptoms, not the same underlying bug." + "reason": "Different failures in different components: chat crashes for Qwen3.5 vs Gemma4Processor missing _tokenizer in serve." }, { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "One is a torch version compatibility complaint; the other is a meta-device model-loading bug. Too different to merge." + "reason": "One is Torch 2.10 incompatibility; the other is a meta-device loading regression affecting some models on Transformers 5.x. Different issues and fixes." }, { - "left": "issue:39692", - "right": "issue:44960", + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer vocab-size mismatch and a model-loading failure for a specific checkpoint are not the same underlying bug." + }, + { + "left": "issue:44291", + "right": "issue:44756", "accept": false, - "reason": "Unrelated issues: SigLIP2 docs/example errors versus a generic GLM5 report." + "reason": "init_empty_weights argument handling and disabling mmap on Strix Halo are unrelated." }, { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "Both touch flash attention, but one is a packed-sequence position_ids crash and the other is an s_aux=None AttributeError for sink-less models." + "reason": "Both touch flash_attention.py, but one is a 3D position_ids misinterpretation and the other is an s_aux=None AttributeError; different concrete bugs." }, { - "left": "issue:44291", - "right": "issue:44756", + "left": "issue:41720", + "right": "issue:44155", "accept": false, - "reason": "Unexpected _is_hf_initialized argument during init_empty_weights is unrelated to mmap OOM behavior on Strix Halo." + "reason": "Qwen auto device-map CUDA assert and AudioFlamingo3 batch leakage are unrelated." }, { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "Different architectures and failures: Gemma4 FSDP2 shared_kv_states bug vs Qwen multimodal text_config unwrapping." + "reason": "Gemma4 FSDP2 shared_kv_states issue and Qwen multimodal config unwrapping are different code paths." }, { - "left": "issue:41720", - "right": "issue:44155", + "left": "issue:39692", + "right": "issue:44960", "accept": false, - "reason": "Qwen3 device-mapping cudaErrorAssert and AudioFlamingo3 token leak are unrelated bugs." + "reason": "SigLIP2 documentation-example mistakes are not the same as the GLM5 issue." }, { "left": "issue:43404", "right": "issue:43454", "accept": false, - "reason": "Both involve lm_head tying, but they affect different model classes and likely require separate fixes." - }, - { - "left": "issue:42947", - "right": "issue:45704", - "accept": false, - "reason": "Gradient checkpointing with LoRA and an apex RMSNorm memory leak are different problems." + "reason": "Both mention lm_head tying, but they are model-specific omissions in different architectures; not enough to merge as one bug." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Both mention quantization/memory, but one is offloading behavior and the other is reserved-memory OOM in int4; not the same bug." + "reason": "Quantization/offloading behavior and CUDA reserved-memory OOM under int4 are related only broadly; they are different symptoms and likely different fixes." }, { - "left": "issue:44079", - "right": "issue:46829", + "left": "issue:42947", + "right": "issue:45704", "accept": false, - "reason": "ModelOutput key assignment bug is not the same as VideoPrism returning last_hidden_state in hidden_states." + "reason": "Gradient checkpointing with PEFT LoRA and an apex RMSNorm memory leak are unrelated." }, { "left": "issue:45663", "right": "issue:45859", "accept": false, - "reason": "Gemma4 FSDP2 and Qwen3.5 CPU-offload rotary embedding are separate model-specific issues." + "reason": "FSDP2 shared_kv_states and CPU-offload incompatibility in Qwen3_5Moe rotary embedding are separate bugs." + }, + { + "left": "issue:44079", + "right": "issue:46829", + "accept": false, + "reason": "ModelOutput key assignment semantics and VideoPrism output-field misassignment are not the same bug." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Different quantization formats and failure modes: NVFP4 runtime error vs MXFP4 fallback to bf16." + "reason": "Both involve quantization loading, but they concern different models and different failures (NVFP4 run error vs MXFP4 fallback to bf16)." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "ImportError for GenerationMixin and Whisper pipeline return_language regression are unrelated." + "reason": "GenerationMixin import failure and Whisper return_language pipeline regression are unrelated." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "Meta-device loading breakage and Strix Halo mmap OOM are different memory/loading issues." + "reason": "Meta-device loading regression and mmap-related OOM are different problems." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "AudioFlamingo3 batched inference leak is unrelated to Gemma4 device_map mismatch." + "reason": "AudioFlamingo3 track leakage and Gemma4 PLE device mismatch are unrelated." }, { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "SwitchTransformers sparse-layer creation bug is unrelated to Gemma4 FSDP2 KeyError." + "reason": "Sparse-layer creation in SwitchTransformersConfig and Gemma4 FSDP2 attention state rebuilding are different issues." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "Int4 reserved-memory OOM and mmap disabling on Strix Halo are different memory-management problems." + "reason": "Int4 reserved-memory OOM and disabling mmap on Strix Halo are not the same underlying bug." }, { "left": "issue:44863", "right": "issue:46468", "accept": false, - "reason": "NemotronH checkpoint loading failure and broken Nemotron example are related in theme but not the same concrete bug." - }, - { - "left": "issue:45276", - "right": "issue:45292", - "accept": true, - "reason": "Same underlying resize_token_embeddings regression: output embeddings are not updated; 45276 is the broader report and 45292 is a narrower duplicate." + "reason": "NemotronH checkpoint loading and an official Nemotron example being broken are too different to merge." }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Video-input regression for Qwen VL models and strict granite_speech config loading are unrelated." + "reason": "Video-input regression for Qwen VL models and strict config blocking granite_speech loading are unrelated." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Both report resize_token_embeddings failing to propagate to output embeddings; 45276 is a model-specific manifestation of the same underlying bug described more generally in 45292." }, { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Gradient checkpointing in eval mode and Qwen3.5 RLHF NaN/SDPA fallback are distinct issues." + "reason": "Eval-mode gradient-checkpointing limitation and RLHF NaNs from 3D position_ids forcing a fallback are different failures." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "save/from_pretrained extra_state handling is unrelated to mmap OOM on Strix Halo." + "reason": "save/from_pretrained extra_state handling and Strix Halo mmap OOM are unrelated." }, { "left": "issue:42796", "right": "issue:46326", "accept": false, - "reason": "Both are tokenizer-related, but BPE-marker handling and continue_final_message behavior are different bugs." + "reason": "Tokenizer BPE-marker handling and continue_final_message behavior for mistral_common are different tokenizer bugs." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "flash_attention.py s_aux=None crash and Gemma4 FSDP2 shared_kv_states KeyError are unrelated." + "reason": "flash_attention.py s_aux=None crash and Gemma4 FSDP2 shared_kv_states rebuilding are unrelated." }, { "left": "issue:45684", "right": "issue:45698", "accept": false, - "reason": "One is a permissions propagation issue; the other is loading the wrong custom module after save_pretrained." - }, - { - "left": "issue:43854", - "right": "issue:45216", - "accept": false, - "reason": "Unable to load a specific model in tests and a Qwen3.5 save_pretrained regression are different save/load problems." - }, - { - "left": "issue:45292", - "right": "issue:45335", - "accept": false, - "reason": "Same surface API, but different model families and target submodules; not enough evidence for one shared underlying bug." + "reason": "One is file-permission propagation during save_pretrained; the other is wrong custom-module reloading after save_pretrained. Related area, but not the same bug." }, { "left": "issue:43828", "right": "issue:43957", "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to meta-device model loading failures." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE and meta-device loading failures are different code paths." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet and stays conservative. The only clearly duplicate-like cluster is the resize_token_embeddings regression around 45276/45292, and the remaining soft-edge rejections do not overstate shared evidence. No mergeability problems are present since this is an issue-only cluster." + "feedback": "The analysis is grounded in the packet and stays conservative. The only accepted soft edge, issue:45276 vs issue:45292, is plausibly the same resize_token_embeddings/output_embeddings bug, with 45276 as a narrower Gemma4-specific instance. The other pairwise rejections are appropriately cautious and do not overclaim shared root cause from symptom similarity alone." }, "evaluator_used": true, "retried": false, @@ -2857,7 +2883,7 @@ "issue:43708", "issue:43716", "issue:43828", - "issue:43856", + "issue:43854", "issue:43901", "issue:43906", "issue:43994", @@ -2879,7 +2905,9 @@ "issue:44991", "issue:45081", "issue:45084", - "issue:45479", + "issue:45216", + "issue:45292", + "issue:45335", "issue:45701", "issue:45759", "issue:45812", @@ -2889,281 +2917,262 @@ "issue:46326", "issue:46491", "issue:46665", - "issue:46821", "issue:46869", "issue:46894", - "issue:46899", "issue:46901", "issue:47228" ], "soft_pairs": [ "issue:43645|issue:44164", + "issue:43854|issue:45216", "issue:43425|issue:47228", + "issue:45292|issue:45335", "issue:44589|issue:44756", - "issue:44402|issue:44451", - "issue:43646|issue:43708", "issue:46894|issue:46901", + "issue:43646|issue:43708", + "issue:44402|issue:44451", "issue:43425|issue:43828", "issue:46315|issue:46491", "issue:45812|issue:46315", "issue:44530|issue:45084", "issue:39404|issue:45701", - "issue:43611|issue:43645", "issue:43425|issue:46869", + "issue:43611|issue:43645", "issue:44683|issue:45823", - "issue:39404|issue:46665", "issue:43425|issue:43716", + "issue:39404|issue:46665", "issue:44479|issue:44805", "issue:44589|issue:45084", "issue:43901|issue:44509", "issue:43994|issue:44079", - "issue:36032|issue:43452", "issue:44164|issue:45759", + "issue:36032|issue:43452", "issue:43906|issue:44530", "issue:44265|issue:44898", "issue:46050|issue:46326", - "issue:43906|issue:46326", "issue:44991|issue:45081", + "issue:43906|issue:46326", "issue:44671|issue:44991", - "issue:39404|issue:44912", - "issue:45823|issue:46899", - "issue:45479|issue:46894", - "issue:44164|issue:46821", - "issue:43856|issue:44756" + "issue:39404|issue:44912" ], - "prepared_review_unit_hash": "b1bfcd0caf2fe77e131b137efc8e7b33251ee9300cddcb32581b08527e7f16d5", + "prepared_review_unit_hash": "8f0626751a4070e06fb4b62bf92a1bdd5f6579f9f3e02b18a4751a72183b80ac", "component_budget": { "node_count": 520, "item_count": 520, - "soft_pair_count": 1916, - "serialized_chars": 993437, - "estimated_input_tokens": 248360, - "estimated_eval_tokens": 496976 + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37791, - "estimated_input_tokens": 9448, - "estimated_eval_tokens": 19152 + "soft_pair_count": 31, + "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 set is heterogeneous and the soft edges are mostly broad topical similarities rather than true duplicates. I would not merge any of the proposed pairs; the closest matches are still model-specific or bug-class-level, not the same concrete issue.", - "confidence": 0.67, - "canonical_issue_reason": "If forced to pick one representative issue for this mixed regression cluster, issue:45812 is the strongest exemplar: it is a concrete, high-impact v4\u2192v5 tokenizer regression with a broad user-facing effect.", + "summary": "Most candidates are unrelated. I only see two soft-duplicate pairs that plausibly describe the same underlying bug: the resize_token_embeddings / tied-embeddings regression, and the training-loss double-shift regression across two model families.", + "confidence": 0.73, + "canonical_issue_reason": "issue:45292 is the broadest and clearest description of the resize_token_embeddings regression; issue:45335 looks like a T5Gemma-specific instance of the same tied-embedding problem.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45812 is the best single issue to anchor on because it describes a clear core-library regression in tokenizer output, which is more central and reusable as a representative than the narrower model-specific reports.", + "best_issue_reason": "issue:45292 is the strongest representative issue in this set: it states the core API regression cleanly and is more general than the model-specific variant.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43645", "right": "issue:44164", "accept": false, - "reason": "Both involve model-loading behavior, but one is about custom model initialization in notebooks and the other about save/from_pretrained handling of extra_state; different code paths and failure modes." + "reason": "Different bugs: one is custom model initialization in notebooks, the other is save/from_pretrained handling of extra_state." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Different failure modes and code paths: model-load correctness in unit tests vs a Qwen3.5 save_pretrained regression." }, { "left": "issue:43425", "right": "issue:47228", "accept": false, - "reason": "These are unrelated torch-version regressions: one is general Torch 2.10 incompatibility, the other is a Sam3 bf16 compilation issue." + "reason": "Both mention torch compatibility, but one is a generic Torch 2.10 incompatibility and the other is a specific Sam3 bf16 compilation regression." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying regression: resize_token_embeddings is not propagating to tied output/decoder embeddings; the second issue is just a T5Gemma-specific manifestation." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Different problems entirely: missing Float8 storage lookup versus disabling mmap to avoid OOM on Strix Halo." + "reason": "Unrelated: missing Float8 storage vs disabling mmap to avoid OOM on Strix Halo." }, { - "left": "issue:44402", - "right": "issue:44451", - "accept": false, - "reason": "Tokenizer vocab mismatch for a specific model is not the same as a model failing to load; the symptoms and likely fixes differ." + "left": "issue:46894", + "right": "issue:46901", + "accept": true, + "reason": "Both describe the same training-loss double-shift bug, where labels are effectively shifted twice and the model trains against labels[..., 1:]." }, { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Custom model initialization in v5 is unrelated to Trainer resume_from_checkpoint computing max_steps incorrectly." + "reason": "Different problems: custom model initialization broke in v5, while the other is about resume_from_checkpoint max_steps calculation." }, { - "left": "issue:46894", - "right": "issue:46901", + "left": "issue:44402", + "right": "issue:44451", "accept": false, - "reason": "Both describe training-loss shift bugs, but they affect different model families and do not clearly share the same underlying implementation path." + "reason": "The first is about tokenizer vocab inconsistencies; the second is a model loading failure for ScandiBERT, with no clear same-code-path evidence." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "A global Torch compatibility issue is not the same as an autocast dtype mismatch in a specific Phi model." + "reason": "Both are torch-related, but the concrete bugs differ: version incompatibility versus an autocast dtype mismatch in a specific model." }, { "left": "issue:46315", "right": "issue:46491", "accept": false, - "reason": "Performance regression in convert_tokens_to_ids is unrelated to a CodeLlama round-trip tokenization bug." + "reason": "One is a tokenizer performance regression, the other is a CodeLlama encode/decode leading-space correctness regression." }, { "left": "issue:45812", "right": "issue:46315", "accept": false, - "reason": "Wrong token IDs and slow conversion to IDs are different tokenizer issues: correctness versus performance." + "reason": "Wrong token IDs for Granite models is a correctness bug; convert_tokens_to_ids slowdown is a separate performance regression." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "PagedAttentionCache linear_attention crash and non-template-node compile failure are separate backend/compiler problems." + "reason": "Distinct issues: PagedAttentionCache linear_attention crash vs a compiler template-node type error." }, { "left": "issue:39404", "right": "issue:45701", "accept": false, - "reason": "Whisper pipeline return_language breakage is unrelated to a general tokenization behavior change in v5." + "reason": "Whisper return_language pipeline behavior and a general tokenization-version change are not the same bug." }, { - "left": "issue:43611", - "right": "issue:43645", + "left": "issue:43425", + "right": "issue:46869", "accept": false, - "reason": "base_model_prefix loading breakage is not the same as custom model initialization failures in notebooks." + "reason": "Both involve PyTorch-era regressions, but one is about Torch 2.10 compatibility and the other is YOLO device_map auto on multi-GPU." }, { - "left": "issue:43425", - "right": "issue:46869", + "left": "issue:43611", + "right": "issue:43645", "accept": false, - "reason": "Torch 2.10 incompatibility is a version-wide issue, while YOLO multi-GPU device-map failure is model/runtime specific." + "reason": "Base_model_prefix loading issues are different from notebook-defined custom model initialization failures." }, { "left": "issue:44683", "right": "issue:45823", "accept": false, - "reason": "Compiled flex_attention failures on newer torch versions are unrelated to Gemma4 PLE device placement mismatches." + "reason": "Different concrete problems: compiled flex_attention on torch>=2.9 vs Gemma4 PLE device mismatch with device_map=auto." }, { - "left": "issue:39404", - "right": "issue:46665", + "left": "issue:43425", + "right": "issue:43716", "accept": false, - "reason": "Whisper pipeline language return regression and from_pretrained-in-class inconsistency are different API behaviors." + "reason": "A generic torch incompatibility is not the same as the Mistral-3 image preprocessor dtype mismatch." }, { - "left": "issue:43425", - "right": "issue:43716", + "left": "issue:39404", + "right": "issue:46665", "accept": false, - "reason": "A torch compatibility report does not match a multimodal dtype mismatch in Mistral-3." + "reason": "Unrelated pipeline/Whisper issue versus inconsistent from_pretrained behavior inside Python classes." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "A Qwen video-input regression is not the same as a generic mask/tensor shape IndexError." + "reason": "Video-input regression for Qwen variants and a tensor mask shape mismatch are different code-path failures." }, { "left": "issue:44589", "right": "issue:45084", "accept": false, - "reason": "Float8 storage lookup failure and compile-time non-template-node errors are distinct low-level issues." + "reason": "Missing Float8 storage and compiler template-node errors are unrelated." }, { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "Both are docs-related, but they concern different removed/changed pipeline behaviors and do not point to one duplicate." + "reason": "Docs mentioning removed pipeline tasks is separate from the TextClassificationPipeline return_all_scores doc/behavior mismatch." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "Wrong model outputs and ModelOutput key assignment bugs are separate problems." + "reason": "Incorrect SigLIP2 outputs and ModelOutput key assignment behavior are distinct issues." }, { - "left": "issue:36032", - "right": "issue:43452", + "left": "issue:44164", + "right": "issue:45759", "accept": false, - "reason": "A tokenizer method-name conflict in T5 is not the same as gguf_file breaking AutoTokenizer/AutoModel loading." + "reason": "extra_state save/load handling is unrelated to from_config failing to unwrap text_config for composite Qwen configs." }, { - "left": "issue:44164", - "right": "issue:45759", + "left": "issue:36032", + "right": "issue:43452", "accept": false, - "reason": "extra_state save/load failure and composite-config unwrapping in from_config are different serialization/init paths." + "reason": "Tokenizer method-name conflict and gguf_file loading failures are different bugs." }, { "left": "issue:43906", "right": "issue:44530", "accept": false, - "reason": "An isolated reproduction of an older issue does not match the PagedAttentionCache linear_attention crash." + "reason": "An isolated reproduction of another issue is not the same as the PagedAttentionCache linear_attention crash." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "torch.export failures with torch_compilable_check are unrelated to Perceiver non-default-resolution interpolation failures." + "reason": "torch.export failures with torch_compilable_check and Perceiver non-default-resolution failures are unrelated." }, { "left": "issue:46050", "right": "issue:46326", "accept": false, - "reason": "Quantized save/load corruption is unrelated to continue_final_message behavior for mistral_common tokenizers." - }, - { - "left": "issue:43906", - "right": "issue:46326", - "accept": false, - "reason": "These share no concrete bug: one is a reproduction issue, the other is a tokenizer conversation-format regression." + "reason": "Quantized save/load breakage is separate from the mistral_common continue_final_message bug." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Both are tokenizer-loading regressions, but they affect different models and different failure points in the loading stack." + "reason": "Both are tokenizer-loading bugs, but they affect different model families and different failure points." }, { "left": "issue:44671", "right": "issue:44991", "accept": false, - "reason": "Incorrect CamemBERT masked LM predictions are not the same as failing to load EMBEDDIA/est-roberta tokenizers." + "reason": "CamemBERT masked-LM regression and EMBEDDIA/est-roberta tokenizer loading failure are not the same underlying defect." }, { "left": "issue:39404", "right": "issue:44912", "accept": false, "reason": "Whisper pipeline behavior and MXFP4 quantization fallback are unrelated." - }, - { - "left": "issue:45823", - "right": "issue:46899", - "accept": false, - "reason": "Gemma4 device-map placement and Gemma4 multimodal 4-bit dtype casting are distinct bugs in different parts of the forward path." - }, - { - "left": "issue:45479", - "right": "issue:46894", - "accept": false, - "reason": "A generic single-label loss degeneracy bug is not the same as CohereASR's double-shift training loss issue." - }, - { - "left": "issue:44164", - "right": "issue:46821", - "accept": false, - "reason": "save/from_pretrained extra_state handling is unrelated to TimesFM's window_size attribute error." - }, - { - "left": "issue:43856", - "right": "issue:44756", - "accept": false, - "reason": "MoE training memory inefficiency and mmap OOM avoidance are different optimization/runtime issues." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative. The two accepted soft-duplicate pairs are supported by the titles: resize_token_embeddings/output_embeddings vs decoder.embed_tokens, and the double-shift training-loss regressions. The negative verdicts also read as cautious and do not overclaim." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -3180,7 +3189,6 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-520", "nodes": [ - "issue:32090", "issue:34567", "issue:36032", "issue:39404", @@ -3192,10 +3200,7 @@ "issue:43299", "issue:43404", "issue:43421", - "issue:43452", - "issue:43482", "issue:43541", - "issue:43582", "issue:43596", "issue:43611", "issue:43632", @@ -3204,263 +3209,268 @@ "issue:43645", "issue:43646", "issue:43716", + "issue:43856", "issue:43931", - "issue:44206", - "issue:44220", + "issue:44164", "issue:44451", "issue:44462", "issue:44488", "issue:44530", "issue:44661", + "issue:44671", "issue:44683", "issue:44737", + "issue:44756", "issue:44987", - "issue:44991", "issue:45081", "issue:45084", "issue:45479", + "issue:45823", "issue:45859", "issue:46178", "issue:46285", "issue:46326", "issue:46402", "issue:46489", + "issue:46821", + "issue:46894", "issue:46897", + "issue:46899", "issue:47050" ], "soft_pairs": [ + "issue:45823|issue:46899", + "issue:44164|issue:46821", + "issue:45479|issue:46894", + "issue:43856|issue:44756", "issue:43596|issue:44683", "issue:44488|issue:44987", - "issue:45479|issue:46897", - "issue:44488|issue:45081", "issue:43632|issue:47050", - "issue:43299|issue:43931", + "issue:44488|issue:45081", + "issue:45479|issue:46897", + "issue:43299|issue:43931", "issue:36032|issue:42915", "issue:43611|issue:43644", - "issue:44462|issue:46489", "issue:42796|issue:43404", - "issue:46285|issue:46402", + "issue:44462|issue:46489", "issue:43716|issue:45084", + "issue:46285|issue:46402", "issue:44661|issue:44683", - "issue:32090|issue:39404", - "issue:44451|issue:44987", - "issue:43643|issue:44530", + "issue:39404|issue:44671", "issue:43541|issue:45084", + "issue:44451|issue:44987", "issue:42915|issue:44530", + "issue:43643|issue:44530", "issue:40990|issue:43421", "issue:44737|issue:45859", "issue:34567|issue:40444", - "issue:43644|issue:43646", "issue:40444|issue:46326", - "issue:42175|issue:46178", + "issue:43644|issue:43646", "issue:36032|issue:43645", - "issue:44206|issue:44220", - "issue:43582|issue:43632", - "issue:44987|issue:44991", - "issue:43452|issue:43482" + "issue:42175|issue:46178" ], - "prepared_review_unit_hash": "eed3f5dad3cccb8ff5423fa569a6931f5df117463c5e166f75dd104e151d19b4", + "prepared_review_unit_hash": "9fdb0f8edd90632ab40287e86ea64290ea1206db868cfb4b3e6c6a65dc68317c", "component_budget": { "node_count": 520, "item_count": 520, - "soft_pair_count": 1916, - "serialized_chars": 993437, - "estimated_input_tokens": 248360, - "estimated_eval_tokens": 496976 + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 35983, - "estimated_input_tokens": 8996, - "estimated_eval_tokens": 18248 + "serialized_chars": 36498, + "estimated_input_tokens": 9125, + "estimated_eval_tokens": 18506 }, "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 regressions (loading, tokenizers, audio, model init, dtype/device issues). I found no strong duplicate pairings from the soft edges.", - "confidence": 0.72, - "canonical_issue_reason": "issue:43611 is the best anchor because it states a broad, concrete Transformers v5 loading regression and is more representative than the highly model-specific reports in the cluster.", + "summary": "The cluster is a loose set of unrelated transformer issues connected only by soft title similarity; they span tokenizers, model loading, initialization, quantization, backend/package, and training bugs. None of the soft pairs look like true duplicates or mergeable into one fix.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43611 is the most useful global representative: clear, specific, and broad enough to serve as the cluster\u2019s canonical loading-regression issue.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45823", + "right": "issue:46899", + "accept": false, + "reason": "Both are multimodal dtype/device problems, but they affect different models and code paths (Gemma4 PLE forward vs multimodal embedders in 4-bit quantization)." + }, + { + "left": "issue:44164", + "right": "issue:46821", + "accept": false, + "reason": "Save/from_pretrained extra_state handling is unrelated to TimesFM's missing window_size attribute error." + }, + { + "left": "issue:45479", + "right": "issue:46894", + "accept": false, + "reason": "Zero-loss single-label classification is a different training bug from CohereASR's double-shift loss issue." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3 MoE training memory usage and Strix Halo mmap OOM are different performance/runtime problems." + }, { "left": "issue:43596", "right": "issue:44683", "accept": false, - "reason": "Different failures in different code paths: DeepSpeed/BertModel index error vs torch>=2.9 flex_attention compilation." + "reason": "Deepspeed ZeRO3 BertModel init crash is unrelated to compiled flex_attention failing on torch >= 2.9." }, { "left": "issue:44488", "right": "issue:44987", "accept": false, - "reason": "Both are load failures, but one is tokenizer resolution for a repo model and the other is a specific model-loading regression for physical-intelligence/fast; not the same bug." + "reason": "Both are load failures, but for different repositories and failure modes; not the same underlying bug." }, { - "left": "issue:45479", - "right": "issue:46897", + "left": "issue:43632", + "right": "issue:47050", "accept": false, - "reason": "Different loss bugs in different models/tasks; the Florence2/Moonshine pattern is not the same as the single-label classification zero-loss issue." + "reason": "_is_hf_initialized flag regression is unrelated to fp16 ONNX attention dtype mismatch in CanineModel." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "Tokenizer loading issue vs a Mistral regex patch crash; same general area, different underlying problem." + "reason": "AutoTokenizer loading a specific repo is unrelated to Mistral regex patch crashing on backend_tokenizer access." }, { - "left": "issue:43632", - "right": "issue:47050", + "left": "issue:45479", + "right": "issue:46897", "accept": false, - "reason": "Unrelated: HF init flag regression vs Canine ONNX attention dtype mismatch." + "reason": "These are distinct loss bugs in different model families and are not the same concrete fix." }, { "left": "issue:43299", "right": "issue:43931", "accept": false, - "reason": "Both involve Qwen-VL loading, but the reported failures differ: one is a v5 dev regression, the other is a weight-shape mismatch." + "reason": "Both concern Qwen3-VL loading, but one is a broad v5 regression and the other is a specific weight-shape mismatch; too different to merge." }, { "left": "issue:36032", "right": "issue:42915", "accept": false, - "reason": "T5 tokenizer method conflict vs Qwen3Moe FP8 config failure; unrelated." + "reason": "Tokenizer method-name conflict and Qwen3Moe FP8 config failure are unrelated." }, { "left": "issue:43611", "right": "issue:43644", "accept": false, - "reason": "Both are v5 regressions, but one is model loading with base_model_prefix and the other is non-persistent buffer initialization; different bugs." + "reason": "base_model_prefix loading breakage and non-persistent buffer junk are separate v5 regressions with different code paths." + }, + { + "left": "issue:42796", + "right": "issue:43404", + "accept": false, + "reason": "Tokenizer BPE marker handling and Mistral3 lm_head tying are different bugs." }, { "left": "issue:44462", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer-related, but one ignores tokenizer.json while the other has incorrect DeepSeek-Coder tokenization; not the same issue." + "reason": "Ignoring tokenizer.json in a repo is not the same as the DeepSeek-Coder v1 tokenizer output regression." }, { - "left": "issue:42796", - "right": "issue:43404", + "left": "issue:43716", + "right": "issue:45084", "accept": false, - "reason": "Tokenizer BPE-marker handling vs Mistral3 lm_head weight tying; unrelated." + "reason": "Mistral image-preprocessor dtype mismatch and template compilation failure are unrelated." }, { "left": "issue:46285", "right": "issue:46402", "accept": false, - "reason": "CLIP structure inconsistency vs Sam3 text-encoder weight loading; different models and failures." + "reason": "CLIP text-model structure inconsistency is unrelated to Sam3Model text encoder weights not being loaded." }, { - "left": "issue:43716", - "right": "issue:45084", + "left": "issue:44661", + "right": "issue:44683", "accept": false, - "reason": "Mistral image-preprocessor dtype mismatch vs a compilation/template-node TypeError; unrelated." + "reason": "A tokenizer-mapping failure and a flex_attention compile failure are different subsystems and different bugs." }, { - "left": "issue:44661", - "right": "issue:44683", + "left": "issue:39404", + "right": "issue:44671", "accept": false, - "reason": "Mapping-name handling in add-new-model-like vs torch>=2.9 flex_attention compilation; no overlap in underlying bug." + "reason": "Whisper return_language pipeline regression is unrelated to CamemBERT masked-LM prediction errors." }, { - "left": "issue:32090", - "right": "issue:39404", + "left": "issue:43541", + "right": "issue:45084", "accept": false, - "reason": "Trainer GPU broadcast TypeError vs Whisper pipeline return_language regression; unrelated." + "reason": "Torch dynamo tracing failure in Mixtral and non-template-node compilation errors are not the same issue." }, { "left": "issue:44451", "right": "issue:44987", "accept": false, - "reason": "Both are model-loading failures, but they point to different models and different causes." + "reason": "Different specific models fail to load; no shared concrete code-path bug is evident." }, { - "left": "issue:43643", + "left": "issue:42915", "right": "issue:44530", "accept": false, - "reason": "AutoConfig trust_remote_code field loss vs Qwen3.5 PagedAttentionCache group-type crash; unrelated." - }, - { - "left": "issue:43541", - "right": "issue:45084", - "accept": false, - "reason": "Torch dynamo grouped_mm tracing failure vs non-template-node compile error; unrelated." + "reason": "Qwen3Moe FP8 config failure and PagedAttentionCache linear_attention crash are distinct Qwen-family bugs." }, { - "left": "issue:42915", + "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "Qwen3Moe FP8 config failure vs PagedAttentionCache linear_attention crash; same family, different code-path bug." + "reason": "Missing fields from trust_remote_code config loading is unrelated to PagedAttentionCache group-type validation." }, { "left": "issue:40990", "right": "issue:43421", "accept": false, - "reason": "Perplexity regression on gpt-oss-20b vs runtime special-token post-processor update bug; unrelated." + "reason": "High perplexity on gpt-oss and runtime special-token post-processor updates are different issues." }, { "left": "issue:44737", "right": "issue:45859", "accept": false, - "reason": "Both are device/offload related, but they affect different models and different mechanisms." + "reason": "XLNet CPU device placement bug and Qwen3.5 MoE CPU-offload incompatibility are separate device/runtime regressions." }, { "left": "issue:34567", "right": "issue:40444", "accept": false, - "reason": "TrainerState token counting bug vs Qwen2.5-VL iterable-dataset multi-image failure; unrelated." - }, - { - "left": "issue:43644", - "right": "issue:43646", - "accept": false, - "reason": "Both concern v5 initialization behavior, but one is junk buffers and the other is custom model initialization in notebooks; not the same bug." + "reason": "TrainerState token counter bug and Qwen2.5-VL iterable dataset multi-image failure are unrelated." }, { "left": "issue:40444", "right": "issue:46326", "accept": false, - "reason": "Multi-image Qwen2.5-VL finetuning failure vs mistral_common continue_final_message bug; unrelated." + "reason": "Multi-image iterable dataset failure is unrelated to continue_final_message behavior for mistral_common tokenizers." }, { - "left": "issue:42175", - "right": "issue:46178", + "left": "issue:43644", + "right": "issue:43646", "accept": false, - "reason": "Packaging/backend selection problem for tensorflow vs BACKENDS_MAPPING validation error for tensorflow_text; different issues." + "reason": "Both are v5 initialization regressions, but one is non-persistent buffers and the other is custom model initialization; not the same fix." }, { "left": "issue:36032", "right": "issue:43645", "accept": false, - "reason": "T5 tokenizer method conflict vs custom model init in Jupyter; unrelated." - }, - { - "left": "issue:44206", - "right": "issue:44220", - "accept": false, - "reason": "Both are audio-feature-extraction adjacent, but the titles point to different concrete failures and there isn't enough evidence they are the same bug." + "reason": "Tokenizer add_special_tokens conflict is unrelated to notebook custom model initialization." }, { - "left": "issue:43582", - "right": "issue:43632", - "accept": false, - "reason": "Apple Silicon allocator warmup TypeError vs HF initialization flag regression; unrelated." - }, - { - "left": "issue:44987", - "right": "issue:44991", - "accept": false, - "reason": "Two different tokenizer/model-loading failures for different repositories; not the same underlying bug." - }, - { - "left": "issue:43452", - "right": "issue:43482", + "left": "issue:42175", + "right": "issue:46178", "accept": false, - "reason": "GGUF/AutoTokenizer loading breakage vs Qwen2.5-GGUF loading failure; related area, but different concrete problems." + "reason": "Backend omission in extra install and BACKENDS_MAPPING rejecting tensorflow_text are related only broadly to backends, not the same bug." } ] }, @@ -3487,15 +3497,16 @@ "issue:28530", "issue:34567", "issue:36032", - "issue:41720", "issue:42915", "issue:43208", "issue:43262", "issue:43317", "issue:43377", "issue:43404", + "issue:43452", "issue:43482", - "issue:43531", + "issue:43582", + "issue:43632", "issue:43645", "issue:43646", "issue:43742", @@ -3505,26 +3516,25 @@ "issue:43994", "issue:44008", "issue:44062", - "issue:44265", + "issue:44206", + "issue:44220", "issue:44291", "issue:44403", "issue:44451", - "issue:44464", "issue:44466", "issue:44534", "issue:44589", "issue:44610", "issue:44811", "issue:44849", - "issue:44877", "issue:44987", + "issue:44991", "issue:45081", "issue:45084", "issue:45325", "issue:45507", "issue:45584", "issue:45923", - "issue:45987", "issue:46326", "issue:46661", "issue:46869", @@ -3533,238 +3543,241 @@ "issue:47254" ], "soft_pairs": [ - "issue:44811|issue:45584", + "issue:44206|issue:44220", + "issue:43582|issue:43632", + "issue:44987|issue:44991", + "issue:43452|issue:43482", "issue:45084|issue:45507", + "issue:44811|issue:45584", "issue:43317|issue:43482", "issue:43746|issue:46326", - "issue:43262|issue:43377", - "issue:44403|issue:45081", "issue:43208|issue:47013", - "issue:43792|issue:46869", "issue:43645|issue:46661", + "issue:43262|issue:43377", + "issue:43792|issue:46869", + "issue:44403|issue:45081", "issue:42915|issue:45084", "issue:43646|issue:44534", + "issue:44987|issue:45081", "issue:43377|issue:43819", "issue:44849|issue:45325", - "issue:44987|issue:45081", + "issue:42915|issue:44291", "issue:28530|issue:34567", "issue:43404|issue:44466", - "issue:42915|issue:44291", "issue:36032|issue:43742", "issue:44451|issue:45081", - "issue:43994|issue:44610", "issue:44062|issue:44987", - "issue:44464|issue:45987", - "issue:44265|issue:44610", - "issue:42915|issue:44589", + "issue:43994|issue:44610", "issue:44008|issue:46899", - "issue:45923|issue:47254", - "issue:43531|issue:44877", - "issue:36032|issue:41720" + "issue:42915|issue:44589", + "issue:45923|issue:47254" ], - "prepared_review_unit_hash": "0cfea073b09c0290ceba1a4347661a05b6ef7492bd1ae6861edf6f3d5c21bf44", + "prepared_review_unit_hash": "1940e530b74e6f6e4820db3926d3c94276677b6cdcf14ac8454127d7fe4fe8d6", "component_budget": { "node_count": 520, "item_count": 520, - "soft_pair_count": 1916, - "serialized_chars": 993437, - "estimated_input_tokens": 248360, - "estimated_eval_tokens": 496976 + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35781, - "estimated_input_tokens": 8946, - "estimated_eval_tokens": 18148 + "serialized_chars": 35755, + "estimated_input_tokens": 8939, + "estimated_eval_tokens": 18134 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly unrelated issue reports across different models and transformer subsystems. None of the soft-pair candidates look like the same underlying bug/change, so I would not merge any of them as duplicates.", - "confidence": 0.86, - "canonical_issue_reason": "issue:43646 is the best broad representative of the custom-model / Transformers v5 regression cluster, with a clear, general title that can umbrella related initialization breakages.", + "summary": "This cluster is mostly a mixed set of unrelated Transformers issues. Only two pairs look like true duplicates: the audio feature-extraction crash around `LasrFeatureExtractor`/`_torch_extract_fbank_features`, and the GGUF loading regression in `from_pretrained`.", + "confidence": 0.82, + "canonical_issue_reason": "issue:43452 is the clearest, most general concrete bug report in the set: it names the broken loading path (`gguf_file` with `AutoTokenizer`/`AutoModelForCausalLM`) and is broad enough to represent the GGUF regression cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the most useful issue to keep as a reference point because it describes the general failure mode clearly and is broader than the narrower variants.", + "best_issue_reason": "issue:43452 is the best overall issue candidate because it is specific, actionable, and describes a concrete API-level regression rather than a model-specific symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44811", - "right": "issue:45584", + "left": "issue:44206", + "right": "issue:44220", + "accept": true, + "reason": "Both point to the same audio feature-extraction failure in the `_torch_extract_fbank_features` / `LasrFeatureExtractor` path, centered on an unsupported `center` argument." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Different subsystems and symptoms: Apple Silicon allocator warmup TypeError vs `_is_hf_initialized` flag breakage." + }, + { + "left": "issue:44987", + "right": "issue:44991", "accept": false, - "reason": "Both involve Whisper, but one is a batch_decode token-skip bug and the other is an empty-transcription generation failure after align_special_tokens; different code paths." + "reason": "Both are loading regressions, but they affect different models and likely different code paths; not enough evidence of the same bug." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": true, + "reason": "Both are GGUF/from_pretrained loading regressions under Transformers v5; 43482 looks like a specific model manifestation of the same loader bug." }, { "left": "issue:45084", "right": "issue:45507", "accept": false, - "reason": "Completely different subsystems and failures: template-node compilation vs GraniteMoEHybrid invalid method calls." + "reason": "Unrelated bugs: template compilation error vs an invalid method call in GraniteMoEHybrid." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both involve Whisper, but one is `batch_decode` token skipping and the other is empty-transcription generation after `align_special_tokens`; different failure modes." }, { "left": "issue:43317", "right": "issue:43482", "accept": false, - "reason": "Both are loading regressions, but one is device_map/offload dequantization and the other is GGUF loading in v5; not the same bug." + "reason": "Different problems: device-map/offload dequantized loading vs GGUF model loading failure." }, { "left": "issue:43746", "right": "issue:46326", "accept": false, - "reason": "PEFT local checkpoint loading for GraniteSpeech is unrelated to continue_final_message behavior for mistral_common tokenizers." + "reason": "Different models and code paths: PEFT/local checkpoint loading vs `continue_final_message` in mistral_common tokenizers." }, { - "left": "issue:43262", - "right": "issue:43377", + "left": "issue:43208", + "right": "issue:47013", "accept": false, - "reason": "Both are audio-related, but one is sampling-rate handling in chat templates and the other is missing padding-mask support in MIMI encoding." + "reason": "Both are xLSTM-related, but one is a multi-bug report about small-model training and the other is a specific train-mode unpacking crash." }, { - "left": "issue:44403", - "right": "issue:45081", + "left": "issue:43645", + "right": "issue:46661", "accept": false, - "reason": "Generic loading noise is not the same as a concrete Mistral regex patch crash." + "reason": "Both concern custom/remote-code models, but the notebook initialization breakage and `config_class` AttributeError are distinct issues." }, { - "left": "issue:43208", - "right": "issue:47013", + "left": "issue:43262", + "right": "issue:43377", "accept": false, - "reason": "Both mention xLSTM, but 43208 is a bundle of three training blockers while 47013 is a specific backend/unpacking crash." + "reason": "Audio-processing defaults vs MIMI batching/padding-mask behavior; unrelated bugs." }, { "left": "issue:43792", "right": "issue:46869", "accept": false, - "reason": "Whisper inference failure and YOLO multi-GPU device-map failure are unrelated." + "reason": "Whisper runtime failure and YOLO multi-GPU device-map failure are unrelated." }, { - "left": "issue:43645", - "right": "issue:46661", + "left": "issue:44403", + "right": "issue:45081", "accept": false, - "reason": "Both concern custom/remote-code models under v5, but one is Jupyter custom-model initialization and the other is missing config_class in AutoModel.from_pretrained." + "reason": "Generic loader noise complaint vs Mistral regex patch crash; not the same bug." }, { "left": "issue:42915", "right": "issue:45084", "accept": false, - "reason": "FineGrainedFP8Config loading failure is unrelated to template-node compilation errors." + "reason": "FP8 config failure vs template compilation error; unrelated." }, { "left": "issue:43646", "right": "issue:44534", "accept": false, - "reason": "Both are v5 regressions, but custom model initialization and non-persistent buffer corruption are different bugs." + "reason": "Custom model initialization breakage vs non-persistent buffer junk; different regressions." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Different models and failure points; not the same underlying issue." }, { "left": "issue:43377", "right": "issue:43819", "accept": false, - "reason": "Different models and mechanisms: batched-vs-single mismatch from padding masks versus DAC.from_latents missing STE mismatch." + "reason": "Both are audio-model correctness bugs, but they involve different models and mechanisms (`padding_mask` vs `missing STE`)." }, { "left": "issue:44849", "right": "issue:45325", "accept": false, - "reason": "Qwen3.5 hidden-states bug and Qwen2.5-VL rope-index scaling bug are not the same underlying issue." + "reason": "Different Qwen model bugs affecting different internals; no clear duplicate signal." }, { - "left": "issue:44987", - "right": "issue:45081", + "left": "issue:42915", + "right": "issue:44291", "accept": false, - "reason": "Loading a specific repo in v5 is unrelated to the Mistral tokenizer regex patch crash." + "reason": "Both mention FP8/initialization, but one is a model config issue and the other is an `_is_hf_initialized` constructor argument regression." }, { "left": "issue:28530", "right": "issue:34567", "accept": false, - "reason": "Early-stopping metric selection and num_input_tokens_seen tracking are separate trainer concerns." + "reason": "Early stopping metric selection and `num_input_tokens_seen` updating are unrelated trainer issues." }, { "left": "issue:43404", "right": "issue:44466", "accept": false, - "reason": "Both mention lm_head/tied weights, but one is a model-tie bug and the other is device-dependent serialization behavior." - }, - { - "left": "issue:42915", - "right": "issue:44291", - "accept": false, - "reason": "FP8 config loading and init_empty_weights argument handling are different loading failures." + "reason": "Both mention tied `lm_head` weights, but one is a model-specific weight-tying bug and the other is a serialization inconsistency." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "Tokenizer special-token conflict and MobileLLM key error are unrelated." + "reason": "Tokenizer special-token conflict vs a MobileLLM loading key error; unrelated." }, { "left": "issue:44451", "right": "issue:45081", "accept": false, - "reason": "ScandiBERT loading failure is not the same as the Mistral regex patch crash." - }, - { - "left": "issue:43994", - "right": "issue:44610", - "accept": false, - "reason": "Different models and symptoms: SigLIP2 wrong outputs versus OmDet-Turbo processor size mismatch." + "reason": "Different models and different tokenizer-loader failures." }, { "left": "issue:44062", "right": "issue:44987", "accept": false, - "reason": "AddedToken keyword-argument conflict is unrelated to a repo loading failure in v5.1.0." - }, - { - "left": "issue:44464", - "right": "issue:45987", - "accept": false, - "reason": "Chunked generation inconsistency under compiled forward and StaticCache return-type mismatch are different issues." + "reason": "Duplicate `special` kwarg in `AddedToken` construction vs a model loading failure; different bugs." }, { - "left": "issue:44265", + "left": "issue:43994", "right": "issue:44610", "accept": false, - "reason": "torch.export exportability and image preprocessing size mismatch are unrelated." - }, - { - "left": "issue:42915", - "right": "issue:44589", - "accept": false, - "reason": "FineGrainedFP8Config failure and missing Float8 storage type are distinct quantization/loading problems." + "reason": "Both are vision-related, but one is incorrect outputs and the other is processor/model size mismatch; not the same code-path bug." }, { "left": "issue:44008", "right": "issue:46899", "accept": false, - "reason": "Gemma 3n variable collision and Gemma4 multimodal dtype-cast bug are different model/code-path failures." - }, - { - "left": "issue:45923", - "right": "issue:47254", - "accept": false, - "reason": "Missing supports_gradient_checkpointing on a remote-code model is unrelated to the PEFT/DeepSpeed checkpoint error." + "reason": "Different multimodal issues: variable-name collision in Gemma3n vs unsafe dtype cast in Gemma4 quantization." }, { - "left": "issue:43531", - "right": "issue:44877", + "left": "issue:44589", + "right": "issue:42915", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and strict config loading for granite_speech are unrelated." + "reason": "Both touch float8/FP8, but one is a missing storage type error and the other is a model config regression." }, { - "left": "issue:36032", - "right": "issue:41720", + "left": "issue:45923", + "right": "issue:47254", "accept": false, - "reason": "Tokenizer construction error and Qwen3 auto device-map CUDA assert are unrelated." + "reason": "Both involve checkpointing, but the missing flag on a remote-code model and the PEFT+DeepSpeed checkpoint error are different issues." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is mostly grounded in the packet, and the two accepted soft pairs are phrased cautiously enough. The GGUF and audio-feature-extraction pairings are plausible from the titles alone, and the many rejections are appropriately conservative. No clear overstatement stands out." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -3783,17 +3796,16 @@ "nodes": [ "issue:33666", "issue:35707", + "issue:36032", "issue:40444", "issue:40990", + "issue:41720", "issue:42796", "issue:43089", "issue:43296", "issue:43322", "issue:43381", - "issue:43421", "issue:43425", - "issue:43482", - "issue:43525", "issue:43531", "issue:43540", "issue:43611", @@ -3803,23 +3815,24 @@ "issue:43792", "issue:43872", "issue:43883", - "issue:44079", "issue:44220", + "issue:44265", "issue:44291", "issue:44403", + "issue:44464", "issue:44479", "issue:44488", "issue:44534", - "issue:44568", "issue:44589", + "issue:44610", "issue:44683", "issue:44756", "issue:44811", + "issue:44877", "issue:44991", "issue:45216", "issue:45325", "issue:45357", - "issue:45663", "issue:45812", "issue:45923", "issue:45987", @@ -3830,19 +3843,23 @@ "issue:46899" ], "soft_pairs": [ - "issue:43322|issue:43540", + "issue:44464|issue:45987", + "issue:43531|issue:44877", + "issue:36032|issue:41720", + "issue:44265|issue:44610", "issue:43883|issue:44488", "issue:44479|issue:45325", + "issue:43089|issue:45987", + "issue:43322|issue:43540", "issue:43632|issue:46821", "issue:43425|issue:44403", - "issue:43089|issue:45987", - "issue:45216|issue:45357", "issue:43296|issue:43531", "issue:40444|issue:45325", + "issue:45216|issue:45357", + "issue:43872|issue:44291", "issue:43611|issue:44534", "issue:44220|issue:44683", "issue:44991|issue:46315", - "issue:43872|issue:44291", "issue:43716|issue:46899", "issue:44403|issue:44991", "issue:42796|issue:43746", @@ -3855,230 +3872,223 @@ "issue:40990|issue:44811", "issue:43632|issue:44756", "issue:42796|issue:46710", - "issue:35707|issue:40444", - "issue:43482|issue:43525", - "issue:44079|issue:45663", - "issue:43531|issue:44291", - "issue:43421|issue:44568" + "issue:35707|issue:40444" ], - "prepared_review_unit_hash": "2bd5dc506c3e9f81a84ba4a876ab782eb0ed5a6742a4d2fedb47085bd0f2f7f8", + "prepared_review_unit_hash": "ff0a7998703785898eb7deab0298e0287999d033f8b392aa262c1069b01a8877", "component_budget": { "node_count": 520, "item_count": 520, - "soft_pair_count": 1916, - "serialized_chars": 993437, - "estimated_input_tokens": 248360, - "estimated_eval_tokens": 496976 + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36079, - "estimated_input_tokens": 9020, - "estimated_eval_tokens": 18296 + "serialized_chars": 36064, + "estimated_input_tokens": 9016, + "estimated_eval_tokens": 18288 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous set of unrelated issues. Only two soft pairs look like true duplicates: Qwen3.5 save_pretrained regression and the _is_hf_initialized/init_empty_weights incompatibility.", - "confidence": 0.86, - "canonical_issue_reason": "Issue 45216 is the clearest, most general duplicate target in the one strong Qwen3.5 save_pretrained regression pair; it states the core failure and version boundary succinctly.", + "summary": "The items are largely unrelated issues across different models, subsystems, and failure modes. All soft pairs are only superficially similar and should be kept separate; none looks like a true duplicate or mergeable canonical pair.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue fits this cluster: the issues span unrelated tokenizer, multimodal, generation, config, and version-regression problems.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44291 is the strongest standalone report overall: it names a concrete failure mode, clear trigger (init_empty_weights on transformers >=5.0.0rc0), and the underlying incompatible argument precisely.", + "best_issue_reason": "No global best issue representative exists here because the set is heterogeneous rather than one duplicate family.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43322", - "right": "issue:43540", + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Generation inconsistency with compiled forward is a different problem from StaticCache sequence-length type contract." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and Granite speech config loading are unrelated failure modes." + }, + { + "left": "issue:36032", + "right": "issue:41720", "accept": false, - "reason": "Both are multimodal/model-loading failures, but they affect different models and different code paths (Llava Next loading segfault vs Qwen3OmniMoe video ValueError)." + "reason": "Tokenizer method-name conflict and Qwen3 device-mapping cuda assert are different subsystems and bugs." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export failure with torch_compilable_check is not the same as OmDet-Turbo image-size preprocessing mismatch." }, { "left": "issue:43883", "right": "issue:44488", "accept": false, - "reason": "Unrelated failures: missing all_tied_weights_keys in Molmo versus a tokenizer/model loading problem for cjvt/sleng-bert." + "reason": "Missing all_tied_weights_keys on Molmo is unrelated to a model load failure for cjvt/sleng-bert." }, { "left": "issue:44479", "right": "issue:45325", "accept": false, - "reason": "Both involve Qwen VL/video handling, but 44479 is a broad v5.3.0 video regression across several models while 45325 is a still-image temporal position_ids scaling bug in Qwen2.5-VL." + "reason": "Both are Qwen VL regressions, but one is a video-input regression and the other is a still-image temporal position-id bug; not the same concrete issue." }, { - "left": "issue:43632", - "right": "issue:46821", + "left": "issue:43089", + "right": "issue:45987", "accept": false, - "reason": "Different subsystems and symptoms: _is_hf_initialized regression versus a TimesFM window_size AttributeError." + "reason": "Generation synchronization overhead is a performance issue, not the StaticCache return-type bug." }, { - "left": "issue:43425", - "right": "issue:44403", + "left": "issue:43322", + "right": "issue:43540", "accept": false, - "reason": "Torch compatibility issue versus loading noise/verbosity; no shared underlying bug." + "reason": "Different models, different input types, and different errors: segfault on Llava loading vs video ValueError in Qwen3OmniMoe." }, { - "left": "issue:43089", - "right": "issue:45987", + "left": "issue:43632", + "right": "issue:46821", "accept": false, - "reason": "Generation performance overhead and GPU syncs are not the same issue as StaticCache.get_seq_length returning the wrong type." + "reason": "The _is_hf_initialized flag regression is unrelated to the TimesFM window_size AttributeError." }, { - "left": "issue:45216", - "right": "issue:45357", - "accept": true, - "reason": "Same Qwen3.5 save_pretrained regression: both report incorrect checkpoint contents/keys after v5.x, with 45357 describing the same failure more specifically." + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch 2.10 incompatibility is not the same as noisy model-loading logs." }, { "left": "issue:43296", "right": "issue:43531", "accept": false, - "reason": "Different model-specific failures: PaddleOCR-VL loading in vLLM versus Qwen3-MoE sliding_window behavior." + "reason": "PaddleOCR-VL loading in vLLM is unrelated to Qwen3-MoE sliding_window behavior." }, { "left": "issue:40444", "right": "issue:45325", "accept": false, - "reason": "One is a finetuning/dataset batching failure with multiple images per prompt; the other is a rope/position_ids scaling bug." + "reason": "IterableDataset multi-image prompt handling is a different path from Qwen2.5-VL still-image position-id scaling." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": false, + "reason": "Both concern Qwen3.5 save_pretrained, but one is general checkpoint correctness and the other is a specific visual-encoder-key regression; not clearly the same bug." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": false, + "reason": "Both mention _is_hf_initialized, but one is bitsandbytes Int8Params incompatibility and the other is init_empty_weights loading; different code paths." }, { "left": "issue:43611", "right": "issue:44534", "accept": false, - "reason": "Both are Transformers v5 regressions, but the concrete breakages differ: base_model_prefix loading versus non-persistent buffer corruption." + "reason": "base_model_prefix loading breakage and non-persistent buffer junk are unrelated v5 regressions." }, { "left": "issue:44220", "right": "issue:44683", "accept": false, - "reason": "Audio feature extraction bug versus compiled flex_attention failure on newer torch; unrelated code paths." + "reason": "fbank feature extraction and compiled flex_attention failures are unrelated audio vs attention issues." }, { "left": "issue:44991", "right": "issue:46315", "accept": false, - "reason": "Tokenizer load failure and tokenizer performance regression are different problems, even if both involve slow tokenizers in v5." - }, - { - "left": "issue:43872", - "right": "issue:44291", - "accept": true, - "reason": "Same underlying _is_hf_initialized incompatibility: both report TypeError from code paths that pass the removed/unsupported argument in transformers v5." + "reason": "Tokenizer load failure and slow convert_tokens_to_ids are different symptoms and fixes." }, { "left": "issue:43716", "right": "issue:46899", "accept": false, - "reason": "Both mention dtype issues in multimodal processing, but the affected models and mechanisms differ (preprocessor/model mismatch vs unsafe cast in 4-bit quantization)." + "reason": "Both are multimodal dtype issues, but they affect different models and different processing paths." }, { "left": "issue:44403", "right": "issue:44991", "accept": false, - "reason": "Loading noise is not the same as a tokenizer load failure; no shared bug." + "reason": "Loading noise and tokenizer load failure are not the same underlying bug." }, { "left": "issue:42796", "right": "issue:43746", "accept": false, - "reason": "Tokenizer BPE-marker handling and PEFT local checkpoint loading are unrelated." + "reason": "Tokenizer BPE-marker handling and PEFT local-checkpoint loading are unrelated." }, { "left": "issue:45812", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer regressions, but one is wrong token IDs for Granite models and the other is a CodeLlama leading-space round-trip issue." + "reason": "Granite token-ID regression and CodeLlama leading-space round-trip bug are different tokenizer families and bugs." }, { "left": "issue:43381", "right": "issue:45923", "accept": false, - "reason": "Gradient checkpointing blocked in eval mode is different from a missing supports_gradient_checkpointing flag on a trust_remote_code model." + "reason": "Eval-mode gradient checkpointing misuse and a missing supports_gradient_checkpointing flag are related broadly but not the same concrete defect." }, { "left": "issue:43883", "right": "issue:44991", "accept": false, - "reason": "Missing tied-weights metadata and tokenizer loading failure are unrelated." + "reason": "Molmo tied-weights attribute error and tokenizer load failure are unrelated." }, { "left": "issue:44291", "right": "issue:44589", "accept": false, - "reason": "Both are torch/init-time type errors, but the reported problems differ (_is_hf_initialized arg versus Float8 storage lookup)." + "reason": "Unexpected _is_hf_initialized argument and missing Float8 storage object are different loading/serialization issues." }, { "left": "issue:33666", "right": "issue:40444", "accept": false, - "reason": "Multi-GPU training for Qwen2-VL and multi-image iterable dataset finetuning are different training scenarios with different failures." + "reason": "Qwen2-VL multi-GPU training and Qwen2.5-VL iterable-dataset multi-image finetuning are different training scenarios with different failures." }, { "left": "issue:43792", "right": "issue:44589", "accept": false, - "reason": "Whisper runtime failure versus Float8 storage-object TypeError; no common bug." + "reason": "Whisper runtime failure and Float8 storage lookup error do not share a code path." }, { "left": "issue:40990", "right": "issue:44811", "accept": false, - "reason": "High perplexity on a language-model benchmark is unrelated to Whisper batch_decode skipping special tokens." + "reason": "High perplexity on gpt-oss and Whisper batch_decode skip_special_tokens behavior are unrelated." }, { "left": "issue:43632", "right": "issue:44756", "accept": false, - "reason": "Different regressions: _is_hf_initialized breakage versus mmap OOM avoidance on Strix Halo." + "reason": "_is_hf_initialized regression and mmap OOM on Strix Halo are unrelated issues." }, { "left": "issue:42796", "right": "issue:46710", "accept": false, - "reason": "Tokenizer BPE-marker issue versus an accuracy regression after upgrading Transformers; too broad and different in nature." + "reason": "Tokenizer BPE-marker handling and DeepSeek accuracy regression are different bugs." }, { "left": "issue:35707", "right": "issue:40444", "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to finetuning failures with multiple images." - }, - { - "left": "issue:43482", - "right": "issue:43525", - "accept": false, - "reason": "Qwen2.5-GGUF loading under transformers v5 and Llama4Config missing pad_token_id are separate model/config problems." - }, - { - "left": "issue:44079", - "right": "issue:45663", - "accept": false, - "reason": "ModelOutput key assignment bug and Gemma4 FSDP2 shared_kv_states KeyError are unrelated." - }, - { - "left": "issue:43531", - "right": "issue:44291", - "accept": false, - "reason": "Sliding_window behavior in Qwen3-MoE is not the same bug as the _is_hf_initialized/init_empty_weights TypeError." - }, - { - "left": "issue:43421", - "right": "issue:44568", - "accept": false, - "reason": "Runtime special-token post-processor updates and add_special_tokens BOS/EOS insertion are different tokenizer behaviors." + "reason": "inputs_embeds/past_key_values progressive generation is unrelated to Qwen2.5-VL iterable-dataset multi-image finetuning." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The analysis is grounded in the packet and stays conservative on the soft-edge cases. The two accepted pairs are plausibly the same underlying bugs, and the rest are rejected with model-/symptom-specific distinctions that do not overstate 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 }, @@ -4096,18 +4106,18 @@ "cluster_id": "cluster-10000-520", "nodes": [ "issue:40444", - "issue:40990", "issue:41720", "issue:42175", - "issue:42796", "issue:42915", "issue:43296", "issue:43317", "issue:43377", + "issue:43421", "issue:43454", "issue:43482", "issue:43493", - "issue:43606", + "issue:43525", + "issue:43531", "issue:43611", "issue:43644", "issue:43646", @@ -4123,6 +4133,7 @@ "issue:44466", "issue:44509", "issue:44534", + "issue:44568", "issue:44829", "issue:44877", "issue:45072", @@ -4134,7 +4145,7 @@ "issue:45491", "issue:45538", "issue:45542", - "issue:45584", + "issue:45663", "issue:45701", "issue:45812", "issue:45834", @@ -4144,238 +4155,245 @@ "issue:47217" ], "soft_pairs": [ + "issue:44079|issue:45663", + "issue:43531|issue:44291", + "issue:43482|issue:43525", "issue:41720|issue:45081", + "issue:43421|issue:44568", "issue:42175|issue:45542", "issue:44462|issue:45812", "issue:43296|issue:46821", - "issue:44509|issue:46909", "issue:43482|issue:45538", "issue:42175|issue:43296", "issue:44079|issue:44534", + "issue:44509|issue:46909", "issue:43317|issue:43856", "issue:43611|issue:43646", "issue:43377|issue:45491", "issue:43644|issue:44079", "issue:43818|issue:46402", "issue:44265|issue:45072", + "issue:45325|issue:45834", "issue:40444|issue:45381", "issue:43818|issue:45357", "issue:43493|issue:43994", - "issue:45325|issue:45834", - "issue:44829|issue:45479", "issue:45325|issue:45381", + "issue:44291|issue:44877", "issue:43454|issue:44466", + "issue:44829|issue:45479", "issue:40444|issue:47217", - "issue:44291|issue:44877", "issue:42915|issue:43482", - "issue:43701|issue:45325", "issue:43873|issue:45701", - "issue:42796|issue:45381", - "issue:43606|issue:44265", - "issue:40990|issue:45584" + "issue:43701|issue:45325" ], - "prepared_review_unit_hash": "23293ac7cc1a21df0447f986f4e509570c9ebeb58c5c882e4a7f10feac23d6de", + "prepared_review_unit_hash": "12e0a9562fce998385117ab31b61f05c410e593fc745e8dd512348462caf9248", "component_budget": { "node_count": 520, "item_count": 520, - "soft_pair_count": 1916, - "serialized_chars": 993437, - "estimated_input_tokens": 248360, - "estimated_eval_tokens": 496976 + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 36004, - "estimated_input_tokens": 9001, - "estimated_eval_tokens": 18258 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36968, + "estimated_input_tokens": 9242, + "estimated_eval_tokens": 18740 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft pair looks like a true duplicate/change match; the set is mostly unrelated single-bug reports with a few loose thematic similarities (tokenizers, Qwen/VL, offload, v5 regressions).", - "confidence": 0.91, - "canonical_issue_reason": "issue:45325 is the most concrete, code-path-specific report in the closest subgroup: it names `get_rope_index` and a precise temporal position-id scaling bug.", + "summary": "The set is mostly heterogeneous: many unrelated model-specific regressions, tokenizer/backends issues, and docs/packaging bugs. None of the proposed soft edges are strong enough to merge; they look like same subsystem or adjacent symptoms, not the same concrete bug.", + "confidence": 0.84, + "canonical_issue_reason": "No single issue is a safe canonical for the provided edges; the items span many distinct bugs and regressions.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45325 is the best anchor for deduping because it is narrowly scoped, reproducible, and tied to an identifiable implementation path rather than a broad symptom.", + "best_issue_reason": "issue:43644 is the clearest self-contained regression in the set and the strongest representative of the 'non-persistent buffers get junk data' bug family.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "Different bugs: ModelOutput key bookkeeping vs Gemma4 FSDP2 shared_kv_states rebuild error." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Unrelated failures: Qwen3-MoE sliding window behavior vs init_empty_weights/_is_hf_initialized argument handling." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Different model loading regressions: Qwen2.5-GGUF v5 load failure vs Llama4Config missing pad_token_id." + }, { "left": "issue:41720", "right": "issue:45081", "accept": false, - "reason": "Different subsystems and failure modes: Qwen3 auto device mapping CUDA assert vs Mistral tokenizer regex patch crash." + "reason": "Qwen3 auto device mapping assert and Mistral regex/tokenizer backend crash are separate code paths." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Related tokenizer area, but not the same bug: runtime post-processor updates vs add_special_tokens/BOS-EOS behavior for one tokenizer." }, { "left": "issue:42175", "right": "issue:45542", "accept": false, - "reason": "Both involve TF/backend packaging, but one is missing TensorFlow in the torch extra while the other is a runtime undefined-tf-backend error; not the same bug." + "reason": "Both mention TF/backend packaging, but one is missing TF in torch extra and the other is tensorboard-only causing an undefined tf backend error." }, { "left": "issue:44462", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer-loading problems, but one is ignoring `tokenizer.json` and the other is wrong token IDs for Granite models; different concrete failures." + "reason": "Both involve AutoTokenizer, but one ignores repository tokenizer.json while the other returns wrong Granite token IDs." }, { "left": "issue:43296", "right": "issue:46821", "accept": false, - "reason": "Unrelated models and errors: PaddleOCR-VL load failure in vLLM vs TimesFM `window_size` attribute error." - }, - { - "left": "issue:44509", - "right": "issue:46909", - "accept": false, - "reason": "Both are documentation issues, but they target different docs/examples and do not describe the same defect." + "reason": "Different models and failures: PaddleOCR-VL load regression vs TimesFM window_size AttributeError." }, { "left": "issue:43482", "right": "issue:45538", "accept": false, - "reason": "Qwen2.5-GGUF loading under v5 and CLIPTokenizer max-length handling are separate issues." + "reason": "GGUF/v5 loading failure and CLIPTokenizer max_length sentinel are unrelated." }, { "left": "issue:42175", "right": "issue:43296", "accept": false, - "reason": "Packaging/backend install issue vs model load failure in vLLM; no shared bug path." + "reason": "Packaging/backend install issue vs model-specific PaddleOCR-VL loading failure." }, { "left": "issue:44079", "right": "issue:44534", "accept": false, - "reason": "`ModelOutput` key assignment and non-persistent buffer initialization are unrelated internal behaviors." + "reason": "ModelOutput key assignment bug vs non-persistent buffer initialization bug." + }, + { + "left": "issue:44509", + "right": "issue:46909", + "accept": false, + "reason": "Both are docs-related, but one is removed pipeline tasks and the other is a broken DIA example." }, { "left": "issue:43317", "right": "issue:43856", "accept": false, - "reason": "Device-map offload loading failure and Qwen3 MoE memory usage are different problems." + "reason": "Different quant/offload and training-memory regressions; same broad area only." }, { "left": "issue:43611", "right": "issue:43646", "accept": false, - "reason": "Both are v5 regressions around model loading, but one is `base_model_prefix` loading and the other is custom model initialization; too different to merge." + "reason": "Both are v5 model-init regressions, but the titles point to different concrete breakages: base_model_prefix loading vs custom initialization." }, { "left": "issue:43377", "right": "issue:45491", "accept": false, - "reason": "Both mention batching/padding, but the concrete bugs differ: missing padding mask support vs sliding-window all-padding NaNs." + "reason": "Both involve batching/padding, but one is MIMI encoder padding masks and the other is Gemma3 sliding-window NaNs." }, { "left": "issue:43644", "right": "issue:44079", "accept": false, - "reason": "Non-persistent buffer junk values and `ModelOutput` key assignment are separate runtime correctness bugs." + "reason": "Completely different bug classes: buffer serialization vs ModelOutput key assignment." }, { "left": "issue:43818", "right": "issue:46402", "accept": false, - "reason": "Video-LLaVA architecture/weights issue vs Sam3Model text encoder weights not loading; different model families and code paths." + "reason": "Video-LLaVA tower/attention issue is unrelated to Sam3Model text encoder weights not loading." }, { "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "torch.export check failure and bf16 dtype mismatches are unrelated failures." + "reason": "torch.export/torch_compilable_check failure and bfloat16 dtype mismatch are different regressions." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Qwen2.5-VL rope/position-id scaling bug vs Kosmos2.5 OCR long-input index error." }, { "left": "issue:40444", "right": "issue:45381", "accept": false, - "reason": "Both are Qwen2.5-VL multimodal bugs, but one is training with multiple images per prompt and the other is video vision-position-id handling; not the same concrete bug." + "reason": "Both are multimodal Qwen issues, but one is training with multiple images per prompt and the other is wrong video vision_position_ids." }, { "left": "issue:43818", "right": "issue:45357", "accept": false, - "reason": "Video-LLaVA missing temporal attention and Qwen3.5 visual encoder key serialization are unrelated." + "reason": "Video-LLaVA temporal-attention/weight-sharing bug is unrelated to Qwen3.5 save_pretrained visual-key regression." }, { "left": "issue:43493", "right": "issue:43994", "accept": false, - "reason": "SigLIP2 HF/JAX discrepancy and nonsensical AutoModel/pipeline outputs are not clearly the same underlying defect." + "reason": "SigLIP2 implementation mismatch and nonsensical AutoModel/pipeline outputs are adjacent symptoms, but not clearly the same concrete bug." }, { "left": "issue:45325", - "right": "issue:45834", - "accept": false, - "reason": "Different models and symptoms: Qwen2.5-VL rope-index temporal scaling vs Kosmos2.5 long OCR index error." - }, - { - "left": "issue:44829", - "right": "issue:45479", + "right": "issue:45381", "accept": false, - "reason": "Flash-attention training degeneration and zero-loss single-label classification are distinct learning-behavior bugs." + "reason": "Same model family, but still-image temporal position scaling and video vision_position_ids look like separate position-id bugs." }, { - "left": "issue:45325", - "right": "issue:45381", + "left": "issue:44291", + "right": "issue:44877", "accept": false, - "reason": "Related model family, but different code paths and symptoms: still-image temporal scaling in `get_rope_index` vs video input `vision_position_ids`." + "reason": "init_empty_weights constructor regression is unrelated to granite_speech strict config loading." }, { "left": "issue:43454", "right": "issue:44466", "accept": false, - "reason": "Tied lm_head weights missing vs inconsistent serialization of already-tied weights are different issues." + "reason": "One is missing lm_head weight tying causing bad generation; the other is serialization inconsistency of tied weights." }, { - "left": "issue:40444", - "right": "issue:47217", + "left": "issue:44829", + "right": "issue:45479", "accept": false, - "reason": "Both involve VL placeholders/images, but one is finetuning with multiple images per prompt and the other is image placeholder placement in user text." + "reason": "Degenerate training from flash_attention_3 is different from zero-loss behavior caused by num_labels=1 classification setup." }, { - "left": "issue:44291", - "right": "issue:44877", + "left": "issue:40444", + "right": "issue:47217", "accept": false, - "reason": "`init_empty_weights` unexpected arg error and strict config rejection for `granite_speech` are unrelated load-time errors." + "reason": "Both are VL prompt/image-placeholder failures, but one is multi-image finetuning and the other is image placeholder placement in user text." }, { "left": "issue:42915", "right": "issue:43482", "accept": false, - "reason": "Qwen3Moe FP8 config failure and Qwen2.5-GGUF v5 loading failure are separate model/runtime issues." - }, - { - "left": "issue:43701", - "right": "issue:45325", - "accept": false, - "reason": "Checkpoint key mismatch is unrelated to Qwen2.5-VL rope-index position scaling." + "reason": "Qwen3Moe FineGrainedFP8 training failure and Qwen2.5-GGUF v5 loading failure are unrelated." }, { "left": "issue:43873", "right": "issue:45701", "accept": false, - "reason": "Quantization/offloading behavior and tokenization changes are unrelated subsystems." - }, - { - "left": "issue:42796", - "right": "issue:45381", - "accept": false, - "reason": "Tokenizer BPE-marker handling and Qwen2.5-VL video position IDs are different bugs." + "reason": "Quantization offloading behavior and tokenizer-version changes are unrelated." }, { - "left": "issue:43606", - "right": "issue:44265", - "accept": false, - "reason": "CPU offload device mismatch and torch.export compilation failure do not share a concrete code path." - }, - { - "left": "issue:40990", - "right": "issue:45584", + "left": "issue:43701", + "right": "issue:45325", "accept": false, - "reason": "High perplexity on a language model and Whisper empty-transcription generation failure are unrelated." + "reason": "Checkpoint resume key mismatch and Qwen2.5-VL rope-index scaling are separate bugs." } ] }, @@ -4427,7 +4445,6 @@ "issue:43873", "issue:44186", "issue:44265", - "issue:44387", "issue:44479", "issue:44534", "issue:44568", @@ -4437,7 +4454,8 @@ "issue:44977", "issue:44991", "issue:45072", - "issue:45704", + "issue:45381", + "issue:45584", "issue:45759", "issue:45823", "issue:45920", @@ -4449,252 +4467,266 @@ "issue:46821" ], "soft_pairs": [ + "issue:42796|issue:45381", + "issue:43606|issue:44265", "issue:44479|issue:45823", - "issue:43262|issue:43746", + "issue:40990|issue:45584", "issue:43828|issue:46821", - "issue:35707|issue:41720", + "issue:43262|issue:43746", "issue:34634|issue:35707", - "issue:44186|issue:44265", + "issue:35707|issue:41720", "issue:41720|issue:45823", + "issue:44186|issue:44265", "issue:43606|issue:43819", "issue:43454|issue:43550", "issue:41553|issue:43582", "issue:43257|issue:45923", - "issue:42796|issue:46209", "issue:45823|issue:46821", + "issue:42617|issue:42915", + "issue:42796|issue:46209", + "issue:40990|issue:42947", "issue:44568|issue:45920", "issue:43377|issue:44610", - "issue:42617|issue:42915", "issue:43454|issue:45072", - "issue:40990|issue:42947", - "issue:46305|issue:46315", - "issue:43572|issue:45759", "issue:43749|issue:44534", - "issue:43454|issue:43720", + "issue:36331|issue:42617", "issue:43317|issue:43873", + "issue:43572|issue:45759", + "issue:43454|issue:43720", "issue:43377|issue:44898", - "issue:36331|issue:42617", "issue:41720|issue:43322", - "issue:43322|issue:46050", - "issue:44877|issue:44991", + "issue:46305|issue:46315", "issue:36331|issue:42915", - "issue:41720|issue:44977", - "issue:44387|issue:45704" + "issue:44877|issue:44991", + "issue:43322|issue:46050", + "issue:41720|issue:44977" ], - "prepared_review_unit_hash": "08ac2a514a95bb92cd76c1432cc654cd6f7af0b4fc4baf7134c2fe465e445e42", + "prepared_review_unit_hash": "dab58b2f45a498fee67aee7cd48a59a250467f72c58be6763d06b7fd2ee7787d", "component_budget": { "node_count": 520, "item_count": 520, - "soft_pair_count": 1916, - "serialized_chars": 993437, - "estimated_input_tokens": 248360, - "estimated_eval_tokens": 496976 + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37064, - "estimated_input_tokens": 9266, - "estimated_eval_tokens": 18788 + "soft_pair_count": 33, + "serialized_chars": 37650, + "estimated_input_tokens": 9413, + "estimated_eval_tokens": 19082 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are a heterogeneous set of unrelated bugs/regressions, so I found no true duplicate cluster. All soft edges should be rejected; they share broad subsystem themes at most, not the same concrete bug.", - "confidence": 0.9, - "canonical_issue_reason": "No single canonical duplicate stands out because the set spans unrelated areas (tokenizers, multimodal configs, loading/offloading, training APIs, and performance regressions). If forced to nominate a representative, issue:43873 is the broadest loading/offloading report, but it still is not a duplicate umbrella for the others.", + "summary": "This cluster is largely heterogeneous: most issues are unrelated model/config/tokenizer/runtime bugs, so there is no strong duplicate set. The closest thing to an umbrella topic is offloading/quantization, but even those reports look like different failure modes.", + "confidence": 0.71, + "canonical_issue_reason": "No true canonical duplicate stands out from this set; issue:43873 is only the broadest open umbrella (offloading/quantization), but most of the other issues are unrelated.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the closest thing to a global representative because it is active, broad, and about loading/offloading with quantization, but it is still too general to serve as a true canonical duplicate.", + "best_issue_reason": "issue:43873 is the best global issue candidate because it is open, broad in scope, and has the most room to subsume nearby offloading/quantization reports if later evidence proves they share a code path.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "Both are tokenizer/video-related regressions, but one is about BPE marker handling and the other about vision_position_ids; different bugs." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "Bark CPU-offload device mismatch and torch.export failures with torch_compilable_check are unrelated code paths." + }, { "left": "issue:44479", "right": "issue:45823", "accept": false, - "reason": "Different models and failure modes: video-input regression vs device-mismatch during forward." + "reason": "Qwen VL video regression and Gemma4 PLE forward device mismatch are different model families and different failures." }, { - "left": "issue:43262", - "right": "issue:43746", + "left": "issue:40990", + "right": "issue:45584", "accept": false, - "reason": "Audio chat-template sampling-rate default bug is unrelated to GraniteSpeech PEFT checkpoint loading." + "reason": "High perplexity on gpt-oss-20b is not the same issue as Whisper failing on empty transcription after token alignment." }, { "left": "issue:43828", "right": "issue:46821", "accept": false, - "reason": "Different code paths: autocast dtype mismatch vs TimesFM window_size AttributeError." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE and TimesFM window_size AttributeError are unrelated." }, { - "left": "issue:35707", - "right": "issue:41720", + "left": "issue:43262", + "right": "issue:43746", "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen3 auto device-map cuda assertion." + "reason": "Audio chat-template sampling-rate defaulting and GraniteSpeech PEFT checkpoint loading are different bugs." }, { "left": "issue:34634", "right": "issue:35707", "accept": false, - "reason": "Bark voice_preset issue does not match the progressive-generation bug." + "reason": "Bark voice_preset not working and progressive generation with inputs_embeds/past_key_values do not describe the same failure." }, { - "left": "issue:44186", - "right": "issue:44265", + "left": "issue:35707", + "right": "issue:41720", "accept": false, - "reason": "Tokenizer crash on NER/padding is unrelated to torch.export failures with torch_compilable_check." + "reason": "Progressive generation bug and Qwen3 auto device mapping CUDA assert are unrelated." }, { "left": "issue:41720", "right": "issue:45823", "accept": false, - "reason": "Both involve device placement, but the concrete bugs differ: Qwen3 cuda assert vs Gemma4 PLE mismatch." + "reason": "Both involve device placement, but one is a CUDA assert on Qwen3 and the other is a Gemma4 PLE device mismatch; different concrete bugs." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "LayoutLMv2Tokenizer crashes and torch.export failures with torch_compilable_check are different subsystems and failure modes." }, { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "CPU offload device mismatch is unrelated to DAC.from_latents vs forward STE mismatch." + "reason": "Bark device mismatch during offload is not the same as DAC.from_latents differing from forward pass." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "Weight tying failure in AyaVision is unrelated to Bamba-9B-v2 torch.compile/SDPA behavior." + "reason": "Missing lm_head weight tying in AyaVision is unrelated to Bamba torch.compile/SDPA failures." }, { "left": "issue:41553", "right": "issue:43582", "accept": false, - "reason": "Tokenizer loading error message and AppleSilicon TypeError are different subsystems." + "reason": "Bad Voxtral tokenizer error messaging and an Apple Silicon TypeError in caching_allocator_warmup are unrelated." }, { "left": "issue:43257", "right": "issue:45923", "accept": false, - "reason": "MOE weight conversion with accelerate+deepspeed is unrelated to a missing gradient_checkpointing flag." - }, - { - "left": "issue:42796", - "right": "issue:46209", - "accept": false, - "reason": "Tokenizer BPE-marker handling is unrelated to FP8 inference failure on B200." + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed and missing supports_gradient_checkpointing are different config/loading bugs." }, { "left": "issue:45823", "right": "issue:46821", "accept": false, - "reason": "Gemma4 device mismatch and TimesFM window_size AttributeError are not the same bug." - }, - { - "left": "issue:44568", - "right": "issue:45920", - "accept": false, - "reason": "Missing BOS/EOS insertion for one tokenizer is not the same as wrong token IDs across many models." - }, - { - "left": "issue:43377", - "right": "issue:44610", - "accept": false, - "reason": "MIMI batching/padding-mask inconsistency is unrelated to OmDet-Turbo processor resolution mismatch." + "reason": "Gemma4 device mismatch and TimesFM window_size AttributeError are unrelated." }, { "left": "issue:42617", "right": "issue:42915", "accept": false, - "reason": "3d_parallel.py execution failure and Qwen3Moe FineGrainedFP8Config failure are different concrete issues." + "reason": "A 3d_parallel.py run failure and a Qwen3Moe FineGrainedFP8Config failure are different issues." }, { - "left": "issue:43454", - "right": "issue:45072", + "left": "issue:42796", + "right": "issue:46209", "accept": false, - "reason": "AyaVision lm_head tying bug is unrelated to dtype mismatches in bfloat16 inference." + "reason": "Tokenizer BPE marker handling and FP8 inference failure on B200 are not the same bug." }, { "left": "issue:40990", "right": "issue:42947", "accept": false, - "reason": "High perplexity on gpt-oss-20b is unrelated to gradient checkpointing effectiveness with PEFT LoRA." + "reason": "High perplexity on one model and LoRA gradient checkpointing ineffectiveness are different concerns." }, { - "left": "issue:46305", - "right": "issue:46315", + "left": "issue:44568", + "right": "issue:45920", "accept": false, - "reason": "MoonshineStreaming off-by-one masking and tokenizer conversion slowdown are distinct bugs." + "reason": "Both are tokenizer regressions, but one is add_special_tokens behavior on a specific tokenizer while the other is wrong token IDs across multiple models." }, { - "left": "issue:43572", - "right": "issue:45759", + "left": "issue:43377", + "right": "issue:44610", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig is unrelated to unwrapping text_config in composite Qwen configs." + "reason": "MIMI padding-mask batching bug and OmDet-Turbo processor/model input-size mismatch are unrelated." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "AyaVision lm_head tying and dtype mismatch in SwitchTransformers/TimmWrapperModel are different code paths." }, { "left": "issue:43749", "right": "issue:44534", "accept": false, - "reason": "FSDP CPU RAM efficient loading and non-persistent buffer initialization are different loading regressions." + "reason": "Broken FSDP CPU RAM efficient loading and junk-filled non-persistent buffers are not the same failure." }, { - "left": "issue:43454", - "right": "issue:43720", + "left": "issue:36331", + "right": "issue:42617", "accept": false, - "reason": "AyaVision lm_head tying and BitNet packed-weight unpacking are unrelated model-loading bugs." + "reason": "CustomTrainer compute_loss keyword incompatibility and a 3d_parallel.py execution failure are unrelated." }, { "left": "issue:43317", "right": "issue:43873", "accept": false, - "reason": "Specific dequantized-model offload loading failure is not the same as the broader quantization offloading complaint." + "reason": "Both mention offloading, but one is loading dequantized models with device_map=auto and the other is a broader quantization/offloading report; not enough evidence of the same concrete bug." }, { - "left": "issue:43377", - "right": "issue:44898", + "left": "issue:43572", + "right": "issue:45759", "accept": false, - "reason": "MIMI padding-mask bug is unrelated to Perceiver non-default resolution interpolation failure." + "reason": "Missing pad_token_idx in StableLmConfig and failure to unwrap text_config for composite Qwen multimodal configs are different config issues." }, { - "left": "issue:36331", - "right": "issue:42617", + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "AyaVision weight tying and BitNet packed-weight unpacking during accelerate loading are unrelated." + }, + { + "left": "issue:43377", + "right": "issue:44898", "accept": false, - "reason": "Trainer compute_loss signature mismatch is unrelated to 3d_parallel.py not running." + "reason": "MIMI batching/padding-mask behavior and Perceiver non-default resolution interpolation failure are different bugs." }, { "left": "issue:41720", "right": "issue:43322", "accept": false, - "reason": "Qwen3 auto device-map cuda assert is unrelated to Llava Next segmentation fault on load." + "reason": "Qwen3 auto device mapping CUDA assert and Llava Next segmentation fault are different crashes." }, { - "left": "issue:43322", - "right": "issue:46050", + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "MoonshineStreaming sliding-window off-by-one and convert_tokens_to_ids slowdown are unrelated." + }, + { + "left": "issue:36331", + "right": "issue:42915", "accept": false, - "reason": "Llava Next load-time segfault is not the same as sinq save/load breakage." + "reason": "Trainer loss-signature mismatch and Qwen3Moe FP8 config failure are different issues." }, { "left": "issue:44877", "right": "issue:44991", "accept": false, - "reason": "Strict config loading failure for granite_speech is unrelated to tokenizer loading regression for est-roberta." + "reason": "Strict granite_speech config loading and tokenizer loading failure for est-roberta are unrelated." }, { - "left": "issue:36331", - "right": "issue:42915", + "left": "issue:43322", + "right": "issue:46050", "accept": false, - "reason": "Trainer API signature mismatch is unrelated to Qwen3Moe fine-grained FP8 loading." + "reason": "Llava Next loading segfault and sinq quantized model save/load breakage are different problems." }, { "left": "issue:41720", "right": "issue:44977", "accept": false, - "reason": "Qwen3 auto device-map assertion and Qwen3.5 flash-attention generation failure are different code paths." - }, - { - "left": "issue:44387", - "right": "issue:45704", - "accept": false, - "reason": "Int4 CUDA reserved-memory OOM is unrelated to T5 apex FusedRMSNorm memory leak." + "reason": "Both involve Qwen3-family models, but one is a device-mapping CUDA assert and the other is a flash-attention generation regression; different concrete failures." } ] }, @@ -4731,9 +4763,7 @@ "issue:43317", "issue:43404", "issue:43450", - "issue:43531", "issue:43550", - "issue:43572", "issue:43577", "issue:43606", "issue:43646", @@ -4743,12 +4773,12 @@ "issue:43881", "issue:44008", "issue:44186", + "issue:44387", "issue:44423", "issue:44451", "issue:44466", "issue:44488", "issue:44610", - "issue:44734", "issue:44756", "issue:44898", "issue:45072", @@ -4757,6 +4787,7 @@ "issue:45406", "issue:45685", "issue:45701", + "issue:45704", "issue:45823", "issue:46291", "issue:46402", @@ -4768,245 +4799,244 @@ "issue:47020" ], "soft_pairs": [ + "issue:44387|issue:45704", "issue:40990|issue:45701", - "issue:43450|issue:45701", "issue:41720|issue:42617", + "issue:43450|issue:45701", "issue:44466|issue:45357", - "issue:26413|issue:28530", "issue:43873|issue:44756", + "issue:26413|issue:28530", "issue:44186|issue:45072", - "issue:43065|issue:46402", + "issue:45685|issue:46821", "issue:43295|issue:45701", + "issue:44451|issue:47020", + "issue:43065|issue:46402", "issue:46612|issue:46858", - "issue:45685|issue:46821", "issue:43881|issue:44488", - "issue:43550|issue:43720", "issue:36010|issue:42617", - "issue:43577|issue:43708", + "issue:43550|issue:43720", "issue:43646|issue:46665", - "issue:44451|issue:47020", + "issue:43577|issue:43708", "issue:43550|issue:43606", "issue:44186|issue:44610", - "issue:43404|issue:45357", "issue:42915|issue:43317", - "issue:44610|issue:44898", + "issue:43404|issue:45357", "issue:46821|issue:46869", - "issue:28530|issue:33666", "issue:41720|issue:45161", - "issue:43531|issue:43572", + "issue:44610|issue:44898", "issue:44423|issue:45406", - "issue:44734|issue:46858", - "issue:42915|issue:46291", - "issue:44008|issue:45823" + "issue:44008|issue:45823", + "issue:28530|issue:33666", + "issue:42915|issue:46291" ], - "prepared_review_unit_hash": "3df611cc069776ad2959b2392a575aaa5ee098b1c95d195da5600f12b7d12237", + "prepared_review_unit_hash": "2e7934526bfd91ae5b99251d12f25d6be2365e26b81ad9b2f2a6bb5632e604b8", "component_budget": { "node_count": 520, "item_count": 520, - "soft_pair_count": 1916, - "serialized_chars": 993437, - "estimated_input_tokens": 248360, - "estimated_eval_tokens": 496976 + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36746, - "estimated_input_tokens": 9187, - "estimated_eval_tokens": 18630 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35920, + "estimated_input_tokens": 8980, + "estimated_eval_tokens": 18216 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: most items are unrelated trainer, multimodal, quantization, tokenization, and serving bugs. None of the soft pairs look like the same underlying change or defect, so all should be rejected as duplicates. The strongest single issue to represent the cluster is the trainer resume/max_steps bug (43708).", - "confidence": 0.82, - "canonical_issue_reason": "issue:43708 is the clearest, most actionable trainer-resume bug in the set, with a specific reproduction and a concrete correctness problem around `resume_from_checkpoint` and `max_steps`.", + "summary": "This cluster is mostly heterogeneous; the soft pairs share broad subsystems like training, tokenization, loading, or quantization, but not the same concrete bug/change. I would not merge any of the candidate pairs.", + "confidence": 0.41, + "canonical_issue_reason": "Issue #43873 is the broadest, most central open problem in the set (offloading/quantization) and has the most visible discussion/references, so it is the best representative issue despite the cluster being mixed.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43708 is the best representative issue because it is narrowly scoped, clearly described, and likely to be triaged/fixed as a distinct trainer bug rather than a vague symptom report.", + "best_issue_reason": "#43873 is the strongest single issue to anchor this cluster: it is active, broadly scoped, and has more inbound attention than the other candidates.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:40990", - "right": "issue:45701", + "left": "issue:44387", + "right": "issue:45704", "accept": false, - "reason": "Different bugs: one is a perplexity regression on a specific model, the other is a tokenization/version discrepancy." + "reason": "Different bugs: int4 quantization OOM under Transformers 5.x vs a T5/apex RMSNorm memory leak. Same memory theme only at a very high level." }, { - "left": "issue:43450", + "left": "issue:40990", "right": "issue:45701", "accept": false, - "reason": "Different areas: batched video processor output shape vs tokenizer behavior across versions." + "reason": "Perplexity regression and tokenization change may be related in outcome, but the reports do not describe the same concrete defect or fix." }, { "left": "issue:41720", "right": "issue:42617", "accept": false, - "reason": "Both are multi-GPU/runtime failures, but the model, code path, and symptom differ materially." + "reason": "Unrelated failures: Qwen3 device-map CUDA assert vs inability to run a 3d_parallel.py script." }, { - "left": "issue:44466", - "right": "issue:45357", + "left": "issue:43450", + "right": "issue:45701", "accept": false, - "reason": "Both involve Qwen3.5 save/load behavior, but one is serialization of tied weights while the other is incorrect visual encoder keys." + "reason": "Video processor batching shape bug is unrelated to tokenization-version behavior." }, { - "left": "issue:26413", - "right": "issue:28530", + "left": "issue:44466", + "right": "issue:45357", "accept": false, - "reason": "Both are trainer-related, but one is checkpoint resumption failing and the other is early stopping/metric detection." + "reason": "Both touch save/pretrained serialization, but one is tied lm_head serialization and the other is incorrect visual encoder keys in Qwen3.5." }, { "left": "issue:43873", "right": "issue:44756", "accept": false, - "reason": "Both touch offload/memory behavior, but one is quantization offload correctness and the other is mmap OOM on Strix Halo." + "reason": "Both mention memory/offload behavior, but one is quantization offloading and the other is disabling mmap on Strix Halo to avoid OOM." + }, + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "Trainer checkpoint resume and early stopping metric lookup are separate training control-flow bugs." }, { "left": "issue:44186", "right": "issue:45072", "accept": false, - "reason": "Tokenizer crash with NER/padding is unrelated to dtype mismatch in inference wrappers." + "reason": "Tokenizer crash on NER/padding is unrelated to bfloat16 dtype mismatches in model inference." }, { - "left": "issue:43065", - "right": "issue:46402", + "left": "issue:45685", + "right": "issue:46821", "accept": false, - "reason": "Different models and failure modes: a dummy Conv2d in Sam3PixelDecoder vs missing text encoder weight loading in Sam3Model." + "reason": "Different areas and errors: MPS histogram on Int vs TimesFM window_size AttributeError." }, { "left": "issue:43295", "right": "issue:45701", "accept": false, - "reason": "Regression about processor/tokenizer API compatibility is not the same as version-dependent tokenization changes." + "reason": "Processor.tokenizer regression is not the same as a general version-dependent tokenization change." }, { - "left": "issue:46612", - "right": "issue:46858", + "left": "issue:44451", + "right": "issue:47020", "accept": false, - "reason": "Both affect generation/cache logic, but one is beam-search reorder omission and the other is a static-cache seq-length tensor/device bug." + "reason": "Both are loading failures, but for different models and different tokenizer paths; not the same underlying bug." }, { - "left": "issue:45685", - "right": "issue:46821", + "left": "issue:43065", + "right": "issue:46402", "accept": false, - "reason": "MPS histogram error in MoE is unrelated to a TimesFM window_size AttributeError." + "reason": "Both concern Sam3, but one is a dummy Conv2d in the pixel decoder and the other is missing text-encoder weights." }, { - "left": "issue:43881", - "right": "issue:44488", + "left": "issue:46612", + "right": "issue:46858", "accept": false, - "reason": "Different loading failures for different BERT checkpoints; no shared underlying defect is evident." + "reason": "Both involve cache/generation internals, but one is skipped beam-cache reorder for several models and the other is static-cache slice arithmetic under torch.compile." }, { - "left": "issue:43550", - "right": "issue:43720", + "left": "issue:43881", + "right": "issue:44488", "accept": false, - "reason": "Both involve model execution/weights, but one is torch.compile+SDPA and the other is packed-weight unpacking during accelerate loading." + "reason": "Separate model-loading failures with no evidence of the same root cause." }, { "left": "issue:36010", "right": "issue:42617", "accept": false, - "reason": "ImportError for GenerationMixin is unrelated to a 3d_parallel.py runtime failure." + "reason": "GenerationMixin import error is unrelated to a 3d_parallel.py runtime failure." }, { - "left": "issue:43577", - "right": "issue:43708", + "left": "issue:43550", + "right": "issue:43720", "accept": false, - "reason": "One is dtype propagation in Blip2 loading; the other is trainer checkpoint/max_steps accounting." + "reason": "Different quantization/compile/load paths and different failure modes; not plausibly one fix." }, { "left": "issue:43646", "right": "issue:46665", "accept": false, - "reason": "Transformers 5.0 custom init breakage is a migration/API issue, not the same as from_pretrained behavior inside Python classes." + "reason": "Both involve custom model usage, but one is a breaking change in initialization and the other is from_pretrained behavior inside Python classes." }, { - "left": "issue:44451", - "right": "issue:47020", + "left": "issue:43577", + "right": "issue:43708", "accept": false, - "reason": "Different tokenizer/model bugs: loading a specific BERT vs XLMRobertaTokenizer passing the wrong vocab type." + "reason": "BLIP2 dtype loading and resume_from_checkpoint max_steps are unrelated training/model-loading issues." }, { "left": "issue:43550", "right": "issue:43606", "accept": false, - "reason": "Both are runtime issues, but SDPA+compile failure and CPU-offload device mismatch are separate code paths." + "reason": "Different models and different causes: SDPA/torch.compile vs CPU offload device mismatch." }, { "left": "issue:44186", "right": "issue:44610", "accept": false, - "reason": "Different multimodal/tokenization bugs: LayoutLMv2 NER batching vs OmDet-Turbo image size mismatch." - }, - { - "left": "issue:43404", - "right": "issue:45357", - "accept": false, - "reason": "Tied lm_head weights in Mistral3 are unrelated to incorrect visual encoder keys in Qwen3.5 serialization." + "reason": "Both are vision processor shape/size bugs, but they affect different models and different expected input formats." }, { "left": "issue:42915", "right": "issue:43317", "accept": false, - "reason": "Both are load/config issues, but one is FineGrainedFP8 on Qwen3Moe and the other is device_map offload for dequantized models." + "reason": "FineGrainedFP8Config failure and dequantized-model offload loading failure are related only broadly to quantization." }, { - "left": "issue:44610", - "right": "issue:44898", + "left": "issue:43404", + "right": "issue:45357", "accept": false, - "reason": "Different vision preprocessing/model-input bugs: OmDet-Turbo expects 224px, Perceiver fails on non-default resolution despite interpolation." + "reason": "Tied lm_head weights vs incorrect visual encoder keys are different serialization issues in different models." }, { "left": "issue:46821", "right": "issue:46869", "accept": false, - "reason": "TimesFM window_size AttributeError is unrelated to YOLO multi-GPU device_map auto loading." - }, - { - "left": "issue:28530", - "right": "issue:33666", - "accept": false, - "reason": "Early stopping metric handling and Qwen2-VL multi-GPU training are unrelated training problems." + "reason": "TimesFM window_size AttributeError and YOLO multi-GPU device-map failure are unrelated." }, { "left": "issue:41720", "right": "issue:45161", "accept": false, - "reason": "Both mention multi-device model execution, but one is Qwen3 auto device mapping cuda assert and the other is GPT-OSS tensor-parallel failure." + "reason": "Both are large-model parallelism issues, but the concrete failures and code paths differ." }, { - "left": "issue:43531", - "right": "issue:43572", + "left": "issue:44610", + "right": "issue:44898", "accept": false, - "reason": "Sliding window behavior in Qwen3-MoE is unrelated to a missing pad_token_idx in StableLmConfig." + "reason": "Both involve image size handling, but one is an incorrect processor output size and the other is a non-default resolution interpolation failure." }, { "left": "issue:44423", "right": "issue:45406", "accept": false, - "reason": "Different serving regressions: one is a multimodal continuous-batching `.to` error, the other is Gemma4Processor missing `_tokenizer`." + "reason": "Both are serve-time multimodal crashes, but the exception paths and causes are distinct." }, { - "left": "issue:44734", - "right": "issue:46858", + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Different Gemma models and different bugs: variable-name collision vs device mismatch under auto mapping." + }, + { + "left": "issue:28530", + "right": "issue:33666", "accept": false, - "reason": "Both are serve/cache related, but the bugs are distinct: KV continuation indexing vs cache seq-length tensor arithmetic." + "reason": "Early stopping metric lookup is unrelated to Qwen2-VL multi-GPU training." }, { "left": "issue:42915", "right": "issue:46291", "accept": false, - "reason": "Qwen3Moe FP8 loading and pipelines import dependency validation are unrelated." + "reason": "Quantization config failure is unrelated to kernels import/version requirement in pipelines." }, { - "left": "issue:44008", - "right": "issue:45823", + "left": "issue:43708", + "right": "issue:43317", "accept": false, - "reason": "Gemma3n variable-name collision in forward is unrelated to Gemma4 PLE device mismatch under auto device_map." + "reason": "Checkpoint resume math and dequantized-model offload loading are separate failure modes." } ] }, @@ -5039,19 +5069,18 @@ "issue:36032", "issue:36331", "issue:41720", - "issue:42490", "issue:42915", "issue:43257", "issue:43316", "issue:43322", - "issue:43329", - "issue:43425", "issue:43452", "issue:43526", "issue:43531", "issue:43540", "issue:43550", + "issue:43572", "issue:43653", + "issue:43716", "issue:43746", "issue:43782", "issue:43873", @@ -5064,6 +5093,7 @@ "issue:44509", "issue:44534", "issue:44671", + "issue:44734", "issue:44743", "issue:44913", "issue:44991", @@ -5080,210 +5110,217 @@ "issue:47254" ], "soft_pairs": [ + "issue:43531|issue:43572", "issue:36331|issue:41720", - "issue:44464|issue:46858", + "issue:44734|issue:46858", "issue:44671|issue:44743", - "issue:45632|issue:45684", + "issue:44464|issue:46858", "issue:44186|issue:44361", + "issue:45632|issue:45684", + "issue:43716|issue:46821", "issue:28530|issue:30064", - "issue:43425|issue:46821", "issue:43881|issue:44991", "issue:43316|issue:44913", - "issue:45701|issue:47145", "issue:43526|issue:43883", - "issue:42915|issue:43322", - "issue:33357|issue:35707", "issue:29159|issue:36032", + "issue:45701|issue:47145", + "issue:42915|issue:43322", "issue:30064|issue:34634", + "issue:43452|issue:47020", + "issue:33357|issue:35707", "issue:43873|issue:45704", - "issue:44492|issue:44509", "issue:43531|issue:45759", "issue:43540|issue:43782", - "issue:43452|issue:47020", "issue:43257|issue:47254", - "issue:43550|issue:43653", "issue:41720|issue:43746", "issue:44534|issue:46665", - "issue:42490|issue:43329" + "issue:44492|issue:44509", + "issue:43550|issue:43653" ], - "prepared_review_unit_hash": "f8fa1055459b18dc8c33ca6cbc095c90c0ffdf7455188016e9b16a698693804f", + "prepared_review_unit_hash": "b3725353f89d2985a4c296ba09fdf8985eeb0eed8fb147c09d40523196f489b5", "component_budget": { "node_count": 520, "item_count": 520, - "soft_pair_count": 1916, - "serialized_chars": 993437, - "estimated_input_tokens": 248360, - "estimated_eval_tokens": 496976 + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 25, - "serialized_chars": 35149, - "estimated_input_tokens": 8788, - "estimated_eval_tokens": 17832 + "soft_pair_count": 26, + "serialized_chars": 35395, + "estimated_input_tokens": 8849, + "estimated_eval_tokens": 17954 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are a heterogeneous mix of unrelated bugs and docs issues; none of the soft pairs look like the same underlying defect or change.", - "confidence": 0.98, - "canonical_issue_reason": "issue:43873 is the most central issue here: it is open, has substantial discussion/inbound references, and describes a broad, user-facing failure mode around quantization/offloading.", + "summary": "The candidate pairs are largely unrelated issues across different models, components, and failure modes. None look like the same underlying bug or change, so all soft edges are rejected.", + "confidence": 0.93, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the best representative issue to keep as the cluster anchor because it is active, well-discussed, and broad enough to serve as a canonical tracking ticket.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Different model families and different failures: Qwen3-MoE sliding-window cache behavior vs StableLmConfig missing pad token metadata." + }, { "left": "issue:36331", "right": "issue:41720", "accept": false, - "reason": "Trainer API signature breakage vs Qwen3 auto device mapping CUDA assert; different code paths and symptoms." + "reason": "A trainer signature mismatch and a Qwen3 auto-device-map CUDA assert are unrelated code paths." }, { - "left": "issue:44464", + "left": "issue:44734", "right": "issue:46858", "accept": false, - "reason": "Both mention cache/compiled execution, but one is chunked-generation output inconsistency and the other is a static-cache seq-length tensor bug on non-CUDA backends." + "reason": "Both involve cache logic, but one is a server KV-continuation indexing crash while the other is a static-cache seq-length tensor arithmetic bug on non-CUDA backends." }, { "left": "issue:44671", "right": "issue:44743", "accept": false, - "reason": "CamemBERT masked-LM prediction regression and Qwen3 recurrent-state reset are unrelated model-specific bugs." + "reason": "CamemBERT masked-LM prediction errors and Qwen3 modular recurrent-state reset are distinct model-specific bugs." }, { - "left": "issue:45632", - "right": "issue:45684", + "left": "issue:44464", + "right": "issue:46858", "accept": false, - "reason": "Cache-path collision for trust_remote_code is unrelated to save_pretrained permission propagation." + "reason": "Chunked generation with compiled forward is a different failure from device-tensor seq-length arithmetic in cache prefill." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "Different tokenizers, different failure modes, and different task contexts; only a broad tokenizer label applies." + "reason": "Two tokenizer crashes, but on different tokenizers, inputs, and failure modes; not the same underlying defect." }, { - "left": "issue:28530", - "right": "issue:30064", + "left": "issue:45632", + "right": "issue:45684", "accept": false, - "reason": "Early-stopping metric lookup and void segmentation map processing are unrelated subsystems." + "reason": "One is a cache-path collision for trust_remote_code; the other is permission propagation in save_pretrained." }, { - "left": "issue:43425", + "left": "issue:43716", "right": "issue:46821", "accept": false, - "reason": "Generic Torch version incompatibility is not the same bug as TimesFM's window_size AttributeError." + "reason": "Image preprocessor/model dtype mismatch is unrelated to the TimesFM window_size AttributeError." + }, + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Early-stopping metric lookup and void segmentation-map processing are separate subsystems and bugs." }, { "left": "issue:43881", "right": "issue:44991", "accept": false, - "reason": "A model loading failure for glm-4v-9b and a tokenizer-loading failure for EMBEDDIA/est-roberta are distinct issues." + "reason": "A GLM-4V model load failure is not the same as a tokenizer load regression for EMBEDDIA/est-roberta." }, { "left": "issue:43316", "right": "issue:44913", "accept": false, - "reason": "Gemma3TextConfig API inconsistency and GPTNeoX rotary_pct reload behavior are different configuration bugs." - }, - { - "left": "issue:45701", - "right": "issue:47145", - "accept": false, - "reason": "Tokenization differences across versions and FP8 weight_scale application are unrelated change/problem areas." + "reason": "Both mention config behavior, but they concern different config fields and unrelated models." }, { "left": "issue:43526", "right": "issue:43883", "accept": false, - "reason": "BEiT reduce_labels output truncation and Molmo tied-weights metadata are unrelated." + "reason": "BEiT label reduction and Molmo tied-weights attribute errors are unrelated issues." }, { - "left": "issue:42915", - "right": "issue:43322", + "left": "issue:29159", + "right": "issue:36032", "accept": false, - "reason": "Qwen3MoE FP8 loading failure and Llava Next segmentation fault are different model/load-path problems." + "reason": "A broad slow-vs-fast tokenizer inconsistency is not the same bug as T5Tokenizer's add_special_tokens initialization conflict." }, { - "left": "issue:33357", - "right": "issue:35707", + "left": "issue:45701", + "right": "issue:47145", "accept": false, - "reason": "MacOS bus error for a CLIP model and progressive generation with inputs_embeds/past_key_values are not the same defect." + "reason": "Tokenization changes across versions and silent FP8 weight_scale omission are different bugs in different parts of the stack." }, { - "left": "issue:29159", - "right": "issue:36032", + "left": "issue:42915", + "right": "issue:43322", "accept": false, - "reason": "Slow/fast tokenizer inconsistency is not the same as the T5Tokenizer add_special_tokens load-time attribute conflict." + "reason": "Qwen3MoE FP8 loading failure and Llava Next segmentation fault have different triggers and code paths." }, { "left": "issue:30064", "right": "issue:34634", "accept": false, - "reason": "ImageProcessor void-segmentation handling and BarkProcessor voice_preset behavior are unrelated." + "reason": "Image segmentation-map processing and BarkProcessor voice_preset handling are unrelated processor bugs." }, { - "left": "issue:43873", - "right": "issue:45704", + "left": "issue:43452", + "right": "issue:47020", "accept": false, - "reason": "Quantization/offloading behavior and an apex RMSNorm memory leak are different failure modes in different code paths." + "reason": "A gguf_file auto-loading regression and an XLMRoberta tokenizer constructor type mismatch are different failure modes." }, { - "left": "issue:44492", - "right": "issue:44509", + "left": "issue:33357", + "right": "issue:35707", "accept": false, - "reason": "Cache-strategy typo and docs mentioning removed pipelines are both documentation-ish but not the same issue." + "reason": "MacOS CLIP bus error and progressive generation with inputs_embeds/past_key_values are unrelated." }, { - "left": "issue:43531", - "right": "issue:45759", + "left": "issue:43873", + "right": "issue:45704", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and unwrapping text_config in composite multimodal configs are separate model-configuration bugs." + "reason": "Quantization offloading behavior and a T5 apex RMSNorm memory leak do not describe the same bug." }, { - "left": "issue:43540", - "right": "issue:43782", + "left": "issue:43531", + "right": "issue:45759", "accept": false, - "reason": "Video-input processing ValueError in Qwen3OmniMoe is distinct from Qwen3VL weight_only load failure." + "reason": "Both are Qwen3-related, but one is a MoE sliding-window cache issue and the other is from_config text_config unwrapping for multimodal configs." }, { - "left": "issue:43452", - "right": "issue:47020", + "left": "issue:43540", + "right": "issue:43782", "accept": false, - "reason": "gguf_file/pretrained-loading regression and XLMRobertaTokenizer Unigram constructor misuse are different tokenizer/model-loading bugs." + "reason": "Video-input processing in Qwen3OmniMoe and weight_only loading in Qwen3VL are distinct multimodal loading/processing problems." }, { "left": "issue:43257", "right": "issue:47254", "accept": false, - "reason": "Qwen3 MOE weight conversion with accelerate+deepspeed and PEFT ZeRO-3 checkpointing errors are not the same bug." - }, - { - "left": "issue:43550", - "right": "issue:43653", - "accept": false, - "reason": "torch.compile+SDPA failure and BigBirdTokenizer special-token registration are unrelated." + "reason": "Qwen3 MoE weight conversion with accelerate+deepspeed and PEFT ZeRO-3 checkpoint errors are separate distributed-loading issues." }, { "left": "issue:41720", "right": "issue:43746", "accept": false, - "reason": "Qwen3 auto device mapping CUDA assert and GraniteSpeech PEFT local-checkpoint loading are different model/load issues." + "reason": "A Qwen3 device-mapping CUDA assert is unrelated to GraniteSpeech PEFT adapter loading." }, { "left": "issue:44534", "right": "issue:46665", "accept": false, - "reason": "Non-persistent buffer initialization corruption and inconsistent from_pretrained behavior inside Python classes are different problems." + "reason": "Non-persistent buffer corruption in v5 is not the same as inconsistent from_pretrained behavior inside Python classes." }, { - "left": "issue:42490", - "right": "issue:43329", + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A cache-strategy typo and outdated pipeline-task documentation are unrelated documentation/terminology issues." + }, + { + "left": "issue:43550", + "right": "issue:43653", "accept": false, - "reason": "Trailing-slash local model import warning and undefined variables in the video token-count branch are unrelated." + "reason": "A torch.compile SDPA failure in Bamba-9B-v2 is unrelated to BigBirdTokenizer special-token registration." } ] }, @@ -5312,9 +5349,11 @@ "issue:35707", "issue:39692", "issue:41720", + "issue:42490", + "issue:42886", + "issue:43329", "issue:43381", "issue:43388", - "issue:43421", "issue:43531", "issue:43540", "issue:43606", @@ -5323,15 +5362,16 @@ "issue:43720", "issue:43746", "issue:43844", - "issue:43873", - "issue:43927", "issue:44062", "issue:44077", "issue:44368", "issue:44451", + "issue:44514", + "issue:44545", "issue:44589", "issue:44610", "issue:44625", + "issue:44843", "issue:44898", "issue:44918", "issue:44936", @@ -5347,255 +5387,248 @@ "issue:45704", "issue:45759", "issue:45859", - "issue:45923", "issue:46050", "issue:46402", - "issue:46655", "issue:46665", - "issue:46693", "issue:46821", "issue:46858" ], "soft_pairs": [ + "issue:42490|issue:43329", "issue:43606|issue:43720", "issue:34567|issue:35707", "issue:43531|issue:46821", "issue:45406|issue:45464", "issue:34634|issue:41720", - "issue:43606|issue:43653", "issue:43531|issue:44589", + "issue:43606|issue:43653", "issue:43388|issue:45059", "issue:45759|issue:45859", - "issue:44451|issue:44991", "issue:43540|issue:46858", + "issue:44451|issue:44991", "issue:45357|issue:46402", "issue:44077|issue:44625", "issue:43644|issue:46665", "issue:44987|issue:45042", "issue:44062|issue:44451", - "issue:44625|issue:45479", "issue:44898|issue:45072", - "issue:43381|issue:43844", - "issue:39692|issue:44610", + "issue:44625|issue:45479", "issue:41720|issue:45704", - "issue:44368|issue:45357", + "issue:39692|issue:44610", + "issue:43381|issue:43844", + "issue:44918|issue:44936", "issue:43746|issue:46050", + "issue:42886|issue:44843", "issue:43381|issue:45704", - "issue:44918|issue:44936", - "issue:46655|issue:46693", - "issue:43421|issue:43927", - "issue:43746|issue:43873", - "issue:43531|issue:45923" + "issue:44368|issue:45357", + "issue:44514|issue:44545" ], - "prepared_review_unit_hash": "0ed3e2a137754f7db66bce7f4c6728cdc128fe41e2d90f0c3cd8114b6dca2cfb", + "prepared_review_unit_hash": "d7455bdd3ecd7bea096afeddb4edd5002bd81bdc0944aad6e6a519b0c466d60f", "component_budget": { "node_count": 520, "item_count": 520, - "soft_pair_count": 1916, - "serialized_chars": 993437, - "estimated_input_tokens": 248360, - "estimated_eval_tokens": 496976 + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36640, - "estimated_input_tokens": 9160, - "estimated_eval_tokens": 18576 + "soft_pair_count": 28, + "serialized_chars": 36434, + "estimated_input_tokens": 9109, + "estimated_eval_tokens": 18474 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a collection of unrelated single-issue reports across different models and subsystems. None of the soft pairs are close enough to treat as the same underlying bug/change, so I would not merge any of them as duplicates.", - "confidence": 0.91, - "canonical_issue_reason": "If a single issue must act as the cluster representative, #43873 is the best fit: it is open, broadly scoped around offloading/quantization behavior, and has the strongest discussion/reference signal among the set.", + "summary": "This cluster is mostly unrelated single-issue reports; only the Qwen2.5 VL batched `apply_chat_template` crash appears to be a true duplicate pair. No PRs are present.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 44514 is the cleaner/earlier report for the same batched `padding=False` crash; 44545 is a near-identical duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "#43873 is the most useful anchor for triage because it is active, well-scoped enough to be actionable, and sits near the broader offloading/quantization theme that appears in a few nearby reports.", + "best_issue_reason": "Issue 44514 is the best anchor: it states the exact failure mode clearly and predates the duplicate report.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Different bugs: path-with-slash import warning vs undefined variables in multimodal token counting for video." + }, { "left": "issue:43606", "right": "issue:43720", "accept": false, - "reason": "Both mention loading/offload failures, but one is a Bark CPU offload device mismatch and the other is a BitNet packed-weight loading bug; different models and code paths." + "reason": "Unrelated code paths: Bark CPU offload device mismatch vs BitNet packed-weight unpacking during accelerate loading." }, { "left": "issue:34567", "right": "issue:35707", "accept": false, - "reason": "Trainer token-count tracking and progressive generation with inputs_embeds/past_key_values are unrelated bugs." + "reason": "Different symptoms and subsystems: trainer token counter not updating vs progressive generation with `inputs_embeds`/`past_key_values`." }, { "left": "issue:43531", "right": "issue:46821", "accept": false, - "reason": "Both mention window-related settings, but Qwen3-MoE sliding_window and TimesFM window_size AttributeError are different components and failures." + "reason": "Both mention windowing, but one is Qwen3-MoE `sliding_window` behavior and the other is TimesFM `window_size` attribute handling." }, { "left": "issue:45406", "right": "issue:45464", "accept": false, - "reason": "Gemma4Processor missing _tokenizer in transformers serve is unrelated to Qwen3.5 streaming inference failures." + "reason": "Serve crash from missing `_tokenizer` is not the same as Qwen3.5 streaming inference failure." }, { "left": "issue:34634", "right": "issue:41720", "accept": false, - "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping cudaErrorAssert are separate model-specific problems." + "reason": "BarkProcessor `voice_preset` failure and Qwen3 auto device map cuda assert are unrelated." }, { - "left": "issue:43606", - "right": "issue:43653", + "left": "issue:43531", + "right": "issue:44589", "accept": false, - "reason": "CPU offload device mismatch for Bark is not the same as BigBirdTokenizer special-token registration/decode failure." + "reason": "Different failures: Qwen3-MoE sliding window vs Float8 storage lookup error." }, { - "left": "issue:43531", - "right": "issue:44589", + "left": "issue:43606", + "right": "issue:43653", "accept": false, - "reason": "Sliding-window configuration in Qwen3-MoE is unrelated to the Float8 storage lookup error." + "reason": "Different components: Bark CPU offload mismatch vs BigBirdTokenizer special-token registration/decode issue." }, { "left": "issue:43388", "right": "issue:45059", "accept": false, - "reason": "gather_for_metrics dropping tuple labels is a distributed batching bug, not the SAM3 text/bounding-box behavior issue." + "reason": "Gathering metrics label truncation is unrelated to SAM3 text/bbox behavior." }, { "left": "issue:45759", "right": "issue:45859", "accept": false, - "reason": "One is config unwrapping for composite Qwen multimodal models; the other is rotary embedding CPU-offload incompatibility." + "reason": "Different multimodal config bugs: `text_config` unwrapping vs CPU-offload incompatibility in rotary embeddings." }, { - "left": "issue:44451", - "right": "issue:44991", + "left": "issue:43540", + "right": "issue:46858", "accept": false, - "reason": "Both are tokenizer load failures, but they affect different models and there is no clear shared code-path bug from the titles alone." + "reason": "Qwen3OmniMoe video-input validation and static-cache seq-length tensor arithmetic are different bugs." }, { - "left": "issue:43540", - "right": "issue:46858", + "left": "issue:44451", + "right": "issue:44991", "accept": false, - "reason": "Qwen3OmniMoe video-input processing and static-cache seq_length arithmetic are different failures." + "reason": "Both are tokenizer loading regressions, but they target different models and likely different root causes." }, { "left": "issue:45357", "right": "issue:46402", "accept": false, - "reason": "Incorrectly saved visual encoder keys and missing text encoder weights are both checkpoint-loading/saving themed, but they are distinct bugs affecting different parts of the composite model stack." + "reason": "Different model-loading regressions: Qwen3.5 visual key saving vs Sam3Model text-encoder weights loading." }, { "left": "issue:44077", "right": "issue:44625", "accept": false, - "reason": "patchtsmixer post_init policy and Qwen3.5 num_labels propagation are unrelated configuration issues." + "reason": "PatchTSMixer `post_init` policy and Qwen3.5 `num_labels` propagation are unrelated." }, { "left": "issue:43644", "right": "issue:46665", "accept": false, - "reason": "Non-persistent buffer junk in Transformers 5.0.0 is not the same as inconsistent from_pretrained behavior inside Python classes." + "reason": "Non-persistent buffer junk and inconsistent `from_pretrained` behavior in Python classes are different problems." }, { "left": "issue:44987", "right": "issue:45042", "accept": false, - "reason": "A model-loading regression and a PIL backend torchvision dependency regression are unrelated." + "reason": "Loading `physical-intelligence/fast` and PIL-backend torchvision dependency are unrelated." }, { "left": "issue:44062", "right": "issue:44451", "accept": false, - "reason": "AddedToken special-argument duplication is a tokenizer construction bug, while ScandiBERT loading failure is a separate model-specific issue." - }, - { - "left": "issue:44625", - "right": "issue:45479", - "accept": false, - "reason": "Num-label propagation into text config and zero-loss single-label classification are connected thematically but not the same underlying defect." + "reason": "AddedToken constructor argument conflict is not the same as the ScandiBERT loading failure." }, { "left": "issue:44898", "right": "issue:45072", "accept": false, - "reason": "Perceiver image-size handling and bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel are different problems." - }, - { - "left": "issue:43381", - "right": "issue:43844", - "accept": false, - "reason": "Gradient checkpointing in eval mode and ZeRO-3 gradient growth are separate training/runtime issues." + "reason": "Perceiver non-default resolution failure and dtype mismatch in bfloat16 inference are different bugs." }, { - "left": "issue:39692", - "right": "issue:44610", + "left": "issue:44625", + "right": "issue:45479", "accept": false, - "reason": "SigLIP2 doc-example mistakes/quantization failure and OmDet-Turbo processor size mismatch are different model-specific bugs." + "reason": "One is config propagation to text config; the other is a zero-loss classification bug from `num_labels=1`." }, { "left": "issue:41720", "right": "issue:45704", "accept": false, - "reason": "Qwen3 device-map cuda assert and T5 apex FusedRMSNorm memory leak are unrelated." - }, - { - "left": "issue:44368", - "right": "issue:45357", - "accept": false, - "reason": "A warning about tie_word_embeddings in Qwen3.5 LoRA fine-tuning is not the same as incorrect visual-encoder key saving." + "reason": "Qwen3 auto device mapping cuda assert and T5 apex RMSNorm memory leak are unrelated." }, { - "left": "issue:43746", - "right": "issue:46050", + "left": "issue:39692", + "right": "issue:44610", "accept": false, - "reason": "PEFT adapter checkpoint loading and sinq quantized save/load breakage are different checkpointing paths and failures." + "reason": "Documentation example errors and OmDet-Turbo image-size mismatch are different issues." }, { "left": "issue:43381", - "right": "issue:45704", + "right": "issue:43844", "accept": false, - "reason": "Gradient checkpointing eval-mode behavior and T5 apex memory leak do not share an underlying bug." + "reason": "Gradient checkpointing eval-mode restriction is unrelated to ZeRO-3 gradient inflation." }, { "left": "issue:44918", "right": "issue:44936", "accept": false, - "reason": "TRL SFT embedding unpacking and trainer.evaluate after trainer.train are different trainer behaviors." + "reason": "TRL SFT input-embedding unpacking and `trainer.evaluate()` after `train()` are different trainer bugs." }, { - "left": "issue:46655", - "right": "issue:46693", + "left": "issue:43746", + "right": "issue:46050", "accept": false, - "reason": "SmolVLM video padding calculation and FA2 long-context performance regression are unrelated." + "reason": "PEFT local-checkpoint loading and sinq quantization save/load breakage are not the same bug." }, { - "left": "issue:43421", - "right": "issue:43927", + "left": "issue:42886", + "right": "issue:44843", "accept": false, - "reason": "Runtime post-processor updates for special tokens and losing custom token IDs on save/load are both tokenizer-state issues, but they are distinct bugs." + "reason": "Both involve offline loading, but one is generic cache failure and the other is a specific `_patch_mistral_regex` network call; not enough to merge as the same bug." }, { - "left": "issue:43746", - "right": "issue:43873", + "left": "issue:43381", + "right": "issue:45704", "accept": false, - "reason": "Both touch loading/offloading/quantization, but one is PEFT local checkpoint loading and the other is a broader quantized offloading issue; not the same code-path problem." + "reason": "Different training/runtime problems: eval-mode checkpointing vs a T5 memory leak." }, { - "left": "issue:43531", - "right": "issue:45923", + "left": "issue:44368", + "right": "issue:45357", "accept": false, - "reason": "Qwen3-MoE sliding_window and missing supports_gradient_checkpointing on Nemotron-3-Nano-Omni are unrelated." + "reason": "Warning about `tie_word_embeddings` in LoRA fine-tuning is unrelated to Qwen3.5 visual-key saving." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Near-identical reports of the same `Qwen2_5_VLProcessor.apply_chat_template` crash on batched input with `padding=False`." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well-grounded in the packet: all items are issues, no PRs are present, and the only clear duplicate pair is 44514/44545 with the earlier report correctly identified as canonical. The soft-edge rejections are conservative and align with the issue titles without overclaiming." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -5615,10 +5648,8 @@ "issue:30064", "issue:36010", "issue:39692", - "issue:42886", "issue:43295", "issue:43421", - "issue:43493", "issue:43526", "issue:43531", "issue:43540", @@ -5627,6 +5658,7 @@ "issue:43643", "issue:43653", "issue:43720", + "issue:43746", "issue:43782", "issue:43819", "issue:43873", @@ -5639,270 +5671,282 @@ "issue:44361", "issue:44464", "issue:44488", - "issue:44514", - "issue:44545", "issue:44625", "issue:44671", - "issue:44843", "issue:44857", + "issue:44995", "issue:45081", "issue:45356", "issue:45381", - "issue:45507", + "issue:45759", "issue:45834", "issue:45907", + "issue:45923", "issue:46032", "issue:46294", "issue:46463", + "issue:46655", "issue:46693", "issue:46829", "issue:46832", "issue:46858", + "issue:47020", "issue:47050" ], "soft_pairs": [ - "issue:42886|issue:44843", + "issue:43421|issue:43927", + "issue:46655|issue:46693", + "issue:43746|issue:43873", + "issue:45759|issue:45923", "issue:30064|issue:36010", + "issue:39692|issue:43873", "issue:43421|issue:43653", - "issue:44514|issue:44545", - "issue:39692|issue:43493", - "issue:43526|issue:43881", "issue:43994|issue:44671", + "issue:43526|issue:43881", "issue:44464|issue:47050", "issue:46032|issue:46463", - "issue:43782|issue:45381", "issue:45081|issue:45356", - "issue:44857|issue:47050", + "issue:44995|issue:46858", "issue:43421|issue:44186", + "issue:43782|issue:45381", + "issue:44857|issue:47050", "issue:45356|issue:45907", - "issue:39692|issue:43873", - "issue:45507|issue:46858", "issue:39692|issue:47050", "issue:43720|issue:43819", "issue:43295|issue:45834", + "issue:43596|issue:44220", + "issue:43540|issue:46294", "issue:43550|issue:43927", "issue:43550|issue:44361", - "issue:43596|issue:44220", - "issue:43653|issue:43720", - "issue:44062|issue:44488", "issue:43531|issue:43643", "issue:44625|issue:47050", - "issue:43540|issue:46294", + "issue:43653|issue:43720", + "issue:44062|issue:44488", "issue:46829|issue:46832", - "issue:45381|issue:46693" + "issue:45381|issue:46693", + "issue:44488|issue:47020" ], - "prepared_review_unit_hash": "425ee2a71dafaa613f2b2111553d3159ce910afe8bacefb7177c9b0869f85299", + "prepared_review_unit_hash": "86b6bb750fa447750e8829398f398c81e574e18fc5c07d8278404750acae3e6f", "component_budget": { "node_count": 520, "item_count": 520, - "soft_pair_count": 1916, - "serialized_chars": 993437, - "estimated_input_tokens": 248360, - "estimated_eval_tokens": 496976 + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 36054, - "estimated_input_tokens": 9014, - "estimated_eval_tokens": 18284 + "soft_pair_count": 31, + "serialized_chars": 36760, + "estimated_input_tokens": 9190, + "estimated_eval_tokens": 18636 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Only one clear duplicate pair appears: the two Qwen2_5_VLProcessor.apply_chat_template batched padding=False reports. The other soft pairs share broad subsystems or model families but not the same concrete bug/change, so they should stay separate.", - "confidence": 0.96, - "canonical_issue_reason": "Issue 44514 is the earliest exact report of the Qwen2_5_VLProcessor.apply_chat_template batched padding=False crash, so it is the best canonical issue.", + "summary": "These items are mostly unrelated single-issue reports across different models/components; I don\u2019t see a true duplicate cluster here. No PRs are present. I\u2019d anchor the cluster on the broad, active quantization/offloading report, but treat all soft edges as rejects.", + "confidence": 0.58, + "canonical_issue_reason": "issue:43873 is the broadest and most active issue in the set (open, many discussion/inbound refs), so it is the best anchor if one must be chosen.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44514 is the clearest representative of the exact duplicate pair and directly names the concrete crash scenario.", + "best_issue_reason": "issue:43873 is the best representative issue because it has the widest scope and strongest evidence of ongoing user impact; it can serve as the cluster canonical even though the other items do not appear to duplicate it.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42886", - "right": "issue:44843", + "left": "issue:43421", + "right": "issue:43927", "accept": false, - "reason": "Both involve offline/tokenizer loading, but one is cache loading and the other is a mistral-regex patch bug; different code paths." + "reason": "Both involve token handling, but one is runtime special-token/post-processor sync and the other is config save/load losing custom IDs; different bugs and code paths." }, { - "left": "issue:30064", - "right": "issue:36010", + "left": "issue:46655", + "right": "issue:46693", "accept": false, - "reason": "Completely unrelated failures: segmentation map processing vs an import error for GenerationMixin." + "reason": "Video processor padding bug vs long-context FA2 performance regression; unrelated symptoms and subsystems." }, { - "left": "issue:43421", - "right": "issue:43653", + "left": "issue:43746", + "right": "issue:43873", "accept": false, - "reason": "Both touch special tokens, but one is a runtime post-processor update feature and the other is a BigBirdTokenizer decode bug." + "reason": "Local checkpoint/PEFT loading problem vs quantization offloading issue; both are loading-related but not the same defect." }, { - "left": "issue:44514", - "right": "issue:44545", - "accept": true, - "reason": "Same exact Qwen2_5_VLProcessor.apply_chat_template batched padding=False crash; later report is a duplicate." + "left": "issue:45759", + "right": "issue:45923", + "accept": false, + "reason": "Composite config unwrapping in AutoModelForCausalLM vs missing gradient-checkpointing flag in a trust_remote_code model; distinct issues." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Image processor void-segmentation failure vs unrelated GenerationMixin import error." }, { "left": "issue:39692", - "right": "issue:43493", + "right": "issue:43873", "accept": false, - "reason": "Same model family, but one is a docs/example problem and the other is an implementation discrepancy with JAX; not the same bug." + "reason": "Docs example/model-processor mismatch plus quantization failure is not the same as the offloading/quantization bug." }, { - "left": "issue:43526", - "right": "issue:43881", + "left": "issue:43421", + "right": "issue:43653", "accept": false, - "reason": "Different models and failures: BEiT label reduction vs glm-4v-9b loading." + "reason": "Both touch tokenizer special-token behavior, but one is runtime post-processor updating and the other is mask-token registration/empty decode; not the same bug." }, { "left": "issue:43994", "right": "issue:44671", "accept": false, - "reason": "Both report bad outputs, but on different models and different failure modes." + "reason": "Different model families and different failure modes; no shared underlying defect is evident." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug vs GLM-4V loading failure; unrelated." }, { "left": "issue:44464", "right": "issue:47050", "accept": false, - "reason": "Chunked generation with compiled forward is unrelated to an ONNX fp16 attention dtype mismatch." + "reason": "Compiled forward chunked-generation inconsistency is unrelated to ONNX fp16 attention dtype mismatch." }, { "left": "issue:46032", "right": "issue:46463", "accept": false, - "reason": "use_cache correctness regression vs an error-message bug in T5 decoder validation; not the same issue." - }, - { - "left": "issue:43782", - "right": "issue:45381", - "accept": false, - "reason": "Both are Qwen VL issues, but one is from_pretrained weight_only loading and the other is video position ids in a different model." + "reason": "Cache/use_cache correctness bug vs incorrect error message for T5 decoder validation; different problems." }, { "left": "issue:45081", "right": "issue:45356", "accept": false, - "reason": "Both mention fix_mistral_regex, but one is a tokenizer loading crash and the other is a codec-handling regression/warning issue." + "reason": "Both mention fix_mistral_regex, but one is an AttributeError during tokenizer patching and the other is a Kimi-K2.5 regression with codec handling/warning text; not clearly the same bug." }, { - "left": "issue:44857", - "right": "issue:47050", + "left": "issue:44995", + "right": "issue:46858", "accept": false, - "reason": "Different numerical/runtime problems in unrelated models: AMP crash vs ONNX export dtype mismatch." + "reason": "Both involve cache mechanics, but one is stale indexer cache on second forward and the other is device-tensor seq_length breaking static-cache arithmetic under compile." }, { "left": "issue:43421", "right": "issue:44186", "accept": false, - "reason": "Shared tokenizer wording, but one is special-token post-processing and the other is NER padding/truncation crashes." + "reason": "Both are tokenizer issues, but the concrete failure modes and affected paths differ." }, { - "left": "issue:45356", - "right": "issue:45907", + "left": "issue:43782", + "right": "issue:45381", "accept": false, - "reason": "Tokenizer regression vs an unrelated Hub API forwarding bug." + "reason": "Qwen3VL from_pretrained weight_only error is distinct from Qwen2.5-VL video position-id mismatch." }, { - "left": "issue:39692", - "right": "issue:43873", + "left": "issue:44857", + "right": "issue:47050", "accept": false, - "reason": "SigLIP2 docs/model mismatch is unrelated to a quantization offloading bug." + "reason": "Both mention precision issues, but one is training loss under AMP/CUDA and the other is ONNX export dtype mismatch in attention; not the same bug." }, { - "left": "issue:45507", - "right": "issue:46858", + "left": "issue:45356", + "right": "issue:45907", "accept": false, - "reason": "Different cache/model-call failures; no shared concrete code path." + "reason": "Tokenizer regression vs hub API argument-forwarding bug; unrelated." }, { "left": "issue:39692", "right": "issue:47050", "accept": false, - "reason": "Unrelated model-output/documentation issue vs ONNX fp16 export dtype mismatch." + "reason": "Doc example/quantization issue is unrelated to Canine ONNX export dtype mismatch." }, { "left": "issue:43720", "right": "issue:43819", "accept": false, - "reason": "Both are model-loading/compression issues, but they affect different architectures and code paths." + "reason": "Packed-weight loading bug vs DAC from_latents/STE mismatch; different model behaviors and code paths." }, { "left": "issue:43295", "right": "issue:45834", "accept": false, - "reason": "Processor/tokenizer regression vs long-ocr index error; same area only at a very broad level." + "reason": "Processor.tokenizer regression with images vs long OCR index error; both multimodal, but not the same failure." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Deepspeed ZeRO3/BertModel init IndexError vs audio feature extraction issue; unrelated." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both are video-input issues in Qwen variants, but one is a processing ValueError and the other is a chat-template/video-token mismatch; too different to merge." }, { "left": "issue:43550", "right": "issue:43927", "accept": false, - "reason": "Bamba torch.compile/SDPA failure is unrelated to DiaConfig save/load token ID loss." + "reason": "torch.compile/SDPA failure vs config token-ID persistence bug; unrelated." }, { "left": "issue:43550", "right": "issue:44361", "accept": false, - "reason": "Different tokenizer/model failures: Bamba compiled SDPA vs MLukeTokenizer AttributeError." + "reason": "Different model families and different failure sites." }, { - "left": "issue:43596", - "right": "issue:44220", + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE vs AutoConfig trust_remote_code field loss; unrelated." + }, + { + "left": "issue:44625", + "right": "issue:47050", "accept": false, - "reason": "BertModel Zero3 init index error vs an audio feature extraction bug; unrelated." + "reason": "Qwen3.5 config propagation bug vs Canine ONNX fp16 attention mismatch; unrelated." }, { "left": "issue:43653", "right": "issue:43720", "accept": false, - "reason": "Special-token decode bug vs BitNet packed-weight loading failure; different bugs." + "reason": "Tokenizer special-token registration bug vs BitNet packed-weight loading bug; different subsystems." }, { "left": "issue:44062", "right": "issue:44488", "accept": false, - "reason": "AddedToken keyword collision is unrelated to the sleng-bert loading failure." + "reason": "AddedToken constructor duplication error vs a specific model/tokenizer loading failure; no clear duplicate relation." }, { - "left": "issue:43531", - "right": "issue:43643", + "left": "issue:46829", + "right": "issue:46832", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to trust_remote_code config field loss." + "reason": "Two different vision-model bugs affecting different outputs and forward paths." }, { - "left": "issue:44625", - "right": "issue:47050", + "left": "issue:45381", + "right": "issue:46693", "accept": false, - "reason": "Qwen3.5 config propagation bug is unrelated to Canine ONNX fp16 attention dtype issues." + "reason": "Video position-id bug in Qwen2.5-VL vs long-context FA2 performance regression; unrelated." }, { - "left": "issue:43540", - "right": "issue:46294", - "accept": false, - "reason": "Both concern Qwen video input, but one is a processing ValueError and the other is chat-template feature/token alignment." - }, - { - "left": "issue:46829", - "right": "issue:46832", - "accept": false, - "reason": "Different vision-model forward/output bugs with no shared concrete failure." - }, - { - "left": "issue:45381", - "right": "issue:46693", + "left": "issue:44488", + "right": "issue:47020", "accept": false, - "reason": "Qwen2.5-VL video position IDs is unrelated to FA2 long-context performance regression." + "reason": "Both concern tokenizer/model loading, but one is a concrete Unigram-vocab type mismatch and the other is a specific model not loading; insufficient evidence of same bug." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The one accepted pair (44514/44545) is an obvious duplicate from the titles and dates, and the other soft-pair rejections are appropriately cautious given the limited evidence. No overstatement or mergeability issue is apparent here." - }, - "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 }, @@ -5925,17 +5969,15 @@ "issue:36331", "issue:39692", "issue:41720", + "issue:43322", "issue:43335", "issue:43540", "issue:43550", - "issue:43606", "issue:43611", "issue:43618", "issue:43643", - "issue:43644", "issue:43653", "issue:43697", - "issue:43749", "issue:43756", "issue:43819", "issue:44008", @@ -5943,22 +5985,23 @@ "issue:44220", "issue:44442", "issue:44448", - "issue:44488", "issue:44561", "issue:44661", "issue:44671", + "issue:44805", "issue:44821", "issue:44843", "issue:44877", "issue:44898", + "issue:44936", "issue:44991", "issue:45020", - "issue:45072", "issue:45081", "issue:45084", "issue:45183", "issue:45479", "issue:45584", + "issue:45685", "issue:45834", "issue:45987", "issue:46291", @@ -5969,231 +6012,224 @@ "issue:47020" ], "soft_pairs": [ - "issue:43611|issue:46665", "issue:41720|issue:44991", + "issue:43611|issue:46665", "issue:44220|issue:44661", "issue:30064|issue:36331", + "issue:44821|issue:45084", "issue:45987|issue:46829", - "issue:43653|issue:43819", + "issue:44843|issue:45081", "issue:44186|issue:44898", - "issue:43335|issue:43756", - "issue:44488|issue:47020", + "issue:43653|issue:43819", + "issue:44008|issue:46858", "issue:43550|issue:43819", - "issue:43618|issue:43697", + "issue:43540|issue:44008", "issue:43643|issue:44877", - "issue:45987|issue:46932", + "issue:43335|issue:43756", "issue:34634|issue:36010", - "issue:44821|issue:45084", - "issue:44843|issue:45081", + "issue:45987|issue:46932", + "issue:44991|issue:47020", "issue:39692|issue:45834", - "issue:44008|issue:46858", - "issue:44186|issue:44442", - "issue:43540|issue:44008", + "issue:43618|issue:43697", + "issue:44561|issue:45020", "issue:44448|issue:44671", + "issue:44186|issue:44442", "issue:45584|issue:45834", - "issue:44991|issue:47020", + "issue:43322|issue:45685", "issue:44991|issue:46291", - "issue:45183|issue:45479", - "issue:44561|issue:45020", - "issue:43606|issue:45072", - "issue:43644|issue:43749" + "issue:44805|issue:44936", + "issue:45183|issue:45479" ], - "prepared_review_unit_hash": "32356a8a79a4cde63d9f96d5fd90bc13c5f512f9f757e7f4d5aa8628914417af", + "prepared_review_unit_hash": "6e3a4d04773c9519d238f0282d82b391ca8aa0750c79f99cadd7e586a341fac0", "component_budget": { "node_count": 520, "item_count": 520, - "soft_pair_count": 1916, - "serialized_chars": 993437, - "estimated_input_tokens": 248360, - "estimated_eval_tokens": 496976 + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36313, - "estimated_input_tokens": 9079, - "estimated_eval_tokens": 18414 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35482, + "estimated_input_tokens": 8871, + "estimated_eval_tokens": 17998 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: most pairs are only loosely related by subsystem or version regression, not the same concrete bug. I found no soft-edge duplicates worth merging; the broadest issue in the set is the remote-code regression umbrella, but it is still not a safe duplicate target for the others.", - "confidence": 0.74, - "canonical_issue_reason": "issue:45020 is the broadest and most representative issue title in the set: it captures a general regression class ('recent transformers versions break models using remote_code') rather than a narrowly scoped single-model symptom.", + "summary": "This cluster is highly heterogeneous: the paired issues mostly touch unrelated models, tokenizers, cache logic, training, and docs. I do not see any true duplicate pair here; all soft edges should be rejected.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue really fits because these are not duplicates. If forced to pick the broadest v5-regression anchor, issue:43611 is the closest, but it still does not represent the cluster as a whole.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the best single issue candidate because it is the most general umbrella and most likely to serve as the cluster anchor; the rest are mostly model-specific or unrelated failures.", + "best_issue_reason": "There is no globally strong representative issue for this cluster; issue:43611 is the most general release-regression complaint, but the set is too diverse to consolidate around it.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43611", - "right": "issue:46665", + "left": "issue:41720", + "right": "issue:44991", "accept": false, - "reason": "Both concern loading/model initialization, but they describe different failure modes: base_model_prefix regression vs inconsistent from_pretrained behavior in Python classes." + "reason": "Different failures: Qwen3 auto device mapping CUDA assert vs tokenizer loading for EMBEDDIA/est-roberta." }, { - "left": "issue:41720", - "right": "issue:44991", + "left": "issue:43611", + "right": "issue:46665", "accept": false, - "reason": "Different models and different breakages: Qwen3 auto device mapping CUDA assert vs tokenizer loading failure for est-roberta." + "reason": "Both involve loading, but one is a base_model_prefix/v5 regression and the other is inconsistent from_pretrained behavior inside Python classes." }, { "left": "issue:44220", "right": "issue:44661", "accept": false, - "reason": "Unrelated code paths: fbank feature extraction issue vs add-new-model-like failure in tokenizer mapping names." + "reason": "Audio feature extraction bug vs add-new-model-like failure in TOKENIZER_MAPPING_NAMES are unrelated code paths." }, { "left": "issue:30064", "right": "issue:36331", "accept": false, - "reason": "Different subsystems entirely: image processor segmentation-map handling vs CustomTrainer compute_loss signature mismatch." + "reason": "ImageProcessor segmentation-map handling and CustomTrainer.compute_loss signature mismatch are unrelated." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading and Jinja/template compilation errors are different subsystems." }, { "left": "issue:45987", "right": "issue:46829", "accept": false, - "reason": "Cache sequence-length type regression and VideoPrism output-field misassignment are separate bugs." + "reason": "StaticCache sequence-length contract issue vs VideoPrism hidden_states assignment bug are unrelated." }, { - "left": "issue:43653", - "right": "issue:43819", + "left": "issue:44843", + "right": "issue:45081", "accept": false, - "reason": "Tokenizer special-token registration issue and DAC latents/STE mismatch are unrelated." + "reason": "Same general Mistral regex area, but one is an offline model_info call and the other is a backend_tokenizer AttributeError; distinct bugs." }, { "left": "issue:44186", "right": "issue:44898", "accept": false, - "reason": "Different failures in different model families; no shared concrete bug." + "reason": "LayoutLMv2 tokenizer batching crash and Perceiver image-classification resize failure are unrelated." }, { - "left": "issue:43335", - "right": "issue:43756", + "left": "issue:43653", + "right": "issue:43819", "accept": false, - "reason": "Both are model-configuration oddities, but the sparse-layer creation bug and RoPE-layer drop are distinct changes." + "reason": "BigBirdTokenizer special-token registration and DAC forward/from_latents mismatch are different bugs." }, { - "left": "issue:44488", - "right": "issue:47020", + "left": "issue:44008", + "right": "issue:46858", "accept": false, - "reason": "Both involve tokenizer loading, but the titles point to different root causes and different tokenizer implementations." + "reason": "Gemma3n audio mask-name collision vs static-cache seq-length device tensor issue are unrelated." }, { "left": "issue:43550", "right": "issue:43819", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba is unrelated to DAC from_latents missing STE." + "reason": "Bamba torch.compile/SDPA failure and DAC missing-STE mismatch are unrelated." }, { - "left": "issue:43618", - "right": "issue:43697", + "left": "issue:43540", + "right": "issue:44008", "accept": false, - "reason": "Both are v5 output-regression reports, but on different models and different output semantics; too broad to treat as the same bug." + "reason": "Qwen3OmniMoe video-input validation and Gemma3n audio tensor attribute collision are different failure modes." }, { "left": "issue:43643", "right": "issue:44877", "accept": false, - "reason": "Missing fields with trust_remote_code and strict-config rejection for granite_speech are different config-loading problems." + "reason": "AutoConfig trust_remote_code field loss and strict granite_speech config rejection are not the same bug." }, { - "left": "issue:45987", - "right": "issue:46932", + "left": "issue:43335", + "right": "issue:43756", "accept": false, - "reason": "Both touch cache/casting behavior, but one is a sequence-length contract bug and the other is dtype casting for quantized embedders." + "reason": "SwitchTransformers sparse-layer initialization and Smollm3 RoPE-layer dropping are unrelated architecture bugs." }, { "left": "issue:34634", "right": "issue:36010", "accept": false, - "reason": "BarkProcessor voice_preset and GenerationMixin import failure are unrelated." + "reason": "BarkProcessor voice_preset and GenerationMixin import failure do not share the same underlying issue." }, { - "left": "issue:44821", - "right": "issue:45084", + "left": "issue:45987", + "right": "issue:46932", "accept": false, - "reason": "AutoImageProcessor URL loading and template compilation errors are unrelated." + "reason": "StaticCache seq-length return type and Gemma4 quantized embedder dtype casting are unrelated." }, { - "left": "issue:44843", - "right": "issue:45081", + "left": "issue:44991", + "right": "issue:47020", "accept": false, - "reason": "Same helper function, but distinct bugs: unconditional model_info() offline call vs backend_tokenizer attribute assumption." + "reason": "Both are tokenizer-loading problems, but they concern different models and different root causes." }, { "left": "issue:39692", "right": "issue:45834", "accept": false, - "reason": "Documentation/example errors for SigLIP2 are unrelated to Kosmos2.5 long-ocr index errors." + "reason": "SigLIP2 docs/quantization errors and Kosmos2.5 OCR long-input index error are unrelated." }, { - "left": "issue:44008", - "right": "issue:46858", + "left": "issue:43618", + "right": "issue:43697", "accept": false, - "reason": "Gemma3n variable-name collision and static-cache seq-length device-tensor bug are different code paths." + "reason": "CLIPOutput attentions regression and RTDetrV2 output differences are different model-output issues." }, { - "left": "issue:44186", - "right": "issue:44442", + "left": "issue:44561", + "right": "issue:45020", "accept": false, - "reason": "LayoutLMv2 tokenizer NER/padding crash and FastSpeech2Conformer tokenizer loading failure are unrelated." + "reason": "The former is a specific removed-helper breakage; the latter is a broad remote_code regression umbrella, not one concrete duplicate bug." }, { - "left": "issue:43540", - "right": "issue:44008", + "left": "issue:44448", + "right": "issue:44671", "accept": false, - "reason": "Video-input processing failure in Qwen3OmniMoe and Gemma3n attribute collision are separate issues." + "reason": "Pegasus output drift and CamemBERT masked LM regression are separate model-specific v5 behavior changes." }, { - "left": "issue:44448", - "right": "issue:44671", + "left": "issue:44186", + "right": "issue:44442", "accept": false, - "reason": "Both are v4-vs-v5 output regressions, but they affect different models and likely different fixes." + "reason": "LayoutLMv2 tokenizer crash and FastSpeech2ConformerTokenizer loading failure are unrelated." }, { "left": "issue:45584", "right": "issue:45834", "accept": false, - "reason": "Whisper empty-transcription failure and Kosmos2.5 long-input index error do not share the same underlying bug." + "reason": "Whisper empty-transcription generation bug and Kosmos2.5 long OCR input error are different code paths." }, { - "left": "issue:44991", - "right": "issue:47020", + "left": "issue:43322", + "right": "issue:45685", "accept": false, - "reason": "Both are tokenizer-loading regressions, but the titles indicate different tokenizer classes and different failure modes." + "reason": "Llava Next segmentation fault and MPS histogram_mps Int error are unrelated backend/model bugs." }, { "left": "issue:44991", "right": "issue:46291", "accept": false, - "reason": "Tokenizer loading failure for a model and kernels v0.15 pipeline import requirement are unrelated." - }, - { - "left": "issue:45183", - "right": "issue:45479", - "accept": false, - "reason": "Input validation error messaging and degenerate zero-loss classification behavior are separate bugs." - }, - { - "left": "issue:44561", - "right": "issue:45020", - "accept": false, - "reason": "They are related at a high level, but 45020 is only a broad umbrella and does not clearly denote the same concrete root cause as the specific is_torch_fx_available removal regression." + "reason": "Tokenizer loading for a specific model and importing pipelines with kernels v0.15 are unrelated." }, { - "left": "issue:43606", - "right": "issue:45072", + "left": "issue:44805", + "right": "issue:44936", "accept": false, - "reason": "CPU offload device mismatch and bfloat16 dtype mismatch in inference are different failures." + "reason": "Mask/index shape mismatch and trainer.evaluate-after-train failure are different problems." }, { - "left": "issue:43644", - "right": "issue:43749", + "left": "issue:45183", + "right": "issue:45479", "accept": false, - "reason": "Non-persistent buffer initialization junk and FSDP CPU RAM efficient loading breakage are unrelated regressions." + "reason": "Input validation messaging across models vs single-label-classification zero-loss behavior are not the same underlying bug." } ] }, @@ -6223,20 +6259,21 @@ "issue:36331", "issue:42175", "issue:43262", - "issue:43322", "issue:43388", "issue:43421", "issue:43540", "issue:43550", "issue:43577", "issue:43582", + "issue:43606", + "issue:43644", "issue:43645", "issue:43716", "issue:43720", + "issue:43742", "issue:43749", "issue:43782", "issue:43818", - "issue:43819", "issue:43825", "issue:43827", "issue:43931", @@ -6246,245 +6283,251 @@ "issue:44479", "issue:44610", "issue:44671", - "issue:44805", "issue:44811", - "issue:44936", "issue:44977", - "issue:45003", + "issue:45020", "issue:45072", "issue:45081", + "issue:45325", "issue:45381", - "issue:45685", "issue:45701", "issue:45834", "issue:46032", - "issue:46285", "issue:46294", "issue:46463", "issue:46512", "issue:46665", + "issue:46697", + "issue:46728", "issue:46846", "issue:47217" ], "soft_pairs": [ - "issue:43322|issue:45685", "issue:43421|issue:44811", - "issue:43577|issue:43818", + "issue:46294|issue:46463", + "issue:43606|issue:45072", "issue:44479|issue:45834", + "issue:43644|issue:43749", "issue:43550|issue:45072", + "issue:43577|issue:43818", + "issue:43716|issue:44008", "issue:43782|issue:44977", - "issue:44805|issue:44936", "issue:43825|issue:43994", - "issue:46294|issue:46463", "issue:43582|issue:46512", + "issue:28218|issue:29159", "issue:43388|issue:46032", "issue:43931|issue:46846", - "issue:28218|issue:29159", - "issue:43716|issue:44008", "issue:43540|issue:45381", "issue:44610|issue:45072", "issue:43749|issue:44291", - "issue:43720|issue:45072", "issue:43645|issue:46665", "issue:34634|issue:36331", - "issue:43825|issue:43827", + "issue:43720|issue:45072", "issue:44671|issue:45701", "issue:42175|issue:45081", + "issue:46697|issue:46728", + "issue:43825|issue:43827", "issue:43577|issue:43582", - "issue:45003|issue:46285", - "issue:43262|issue:47217", - "issue:43262|issue:43819" + "issue:43742|issue:45020", + "issue:43782|issue:45325", + "issue:43262|issue:47217" ], - "prepared_review_unit_hash": "447d555ba9aa48f081bbef6e3901768425ee45c65195f3059d9baaa7395bf591", + "prepared_review_unit_hash": "20c303d9042fa5dc77845435242cbb90caf6a0b4ee4b966b5594c0b88b4c2a5d", "component_budget": { "node_count": 520, "item_count": 520, - "soft_pair_count": 1916, - "serialized_chars": 993437, - "estimated_input_tokens": 248360, - "estimated_eval_tokens": 496976 + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 36185, - "estimated_input_tokens": 9047, - "estimated_eval_tokens": 18350 + "soft_pair_count": 28, + "serialized_chars": 36520, + "estimated_input_tokens": 9130, + "estimated_eval_tokens": 18516 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: it mixes tokenizer, multimodal processor, training, loading, dtype, and backend issues. I don\u2019t see any soft pair that clearly describes the same concrete bug or change, so no duplicate merges are justified.", - "confidence": 0.93, - "canonical_issue_reason": null, + "summary": "This cluster is a loose mix of Transformers bug reports across tokenization, multimodal preprocessing, loading/dtype handling, and runtime/training paths. The soft pairs mostly share broad subsystem keywords rather than the same concrete bug, so I reject all of them as duplicate candidates.", + "confidence": 0.77, + "canonical_issue_reason": "issue:45020 is the broadest representative of the set: a recent-version regression breaking model behavior for remote_code models, which matches the cluster\u2019s general pattern of version-induced failures.", "canonical_pr_reason": null, - "best_issue_reason": "No single canonical issue stands out: the items are too diverse and none of the candidate pairs is clearly the same underlying bug.", + "best_issue_reason": "issue:45020 is the best single anchor for this cluster because it is wide-scoped and representative of the recurring release-regression theme, even though the cluster is not a true duplicate family.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43322", - "right": "issue:45685", + "left": "issue:43421", + "right": "issue:44811", "accept": false, - "reason": "Different subsystems and failures: Llava Next loading segfault vs an MPS histogram dtype/ops error." + "reason": "Both are tokenizer/processor-related, but one is about runtime special-token post-processing updates and the other is about batch_decode ignoring skip_special_tokens; different code paths and bugs." }, { - "left": "issue:43421", - "right": "issue:44811", + "left": "issue:46294", + "right": "issue:46463", "accept": false, - "reason": "Both are tokenizer-related, but one is about runtime special-token/post-processor updates and the other about Whisper batch_decode skipping special tokens." + "reason": "Qwen video chat-template token/feature mismatch is unrelated to T5 decoder input validation; no shared underlying defect." }, { - "left": "issue:43577", - "right": "issue:43818", + "left": "issue:43606", + "right": "issue:45072", "accept": false, - "reason": "Different models and bugs: BLIP2 dtype propagation vs Video-LLaVA missing temporal attention/shared weights." + "reason": "Device mismatch during CPU offload is not the same bug as bfloat16 dtype mismatches in inference; different models and failure modes." }, { "left": "issue:44479", "right": "issue:45834", "accept": false, - "reason": "Both involve VL inputs, but they describe different models and different failure modes (video regression vs OCR long-input index error)." + "reason": "These are both multimodal, but one is a Qwen VL video-input regression and the other is a Kosmos2.5 OCR indexing error; not the same issue." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer junk filling and FSDP CPU RAM efficient loading are separate initialization/loading bugs, not one concrete code-path problem." }, { "left": "issue:43550", "right": "issue:45072", "accept": false, - "reason": "Unrelated code paths: torch.compile/SDPA failure vs bfloat16 dtype mismatches in different models." + "reason": "torch.compile with SDPA in Bamba is unrelated to dtype mismatch inference failures; different execution paths." }, { - "left": "issue:43782", - "right": "issue:44977", + "left": "issue:43577", + "right": "issue:43818", "accept": false, - "reason": "Both are Qwen issues, but one is a weight_only loading error and the other is a flash-attention generation problem." + "reason": "BLIP2 dtype persistence and Video-LLaVA missing temporal attention are distinct model-loading vs architecture bugs." }, { - "left": "issue:44805", - "right": "issue:44936", + "left": "issue:43716", + "right": "issue:44008", "accept": false, - "reason": "Different problems: mask/label shape mismatch vs trainer.evaluate() failing after train()." + "reason": "Mistral image-preprocessor dtype mismatch and Gemma3n variable-name collision are unrelated bugs." }, { - "left": "issue:43825", - "right": "issue:43994", + "left": "issue:43782", + "right": "issue:44977", "accept": false, - "reason": "One is an error-message/docs issue around pipeline removal; the other is a model output quality problem with AutoModel/pipeline." + "reason": "Qwen3VL weight_only loading failure is not the same as Qwen3.5 flash-attention generation failure." }, { - "left": "issue:46294", - "right": "issue:46463", + "left": "issue:43825", + "right": "issue:43994", "accept": false, - "reason": "Different domains: Qwen video template token mismatch vs T5 decoder-input validation messaging." + "reason": "An incorrect error message about translation pipelines is not the same as SigLIP2 producing bad outputs through AutoModel/pipeline." }, { "left": "issue:43582", "right": "issue:46512", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError is unrelated to stale config dtype after from_config()." + "reason": "Apple Silicon TypeError in caching_allocator_warmup and stale config.dtype after from_config are unrelated dtype/runtime issues." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "Both involve tokenizers, but one is an added-token spacing bug and the other is a broad slow-vs-fast inconsistency report; not clearly the same defect." }, { "left": "issue:43388", "right": "issue:46032", "accept": false, - "reason": "Different training/inference paths: gather_for_metrics label truncation vs Mamba2Mixer use_cache correctness." + "reason": "gather_for_metrics dropping tuple-label elements and Mamba2Mixer use_cache corruption are entirely different subsystems." }, { "left": "issue:43931", "right": "issue:46846", "accept": false, - "reason": "Both mention Qwen3 variants, but one is a weight shape mismatch and the other is a TP plan/linear_attn omission." - }, - { - "left": "issue:28218", - "right": "issue:29159", - "accept": false, - "reason": "Tokenizer spacing after added token may be related, but the second issue is broader and does not clearly identify the same concrete bug." - }, - { - "left": "issue:43716", - "right": "issue:44008", - "accept": false, - "reason": "Different multimodal bugs: image-preprocessor dtype mismatch vs a Gemma3n forward variable collision AttributeError." + "reason": "Qwen3-VL weight-shape loading mismatch and Qwen3.5 TP-plan omissions are separate loading vs tensor-parallel configuration bugs." }, { "left": "issue:43540", "right": "issue:45381", "accept": false, - "reason": "Both are video-input regressions in Qwen-family models, but they point to different models and different root causes." + "reason": "Video input processing failure in Qwen3OmniMoe is not the same as incorrect vision_position_ids in Qwen2.5-VL." }, { "left": "issue:44610", "right": "issue:45072", "accept": false, - "reason": "Unrelated: image-size mismatch in OmDet-Turbo processor vs dtype mismatch in other models." + "reason": "Processor image-size mismatch and dtype mismatches are different bugs with no shared concrete fix." }, { "left": "issue:43749", "right": "issue:44291", "accept": false, - "reason": "Different loading mechanisms: FSDP CPU RAM efficient loading vs init_empty_weights/_is_hf_initialized argument handling." - }, - { - "left": "issue:43720", - "right": "issue:45072", - "accept": false, - "reason": "Packed-weight unpacking during accelerate loading is unrelated to dtype mismatch reports." + "reason": "FSDP CPU RAM efficient loading and init_empty_weights/_is_hf_initialized argument handling are separate loading-path regressions." }, { "left": "issue:43645", "right": "issue:46665", "accept": false, - "reason": "Both concern model initialization contexts, but one is a v5 notebook/custom-model breakage and the other is from_pretrained inside Python classes." + "reason": "Jupyter custom-model initialization breakage and from_pretrained behavior inside Python classes are related at a high level but not the same code-path bug." }, { "left": "issue:34634", "right": "issue:36331", "accept": false, - "reason": "Completely different areas: BarkProcessor voice_preset vs CustomTrainer.compute_loss signature change." + "reason": "BarkProcessor voice_preset and CustomTrainer.compute_loss signature mismatch are unrelated issues." }, { - "left": "issue:43825", - "right": "issue:43827", + "left": "issue:43720", + "right": "issue:45072", "accept": false, - "reason": "Related to pipeline removal, but one is an error message and the other is documentation still referencing pipeline; not the same bug." + "reason": "Packed-weight unpacking during accelerate loading is not the same as bfloat16 dtype mismatches in inference." }, { "left": "issue:44671", "right": "issue:45701", "accept": false, - "reason": "Tokenization-version behavior changes may affect CamemBERT, but the titles do not indicate the same underlying defect." + "reason": "CamemBERT masked-LM prediction regression and general tokenization changes are too broad and not the same concrete bug." }, { "left": "issue:42175", "right": "issue:45081", "accept": false, - "reason": "Backend dependency packaging vs a Mistral tokenizer regex patch crash are unrelated." + "reason": "Missing TensorFlow in a torch install extra is unrelated to a Mistral tokenizer regex/backend_tokenizer crash." + }, + { + "left": "issue:46697", + "right": "issue:46728", + "accept": false, + "reason": "Over-padding in Swin2SR preprocessing and wrong patch counting in Aria are both image-size issues, but they are different algorithms and failures." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Both mention pipeline removals, but one is an error-message issue and the other is stale documentation; not the same bug/change." }, { "left": "issue:43577", "right": "issue:43582", "accept": false, - "reason": "Different failures: BLIP2 dtype propagation vs Apple Silicon allocator warmup TypeError." + "reason": "BLIP2 dtype propagation and Apple Silicon caching allocator TypeError are unrelated." }, { - "left": "issue:45003", - "right": "issue:46285", + "left": "issue:43742", + "right": "issue:45020", "accept": false, - "reason": "Unsafe sys.modules access is unrelated to CLIPTextModel structural changes." + "reason": "MobileLLM loading KeyError and a broad remote_code regression are not the same underlying defect." }, { - "left": "issue:43262", - "right": "issue:47217", + "left": "issue:43782", + "right": "issue:45325", "accept": false, - "reason": "Audio apply_chat_template sample-rate defaults and VL image-placeholder handling are different processor bugs." + "reason": "Qwen3VL weight_only loading error and Qwen2.5-VL temporal position scaling are different failures in different paths." }, { "left": "issue:43262", - "right": "issue:43819", + "right": "issue:47217", "accept": false, - "reason": "Audio chat-template sample-rate defaulting is unrelated to DAC.from_latents/forward mismatch." + "reason": "Audio processor sampling-rate defaulting and VL image-placeholder handling are unrelated processor bugs." } ] }, @@ -6513,6 +6556,7 @@ "issue:42175", "issue:42490", "issue:43257", + "issue:43262", "issue:43329", "issue:43452", "issue:43526", @@ -6520,12 +6564,12 @@ "issue:43550", "issue:43582", "issue:43638", + "issue:43643", "issue:43645", "issue:43653", + "issue:43696", "issue:43697", - "issue:43742", "issue:43746", - "issue:43782", "issue:43819", "issue:43854", "issue:43906", @@ -6540,242 +6584,248 @@ "issue:44936", "issue:44977", "issue:44991", - "issue:45020", + "issue:45003", "issue:45042", "issue:45081", "issue:45084", - "issue:45325", "issue:45372", "issue:45406", "issue:45538", "issue:45600", + "issue:45759", "issue:46175", "issue:46209", + "issue:46285", "issue:46291", "issue:46326", - "issue:46697", - "issue:46728", "issue:46932" ], "soft_pairs": [ + "issue:44589|issue:45042", + "issue:43262|issue:43819", + "issue:45003|issue:46285", "issue:46175|issue:46932", "issue:43653|issue:44912", - "issue:43782|issue:45325", - "issue:44589|issue:45042", - "issue:46697|issue:46728", - "issue:43742|issue:45020", "issue:43582|issue:44857", "issue:45372|issue:46326", - "issue:43550|issue:44912", "issue:36010|issue:43645", "issue:36010|issue:36331", + "issue:43550|issue:44912", + "issue:44060|issue:44368", "issue:43531|issue:45042", + "issue:43638|issue:44936", "issue:43257|issue:43329", - "issue:43526|issue:43697", "issue:43452|issue:44991", - "issue:43906|issue:46209", "issue:42175|issue:46291", - "issue:43638|issue:44936", - "issue:43819|issue:43927", + "issue:43526|issue:43697", "issue:45081|issue:45406", - "issue:44060|issue:44368", + "issue:43906|issue:46209", + "issue:43819|issue:43927", "issue:43746|issue:44811", - "issue:43329|issue:45600", - "issue:42490|issue:43257", - "issue:43526|issue:44554", "issue:45084|issue:45538", - "issue:43854|issue:44977" + "issue:43854|issue:44977", + "issue:43643|issue:45759", + "issue:42490|issue:43257", + "issue:43257|issue:43696", + "issue:43329|issue:45600", + "issue:43526|issue:44554" ], - "prepared_review_unit_hash": "2c5dddd3701271026f48c80ff7277219836b5b54f247024ef74b07ae77e47da9", + "prepared_review_unit_hash": "cbfcd67dde328d119aa61f01c2669bc83c9c2aecf33561deaf2dda61cf3e4ed2", "component_budget": { "node_count": 520, "item_count": 520, - "soft_pair_count": 1916, - "serialized_chars": 993437, - "estimated_input_tokens": 248360, - "estimated_eval_tokens": 496976 + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 36233, - "estimated_input_tokens": 9059, - "estimated_eval_tokens": 18374 + "soft_pair_count": 28, + "serialized_chars": 36606, + "estimated_input_tokens": 9152, + "estimated_eval_tokens": 18560 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: these are mostly distinct, model-specific bug reports and compatibility regressions. None of the soft pairs look like the same underlying defect, so all soft edges should be rejected.", - "confidence": 0.94, - "canonical_issue_reason": "Issue #45020 is the broadest, most generally framed compatibility regression in the set, so it is the best representative issue if one must be chosen; however, the cluster does not contain a clear duplicate hub.", + "summary": "This cluster is heterogeneous: it mixes unrelated Transformers regressions across loading, tokenization, processors, training, quantization, and backend-specific paths. None of the soft pairs look like the same underlying bug/change, so no merges are justified.", + "confidence": 0.87, + "canonical_issue_reason": "issue:45042 is the clearest broadly impactful regression report in the set, with a specific user-facing failure and strong standalone reproducibility; it is the best representative if a single issue must be named, though it does not subsume the rest of the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "#45020 has the widest user impact and the most general wording, making it the most plausible representative for this mixed cluster.", + "best_issue_reason": "issue:45042 is the strongest standalone issue candidate: concrete, well-scoped, and likely to be useful as a reference for triage, even though the cluster is not actually duplicate-heavy.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:46175", - "right": "issue:46932", - "accept": false, - "reason": "Both involve Gemma4 embedders, but one is a memory-heavy one-hot position embedding implementation and the other is a dtype-casting bug for quantized embedders; different code paths and fixes." - }, - { - "left": "issue:43653", - "right": "issue:44912", + "left": "issue:44589", + "right": "issue:45042", "accept": false, - "reason": "BigBird tokenizer special-token registration and MXFP4 quantization fallback are unrelated problems." + "reason": "Different bugs: Float8 storage lookup/type serialization vs PIL backend requiring torchvision." }, { - "left": "issue:43782", - "right": "issue:45325", + "left": "issue:43262", + "right": "issue:43819", "accept": false, - "reason": "Both are vision-language model issues, but one is a from_pretrained weight_only load failure and the other is a RoPE temporal \u0564\u056b\u0580 position scaling bug; not the same defect." + "reason": "Audio chat-template sampling-rate default mismatch is unrelated to DAC latent/forward-pass inconsistency." }, { - "left": "issue:44589", - "right": "issue:45042", + "left": "issue:45003", + "right": "issue:46285", "accept": false, - "reason": "An FP8 storage lookup error on Apple Silicon is unrelated to PIL image processors requiring torchvision." + "reason": "sys.modules access safety issue is unrelated to CLIP text model structure drift." }, { - "left": "issue:46697", - "right": "issue:46728", + "left": "issue:46175", + "right": "issue:46932", "accept": false, - "reason": "Both touch image preprocessing, but one over-pads divisible inputs and the other miscounts image patches for a specific resolution heuristic; not the same underlying bug." + "reason": "Gemma4 one-hot position embedding memory blowup is not the same as quantized embedder dtype casting." }, { - "left": "issue:43742", - "right": "issue:45020", + "left": "issue:43653", + "right": "issue:44912", "accept": false, - "reason": "A key error loading one model is not the same as the broader remote_code loading regression." + "reason": "BigBirdTokenizer special-token decode bug is unrelated to MXFP4 quantization fallback." }, { "left": "issue:43582", "right": "issue:44857", "accept": false, - "reason": "One is an MPS allocator warmup TypeError; the other is a CUDA AMP loss crash in a specific model." + "reason": "AppleSilicon warmup TypeError and LwDetrImageLoss AMP crash are different code paths and failures." }, { "left": "issue:45372", "right": "issue:46326", "accept": false, - "reason": "Both involve mistral_common-related loading/processing, but one is an import error for ReasoningEffort and the other is a continue_final_message tokenizer bug." - }, - { - "left": "issue:43550", - "right": "issue:44912", - "accept": false, - "reason": "torch.compile + SDPA failure in Bamba is unrelated to MXFP4 quantization loading fallback." + "reason": "Both involve mistral_common, but one is an import error and the other is continue_final_message behavior; not the same change." }, { "left": "issue:36010", "right": "issue:43645", "accept": false, - "reason": "GenerationMixin import failure and Jupyter custom-model initialization breakage are distinct compatibility issues." + "reason": "GenerationMixin import regression is unrelated to Jupyter custom-model initialization in Transformers 5." }, { "left": "issue:36010", "right": "issue:36331", "accept": false, - "reason": "Importing GenerationMixin and CustomTrainer.compute_loss signature mismatch are separate API regressions." + "reason": "Import path break and CustomTrainer.compute_loss signature break are separate API regressions." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "Bamba SDPA torch.compile failure is unrelated to GPT-oss MXFP4 loading fallback." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Similar tied-weights warnings, but different models/configurations and likely different root causes." }, { "left": "issue:43531", "right": "issue:45042", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and PIL/torchvision backend requirements are unrelated." + "reason": "Qwen3-MoE sliding_window issue is unrelated to PIL backend torchvision dependency regression." }, { - "left": "issue:43257", - "right": "issue:43329", + "left": "issue:43638", + "right": "issue:44936", "accept": false, - "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed and multimodal token counting bugs are different code paths." + "reason": "Deepspeed ZeRO-3 index error during training is unrelated to trainer.evaluate() failing after train()." }, { - "left": "issue:43526", - "right": "issue:43697", + "left": "issue:43257", + "right": "issue:43329", "accept": false, - "reason": "A label-reduction bug in BeitImageProcessorFast is not the same as RTDetrV2 output drift in v5." + "reason": "Qwen3 MoE loading/deepspeed issue is not the same as the undefined-variable bug in the video token branch." }, { "left": "issue:43452", "right": "issue:44991", "accept": false, - "reason": "gguf_file loading breakage and a tokenizer loading regression for est-roberta are separate loader issues." + "reason": "Both are loading-related, but gguf_file handling and tokenizer loading regression are distinct failures." }, { - "left": "issue:43906", - "right": "issue:46209", + "left": "issue:42175", + "right": "issue:46291", "accept": false, - "reason": "An isolated reproduction of an older issue is not the same as FP8 inference failure on B200." + "reason": "Missing tensorflow in torch-only install is unrelated to kernels v0.15 import requirements." }, { - "left": "issue:42175", - "right": "issue:46291", + "left": "issue:43526", + "right": "issue:43697", "accept": false, - "reason": "A missing TensorFlow backend in the torch extra is unrelated to kernels v0.15 import-time requirement failures." + "reason": "BEiT label reduction bug and RTDetr output mismatch are different model-specific issues." }, { - "left": "issue:43638", - "right": "issue:44936", + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Mistral regex patch crash and Gemma4Processor missing _tokenizer are separate processor-loading bugs." + }, + { + "left": "issue:43906", + "right": "issue:46209", "accept": false, - "reason": "Zero3 training on a non-pretrained Bert model and evaluate-after-train behavior are different trainer/runtime problems." + "reason": "An isolated reproduction of an older issue is unrelated to FP8 inference failure on B200." }, { "left": "issue:43819", "right": "issue:43927", "accept": false, - "reason": "DAC latent reconstruction mismatch and DiaConfig custom token ID persistence are unrelated model-specific bugs." + "reason": "DAC.from_latents mismatch is unrelated to DiaConfig save/load custom token ID loss." }, { - "left": "issue:45081", - "right": "issue:45406", + "left": "issue:43746", + "right": "issue:44811", "accept": false, - "reason": "Both are tokenizer/processor loading crashes, but one is a Mistral regex patch hitting a missing backend_tokenizer and the other is Gemma4Processor missing _tokenizer in serve." + "reason": "GraniteSpeech PEFT checkpoint loading and Whisper batch_decode skip_special_tokens are different subsystems." }, { - "left": "issue:44060", - "right": "issue:44368", + "left": "issue:45084", + "right": "issue:45538", "accept": false, - "reason": "They both mention tie_word_embeddings warnings, but one is an incorrect tied-weights warning in Qwen3-Next while the other is a user-facing warning for expected untied Qwen3.5 fine-tuning." + "reason": "Template compilation error is unrelated to CLIPTokenizer's absurd model_max_length sentinel." }, { - "left": "issue:43746", - "right": "issue:44811", + "left": "issue:43854", + "right": "issue:44977", "accept": false, - "reason": "PEFT-adapter checkpoint loading and Whisper batch_decode skip_special_tokens handling are unrelated." + "reason": "GLM-4.7 unit-test loading failure and Qwen3.5 flash-attention generation issue do not match." }, { - "left": "issue:43329", - "right": "issue:45600", + "left": "issue:43643", + "right": "issue:45759", "accept": false, - "reason": "A multimodal token-counting video bug and stale auto_mappings references are unrelated." + "reason": "trust_remote_code field-loss in AutoConfig is unrelated to AutoModelForCausalLM.from_config text_config unwrapping." }, { "left": "issue:42490", "right": "issue:43257", "accept": false, - "reason": "A local-path trailing-slash import warning and Qwen3 MoE weight conversion failure are not the same bug." + "reason": "Trailing-slash local path warning is unrelated to Qwen3 MoE load/deepspeed failure." }, { - "left": "issue:43526", - "right": "issue:44554", + "left": "issue:43257", + "right": "issue:43696", "accept": false, - "reason": "Beit label reduction and an MPS attention correctness issue with differing head dims are unrelated." + "reason": "Qwen3 MoE loading bug and GPT-oss-20b CUDA OOM are different problems." }, { - "left": "issue:45084", - "right": "issue:45538", + "left": "issue:43329", + "right": "issue:45600", "accept": false, - "reason": "Template-node compilation failure and CLIPTokenizer model_max_length are unrelated." + "reason": "Undefined video-branch variables in multimodal token counting are unrelated to stale auto_mappings references." }, { - "left": "issue:43854", - "right": "issue:44977", + "left": "issue:43526", + "right": "issue:44554", "accept": false, - "reason": "Both are model-generation problems, but GLM-4.7-Flash loading in tests and Qwen3.5 flash-attention generation failures are different model/code-path issues." + "reason": "BEiT label handling and MPS attention value-head correctness are distinct issues." } ] }, @@ -6815,9 +6865,7 @@ "issue:43450", "issue:43525", "issue:43540", - "issue:43643", "issue:43650", - "issue:43696", "issue:43742", "issue:43749", "issue:43906", @@ -6825,6 +6873,7 @@ "issue:44291", "issue:44387", "issue:44479", + "issue:44568", "issue:44610", "issue:44617", "issue:44756", @@ -6833,246 +6882,248 @@ "issue:44912", "issue:44987", "issue:45042", + "issue:45081", "issue:45200", + "issue:45356", "issue:45459", "issue:45538", - "issue:45759", "issue:45803", "issue:45859", "issue:46291", "issue:46421", "issue:46424", "issue:46701", + "issue:47020", "issue:47050", "issue:47145", "issue:47254" ], "soft_pairs": [ - "issue:43643|issue:45759", + "issue:45859|issue:47050", "issue:43262|issue:44811", "issue:38175|issue:44610", - "issue:45859|issue:47050", "issue:45200|issue:47254", "issue:39692|issue:44912", + "issue:42915|issue:44821", + "issue:42915|issue:43742", "issue:43329|issue:44479", "issue:43329|issue:43450", - "issue:43257|issue:43931", - "issue:43257|issue:43696", - "issue:42915|issue:43742", "issue:44291|issue:45042", "issue:34567|issue:40990", - "issue:44912|issue:47145", - "issue:42915|issue:44821", + "issue:43257|issue:43931", "issue:29159|issue:34567", "issue:44387|issue:44617", + "issue:44912|issue:47145", "issue:45459|issue:45803", - "issue:46421|issue:46424", + "issue:45081|issue:47020", + "issue:44987|issue:45538", + "issue:43749|issue:44756", "issue:43650|issue:43906", + "issue:46421|issue:46424", "issue:43525|issue:46291", - "issue:28282|issue:29870", - "issue:44987|issue:45538", - "issue:28282|issue:34689", "issue:43425|issue:46291", + "issue:28282|issue:29870", + "issue:45859|issue:47254", "issue:43540|issue:46701", - "issue:43749|issue:44756", - "issue:45859|issue:47254" + "issue:28282|issue:34689", + "issue:44568|issue:45356" ], - "prepared_review_unit_hash": "e72c94f68f7ed0c4237c7b17712eedc189b2e152942da01ba07b62bc687c3a80", + "prepared_review_unit_hash": "4c24ec07075e77d44393466d9b7ac7f1bffacae2ef366a5b2507fc0a01565af7", "component_budget": { "node_count": 520, "item_count": 520, - "soft_pair_count": 1916, - "serialized_chars": 993437, - "estimated_input_tokens": 248360, - "estimated_eval_tokens": 496976 + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 35544, - "estimated_input_tokens": 8886, - "estimated_eval_tokens": 18028 + "serialized_chars": 36272, + "estimated_input_tokens": 9068, + "estimated_eval_tokens": 18392 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of false-positive topical matches: loading/config bugs, tokenizer issues, multimodal/video regressions, quantization problems, and training-state bugs are mixed together but do not share the same concrete root cause. I would not merge any of the soft pairs.", - "confidence": 0.42, - "canonical_issue_reason": "issue:43329 is the most concrete, code-path-specific bug in the set: it names an explicit undefined-variable failure in the video branch of `_get_num_multimodal_tokens`, which is a clear actionable defect and the closest thing to a real subcluster here.", + "summary": "This cluster is highly heterogeneous: the items cover unrelated tokenizer, video, quantization, loading, cache, and training bugs. None of the soft pairs look like the same underlying issue, and there is no clear canonical issue/PR for the set.", + "confidence": 0.91, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43329 is the strongest representative issue because it has a specific failing code path, a clear symptom, and enough detail to stand as a canonical reference for the video-tokenization subtheme. It is still not a duplicate of the other issues.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43643", - "right": "issue:45759", + "left": "issue:45859", + "right": "issue:47050", "accept": false, - "reason": "Both are config/loading bugs, but they affect different APIs and different failure modes: missing fields from `AutoConfig.from_pretrained(trust_remote_code=True)` vs not unwrapping `text_config` in `AutoModelForCausalLM.from_config`." + "reason": "Different models and failure modes: CPU-offload incompatibility in Qwen3Moe vs fp16 ONNX export dtype mismatch in CanineModel." }, { "left": "issue:43262", "right": "issue:44811", "accept": false, - "reason": "Different subsystems and symptoms: audio chat-template sampling-rate defaulting vs Whisper `batch_decode()` ignoring `skip_special_tokens`." + "reason": "Both involve audio processors, but one is a chat-template sampling-rate default and the other is Whisper batch_decode skip_special_tokens behavior; different code paths." }, { "left": "issue:38175", "right": "issue:44610", "accept": false, - "reason": "Both involve vision models, but one is about unexpected zero probabilities in SigLIP2 and the other is a processor/model input-size mismatch for OmDet-Turbo." - }, - { - "left": "issue:45859", - "right": "issue:47050", - "accept": false, - "reason": "Different models and code paths: CPU offload incompatibility in Qwen3_5Moe rotary embedding vs ONNX fp16 dtype mismatch in Canine attention." + "reason": "Unrelated bugs: SIGLIP2 zero probabilities versus OmDet-Turbo processor/model input-size mismatch." }, { "left": "issue:45200", "right": "issue:47254", "accept": false, - "reason": "Gemma 4 text-only fine-tuning defaults for `mm_token_type_ids` is unrelated to a PEFT + DeepSpeed ZeRO-3 checkpointing failure." + "reason": "Gemma 4 token-type defaults for text-only fine-tuning is not the same bug as PEFT + DeepSpeed ZeRO-3 checkpointing failure." }, { "left": "issue:39692", "right": "issue:44912", "accept": false, - "reason": "Both mention model examples/quantization, but one is a documentation example with processor/model mismatch and quantization failure, while the other is a specific MXFP4 loading fallback bug." - }, - { - "left": "issue:43329", - "right": "issue:44479", - "accept": false, - "reason": "Both are video/VLM regressions, but `43329` is a specific undefined-variable bug in multimodal token counting while `44479` is a broader regression across several Qwen video models." + "reason": "Different SigLIP2 docs/example problems versus a gpt-oss-20b MXFP4 loading fallback bug." }, { - "left": "issue:43329", - "right": "issue:43450", + "left": "issue:42915", + "right": "issue:44821", "accept": false, - "reason": "Both involve video inputs, but one is a token-counting code defect and the other is an input-shape bug in video processors." + "reason": "Qwen3Moe FP8 loading failure and AutoImageProcessor-from-URL failure are unrelated." }, { - "left": "issue:43257", - "right": "issue:43931", + "left": "issue:42915", + "right": "issue:43742", "accept": false, - "reason": "Different loading failures: weight conversion with accelerate+deepspeed vs tensor shape mismatch for Qwen3-VL." + "reason": "Different models and symptoms: Qwen3Moe FineGrainedFP8Config failure vs MobileLLM-125M key error." }, { - "left": "issue:43257", - "right": "issue:43696", + "left": "issue:43329", + "right": "issue:44479", "accept": false, - "reason": "Qwen3 MOE weight conversion failure is unrelated to a gpt-oss-20b CUDA OOM." + "reason": "Both mention video, but one is undefined variables in multimodal token counting and the other is a broader video-input regression across several models; not enough to treat as the same bug." }, { - "left": "issue:42915", - "right": "issue:43742", + "left": "issue:43329", + "right": "issue:43450", "accept": false, - "reason": "Different models and failure classes: FineGrainedFP8Config support vs a key error while loading MobileLLM." + "reason": "Video token counting undefined variables is not the same as batched video processor shape errors." }, { "left": "issue:44291", "right": "issue:45042", "accept": false, - "reason": "`init_empty_weights` argument handling is unrelated to PIL image processors incorrectly requiring torchvision." + "reason": "init_empty_weights/_is_hf_initialized incompatibility is unrelated to the torchvision import requirement regression." }, { "left": "issue:34567", "right": "issue:40990", "accept": false, - "reason": "Trainer token-count bookkeeping is unrelated to high perplexity in a model evaluation run." - }, - { - "left": "issue:44912", - "right": "issue:47145", - "accept": false, - "reason": "Both concern quantized loading, but they are different formats and bugs: MXFP4 fallback to bf16 vs FP8 frozen checkpoints missing `weight_scale` application." + "reason": "TrainerState token accounting and high perplexity on gpt-oss-20b are different problems." }, { - "left": "issue:42915", - "right": "issue:44821", + "left": "issue:43257", + "right": "issue:43931", "accept": false, - "reason": "A Qwen3Moe FP8 config failure is unrelated to `AutoImageProcessor` URL loading." + "reason": "Both are Qwen-related load issues, but one is MOE weight conversion with accelerate/deepspeed and the other is a Qwen3-VL shape mismatch; different underlying faults." }, { "left": "issue:29159", "right": "issue:34567", "accept": false, - "reason": "Tokenizer slow/fast inconsistency is unrelated to `TrainerState.num_input_tokens_seen` not updating." + "reason": "Tokenizer slow/fast inconsistency and TrainerState num_input_tokens_seen not updating are unrelated." }, { "left": "issue:44387", "right": "issue:44617", "accept": false, - "reason": "Both mention OOM, but one is an int4 quantization memory regression and the other is a model-specific video OOM." + "reason": "General CUDA OOM under int4 quantization is not the same as a Sam3Video inference OOM." + }, + { + "left": "issue:44912", + "right": "issue:47145", + "accept": false, + "reason": "Both are quantization-loading issues, but MXFP4 fallback to bf16 and missing weight_scale on FP8 frozen checkpoints are distinct bugs." }, { "left": "issue:45459", "right": "issue:45803", "accept": false, - "reason": "Both mention hidden errors, but they are different mechanisms and different call sites: protobuf decode fallback vs a bare `except` in Fuyu tensor conversion." + "reason": "Similar theme of bad exception handling, but one is protobuf tokenizer decoding and the other is Fuyu tensor conversion; different code paths and fixes." }, { - "left": "issue:46421", - "right": "issue:46424", + "left": "issue:45081", + "right": "issue:47020", + "accept": false, + "reason": "Tokenizer regex patch crash and XLMRoberta Unigram initialization bug are unrelated tokenizer issues." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Different tokenizer regressions: loading physical-intelligence/fast versus CLIPTokenizer max_length behavior." + }, + { + "left": "issue:43749", + "right": "issue:44756", "accept": false, - "reason": "Both are cache-related, but one is lazy init causing recompilation and the other is `max_cache_length` being ignored except for quantized cache." + "reason": "FSDP CPU RAM efficient loading and Strix Halo mmap/OOM are different loading/memory issues." }, { "left": "issue:43650", "right": "issue:43906", "accept": false, - "reason": "The title `ADD THE DATA` is not a technical bug report and does not match the isolated reproduction of issue 38071." + "reason": "'ADD THE DATA' is not a duplicate of an isolated reproduction issue." }, { - "left": "issue:43525", - "right": "issue:46291", + "left": "issue:46421", + "right": "issue:46424", "accept": false, - "reason": "Missing `pad_token_id` in `Llama4Config` is unrelated to a pipelines import failure caused by `kernels` version/revision requirements." + "reason": "Both involve cache, but one is lazy initialization causing recompilation and the other is max_cache_length handling for quantized cache only." }, { - "left": "issue:28282", - "right": "issue:29870", + "left": "issue:43525", + "right": "issue:46291", "accept": false, - "reason": "PyTorch missing in the environment for `AutoModel` is unrelated to the Bart `generate()` decoder attention mask unbound-local error." + "reason": "Missing pad_token_id on Llama4Config is unrelated to importing transformers.pipelines failing on kernels v0.15 metadata requirements." }, { - "left": "issue:44987", - "right": "issue:45538", + "left": "issue:43425", + "right": "issue:46291", "accept": false, - "reason": "Loading `physical-intelligence/fast` on transformers>=5.1.0 and CLIPTokenizer `model_max_length` being `10**30` are different tokenizer/model-loading bugs." + "reason": "Torch 2.10 incompatibility and kernels v0.15 import failure are different dependency issues." }, { "left": "issue:28282", - "right": "issue:34689", + "right": "issue:29870", "accept": false, - "reason": "A missing PyTorch dependency error is not the same as a version-specific failure loading Llama 3.2 90B Vision Instruct." + "reason": "PyTorch missing ImportError and BART decoder_attention_mask UnboundLocalError are unrelated." }, { - "left": "issue:43425", - "right": "issue:46291", + "left": "issue:45859", + "right": "issue:47254", "accept": false, - "reason": "Torch 2.10 incompatibility and kernels import-version requirements are separate dependency issues." + "reason": "CPU offload incompatibility in Qwen3Moe is unrelated to PEFT + ZeRO-3 checkpointing errors." }, { "left": "issue:43540", "right": "issue:46701", "accept": false, - "reason": "Both are multimodal, but one is a Qwen3OmniMoe video-input processing error and the other is a DiffusionGemma image-text-to-text pipeline failure." + "reason": "Video input ValueError in Qwen3OmniMoe and DiffusionGemma image-text-to-text pipeline failure are different models and paths." }, { - "left": "issue:43749", - "right": "issue:44756", + "left": "issue:28282", + "right": "issue:34689", "accept": false, - "reason": "Both mention memory, but one is broken FSDP CPU RAM efficient loading and the other is an mmap-related OOM workaround on Strix Halo." + "reason": "Missing PyTorch ImportError is unrelated to Llama 3.2 90B Vision Instruct loading breakage in Transformers 4.46.2." }, { - "left": "issue:45859", - "right": "issue:47254", + "left": "issue:44568", + "right": "issue:45356", "accept": false, - "reason": "CPU offload incompatibility in Qwen3_5Moe rotary embedding is unrelated to PEFT + DeepSpeed ZeRO-3 checkpoint errors." + "reason": "Different tokenizer regressions: mdeberta BOS/EOS insertion versus Kimi-K2.5 codec handling and warning behavior." } ] }, @@ -7103,6 +7154,7 @@ "issue:29159", "issue:33357", "issue:34567", + "issue:36331", "issue:39379", "issue:41720", "issue:42175", @@ -7110,6 +7162,7 @@ "issue:43404", "issue:43452", "issue:43454", + "issue:43531", "issue:43540", "issue:43577", "issue:43582", @@ -7125,252 +7178,264 @@ "issue:44560", "issue:44568", "issue:44821", - "issue:44849", "issue:44857", "issue:44936", + "issue:44987", "issue:44991", - "issue:45081", "issue:45127", "issue:45137", - "issue:45356", "issue:45357", "issue:45405", + "issue:45488", "issue:45538", - "issue:45701", + "issue:45907", "issue:46512", "issue:46693", "issue:46821", "issue:46832", "issue:46869", - "issue:47020", "issue:47254" ], "soft_pairs": [ - "issue:44568|issue:45356", "issue:33357|issue:34567", - "issue:42175|issue:43824", "issue:43454|issue:43577", - "issue:45137|issue:45405", - "issue:39379|issue:44554", - "issue:45081|issue:47020", "issue:43404|issue:45127", + "issue:42175|issue:43824", + "issue:43742|issue:44291", + "issue:39379|issue:44554", "issue:43697|issue:45357", - "issue:28282|issue:29127", "issue:44936|issue:46821", - "issue:43742|issue:44291", - "issue:44857|issue:46832", - "issue:44479|issue:46693", + "issue:28282|issue:29127", + "issue:45137|issue:45405", "issue:42915|issue:45538", + "issue:44479|issue:46693", + "issue:44857|issue:46832", "issue:43582|issue:47254", - "issue:44062|issue:44991", - "issue:24643|issue:29159", - "issue:27957|issue:28282", + "issue:44291|issue:44821", "issue:45538|issue:46869", + "issue:24643|issue:29159", + "issue:44062|issue:44991", "issue:42915|issue:43749", + "issue:44568|issue:45488", "issue:43452|issue:43582", + "issue:27957|issue:28282", "issue:41720|issue:43540", - "issue:44849|issue:45701", + "issue:43540|issue:44560", "issue:42175|issue:44488", - "issue:43577|issue:46512", - "issue:44291|issue:44821", - "issue:43540|issue:44560" + "issue:43531|issue:44821", + "issue:43540|issue:44479", + "issue:34567|issue:36331", + "issue:44987|issue:45907", + "issue:43577|issue:46512" ], - "prepared_review_unit_hash": "394f2e66c2bfec4065b929fd787046bb927c12a9cfda7089d143f82bcee4aaae", + "prepared_review_unit_hash": "42f15af165c62fed488e41b799e42cbf199f4f39fe9b4726099bdc73c0e05578", "component_budget": { "node_count": 520, "item_count": 520, - "soft_pair_count": 1916, - "serialized_chars": 993437, - "estimated_input_tokens": 248360, - "estimated_eval_tokens": 496976 + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36128, - "estimated_input_tokens": 9032, - "estimated_eval_tokens": 18320 + "soft_pair_count": 30, + "serialized_chars": 36658, + "estimated_input_tokens": 9165, + "estimated_eval_tokens": 18586 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issues across tokenizer, model-loading, training, vision, and distributed-runtime paths. The soft pairs share broad themes at best, but none look like the same concrete bug/change, so all candidate duplicate links should be rejected.", - "confidence": 0.91, - "canonical_issue_reason": "No single canonical issue fits: the set is heterogeneous, and none of the soft pairs are true duplicates of the same underlying bug.", + "summary": "This cluster is heterogeneous: the soft pairs share broad library areas (tokenizers, loading, training, vision models, DeepSpeed) but not the same concrete bug. I reject all soft edges and see no true duplicate hub among these issues.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue stands out; the items are a grab bag of unrelated regressions and edge cases, so selecting one as the duplicate anchor would be arbitrary.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue is suitable as a canonical representative because the items span many unrelated failure modes rather than one coherent problem.", + "best_issue_reason": "No global best issue: none of these reports is representative enough to serve as the cluster\u2019s canonical duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44568", - "right": "issue:45356", - "accept": false, - "reason": "Both are tokenizer regressions, but one is about add_special_tokens/BOS-EOS handling and the other is a Kimi-K2.5 codec/fix_mistral_regex regression; different code paths." - }, { "left": "issue:33357", "right": "issue:34567", "accept": false, - "reason": "CLIP bus error on macOS is unrelated to TrainerState.num_input_tokens_seen not updating." - }, - { - "left": "issue:42175", - "right": "issue:43824", - "accept": false, - "reason": "One is packaging/backends for tensorflow, the other is a missing Qwen2.5-VL import; unrelated." + "reason": "MacOS bus error in CLIP model loading vs TrainerState token counter not updating; different subsystems and failure modes." }, { "left": "issue:43454", "right": "issue:43577", "accept": false, - "reason": "AyaVision lm_head tying and BLIP2 dtype propagation are different bugs in different model families." + "reason": "Both involve model attributes/dtypes, but one is lm_head weight tying for AyaVision and the other is Blip2 dtype propagation; not the same bug." }, { - "left": "issue:45137", - "right": "issue:45405", + "left": "issue:43404", + "right": "issue:45127", "accept": false, - "reason": "DeepSpeed ZeRO3 deque failure is unrelated to a PEFT minimum-version bump." + "reason": "One is a missing lm_head tie in Mistral3 conditional generation; the other is LoRA merge with extended vocab causing collapse. Different root causes." }, { - "left": "issue:39379", - "right": "issue:44554", + "left": "issue:42175", + "right": "issue:43824", "accept": false, - "reason": "mllama mask handling and the MPS attention value-head-dim correctness issue are distinct attention-path bugs." + "reason": "TensorFlow missing from a torch install extra vs missing Qwen2_5_VL import; unrelated packaging/import problems." }, { - "left": "issue:45081", - "right": "issue:47020", + "left": "issue:43742", + "right": "issue:44291", "accept": false, - "reason": "Both involve tokenizers, but the Mistral regex patch crash and XLMRoberta Unigram init error are separate model-specific failures." + "reason": "KeyError loading MobileLLM-125M vs init_empty_weights receiving an unexpected argument; both are load-time errors but not the same defect." }, { - "left": "issue:43404", - "right": "issue:45127", + "left": "issue:39379", + "right": "issue:44554", "accept": false, - "reason": "Weight tying in Mistral3 generation and LoRA merge with extended vocab are different mechanisms and failure modes." + "reason": "mllama mask handling bug vs MPS attention correctness issue when head dimensions differ; distinct code paths." }, { "left": "issue:43697", "right": "issue:45357", "accept": false, - "reason": "RTDetrV2 output drift and Qwen3.5 save_pretrained visual-key corruption are unrelated model-specific regressions." + "reason": "RTDetrV2 output drift in v5 vs Qwen3.5 save_pretrained writing wrong visual encoder keys; unrelated model behaviors." }, { - "left": "issue:28282", - "right": "issue:29127", + "left": "issue:44936", + "right": "issue:46821", "accept": false, - "reason": "PyTorch import failure is unrelated to the LayoutLMv3 error-message clarity issue." + "reason": "trainer.evaluate() failing after train() vs TimesFM window_size AttributeError; different APIs and causes." }, { - "left": "issue:44936", - "right": "issue:46821", + "left": "issue:28282", + "right": "issue:29127", "accept": false, - "reason": "Trainer lifecycle behavior after train is unrelated to TimesFM window_size AttributeError." + "reason": "PyTorch missing ImportError for AutoModel vs unclear LayoutLMv3 box validation message; not the same issue." }, { - "left": "issue:43742", - "right": "issue:44291", + "left": "issue:45137", + "right": "issue:45405", "accept": false, - "reason": "MobileLLM loading key error and init_empty_weights/_is_hf_initialized TypeError are separate loading-time bugs." + "reason": "DeepSpeed ZeRO-3 deque pop error vs an unreleased MIN_PEFT_VERSION bump; no shared bug." }, { - "left": "issue:44857", - "right": "issue:46832", + "left": "issue:42915", + "right": "issue:45538", "accept": false, - "reason": "LwDetrImageLoss AMP crash and RTDetrModel feature-level mismatch are different DETR code paths." + "reason": "Qwen3MoE FineGrainedFP8Config failure vs CLIPTokenizer model_max_length default; unrelated model/config issues." }, { "left": "issue:44479", "right": "issue:46693", "accept": false, - "reason": "Video-input regression in several VL models is unrelated to FA2 long-context performance regression." + "reason": "Video input regression for Qwen VL models vs FA2 long-context performance regression; different symptoms and subsystems." }, { - "left": "issue:42915", - "right": "issue:45538", + "left": "issue:44857", + "right": "issue:46832", "accept": false, - "reason": "Qwen3Moe FP8 config failure and CLIPTokenizer model_max_length are unrelated issues." + "reason": "float16 AMP crash in LwDetrImageLoss vs RTDetrModel TypeError when feature-level counts mismatch; both DETR-related but different bugs." }, { "left": "issue:43582", "right": "issue:47254", "accept": false, - "reason": "Apple Silicon caching_allocator_warmup TypeError is unrelated to PEFT + DeepSpeed ZeRO-3 checkpointing failure." + "reason": "Apple Silicon caching_allocator_warmup TypeError vs PEFT + DeepSpeed ZeRO-3 checkpointing failure; unrelated." }, { - "left": "issue:44062", - "right": "issue:44991", + "left": "issue:44291", + "right": "issue:44821", "accept": false, - "reason": "AddedToken special-arg duplication and est-roberta tokenizer loading are not the same underlying tokenizer bug." + "reason": "Unexpected _is_hf_initialized argument during init_empty_weights vs loading AutoImageProcessor from URL; different load paths." }, { - "left": "issue:24643", - "right": "issue:29159", + "left": "issue:45538", + "right": "issue:46869", "accept": false, - "reason": "DeepSpeed weight shape error is unrelated to slow/fast tokenizer inconsistency." + "reason": "CLIPTokenizer max_length sentinel issue vs YOLO multi-GPU device map failure; unrelated." }, { - "left": "issue:27957", - "right": "issue:28282", + "left": "issue:24643", + "right": "issue:29159", "accept": false, - "reason": "XLMRoberta + Flash Attention 2 is unrelated to missing PyTorch installation." + "reason": "DeepSpeed training weight shape RuntimeError vs slow/fast tokenizer inconsistency; no shared underlying bug." }, { - "left": "issue:45538", - "right": "issue:46869", + "left": "issue:44062", + "right": "issue:44991", "accept": false, - "reason": "CLIPTokenizer max-length default and YOLO auto device-map failure are unrelated." + "reason": "AddedToken special-arg duplication vs tokenizer loading failure for EMBEDDIA/est-roberta; both tokenizer-related but not the same defect." }, { "left": "issue:42915", "right": "issue:43749", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure and FSDP CPU RAM efficient loading breakage are different distributed/runtime problems." + "reason": "Qwen3MoE FP8 config failure vs FSDP CPU RAM efficient loading broken; distinct training/loading problems." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "mdeberta BOS/EOS insertion regression vs LlamaTokenizer overriding tokenizer.json pre-tokenizer; both tokenizer regressions, but different tokenizers and behavior." }, { "left": "issue:43452", "right": "issue:43582", "accept": false, - "reason": "gguf_file tokenizer/model loading failures and Apple Silicon allocator warmup TypeError do not share a concrete root cause." + "reason": "gguf_file breaking tokenizer/model loading vs Apple Silicon allocator warmup TypeError; unrelated." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta vs missing PyTorch dependency ImportError; unrelated." }, { "left": "issue:41720", "right": "issue:43540", "accept": false, - "reason": "Both are Qwen3-family, but auto device mapping cudaErrorAssert and video-input ValueError are distinct issues." + "reason": "Qwen3 auto device mapping cudaErrorAssert vs Qwen3OmniMoe video-input ValueError; different model components." }, { - "left": "issue:44849", - "right": "issue:45701", + "left": "issue:43540", + "right": "issue:44560", "accept": false, - "reason": "Qwen3.5 output_hidden_states bug and version-dependent tokenization changes are unrelated." + "reason": "Both mention video inputs in Qwen models, but one is a processing ValueError in Qwen3OmniMoe and the other is a StopIteration in Qwen3-vl-embedding; not clearly the same bug." }, { "left": "issue:42175", "right": "issue:44488", "accept": false, - "reason": "Tensorflow backend packaging and loading cjvt/sleng-bert are unrelated." + "reason": "Packaging extra missing TensorFlow vs a model load failure for cjvt/sleng-bert; unrelated." }, { - "left": "issue:43577", - "right": "issue:46512", + "left": "issue:43531", + "right": "issue:44821", "accept": false, - "reason": "BLIP2 dtype remaining float32 and from_config leaving config.dtype stale are related only loosely by dtype, but they are different code paths and symptoms." + "reason": "Qwen3-MoE sliding_window issue vs AutoImageProcessor URL loading problem; unrelated." }, { - "left": "issue:44291", - "right": "issue:44821", + "left": "issue:43540", + "right": "issue:44479", "accept": false, - "reason": "init_empty_weights argument handling and AutoImageProcessor URL loading are unrelated." + "reason": "Video-input ValueError in Qwen3OmniMoe vs v5.3.0 video regression across several Qwen VL models; similar theme but not the same concrete bug." }, { - "left": "issue:43540", - "right": "issue:44560", + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token counting not updating vs CustomTrainer.compute_loss signature breakage; different trainer issues." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Model loading failure for physical-intelligence/fast vs list_repo_files not forwarding revision; unrelated API regression." + }, + { + "left": "issue:43577", + "right": "issue:46512", "accept": false, - "reason": "Both involve Qwen3 video inputs, but one is a ValueError in Qwen3OmniMoe and the other is a StopIteration in Qwen3-VL embedding; not clearly the same bug." + "reason": "Blip2 model dtype remaining float32 vs from_config(dtype=...) leaving config.dtype stale; related theme, but different state fields and behavior." } ] }, @@ -7398,12 +7463,9 @@ "issue:28282", "issue:29870", "issue:32090", - "issue:34567", - "issue:36331", "issue:38175", "issue:43257", "issue:43452", - "issue:43531", "issue:43540", "issue:43577", "issue:43716", @@ -7411,6 +7473,7 @@ "issue:43756", "issue:43906", "issue:44062", + "issue:44466", "issue:44479", "issue:44488", "issue:44568", @@ -7418,263 +7481,261 @@ "issue:44625", "issue:44737", "issue:44792", - "issue:44821", + "issue:44849", "issue:44877", "issue:44898", "issue:44964", - "issue:44987", + "issue:45005", "issue:45042", "issue:45072", "issue:45081", "issue:45325", "issue:45381", "issue:45405", - "issue:45488", "issue:45600", + "issue:45663", "issue:45672", "issue:45674", + "issue:45701", "issue:45823", - "issue:45907", "issue:46399", "issue:46463", "issue:46468", "issue:46491", "issue:46693", - "issue:46701" + "issue:46701", + "issue:46846", + "issue:46899" ], "soft_pairs": [ - "issue:44987|issue:45907", - "issue:43540|issue:44479", "issue:44479|issue:45381", - "issue:34567|issue:36331", + "issue:44849|issue:45701", "issue:44062|issue:45081", - "issue:44792|issue:44964", - "issue:38175|issue:44898", - "issue:44568|issue:45488", "issue:45042|issue:45081", + "issue:38175|issue:44898", + "issue:44792|issue:44964", "issue:43742|issue:44589", "issue:43257|issue:43756", - "issue:43531|issue:44821", "issue:43756|issue:46399", "issue:43756|issue:45325", - "issue:45405|issue:45600", - "issue:44737|issue:46463", "issue:43716|issue:46701", + "issue:45672|issue:45674", + "issue:44737|issue:46463", "issue:45823|issue:46463", - "issue:44568|issue:46491", + "issue:45405|issue:45600", "issue:43906|issue:46693", - "issue:24643|issue:29870", + "issue:44568|issue:46491", "issue:44625|issue:44877", - "issue:45672|issue:45674", + "issue:24643|issue:29870", "issue:43577|issue:45072", - "issue:43452|issue:44488", "issue:43540|issue:46693", + "issue:43452|issue:44488", "issue:28282|issue:32090", - "issue:43906|issue:46468" + "issue:43906|issue:46468", + "issue:46463|issue:46899", + "issue:45663|issue:46846", + "issue:44466|issue:45005" ], - "prepared_review_unit_hash": "bd4bca816de740866f6f98e75eb41854fc791643d6d9c42b900b1e143a5ec863", + "prepared_review_unit_hash": "17b616b7411bee04b41bbbb38e340a1018126f07e254a853896c3b99b73f2359", "component_budget": { "node_count": 520, "item_count": 520, - "soft_pair_count": 1916, - "serialized_chars": 993437, - "estimated_input_tokens": 248360, - "estimated_eval_tokens": 496976 + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35826, - "estimated_input_tokens": 8957, - "estimated_eval_tokens": 18170 + "soft_pair_count": 27, + "serialized_chars": 35641, + "estimated_input_tokens": 8911, + "estimated_eval_tokens": 18078 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly unrelated issue reports. A few share broad themes (Qwen/video, tokenizer regressions, 4-bit inference), but none of the soft pairs look like the same concrete bug or change.", - "confidence": 0.89, - "canonical_issue_reason": "No single issue cleanly represents a duplicate set here; if forced, issue 44479 is the broadest and most detailed regression report among the near-matches, but the cluster is really a grab bag of distinct bugs.", + "summary": "This cluster is mostly heterogeneous: a few tokenizer/config/dtype/model-loading regressions are grouped together, but most items are clearly not duplicates. Only two soft edges look like true same-bug matches.", + "confidence": 0.58, + "canonical_issue_reason": "issue:45701 is the broadest and most umbrella-like report in the set, with multiple inbound references and a general v5 regression framing; it is the best single anchor even though the cluster is not truly homogeneous.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44479 is the strongest standalone issue report because it describes a specific, user-visible regression with a clear affected surface and broader model impact than the other near-matches.", + "best_issue_reason": "Same as canonical: it is the most general, cluster-wide regression report among otherwise model-specific issues.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44987", - "right": "issue:45907", - "accept": false, - "reason": "Different problems: one is model loading failure for a specific repo, the other is a hub API regression in revision forwarding." - }, - { - "left": "issue:43540", - "right": "issue:44479", - "accept": false, - "reason": "Both involve video inputs, but they affect different model families and do not point to the same code path or fix." - }, { "left": "issue:44479", "right": "issue:45381", - "accept": false, - "reason": "Overlapping Qwen video context, but 44479 is a broader multi-model regression while 45381 is a narrower Qwen2.5-VL position-id bug." + "accept": true, + "reason": "Both describe the same Qwen VL video-input regression around incorrect position IDs / video handling in 5.3.0, so they plausibly share one root cause and fix." }, { - "left": "issue:34567", - "right": "issue:36331", + "left": "issue:44849", + "right": "issue:45701", "accept": false, - "reason": "One is TrainerState bookkeeping, the other is a breaking Trainer callback signature change; unrelated failures." + "reason": "Different bugs: Qwen3.5 hidden-states output behavior versus a broad tokenizer-version regression. Same family, but not the same code-path." }, { "left": "issue:44062", "right": "issue:45081", "accept": false, - "reason": "Both are tokenizer-related errors, but they fail in different parts of the loading path with different root causes." + "reason": "Tokenizer-related, but one is an AddedToken argument collision and the other is a Mistral regex patch crash on tokenizer backend access; different root causes." }, { - "left": "issue:44792", - "right": "issue:44964", + "left": "issue:45042", + "right": "issue:45081", "accept": false, - "reason": "Different multimodal model issues; no evidence they stem from the same underlying bug or patch." + "reason": "Unrelated subsystems: PIL image processors needing torchvision versus a Mistral tokenizer regex patch failure." }, { "left": "issue:38175", "right": "issue:44898", "accept": false, - "reason": "Both are vision-model bugs, but on different architectures with different failure modes." - }, - { - "left": "issue:44568", - "right": "issue:45488", - "accept": false, - "reason": "Tokenizer regressions, but one is about special-token addition and the other about ByteLevel vs Metaspace behavior for a different family." + "reason": "Both are vision-model issues, but the models and failure modes differ completely (zero probabilities vs non-default-resolution image classification failure)." }, { - "left": "issue:45042", - "right": "issue:45081", + "left": "issue:44792", + "right": "issue:44964", "accept": false, - "reason": "Image-processor dependency regression versus a Mistral tokenizer patch crash; unrelated." + "reason": "Both involve multimodal models, but one is a janus test failure and the other is a Phi-4 multimodal loading regression; not the same bug." }, { "left": "issue:43742", "right": "issue:44589", "accept": false, - "reason": "Different loading failures with different error classes and code paths." + "reason": "Different loading failures with different causes: MobileLLM key error versus missing Float8 storage type." }, { "left": "issue:43257", "right": "issue:43756", "accept": false, - "reason": "Different Qwen/SmolLM model-specific bugs; one is conversion with accelerate/deepspeed, the other is RoPE layer count mismatch." - }, - { - "left": "issue:43531", - "right": "issue:44821", - "accept": false, - "reason": "Qwen3-MoE sliding-window behavior is unrelated to loading AutoImageProcessor from a URL." + "reason": "Different models and different bugs: Qwen3 MOE conversion under accelerate+deepspeed versus Smollm3 RoPE layer dropping." }, { "left": "issue:43756", "right": "issue:46399", "accept": false, - "reason": "Both touch Qwen3.5, but one is a model-structure issue and the other is a kernel registration error; not the same bug." + "reason": "Both touch rotary/attention internals, but one is a Smollm3 architecture/config issue and the other is a Qwen3.5 kernel registration decorator error." }, { "left": "issue:43756", "right": "issue:45325", "accept": false, - "reason": "Different Qwen model variants and different rotary-position bugs." + "reason": "Both mention RoPE, but the first is about missing layers in Smollm3 and the second is a Qwen2.5-VL video position scaling bug; different concrete problems." }, { - "left": "issue:45405", - "right": "issue:45600", + "left": "issue:43716", + "right": "issue:46701", "accept": false, - "reason": "A dependency version bump issue and a stale auto-mapping reference are distinct maintenance problems." + "reason": "Different multimodal regressions in different model families: Mistral-3 image-preprocessor dtype mismatch versus DiffusionGemma pipeline breakage." }, { - "left": "issue:44737", - "right": "issue:46463", + "left": "issue:45672", + "right": "issue:45674", "accept": false, - "reason": "XLNet device-placement performance bug versus T5 decoder-input validation messaging; unrelated." + "reason": "Both are 4-bit/quantization related, but one is unsafe dtype casting in Gemma4 audio modules and the other is BitsAndBytes skip-module exclusion logic." }, { - "left": "issue:43716", - "right": "issue:46701", + "left": "issue:44737", + "right": "issue:46463", "accept": false, - "reason": "Different multimodal pipelines and different symptoms; no shared code-path evidence." + "reason": "Completely different areas: XLNet CPU tensor creation versus T5 decoder input validation messaging." }, { "left": "issue:45823", "right": "issue:46463", "accept": false, - "reason": "Gemma4 device-mapping bug versus T5 error-message bug; not the same issue." + "reason": "Unrelated bugs: Gemma4 device-map mismatch during forward versus T5 decoder input validation." }, { - "left": "issue:44568", - "right": "issue:46491", + "left": "issue:45405", + "right": "issue:45600", "accept": false, - "reason": "Both are tokenizer regressions, but the affected models and underlying tokenization behavior differ." + "reason": "No shared bug: one is a dependency version bump problem, the other is stale auto-mapping references breaking CI." }, { "left": "issue:43906", "right": "issue:46693", "accept": false, - "reason": "One is only an isolated reproduction of another issue; the other is a performance regression with FA2 and long-context generation, with no clear identity match." + "reason": "An isolated reproduction of an older issue versus a FA2 long-context performance regression; not the same underlying defect." }, { - "left": "issue:24643", - "right": "issue:29870", + "left": "issue:44568", + "right": "issue:46491", "accept": false, - "reason": "Different training/generation failures with no shared root cause." + "reason": "Both are tokenizer regressions, but one is special-token addition and the other is encode/decode whitespace preservation for CodeLlama." }, { "left": "issue:44625", "right": "issue:44877", "accept": false, - "reason": "One is config propagation for Qwen3.5 labels, the other is strict config handling for granite_speech." + "reason": "Both involve config handling, but one is Qwen3.5 num_labels propagation and the other is strict config loading for granite_speech." }, { - "left": "issue:45672", - "right": "issue:45674", + "left": "issue:24643", + "right": "issue:29870", "accept": false, - "reason": "Both hit 4-bit inference, but one is a torch.finfo uint8 error in audio modules and the other is a BitsAndBytes skip-module regression." + "reason": "Different training/generation failures with different stack traces and model paths; not duplicates." }, { "left": "issue:43577", "right": "issue:45072", "accept": false, - "reason": "Different dtype mismatch bugs in different models and inference paths." + "reason": "Both are dtype-related, but they affect different model components and code paths (Blip2 qformer vs SwitchTransformers/TimmWrapperModel inference)." }, { - "left": "issue:43452", - "right": "issue:44488", + "left": "issue:43540", + "right": "issue:46693", "accept": false, - "reason": "A gguf_file loading regression is not the same as a specific model failing to load." + "reason": "Video-input validation in Qwen3OmniMoe is unrelated to FA2 long-context performance regression." }, { - "left": "issue:43540", - "right": "issue:46693", + "left": "issue:43452", + "right": "issue:44488", "accept": false, - "reason": "Video-input processing failure versus generation-performance regression; unrelated subsystems." + "reason": "Both are model/tokenizer loading complaints, but one is specifically about gguf_file support and the other is a model-specific load failure; no evidence of the same root cause." }, { "left": "issue:28282", "right": "issue:32090", "accept": false, - "reason": "Environment/import error versus Trainer broadcast type error; different failure classes." + "reason": "Completely different failures: missing PyTorch import versus unsupported NoneType broadcast in Trainer." }, { "left": "issue:43906", "right": "issue:46468", "accept": false, - "reason": "No evidence the isolated reproduction matches the broken Nemotron example; different reported symptoms and scope." - } - ] - }, - "evaluator_result": null, - "evaluator_used": false, + "reason": "No shared underlying bug; one is a reproduction of an older issue, the other is a broken official Nemotron example." + }, + { + "left": "issue:46463", + "right": "issue:46899", + "accept": false, + "reason": "Different areas and causes: T5 decoder validation messaging versus Gemma4 4-bit multimodal dtype casting." + }, + { + "left": "issue:45663", + "right": "issue:46846", + "accept": false, + "reason": "Different distributed-training bugs in different models: Gemma4 FSDP2 shared_kv_states handling versus Qwen3.5 TP plan omissions." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": true, + "reason": "Both concern v5 tied-weights handling/serialization regressions, and the translation-model report fits the broader tied-weights device-dependent inconsistency described in the other issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet and stays mostly conservative. The selected anchor issue is broad enough to fit the heterogeneous cluster, and the two accepted soft edges are plausible same-bug matches. The remaining pairs are rejected with mostly model- and failure-mode-specific distinctions rather than overclaimed duplicates." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -7694,6 +7755,7 @@ "issue:29159", "issue:33357", "issue:38175", + "issue:40444", "issue:41762", "issue:43295", "issue:43452", @@ -7707,20 +7769,19 @@ "issue:43742", "issue:43749", "issue:43761", - "issue:43819", "issue:43994", "issue:44361", "issue:44442", - "issue:44466", "issue:44493", "issue:44737", "issue:44811", + "issue:44821", "issue:44843", "issue:44857", "issue:44898", "issue:44913", "issue:44936", - "issue:45005", + "issue:44991", "issue:45200", "issue:45216", "issue:45357", @@ -7728,229 +7789,236 @@ "issue:45375", "issue:45479", "issue:45588", - "issue:45663", + "issue:45701", + "issue:45704", "issue:45920", "issue:46050", "issue:46121", "issue:46170", "issue:46463", + "issue:46821", "issue:46829", - "issue:46846", - "issue:46899", "issue:47000" ], "soft_pairs": [ "issue:44913|issue:46121", + "issue:43452|issue:44843", "issue:43697|issue:46829", - "issue:45663|issue:46846", - "issue:46463|issue:46899", + "issue:41762|issue:44936", + "issue:44737|issue:45588", "issue:43526|issue:45479", "issue:43697|issue:45216", - "issue:44737|issue:45588", - "issue:44466|issue:45005", - "issue:41762|issue:44936", - "issue:43643|issue:45375", - "issue:43720|issue:44898", "issue:45200|issue:46463", "issue:45357|issue:45920", - "issue:44361|issue:44442", - "issue:43653|issue:44361", + "issue:43720|issue:44898", "issue:43688|issue:43749", "issue:44493|issue:46050", + "issue:43643|issue:45375", + "issue:43653|issue:44361", + "issue:44361|issue:44442", "issue:38175|issue:43295", - "issue:43452|issue:44843", "issue:43531|issue:43742", "issue:43994|issue:44898", - "issue:43819|issue:44811", + "issue:44821|issue:46821", "issue:29159|issue:33357", - "issue:44857|issue:47000", + "issue:40444|issue:44811", + "issue:44843|issue:44991", + "issue:43688|issue:45704", "issue:45372|issue:46170", + "issue:44857|issue:47000", + "issue:43688|issue:45701", "issue:43761|issue:46829" ], - "prepared_review_unit_hash": "6dd0ecfb066e95c0933cd61813cc66f447baa84bd4c78f0b0953668d60c0a942", + "prepared_review_unit_hash": "d868fb69a5a2c06def6494ade8389500049f3a641df5dd4f60b4d31dfd053d95", "component_budget": { "node_count": 520, "item_count": 520, - "soft_pair_count": 1916, - "serialized_chars": 993437, - "estimated_input_tokens": 248360, - "estimated_eval_tokens": 496976 + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 26, - "serialized_chars": 35502, - "estimated_input_tokens": 8876, - "estimated_eval_tokens": 18008 + "soft_pair_count": 27, + "serialized_chars": 35568, + "estimated_input_tokens": 8892, + "estimated_eval_tokens": 18040 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated model- and tokenizer-specific bugs. The broadest representative is the multi-model tokenizer regression, but none of the soft-edge pairs look like true duplicates.", - "confidence": 0.81, - "canonical_issue_reason": "issue:45920 is the broadest, most central regression here: it affects tokenization across multiple models and is the best representative anchor for the cluster.", + "summary": "This cluster is a loose collection of mostly unrelated closed issues with a broad tokenizer/config/loading regression theme. None of the soft pairs look like clear duplicates; the closest representative is the broad multi-model tokenizer regression in issue 45920.", + "confidence": 0.61, + "canonical_issue_reason": "Issue 45920 is the broadest and most central representative of the cluster\u2019s recurring tokenizer-regression theme: it affects multiple model families and describes a concrete, user-facing token ID corruption across AutoTokenizer paths.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 is the strongest triage target because it is multi-model, clearly regression-framed, and likely to attract the most relevant follow-up.", + "best_issue_reason": "Issue 45920 best captures the widest impact and the shared symptom class in this set (tokenization/loading regressions across models), making it the most useful canonical issue for triage.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44913", "right": "issue:46121", "accept": false, - "reason": "Different code paths: one is GPTNeoX config reload behavior, the other is rope-validation type handling." + "reason": "Both involve RoPE/config serialization, but one is a silent GPTNeoX config reload regression and the other is a TypeError in rope validation for JSON-loaded lists; different bug paths." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Both touch tokenizer/model loading, but 43452 is about gguf_file breaking from_pretrained generally, while 44843 is a specific offline Mistral regex patch calling model_info unconditionally." }, { "left": "issue:43697", "right": "issue:46829", "accept": false, - "reason": "Both are output-shape bugs, but for different models and different output fields; not the same underlying defect." + "reason": "Different models and different failure modes; one is RTDetrV2 output divergence, the other is VideoPrism misplacing hidden_states in the output object." }, { - "left": "issue:45663", - "right": "issue:46846", + "left": "issue:41762", + "right": "issue:44936", "accept": false, - "reason": "FSDP shared-state rebuilding and tensor-parallel plan omissions are distinct implementation bugs." + "reason": "These are unrelated: Gemma3 loading with ZeRO-3 hits an index error, while trainer.evaluate() after train is a trainer lifecycle issue." }, { - "left": "issue:46463", - "right": "issue:46899", + "left": "issue:44737", + "right": "issue:45588", "accept": false, - "reason": "Unrelated subsystems: T5 decoder-input validation versus Gemma4 multimodal quantization/dtype casting." + "reason": "One is an XLNet device-placement bug in relative positions, the other is a flash-attention integration crash on s_aux=None; no shared code path." }, { "left": "issue:43526", "right": "issue:45479", "accept": false, - "reason": "A BeitImageProcessorFast label-reduction bug is not the same as a sequence-classification zero-loss issue." + "reason": "Different subsystems and symptoms: BeitImageProcessorFast label reduction vs sequence-classification zero-loss behavior across models." }, { "left": "issue:43697", "right": "issue:45216", "accept": false, - "reason": "Different failures in different paths: RTDetr inference mismatch versus Qwen3.5 save_pretrained key serialization." + "reason": "Not the same issue: RTDetrV2 output drift versus Qwen3.5 save_pretrained writing incorrect checkpoint data." }, { - "left": "issue:44737", - "right": "issue:45588", + "left": "issue:45200", + "right": "issue:46463", "accept": false, - "reason": "XLNet CPU tensor creation and flash-attention sinkless-model handling are unrelated bugs." + "reason": "Different model families and bugs; Gemma 4 missing default mm_token_type_ids is not the same as T5 decoder-input error messaging." }, { - "left": "issue:44466", - "right": "issue:45005", + "left": "issue:45357", + "right": "issue:45920", "accept": false, - "reason": "Both mention tied weights, but one is device-dependent serialization and the other is a translation-model v5 issue; too broad to merge." + "reason": "Both are regressions, but one is Qwen3.5 visual-encoder key serialization and the other is broad tokenizer ID corruption across many models." }, { - "left": "issue:41762", - "right": "issue:44936", + "left": "issue:43720", + "right": "issue:44898", "accept": false, - "reason": "Gemma3 ZeRO-3 loading failure and trainer evaluate-after-train are unrelated." + "reason": "Different areas and symptoms: BitNet accelerate-loading/unpacking versus Perceiver interpolation at non-default resolution." }, { - "left": "issue:43643", - "right": "issue:45375", + "left": "issue:43688", + "right": "issue:43749", "accept": false, - "reason": "Config-field loss via trust_remote_code is different from a specific Qwen3_5MoeVisionConfig field dropped by strict filtering." + "reason": "One is MoE auxiliary-loss normalization, the other is FSDP CPU RAM efficient loading; no duplicate evidence." }, { - "left": "issue:43720", - "right": "issue:44898", + "left": "issue:44493", + "right": "issue:46050", "accept": false, - "reason": "BitNet accelerate-loading unpacking and Perceiver non-default-resolution interpolation are different bugs." + "reason": "Both are save/load regressions, but one is unexpected position-id keys and the other is quantized-model persistence after sinq." }, { - "left": "issue:45200", - "right": "issue:46463", + "left": "issue:43643", + "right": "issue:45375", "accept": false, - "reason": "Gemma4 mm_token_type_ids defaults and T5 decoder-input validation do not share a code path." + "reason": "Both concern config fields being lost, but one is generic AutoConfig/trust_remote_code behavior and the other is a specific Qwen config field dropped by @strict; not clearly one bug." }, { - "left": "issue:45357", - "right": "issue:45920", + "left": "issue:43653", + "right": "issue:44361", "accept": false, - "reason": "Both involve save/load behavior, but one is Qwen3.5 visual encoder keys and the other is tokenizer ID corruption across models." + "reason": "BigBirdTokenizer special-token registration and MLukeTokenizer task AttributeError are unrelated tokenizer bugs." }, { "left": "issue:44361", "right": "issue:44442", "accept": false, - "reason": "Two tokenizer-loading failures, but for different tokenizer classes and distinct failure modes." + "reason": "Different tokenizer failures with different causes; MLuke task AttributeError is not the same as AutoTokenizer failing to load FastSpeech2ConformerTokenizer." }, { - "left": "issue:43653", - "right": "issue:44361", + "left": "issue:38175", + "right": "issue:43295", "accept": false, - "reason": "BigBird mask-token registration and MLuke tokenizer task AttributeError are unrelated tokenizer defects." + "reason": "Both mention processor/tokenizer interactions, but the symptoms differ: zero probabilities on SigLIP2 versus v4.57.5 breaking processor.tokenizer access and image passing." }, { - "left": "issue:43688", - "right": "issue:43749", + "left": "issue:43531", + "right": "issue:43742", "accept": false, - "reason": "Aux-loss normalization and FSDP CPU RAM-efficient loading are separate training/runtime bugs." + "reason": "Qwen3-MoE sliding_window handling and MobileLLM key error on load are unrelated issues." }, { - "left": "issue:44493", - "right": "issue:46050", + "left": "issue:43994", + "right": "issue:44898", "accept": false, - "reason": "Position-id key warnings and sinq quantization save/load breakage are not the same issue." + "reason": "Both are vision-model inference issues, but they concern different models and different failures; no evidence of the same underlying bug." }, { - "left": "issue:38175", - "right": "issue:43295", + "left": "issue:44821", + "right": "issue:46821", "accept": false, - "reason": "Siglip2 zero-probability outputs and processor.tokenizer/image-passing regression are different symptoms in different paths." + "reason": "AutoImageProcessor URL loading and TimesFM window_size AttributeError are unrelated." }, { - "left": "issue:43452", - "right": "issue:44843", + "left": "issue:29159", + "right": "issue:33357", "accept": false, - "reason": "gguf_file loading breakage and offline mistral regex patching are unrelated AutoTokenizer issues." + "reason": "Tokenizer consistency bug and a MacOS bus error on CLIP are not the same underlying issue." }, { - "left": "issue:43531", - "right": "issue:43742", + "left": "issue:40444", + "right": "issue:44811", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and MobileLLM key error are distinct model-loading/attention problems." + "reason": "Qwen2.5-VL multi-image iterable finetuning failure is unrelated to Whisper batch_decode skip_special_tokens handling." }, { - "left": "issue:43994", - "right": "issue:44898", + "left": "issue:44843", + "right": "issue:44991", "accept": false, - "reason": "Siglip2 nonsensical outputs and Perceiver interpolation failure are unrelated vision-model bugs." + "reason": "Both are tokenizer-loading regressions, but one is an offline Mistral regex/model_info issue and the other is a specific tokenizer load failure for EMBEDDIA/est-roberta." }, { - "left": "issue:43819", - "right": "issue:44811", + "left": "issue:43688", + "right": "issue:45704", "accept": false, - "reason": "DAC latent reconstruction mismatch and Whisper batch_decode skip_special_tokens behavior are different code paths." + "reason": "Aux-loss normalization and T5 apex RMSNorm memory leak are entirely different bugs." }, { - "left": "issue:29159", - "right": "issue:33357", + "left": "issue:45372", + "right": "issue:46170", "accept": false, - "reason": "Tokenizer fast/slow inconsistency and MacOS bus error in CLIP are not the same defect." + "reason": "Different platform-specific import/load failures with no shared code path or symptom." }, { "left": "issue:44857", "right": "issue:47000", "accept": false, - "reason": "Both are detection-loss crashes, but the reported failure modes and likely code paths differ." + "reason": "Both involve detection losses, but one is an AMP/CUDA crash in LwDetrImageLoss and the other is an infeasible cost matrix in RTDetrLoss; not the same bug." }, { - "left": "issue:45372", - "right": "issue:46170", + "left": "issue:43688", + "right": "issue:45701", "accept": false, - "reason": "Gemma 4 mistral_common import failure is unrelated to Windows ROCm torch.distributed dependency issues." + "reason": "A model-specific auxiliary-loss bug is not the same as a broad tokenization-change report." }, { "left": "issue:43761", "right": "issue:46829", "accept": false, - "reason": "Both concern hidden-state outputs, but they affect different models and different output structures." + "reason": "Both are output-structure/hidden_states problems, but they occur in different models and the observed bugs differ: missing hidden_states versus misassigned last_hidden_state." } ] }, @@ -7977,6 +8045,7 @@ "issue:32090", "issue:33666", "issue:36010", + "issue:36331", "issue:41720", "issue:42898", "issue:43278", @@ -7986,31 +8055,30 @@ "issue:43525", "issue:43550", "issue:43577", + "issue:43643", "issue:43646", "issue:43653", "issue:43688", "issue:43749", "issue:43756", "issue:43761", + "issue:43782", "issue:43927", "issue:44464", "issue:44466", "issue:44479", "issue:44484", + "issue:44561", "issue:44568", "issue:44625", "issue:44704", "issue:44734", "issue:44743", - "issue:44821", - "issue:44843", "issue:44977", - "issue:44991", "issue:45356", + "issue:45405", "issue:45440", "issue:45542", - "issue:45701", - "issue:45704", "issue:46050", "issue:46178", "issue:46402", @@ -8018,231 +8086,237 @@ "issue:46612", "issue:46693", "issue:46701", - "issue:46821", "issue:46832", "issue:46932", - "issue:47013" + "issue:47013", + "issue:47254" ], "soft_pairs": [ "issue:43525|issue:46701", - "issue:43688|issue:45704", "issue:43295|issue:45356", - "issue:45542|issue:46178", - "issue:43688|issue:45701", + "issue:43646|issue:43749", "issue:43653|issue:44568", - "issue:46832|issue:46932", + "issue:43761|issue:47013", + "issue:45542|issue:46178", "issue:43756|issue:46402", - "issue:43646|issue:43749", + "issue:46832|issue:46932", "issue:43653|issue:43927", - "issue:44821|issue:46821", - "issue:44464|issue:44743", - "issue:44843|issue:44991", - "issue:42898|issue:46491", "issue:44479|issue:44625", + "issue:44464|issue:44743", "issue:33666|issue:36010", - "issue:43761|issue:47013", "issue:43452|issue:43577", - "issue:32090|issue:33666", + "issue:42898|issue:46491", "issue:44466|issue:46050", - "issue:43688|issue:45440", - "issue:44484|issue:44704", + "issue:32090|issue:33666", "issue:41720|issue:44464", "issue:44464|issue:44977", + "issue:33666|issue:36331", "issue:44977|issue:46693", - "issue:43504|issue:43550", + "issue:43688|issue:45440", "issue:43278|issue:43688", + "issue:43504|issue:43550", + "issue:44484|issue:44704", + "issue:43643|issue:44561", + "issue:45405|issue:47254", + "issue:43782|issue:46693", "issue:44734|issue:46612" ], - "prepared_review_unit_hash": "de0b5602563b595884eda292122a2ddc4c0bd8e9cfd8fa3104486e7c2aadd407", + "prepared_review_unit_hash": "309d5b93916807aa67a1bab58199f8394d92d20b4c5dcef14f5186ae49e81a82", "component_budget": { "node_count": 520, "item_count": 520, - "soft_pair_count": 1916, - "serialized_chars": 993437, - "estimated_input_tokens": 248360, - "estimated_eval_tokens": 496976 + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36299, - "estimated_input_tokens": 9075, - "estimated_eval_tokens": 18406 + "serialized_chars": 36368, + "estimated_input_tokens": 9092, + "estimated_eval_tokens": 18440 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a loose thematic cluster of mostly unrelated regression issues across tokenization, model loading, dtype, generation, and backend behavior. None of the soft pairs look like the same underlying bug, so all candidate merges should be rejected.", - "confidence": 0.91, - "canonical_issue_reason": "If forced to choose one, issue 43646 is the broadest umbrella report here ('Transformers 5.0.0 breaks custom model initialization') and best represents the cluster\u2019s general model-init/regression theme.", + "summary": "This cluster is a set of superficially similar but actually unrelated issues; none of the soft edges look like true duplicates or the same underlying fix.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 43646 is the most general and representative of the set; the rest are narrower, model-specific regressions or unrelated failures.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43525", "right": "issue:46701", "accept": false, - "reason": "Different models and failure modes: Llama4 config attribute error vs DiffusionGemma pipeline output issue." - }, - { - "left": "issue:43688", - "right": "issue:45704", - "accept": false, - "reason": "Aux-loss normalization bug and T5 apex RMSNorm memory leak are unrelated code paths." + "reason": "Llama4Config pad_token_id is a config attribute bug; the other is a DiffusionGemma image-text pipeline failure." }, { "left": "issue:43295", "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer regressions, but one is processor/tokenizer image handling and the other is Kimi-K2.5 codec/warning behavior." + "reason": "One is a v4.57.5 processor/tokenizer regression; the other is a Kimi-K2.5 tokenizer codec/warning regression." }, { - "left": "issue:45542", - "right": "issue:46178", + "left": "issue:43646", + "right": "issue:43749", "accept": false, - "reason": "Both mention backend/import issues, but they target different missing backend situations and different error paths." + "reason": "Custom model initialization/trust_remote_code missing fields is unrelated to FSDP CPU RAM efficient loading." }, { - "left": "issue:43688", - "right": "issue:45701", + "left": "issue:43653", + "right": "issue:44568", "accept": false, - "reason": "Auxiliary-loss normalization and tokenization changes across versions are not the same bug." + "reason": "BigBirdTokenizer special-token registration and mdeberta BOS/EOS handling are different tokenizer bugs." }, { - "left": "issue:43653", - "right": "issue:44568", + "left": "issue:43761", + "right": "issue:47013", "accept": false, - "reason": "Different tokenizer implementations and symptoms: BigBird special-token registration vs mDeBERTa BOS/EOS insertion." + "reason": "CLIPVisionModel hidden_states regression and xLSTM train-mode unpacking failure are unrelated code paths." }, { - "left": "issue:46832", - "right": "issue:46932", + "left": "issue:45542", + "right": "issue:46178", "accept": false, - "reason": "RT-DETR feature-level handling and Gemma4 quantized embedder dtype casting are unrelated." + "reason": "TensorBoard-without-TF backend setup is not the same as an unsupported tensorflow_text backend mapping." }, { "left": "issue:43756", "right": "issue:46402", "accept": false, - "reason": "Smollm3 RoPE-layer selection and Sam3 text-encoder weight loading are different model-specific defects." + "reason": "Smollm3 RoPE-layer mismatch and Sam3 text-encoder weight loading are different model-specific issues." }, { - "left": "issue:43646", - "right": "issue:43749", + "left": "issue:46832", + "right": "issue:46932", "accept": false, - "reason": "Generic custom model initialization breakage is separate from FSDP CPU RAM efficient loading." + "reason": "RT-DETR feature-level mismatch and Gemma4 quantized embedder dtype casting are unrelated." }, { "left": "issue:43653", "right": "issue:43927", "accept": false, - "reason": "Tokenizer special-token registration and DiaConfig save/load token-ID loss are different layers and failures." + "reason": "BigBird mask-token decoding and DiaConfig save/load token IDs are separate tokenizer/config persistence bugs." }, { - "left": "issue:44821", - "right": "issue:46821", + "left": "issue:44479", + "right": "issue:44625", "accept": false, - "reason": "AutoImageProcessor URL loading and TimesFM window_size attribute access are unrelated." + "reason": "Qwen video-input regression and Qwen3.5 num_labels propagation are different failures." }, { "left": "issue:44464", "right": "issue:44743", "accept": false, - "reason": "Chunked generation inconsistency with compiled forward is not the same as Qwen3.5 recurrent-state reset in cache mode." - }, - { - "left": "issue:44843", - "right": "issue:44991", - "accept": false, - "reason": "Offline model_info call in tokenizer patch and est-roberta tokenizer loading failure are distinct regressions." - }, - { - "left": "issue:42898", - "right": "issue:46491", - "accept": false, - "reason": "clean_up_tokenization_spaces behavior change and CodeLlama leading-space round-trip loss are different tokenizer behaviors." - }, - { - "left": "issue:44479", - "right": "issue:44625", - "accept": false, - "reason": "Video-input regression in Qwen VL models and num_labels propagation in Qwen3.5 are unrelated." + "reason": "Compiled chunked-generation inconsistency is not the same as recurrent-state reset in modular_qwen3_5.py." }, { "left": "issue:33666", "right": "issue:36010", "accept": false, - "reason": "Multi-GPU training for Qwen2-VL and a GenerationMixin import error are not the same underlying issue." - }, - { - "left": "issue:43761", - "right": "issue:47013", - "accept": false, - "reason": "CLIPVision hidden_states omission and xLSTM return_last_states crash affect different models and APIs." + "reason": "Multi-GPU training for Qwen2-VL and a GenerationMixin import error are not the same bug." }, { "left": "issue:43452", "right": "issue:43577", "accept": false, - "reason": "gguf_file tokenizer/model loading and Blip2 dtype mismatch are unrelated loading-vs-dtype problems." + "reason": "gguf_file / from_pretrained loading breakage is unrelated to BLIP2 dtype retention." }, { - "left": "issue:32090", - "right": "issue:33666", + "left": "issue:42898", + "right": "issue:46491", "accept": false, - "reason": "Both mention multi-GPU training, but one is a Trainer broadcast TypeError and the other is a Qwen2-VL training issue." + "reason": "clean_up_tokenization_spaces v5 behavior changes and CodeLlama leading-space round-trip regression are different tokenizer issues." }, { "left": "issue:44466", "right": "issue:46050", "accept": false, - "reason": "Serialization of tied lm_head weights and sinq quantized save/load breakage are different persistence bugs." - }, - { - "left": "issue:43688", - "right": "issue:45440", - "accept": false, - "reason": "Aux-loss normalization and DeepSeekV3MoE divergence from remote implementation are separate model issues." + "reason": "lm_head serialization/tied-weights behavior is not the same as sinq quantization save/load breakage." }, { - "left": "issue:44484", - "right": "issue:44704", + "left": "issue:32090", + "right": "issue:33666", "accept": false, - "reason": "A documentation/API question about shard size is unrelated to AutoProcessor kwargs not being forwarded." + "reason": "Trainer _gpu_broadcast_one NoneType error and Qwen2-VL multi-GPU training are only loosely related by distributed training." }, { "left": "issue:41720", "right": "issue:44464", "accept": false, - "reason": "cudaErrorAssert under auto device mapping and chunked generation output inconsistency are different failures." + "reason": "Qwen3 auto device mapping cuda assert is unrelated to chunked-generation compiled-forward inconsistencies." }, { "left": "issue:44464", "right": "issue:44977", "accept": false, - "reason": "Both are generation bugs, but one is compiled-forward chunked generation and the other is flash-attention behavior in Qwen3.5." + "reason": "Compiled-forward chunked generation and Qwen3.5 flash-attention generation failures are different generation paths." }, { - "left": "issue:43504", - "right": "issue:43550", + "left": "issue:33666", + "right": "issue:36331", "accept": false, - "reason": "Beit legacy-field loading and Bamba-9B-v2 torch.compile/SDPA failure do not share the same code path." + "reason": "Qwen2-VL multi-GPU training and CustomTrainer.compute_loss signature mismatch are separate trainer API problems." }, { - "left": "issue:43278", - "right": "issue:43688", + "left": "issue:44977", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3.5 flash-attention correctness and FA2 long-context performance regression are not the same defect." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Auxiliary-loss normalization and DeepseekV3MoE divergence are different model math/code discrepancies." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Embedding dtype drift between train/eval has nothing to do with auxiliary-loss normalization." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Beit legacy-field loading and Bamba torch.compile SDPA failures are unrelated model bugs." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "A question about save_pretrained shard size is not the same as AutoProcessor kwargs propagation." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "trust_remote_code missing fields and removal of is_torch_fx_available affect different call sites and failure modes." + }, + { + "left": "issue:45405", + "right": "issue:47254", "accept": false, - "reason": "Embedding dtype drift during evaluation is unrelated to auxiliary-loss normalization." + "reason": "A version pin being bumped and a PEFT+DeepSpeed checkpoint error are not duplicates." + }, + { + "left": "issue:43782", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3VL weight_only loading and FA2 long-context performance regression are different issues." }, { "left": "issue:44734", "right": "issue:46612", "accept": false, - "reason": "KV-cache continuation indexing in serve and beam-search cache reorder skipping are different generation internals." + "reason": "Server KV-cache indexing crash and beam-search cache reorder omission are separate generation bugs." } ] }, @@ -8268,12 +8342,11 @@ "nodes": [ "issue:28218", "issue:33357", - "issue:33666", - "issue:36331", "issue:39692", "issue:42796", "issue:43278", "issue:43295", + "issue:43334", "issue:43493", "issue:43504", "issue:43525", @@ -8281,272 +8354,302 @@ "issue:43577", "issue:43606", "issue:43611", - "issue:43643", "issue:43646", "issue:43701", "issue:43720", - "issue:43782", "issue:43825", "issue:43844", "issue:43927", "issue:43994", "issue:44361", "issue:44466", + "issue:44488", "issue:44514", "issue:44554", - "issue:44561", + "issue:44568", "issue:44610", "issue:44625", + "issue:44792", + "issue:44843", "issue:44964", "issue:44977", "issue:45290", "issue:45405", "issue:45491", - "issue:45584", + "issue:45759", + "issue:45812", "issue:45823", "issue:46002", "issue:46050", "issue:46192", "issue:46209", "issue:46365", - "issue:46693", + "issue:46489", "issue:46710", - "issue:46846", - "issue:47254" + "issue:46832", + "issue:46846" ], "soft_pairs": [ - "issue:33666|issue:36331", "issue:43504|issue:43720", - "issue:45405|issue:47254", "issue:43720|issue:43927", - "issue:43782|issue:46693", "issue:43606|issue:43927", + "issue:39692|issue:43493", "issue:43611|issue:46846", - "issue:43577|issue:44554", "issue:43504|issue:44610", - "issue:43525|issue:43572", + "issue:43577|issue:44554", + "issue:44625|issue:46832", "issue:43720|issue:44361", + "issue:43525|issue:43572", "issue:44964|issue:45405", - "issue:44625|issue:45584", "issue:44514|issue:45290", - "issue:43643|issue:44561", - "issue:43493|issue:43825", "issue:28218|issue:33357", + "issue:43493|issue:43825", "issue:44977|issue:46209", + "issue:45823|issue:46050", "issue:45491|issue:46002", "issue:44554|issue:46365", - "issue:45823|issue:46050", + "issue:43994|issue:46192", "issue:39692|issue:43295", "issue:42796|issue:44977", - "issue:43994|issue:46192", + "issue:44488|issue:44843", + "issue:43334|issue:45759", "issue:43278|issue:43844", - "issue:43493|issue:43844", - "issue:43278|issue:43701", "issue:43646|issue:44466", - "issue:46209|issue:46710" + "issue:44568|issue:46489", + "issue:43334|issue:43572", + "issue:43278|issue:43701", + "issue:43493|issue:43844", + "issue:44568|issue:45812", + "issue:46209|issue:46710", + "issue:43927|issue:44361", + "issue:44792|issue:45405" ], - "prepared_review_unit_hash": "c4315505c3b7b87421d5d2587d55f202b7924b6de702f7452cf7a37c1cf40c2f", + "prepared_review_unit_hash": "f4bf25b4dd66fa5b6c8f8cfef5f91877ab8facb21ed9de04a8e9f2c54930c23a", "component_budget": { "node_count": 520, "item_count": 520, - "soft_pair_count": 1916, - "serialized_chars": 993437, - "estimated_input_tokens": 248360, - "estimated_eval_tokens": 496976 + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35917, - "estimated_input_tokens": 8980, - "estimated_eval_tokens": 18216 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37912, + "estimated_input_tokens": 9478, + "estimated_eval_tokens": 19212 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is too heterogeneous for duplicate consolidation: it mixes unrelated tokenizer, config, model-loading, training, quantization, and pipeline regressions. I did not find any soft-edge pair that clearly describes the same underlying bug/change.", - "confidence": 0.9, - "canonical_issue_reason": "No single canonical issue: the items span multiple unrelated failures, and the soft links are only broad thematic similarities rather than true duplicates.", + "summary": "This cluster is a broad mix of unrelated regressions, mostly tokenizer/config/loading issues plus a few model, dtype, and CI/example failures. The soft links are mostly surface-similarity false positives rather than the same underlying bug or change.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 45812 is the broadest and most canonical-looking tokenizer regression in the set: it describes a silent v4\u2192v5 behavior break affecting all Granite models, with multiple inbound references and a clear user-facing impact.", "canonical_pr_reason": null, - "best_issue_reason": "If one issue must represent the cluster, issue:43611 is the broadest v5 regression report, but it only fits the model-loading subset and not the rest.", + "best_issue_reason": "45812 is the best anchor issue because it is specific enough to be actionable yet broad enough to represent a family of tokenizer-regression reports better than the more model-specific or incidental issues.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:33666", - "right": "issue:36331", - "accept": false, - "reason": "Different problems: Qwen2-VL multi-GPU training vs a CustomTrainer signature mismatch. Same training area, but not the same bug." - }, { "left": "issue:43504", "right": "issue:43720", "accept": false, - "reason": "Unrelated failures: BEiT legacy preset loading vs BitNet packed-weight unpacking during accelerate loading." - }, - { - "left": "issue:45405", - "right": "issue:47254", - "accept": false, - "reason": "Different scope: a PEFT version pin mismatch vs a checkpointing error with PEFT + DeepSpeed ZeRO-3 + gradient checkpointing." + "reason": "Different models and failure modes: BEiT legacy-field loading vs BitNet packed-weight unpacking during accelerate loading." }, { "left": "issue:43720", "right": "issue:43927", "accept": false, - "reason": "BitNet accelerate-loading failure and DiaConfig save/load token-ID loss are separate code paths and separate models." + "reason": "BitNet accelerate-loading bug and DiaConfig save/load token-ID loss are unrelated." }, { - "left": "issue:43782", - "right": "issue:46693", + "left": "issue:43606", + "right": "issue:43927", "accept": false, - "reason": "Different subsystems: Qwen3VL from_pretrained weight-only loading vs FA2 long-context generation performance regression." + "reason": "CPU offload device mismatch in Bark is unrelated to DiaConfig custom token IDs being dropped on save/load." }, { - "left": "issue:43606", - "right": "issue:43927", + "left": "issue:39692", + "right": "issue:43493", "accept": false, - "reason": "CPU offload device mismatch in bark-small is unrelated to DiaConfig custom token ID persistence." + "reason": "One is a broken docs/example workflow, the other is a core SigLIP2 implementation parity issue; not the same bug." }, { "left": "issue:43611", "right": "issue:46846", "accept": false, - "reason": "Base model prefix loading regression and Qwen3.5 TP plan omissions are different bugs in different loading/runtime paths." + "reason": "Base-model-prefix loading regression and Qwen3.5 tensor-parallel plan gaps affect different code paths." }, { - "left": "issue:43577", - "right": "issue:44554", + "left": "issue:43504", + "right": "issue:44610", "accept": false, - "reason": "BLIP2 dtype propagation and MPS attention correctness are unrelated issues." + "reason": "BEiT pretrained loading with a legacy field is unrelated to OmDet-Turbo processor/model input-size mismatch." }, { - "left": "issue:43504", - "right": "issue:44610", + "left": "issue:43577", + "right": "issue:44554", "accept": false, - "reason": "Legacy field preset-loading failure in BEiT is not the same as OmDet-Turbo processor/model image-size mismatch." + "reason": "Blip2 dtype propagation and an MPS attention correctness bug are different problems." }, { - "left": "issue:43525", - "right": "issue:43572", + "left": "issue:44625", + "right": "issue:46832", "accept": false, - "reason": "Both are missing pad-token-related fields, but they affect different config classes and model families; too broad to treat as the same bug." + "reason": "Qwen3.5 num_labels propagation and RT-DETR feature-level handling are unrelated model-specific issues." }, { "left": "issue:43720", "right": "issue:44361", "accept": false, - "reason": "Packed-weight loading in BitNet is unrelated to MLukeTokenizer AttributeError on tasks." + "reason": "Packed-weight loading in BitNet and MLukeTokenizer task AttributeError do not share the same underlying bug." }, { - "left": "issue:44964", - "right": "issue:45405", + "left": "issue:43525", + "right": "issue:43572", "accept": false, - "reason": "Model loading failure for Phi-4 multimodal is unrelated to the unreleased PEFT version bump." + "reason": "Both mention missing pad-token fields, but they are different configs, different model families, and likely different fixes." }, { - "left": "issue:44625", - "right": "issue:45584", + "left": "issue:44964", + "right": "issue:45405", "accept": false, - "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription generation are separate model-specific bugs." + "reason": "Phi-4 multimodal load failure and an unreleased PEFT version pin are unrelated." }, { "left": "issue:44514", "right": "issue:45290", "accept": false, - "reason": "Both involve apply_chat_template, but the failures differ: batched padding=False crash vs tool-call assistant message crash." + "reason": "Both crash in chat-template paths, but the triggers are different enough that they do not look like one mergeable fix." }, { - "left": "issue:43643", - "right": "issue:44561", + "left": "issue:28218", + "right": "issue:33357", "accept": false, - "reason": "Trust-remote-code missing fields and removal of is_torch_fx_available are different breakages with different roots." + "reason": "Tokenizer spacing after added tokens and a MacOS bus error in CLIP loading are unrelated." }, { "left": "issue:43493", "right": "issue:43825", "accept": false, - "reason": "SigLIP2 implementation discrepancy and a pipeline error-message regression are unrelated." + "reason": "SigLIP2 implementation parity and a pipeline translation error-message regression are unrelated." }, { - "left": "issue:28218", - "right": "issue:33357", + "left": "issue:44977", + "right": "issue:46209", "accept": false, - "reason": "Tokenizer added-space behavior is unrelated to a MacOS bus error in a CLIP model." + "reason": "Qwen3.5 flash-attention generation and FP8 inference on B200 are different backend/hardware issues." }, { - "left": "issue:44977", - "right": "issue:46209", + "left": "issue:45823", + "right": "issue:46050", "accept": false, - "reason": "Qwen3.5 flash-attention generation bug and FP8 inference failure on B200 are distinct hardware/model issues." + "reason": "Device mismatch with device_map='auto' and broken sinq save/load are unrelated quantization/loading bugs." }, { "left": "issue:45491", "right": "issue:46002", "accept": false, - "reason": "Both mention NaNs, but one is Gemma3 sliding-window all-padding behavior and the other is classification-head NaNs after checkout/init; not the same bug." + "reason": "Both involve NaNs, but one is Gemma3 sliding-window attention padding behavior and the other is classification-head initialization/checkout." }, { "left": "issue:44554", "right": "issue:46365", "accept": false, - "reason": "MPS attention correctness is unrelated to importing Trainer being blocked by datasets." + "reason": "Attention dimension correctness on MPS and Trainer import blocked by datasets are unrelated." }, { - "left": "issue:45823", - "right": "issue:46050", + "left": "issue:43994", + "right": "issue:46192", "accept": false, - "reason": "Gemma4 device-map mismatch in forward is unrelated to sinq quantized model save/load corruption." + "reason": "Wrong SigLIP2 outputs and return_tensors being ignored are different API/behavior issues." }, { "left": "issue:39692", "right": "issue:43295", "accept": false, - "reason": "Documentation example errors are not the same as a runtime regression in processor.tokenizer/image handling for custom models." + "reason": "Both touch multimodal docs/processors, but one is an example with multiple errors and the other is a v4.57.5 regression in processor.tokenizer handling." }, { "left": "issue:42796", "right": "issue:44977", "accept": false, - "reason": "Tokenizer BPE-marker handling in Ministral is unrelated to Qwen3.5 flash-attention generation issues." + "reason": "Tokenizer BPE-marker handling and Qwen3.5 flash-attention generation are unrelated." }, { - "left": "issue:43994", - "right": "issue:46192", + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Loading cjvt/sleng-bert and offline model_info calls in _patch_mistral_regex are different tokenizer-loading problems with different causes." + }, + { + "left": "issue:43334", + "right": "issue:45759", "accept": false, - "reason": "SigLIP2 wrong outputs and return_tensors being ignored are different API/model bugs." + "reason": "Qwen3-VL missing pad_token_id and Qwen 3.5/3.6 text_config unwrapping are different composite-config bugs." }, { "left": "issue:43278", "right": "issue:43844", "accept": false, - "reason": "Embedding dtype drift in evaluation is unrelated to gradient growth under DeepSpeed ZeRO-3." + "reason": "Embedding dtype drift in evaluate and gradient growth under ZeRO-3 are unrelated training issues." }, { - "left": "issue:43493", - "right": "issue:43844", + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage and lm_head serialization inconsistency are separate v5 regressions." + }, + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "mDeBERTa special-token insertion and DeepSeek-Coder tokenizer output corruption are both tokenizer bugs, but not the same code-path or fix." + }, + { + "left": "issue:43334", + "right": "issue:43572", "accept": false, - "reason": "SigLIP2 implementation mismatch and DeepSpeed gradient inflation are unrelated." + "reason": "Missing pad_token_id and missing pad_token_idx are different config fields and different model families." }, { "left": "issue:43278", "right": "issue:43701", "accept": false, - "reason": "dtype mismatch in evaluation and resume_from_checkpoint key mismatch are different regression classes." + "reason": "Dtype drift and resume_from_checkpoint key mismatch are unrelated." }, { - "left": "issue:43646", - "right": "issue:44466", + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 parity mismatch and DeepSpeed gradient abnormality are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45812", "accept": false, - "reason": "Custom model initialization breakage and device-dependent lm_head serialization inconsistency are separate v5 regressions." + "reason": "Both are tokenizer regressions, but they affect different model families and different behaviors; not one mergeable fix." }, { "left": "issue:46209", "right": "issue:46710", "accept": false, - "reason": "FP8 inference failure on B200 and accuracy regression after upgrade are not the same underlying bug." + "reason": "FP8 inference on B200 and a DeepSeek accuracy regression after upgrade are different problems." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "DiaConfig custom token IDs lost on save/load and MLukeTokenizer task AttributeError are unrelated." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "A failed janus test and a dependency version bump are unrelated." } ] }, @@ -8570,288 +8673,288 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-520", "nodes": [ + "issue:15354", + "issue:28218", "issue:29159", "issue:32090", "issue:33357", "issue:33666", - "issue:43334", + "issue:34567", + "issue:38175", + "issue:42490", + "issue:42947", + "issue:43381", "issue:43504", "issue:43572", - "issue:43575", "issue:43606", "issue:43653", + "issue:43696", "issue:43824", "issue:43844", "issue:43873", - "issue:43927", - "issue:43937", "issue:43994", "issue:44112", "issue:44291", - "issue:44361", "issue:44464", - "issue:44488", "issue:44493", - "issue:44568", "issue:44589", - "issue:44843", "issue:44849", - "issue:44869", "issue:44964", "issue:45072", + "issue:45084", + "issue:45200", + "issue:45229", "issue:45245", "issue:45357", - "issue:45405", "issue:45520", "issue:45584", - "issue:45759", - "issue:45812", + "issue:45588", + "issue:45823", "issue:46050", "issue:46209", "issue:46285", "issue:46399", - "issue:46489", - "issue:46701", "issue:46710", - "issue:46752", "issue:46821", "issue:46832", "issue:46846", - "issue:47145" + "issue:47013", + "issue:47145", + "issue:47254" ], "soft_pairs": [ - "issue:44568|issue:46489", - "issue:43927|issue:44361", - "issue:43575|issue:45405", - "issue:44568|issue:45812", "issue:33357|issue:33666", - "issue:44849|issue:46209", - "issue:44488|issue:44843", "issue:43572|issue:44291", - "issue:43334|issue:45759", - "issue:43504|issue:43606", "issue:43824|issue:44589", - "issue:46821|issue:46832", - "issue:44849|issue:45357", "issue:44589|issue:45520", - "issue:43334|issue:43572", + "issue:46821|issue:46832", + "issue:43504|issue:43606", + "issue:44849|issue:46209", "issue:45245|issue:46710", "issue:44493|issue:46285", + "issue:44849|issue:45357", "issue:43504|issue:43653", "issue:43606|issue:44112", "issue:45072|issue:46832", - "issue:44849|issue:47145", - "issue:43844|issue:44964", - "issue:44464|issue:45584", - "issue:46399|issue:46846", "issue:43994|issue:44493", + "issue:44464|issue:45584", + "issue:42490|issue:43696", "issue:43873|issue:46050", + "issue:15354|issue:38175", + "issue:43844|issue:44964", + "issue:46399|issue:46846", + "issue:47013|issue:47254", + "issue:44849|issue:47145", + "issue:42947|issue:43381", "issue:29159|issue:32090", - "issue:43937|issue:46701", - "issue:44869|issue:46752" + "issue:45084|issue:45520", + "issue:45229|issue:45823", + "issue:28218|issue:34567", + "issue:45200|issue:45229", + "issue:45588|issue:46050" ], - "prepared_review_unit_hash": "a5ea1408832bcfdc9d9afb6fe1e2a2762cebeec375ba5e4b7b477c00cf071f83", + "prepared_review_unit_hash": "b66f445ee2a52bff75daa4518243934e53b6b0b474017e6982c0f00de4a96d6f", "component_budget": { "node_count": 520, "item_count": 520, - "soft_pair_count": 1916, - "serialized_chars": 993437, - "estimated_input_tokens": 248360, - "estimated_eval_tokens": 496976 + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36655, - "estimated_input_tokens": 9164, - "estimated_eval_tokens": 18584 + "serialized_chars": 36472, + "estimated_input_tokens": 9118, + "estimated_eval_tokens": 18492 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous; the soft pairs share broad themes like tokenizers, model loading, quantization, and CI failures, but none look like the same concrete underlying bug or change.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue fits this cluster: the items span unrelated regressions across different models and subsystems, and the soft pairs are not true duplicates.", + "summary": "Mostly a heterogeneous bucket of unrelated model, tokenizer, training, and runtime bugs. The soft links are only topical similarity; none look like the same underlying issue or a PR-worthy merge target.", + "confidence": 0.34, + "canonical_issue_reason": "If forced to pick one issue as a representative, issue 43504 is the clearest self-contained bug report: a specific loading failure with a concrete legacy-field root cause. That said, the cluster is too mixed to have a strong true canonical.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue: there is no clearly representative issue for the whole cluster because the pairs are mostly broad-similarity false positives.", + "best_issue_reason": "Issue 43504 is the best single representative because it is narrowly scoped, reproducible, and describes a concrete code-path regression rather than a broad symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44568", - "right": "issue:46489", + "left": "issue:33357", + "right": "issue:33666", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and appear to have different root causes." + "reason": "Different models and subsystems: MacOS bus error on CLIP loading vs Qwen2-VL multi-GPU training." }, { - "left": "issue:43927", - "right": "issue:44361", + "left": "issue:43572", + "right": "issue:44291", "accept": false, - "reason": "Different models and different failures: saved token IDs/index error versus task-time AttributeError." + "reason": "Both involve loading/config initialization, but the failures are different: missing `pad_token_idx` vs unexpected `_is_hf_initialized` argument." }, { - "left": "issue:43575", - "right": "issue:45405", + "left": "issue:43824", + "right": "issue:44589", "accept": false, - "reason": "One is a TP/OOM model-loading bug; the other is a dependency/version bump problem." + "reason": "Unrelated failures: missing Qwen2.5-VL import symbol vs missing Float8 storage type." }, { - "left": "issue:44568", - "right": "issue:45812", + "left": "issue:44589", + "right": "issue:45520", "accept": false, - "reason": "Both involve tokenizer output regressions, but they are model-specific and not the same bug." + "reason": "Different root causes and code paths: storage-object lookup failure vs Python 3.13 `flash_attn` import key error." }, { - "left": "issue:33357", - "right": "issue:33666", + "left": "issue:46821", + "right": "issue:46832", + "accept": false, + "reason": "Both are runtime errors, but one is TimesFM `window_size` handling and the other is RT-DETR feature-level shape logic." + }, + { + "left": "issue:43504", + "right": "issue:43606", "accept": false, - "reason": "Unrelated symptoms and subsystems: MacOS bus error on CLIP versus Qwen2-VL multi-GPU training." + "reason": "Loading a model preset with a legacy field is not the same as a CPU offload device mismatch." }, { "left": "issue:44849", "right": "issue:46209", "accept": false, - "reason": "Different code paths: Qwen3.5 hidden-state handling versus FP8 inference on B200." + "reason": "Different problems: Qwen3.5 hidden-state output bug vs FP8 inference failure on B200." }, { - "left": "issue:44488", - "right": "issue:44843", + "left": "issue:45245", + "right": "issue:46710", "accept": false, - "reason": "Both are load-time issues, but one is a specific model load failure and the other is an offline regex/network regression." + "reason": "Completely different symptoms: category-count limit error vs accuracy regression after upgrade." }, { - "left": "issue:43572", - "right": "issue:44291", + "left": "issue:44493", + "right": "issue:46285", "accept": false, - "reason": "Both are loading-related regressions, but the underlying causes are distinct config fields versus an unexpected init argument." + "reason": "Both mention model-structure/key issues, but one is generic unexpected key warnings and the other is CLIP class structure inconsistency." }, { - "left": "issue:43334", - "right": "issue:45759", + "left": "issue:44849", + "right": "issue:45357", "accept": false, - "reason": "Both concern Qwen multimodal configs, but one is a missing pad_token_id and the other is text_config unwrapping." + "reason": "Same model family but different bugs: `output_hidden_states` behavior vs incorrect visual-encoder keys in `save_pretrained`." }, { "left": "issue:43504", - "right": "issue:43606", + "right": "issue:43653", "accept": false, - "reason": "Legacy-field model loading and CPU offload device mismatch are unrelated bugs." + "reason": "Legacy-field load failure is unrelated to BigBirdTokenizer mask-token registration/empty decode behavior." }, { - "left": "issue:43824", - "right": "issue:44589", + "left": "issue:43606", + "right": "issue:44112", "accept": false, - "reason": "Import error for a missing model class versus storage/type mismatch at runtime; not the same issue." + "reason": "Different objects and failure modes: real device mismatch in model inference vs stale CI test issue." }, { - "left": "issue:46821", + "left": "issue:45072", "right": "issue:46832", "accept": false, - "reason": "Different models and failure modes: TimesFM attribute access versus RT-DETR forward shape handling." + "reason": "Both are inference-time shape/device issues, but on different models and different mechanisms (`dtype` mismatch vs backbone feature-level mismatch)." }, { - "left": "issue:44849", - "right": "issue:45357", + "left": "issue:43994", + "right": "issue:44493", "accept": false, - "reason": "Both are Qwen3.5-related, but one is hidden-states behavior and the other is save_pretrained key serialization." + "reason": "SIGLIP pipeline/AutoModel corruption is unrelated to unexpected position-id keys." }, { - "left": "issue:44589", - "right": "issue:45520", + "left": "issue:44464", + "right": "issue:45584", "accept": false, - "reason": "Different failures: float8 storage lookup and flash_attn import handling on Python 3.13." + "reason": "Different generation bugs: compiled forward inconsistency vs empty-transcription failure after token alignment." }, { - "left": "issue:43334", - "right": "issue:43572", + "left": "issue:42490", + "right": "issue:43696", "accept": false, - "reason": "Both are config/loading regressions, but they concern different missing fields and unrelated model families." + "reason": "Import warning on trailing slash path is unrelated to a CUDA out-of-memory error." }, { - "left": "issue:45245", - "right": "issue:46710", + "left": "issue:43873", + "right": "issue:46050", "accept": false, - "reason": "Unrelated topics: category cardinality limit versus an accuracy regression after upgrade." + "reason": "Both touch quantization/offloading, but one is offload behavior and the other is save/load corruption after `sinq` quantization." }, { - "left": "issue:44493", - "right": "issue:46285", + "left": "issue:15354", + "right": "issue:38175", "accept": false, - "reason": "Both mention structural/key mismatches, but the affected models and fixes are different." + "reason": "TorchScript export limitation for ViT is unrelated to zero-probability outputs on SigLIP2." }, { - "left": "issue:43504", - "right": "issue:43653", + "left": "issue:43844", + "right": "issue:44964", "accept": false, - "reason": "Different tokenizer/model issues: legacy field loading versus special-token registration and empty decode output." + "reason": "ZeRO-3 gradient inflation and a Phi-4 multimodal load failure are different bugs and code paths." }, { - "left": "issue:43606", - "right": "issue:44112", + "left": "issue:46399", + "right": "issue:46846", "accept": false, - "reason": "One is a real CPU offload device mismatch; the other is a stale CI test artifact." + "reason": "Both are Qwen3.5 issues, but one is a missing decorator on kernel registration and the other is a tensor-parallel plan omission causing OOM/shape errors." }, { - "left": "issue:45072", - "right": "issue:46832", + "left": "issue:47013", + "right": "issue:47254", "accept": false, - "reason": "Different model code paths and different runtime failures; both are dtype/forward issues only at a very broad level." + "reason": "xLSTM unpacking logic is unrelated to PEFT + DeepSpeed ZeRO-3 checkpointing errors." }, { "left": "issue:44849", "right": "issue:47145", "accept": false, - "reason": "Hidden-states bug and FP8 weight_scale loading bug are unrelated." - }, - { - "left": "issue:43844", - "right": "issue:44964", - "accept": false, - "reason": "Training instability with ZeRO-3 is unrelated to a multimodal model loading error." + "reason": "Different FP8/Qwen3.5 bugs: hidden-states output issue vs silent checkpoint corruption from missing `weight_scale` application." }, { - "left": "issue:44464", - "right": "issue:45584", + "left": "issue:42947", + "right": "issue:43381", "accept": false, - "reason": "Different generation failures with different triggers: compiled forward versus empty transcription alignment." + "reason": "Both mention gradient checkpointing, but one says it is ineffective with LoRA and the other says it cannot be used in eval mode." }, { - "left": "issue:46399", - "right": "issue:46846", + "left": "issue:29159", + "right": "issue:32090", "accept": false, - "reason": "Separate Qwen3.5 bugs in different subsystems: kernel registration versus TP plan coverage." + "reason": "Tokenizer inconsistency is unrelated to the Trainer `_gpu_broadcast_one` NoneType error." }, { - "left": "issue:43994", - "right": "issue:44493", + "left": "issue:45084", + "right": "issue:45520", "accept": false, - "reason": "SigLIP2 wrong outputs and unexpected key warnings are not the same code-path issue." + "reason": "Compilation failure for non-template nodes is unrelated to the Python 3.13 `flash_attn` import crash." }, { - "left": "issue:43873", - "right": "issue:46050", + "left": "issue:45229", + "right": "issue:45823", "accept": false, - "reason": "Both mention quantization, but one is offloading behavior and the other is save/load corruption." + "reason": "Both are Gemma4 inference problems, but one is CUDA OOM and the other is a device mismatch in PLE forward logic." }, { - "left": "issue:29159", - "right": "issue:32090", + "left": "issue:28218", + "right": "issue:34567", "accept": false, - "reason": "Tokenizer inconsistency and Trainer GPU broadcast TypeError are unrelated." + "reason": "Tokenizer spacing after added tokens is unrelated to TrainerState token-count tracking." }, { - "left": "issue:43937", - "right": "issue:46701", + "left": "issue:45200", + "right": "issue:45229", "accept": false, - "reason": "GenerationConfig validation and DiffusionGemma pipeline failure are different bugs." + "reason": "Text-only fine-tuning default token IDs and multi-GPU inference OOM are different issues." }, { - "left": "issue:44869", - "right": "issue:46752", + "left": "issue:45588", + "right": "issue:46050", "accept": false, - "reason": "Different edge cases in different features: Whisper timestamp decode versus chat template on empty input." + "reason": "Flash-attention `s_aux=None` crash is unrelated to quantized save/load breakage." } ] }, @@ -8875,73 +8978,66 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-520", "nodes": [ - "issue:15354", - "issue:28218", + "issue:29870", "issue:29942", "issue:30333", - "issue:34567", "issue:37428", - "issue:38175", + "issue:39692", "issue:41720", "issue:42490", - "issue:42947", + "issue:42915", "issue:43065", "issue:43295", - "issue:43381", + "issue:43334", "issue:43450", "issue:43493", + "issue:43525", "issue:43540", "issue:43550", "issue:43572", - "issue:43696", + "issue:43575", "issue:43701", + "issue:43824", "issue:43844", "issue:43873", + "issue:43937", "issue:43957", "issue:44186", "issue:44423", "issue:44554", + "issue:44610", "issue:44734", + "issue:44869", "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:46178", "issue:46192", "issue:46369", "issue:46701", "issue:46710", - "issue:46821", - "issue:47013", - "issue:47254" + "issue:46752", + "issue:46821" ], "soft_pairs": [ - "issue:28218|issue:34567", - "issue:42947|issue:43381", - "issue:45084|issue:45520", - "issue:45200|issue:45229", - "issue:42490|issue:43696", - "issue:45229|issue:45823", - "issue:45588|issue:46050", - "issue:15354|issue:38175", - "issue:47013|issue:47254", + "issue:43937|issue:46701", + "issue:44423|issue:44734", + "issue:44869|issue:46752", "issue:43493|issue:43701", + "issue:41720|issue:46710", "issue:44554|issue:45446", "issue:29942|issue:30333", - "issue:41720|issue:46710", - "issue:43065|issue:46369", "issue:44977|issue:46701", - "issue:44423|issue:44734", "issue:37428|issue:43957", + "issue:43065|issue:46369", "issue:43295|issue:43450", "issue:44977|issue:46710", "issue:45072|issue:45198", @@ -8951,212 +9047,261 @@ "issue:43572|issue:46821", "issue:43540|issue:45200", "issue:44186|issue:46192", - "issue:43550|issue:43844" + "issue:45823|issue:46192", + "issue:43295|issue:44610", + "issue:43572|issue:43957", + "issue:43450|issue:43575", + "issue:43550|issue:43844", + "issue:45520|issue:46178", + "issue:37428|issue:43824", + "issue:45200|issue:45823", + "issue:29870|issue:29942", + "issue:39692|issue:46192", + "issue:42490|issue:43493", + "issue:43295|issue:43493", + "issue:42915|issue:43824", + "issue:43334|issue:43525" ], - "prepared_review_unit_hash": "e1c5751ed1514a267a48fe37ecc320036ce1c30c16ec51ebb99d9cfcbf44be18", + "prepared_review_unit_hash": "a2f82609365a480d4acab85fb5d06f34b0854906eb77f8e7ee246c25c8286527", "component_budget": { "node_count": 520, "item_count": 520, - "soft_pair_count": 1916, - "serialized_chars": 993437, - "estimated_input_tokens": 248360, - "estimated_eval_tokens": 496976 + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35768, - "estimated_input_tokens": 8942, - "estimated_eval_tokens": 18140 + "soft_pair_count": 33, + "serialized_chars": 37735, + "estimated_input_tokens": 9434, + "estimated_eval_tokens": 19124 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is a loose collection of unrelated Transformers bugs; none of the soft pairs look like true duplicates, and there are no PRs to merge.", - "confidence": 0.18, - "canonical_issue_reason": "If a representative issue is required, issue 45229 is the most substantial/high-activity runtime bug here, but the cluster is too heterogeneous for a strong canonical choice.", + "summary": "This cluster is mostly a loose similarity bucket of unrelated Transformers issues, with a few broad multimodal/loader regressions but no true duplicate pair standing out.", + "confidence": 0.74, + "canonical_issue_reason": "issue:43295 is the broadest and most representative issue here: a Transformers 5 regression breaking custom multimodal code via processor/tokenizer access and image handling, which is the closest thing to a shared theme across the soft links.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45229 has the richest discussion and a concrete failure mode, so it is the best stand-in for this mixed cluster.", + "best_issue_reason": "issue:43295 is the best issue candidate because it is a user-facing regression, covers a general code path, and appears most central to the multimodal/processor-related soft similarities.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:28218", - "right": "issue:34567", - "accept": false, - "reason": "Tokenizer spacing after added tokens is unrelated to TrainerState token accounting." - }, - { - "left": "issue:42947", - "right": "issue:43381", - "accept": false, - "reason": "Both mention gradient checkpointing, but one is about LoRA inefficacy and the other about eval-mode usage; different bugs." - }, - { - "left": "issue:45084", - "right": "issue:45520", - "accept": false, - "reason": "A compile-time template-node error and a flash-attn import KeyError are unrelated failure modes." - }, - { - "left": "issue:45200", - "right": "issue:45229", - "accept": false, - "reason": "Gemma4 token-type defaults for fine-tuning is separate from Gemma4 multi-GPU OOM during inference." - }, - { - "left": "issue:42490", - "right": "issue:43696", - "accept": false, - "reason": "Local-path import warning and GPT-oss OOM are not the same code-path problem." - }, - { - "left": "issue:45229", - "right": "issue:45823", + "left": "issue:43937", + "right": "issue:46701", "accept": false, - "reason": "Both are Gemma4, but OOM on multi-GPU inference and device-mismatch with auto device_map are distinct issues." + "reason": "Different failures: invalid GenerationConfig vs an image-text pipeline output issue; no shared code path." }, { - "left": "issue:45588", - "right": "issue:46050", + "left": "issue:44423", + "right": "issue:44734", "accept": false, - "reason": "flash_attention sink-less crash and sinq save/load breakage involve different subsystems and symptoms." + "reason": "Both are serve-related, but one is continuous-batching multimodal crash and the other is KV-cache continuation indexing; different bugs." }, { - "left": "issue:15354", - "right": "issue:38175", + "left": "issue:44869", + "right": "issue:46752", "accept": false, - "reason": "TorchScript GeneratorExp support is unrelated to SigLIP2 zero-probability outputs." + "reason": "Whisper timestamp decoding vs chat template on empty input are unrelated tokenizer/decoder failures." }, { - "left": "issue:47013", - "right": "issue:47254", + "left": "issue:43493", + "right": "issue:43701", "accept": false, - "reason": "xLSTM state unpacking bug is different from PEFT+DeepSpeed checkpointing failure." + "reason": "SigLIP2 implementation discrepancy and resume_from_checkpoint key mismatch are different subsystems and symptoms." }, { - "left": "issue:43493", - "right": "issue:43701", + "left": "issue:41720", + "right": "issue:46710", "accept": false, - "reason": "SigLIP2 implementation discrepancy and resume_from_checkpoint key mismatch are unrelated." + "reason": "CUDA assert on auto device mapping is not the same bug as an accuracy regression after upgrade." }, { "left": "issue:44554", "right": "issue:45446", "accept": false, - "reason": "MPS attention correctness and a flex_attention version-check import issue are different bugs." + "reason": "Both mention attention/flex_attention, but one is an MPS correctness issue and the other is an import version check bug." }, { "left": "issue:29942", "right": "issue:30333", "accept": false, - "reason": "Failing Flash Attention 2 tests and MLFlow reporting on failed jobs are unrelated." - }, - { - "left": "issue:41720", - "right": "issue:46710", - "accept": false, - "reason": "Qwen3 device-mapping CUDA assert is not the same as a post-upgrade accuracy regression." - }, - { - "left": "issue:43065", - "right": "issue:46369", - "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and SAM3 memory overflow are distinct model issues." + "reason": "Flash Attention 2 test failures and MLflow reporting on training failure are unrelated." }, { "left": "issue:44977", "right": "issue:46701", "accept": false, - "reason": "Qwen3.5 flash-attn generation failure and DiffusionGemma pipeline failure are different code paths." + "reason": "Flash-attention generation failure for Qwen3.5 is not the same as an image-text pipeline issue." }, { - "left": "issue:44423", - "right": "issue:44734", + "left": "issue:37428", + "right": "issue:43957", "accept": false, - "reason": "Both affect serve, but one is multimodal continuous-batching and the other is KV-cache continuation indexing." + "reason": "Both involve loading/import regressions, but they affect different APIs and code paths." }, { - "left": "issue:37428", - "right": "issue:43957", + "left": "issue:43065", + "right": "issue:46369", "accept": false, - "reason": "flash_supports_window_size import failure and meta-device model loading breakage are unrelated." + "reason": "Same model family, but a dummy Conv2d implementation and a memory overflow are different problems." }, { "left": "issue:43295", "right": "issue:43450", "accept": false, - "reason": "Processor.tokenizer regression and batched video shape bug are separate multimodal processing issues." + "reason": "Both are multimodal processor issues, but one is tokenizer/image handling and the other is batched video shape handling." }, { "left": "issue:44977", "right": "issue:46710", "accept": false, - "reason": "A flash-attention generation bug is not the same as an accuracy regression after upgrade." + "reason": "Flash-attention generation failure and post-upgrade accuracy regression are distinct issues." }, { "left": "issue:45072", "right": "issue:45198", "accept": false, - "reason": "bfloat16 dtype mismatch in CI and Wav2Vec2 save/tokenization failure are unrelated." + "reason": "Different models and different failure modes: dtype mismatch vs save_pretrained/tokenization failure." }, { "left": "issue:45588", "right": "issue:45759", "accept": false, - "reason": "flash_attention s_aux handling and AutoModelForCausalLM text_config unwrapping are different fixes." + "reason": "One is a flash_attention sink-less-model crash; the other is composite Qwen config unwrapping." }, { "left": "issue:45406", "right": "issue:46121", "accept": false, - "reason": "Gemma4Processor _tokenizer crash and rope-parameter JSON list type error are unrelated." + "reason": "Gemma4 processor attribute crash and rope-validation TypeError are unrelated." }, { "left": "issue:43295", "right": "issue:43873", "accept": false, - "reason": "processor.tokenizer regression and offloading/quantization behavior are not the same underlying bug." + "reason": "One is a processor.tokenizer regression; the other is a quantization offloading behavior issue." }, { "left": "issue:43572", "right": "issue:46821", "accept": false, - "reason": "Missing StableLmConfig pad_token_idx and TimesFM window_size AttributeError are unrelated config issues." + "reason": "Both are config-attribute errors, but they concern different models and different missing fields." }, { "left": "issue:43540", "right": "issue:45200", "accept": false, - "reason": "Qwen3Omni video processing ValueError and Gemma4 mm_token_type_ids defaults are different problems." + "reason": "Qwen3OmniMoe video processing failure and Gemma 4 mm_token_type_ids defaulting are different multimodal bugs." }, { "left": "issue:44186", "right": "issue:46192", "accept": false, - "reason": "LayoutLMv2 tokenizer crashes on NER/batching and return_tensors being ignored are distinct tokenizer behaviors." + "reason": "LayoutLMv2 tokenizer crashes on NER/padding vs return_tensors being ignored are different tokenizer API problems." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Gemma4 device mismatch during forward and return_tensors handling are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Both are processor/model mismatches, but one is a regression in custom multimodal code and the other is a specific input-size mismatch for OmDet-Turbo." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "Missing pad_token_idx and meta-device loading failures are separate load/config issues." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Video processor batch-shape bug and tensor-parallel OOM are not the same underlying defect." }, { "left": "issue:43550", "right": "issue:43844", "accept": false, - "reason": "torch.compile SDPA failure in Bamba and DeepSpeed ZeRO-3 gradient inflation 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": 27, + "reason": "torch.compile+SDPA failure and ZeRO-3 gradient growth are unrelated training/runtime issues." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "Different import/backend mapping problems affecting different optional backends." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but one is a missing helper and the other is a missing model class export." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Same Gemma4 family, but text-only mm_token_type_ids and device_map forward mismatch are different code paths." + }, + { + "left": "issue:29870", + "right": "issue:29942", + "accept": false, + "reason": "Bart generate UnboundLocalError and Flash Attention 2 test failures are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 docs example errors and return_tensors precedence are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Local-path trailing slash import warning and SigLIP2 implementation discrepancy are different issues." + }, + { + "left": "issue:43295", + "right": "issue:43493", + "accept": false, + "reason": "Both are multimodal-related, but one is a processor API regression and the other is a model-accuracy discrepancy." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and missing Qwen2.5-VL import are unrelated." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both are missing-pad-token attribute errors, but they affect different config classes and model families." + } + ] + }, + "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": 27, "review_unit_index": 30, "review_unit_count": 63, "status": "reviewed", @@ -9167,48 +9312,47 @@ "cluster_id": "cluster-10000-520", "nodes": [ "issue:28218", - "issue:29870", - "issue:29942", "issue:35141", - "issue:37428", - "issue:39692", - "issue:42490", - "issue:42915", + "issue:41720", "issue:43262", "issue:43278", - "issue:43295", - "issue:43334", + "issue:43335", "issue:43450", "issue:43452", - "issue:43493", - "issue:43525", - "issue:43526", - "issue:43572", - "issue:43575", + "issue:43550", + "issue:43606", "issue:43653", + "issue:43819", "issue:43824", + "issue:43827", "issue:43856", + "issue:43901", "issue:43950", "issue:43975", "issue:44112", "issue:44442", "issue:44466", + "issue:44479", "issue:44521", + "issue:44561", "issue:44610", "issue:44737", "issue:44792", - "issue:44987", + "issue:44857", + "issue:44898", + "issue:45083", "issue:45127", "issue:45198", "issue:45200", "issue:45290", + "issue:45325", "issue:45381", + "issue:45412", "issue:45520", "issue:45563", - "issue:45823", - "issue:46178", "issue:46192", "issue:46209", + "issue:46234", "issue:46285", "issue:46512", "issue:46894", @@ -9216,244 +9360,224 @@ "issue:46932" ], "soft_pairs": [ - "issue:43295|issue:44610", - "issue:43450|issue:43575", - "issue:45823|issue:46192", - "issue:43572|issue:44987", - "issue:29870|issue:29942", - "issue:45520|issue:46178", - "issue:37428|issue:43824", - "issue:45200|issue:45823", - "issue:42490|issue:43493", - "issue:43295|issue:43493", - "issue:39692|issue:46192", "issue:44521|issue:45290", - "issue:42915|issue:43824", + "issue:43278|issue:43856", "issue:28218|issue:35141", "issue:45381|issue:46209", - "issue:43278|issue:43856", "issue:44466|issue:45127", + "issue:43824|issue:43975", "issue:44737|issue:46894", "issue:43262|issue:43450", + "issue:43975|issue:45520", + "issue:43950|issue:46285", "issue:43653|issue:44112", - "issue:43824|issue:43975", "issue:43452|issue:46512", - "issue:43334|issue:43525", + "issue:44561|issue:46234", "issue:44442|issue:45198", - "issue:43950|issue:46285", - "issue:43526|issue:46192", "issue:45200|issue:46899", + "issue:44479|issue:46192", "issue:44792|issue:45563", - "issue:45200|issue:46932" + "issue:43819|issue:44112", + "issue:45200|issue:45325", + "issue:45200|issue:46932", + "issue:43335|issue:43550", + "issue:44898|issue:45412", + "issue:41720|issue:46209", + "issue:44610|issue:44857", + "issue:43819|issue:45083", + "issue:43827|issue:43901", + "issue:43606|issue:45083" ], - "prepared_review_unit_hash": "bf1e1b221609e9b38fdbfae0c1c3a140160a33207bff6e41ec297cac7fdd7d99", + "prepared_review_unit_hash": "ddf21c148958f06577e9607d92fd73395661e84f5a9b23811cabc636cdec5fa0", "component_budget": { "node_count": 520, "item_count": 520, - "soft_pair_count": 1916, - "serialized_chars": 993437, - "estimated_input_tokens": 248360, - "estimated_eval_tokens": 496976 + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36793, - "estimated_input_tokens": 9199, - "estimated_eval_tokens": 18654 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35611, + "estimated_input_tokens": 8903, + "estimated_eval_tokens": 18062 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issue cluster; I only see one strong duplicate pair around Gemma4 quantized multimodal embedders. The rest differ in model, symptom, or code path and should stay separate.", - "confidence": 0.9, - "canonical_issue_reason": "issue:46899 is the best representative issue: it gives the clearest, most concrete reproduction and root-cause framing for the Gemma4 4-bit quantization dtype-cast bug affecting multimodal embedders.", + "summary": "This cluster is mostly heterogeneous: it mixes unrelated tokenizer, multimodal, dtype/config, model-loading, and docs issues. I rejected all soft edges because they do not describe the same underlying bug or change, though issue 45200 is the closest hub by similarity.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45200 is the nearest hub in the soft-similarity graph (it has the most links), and it is a concrete bug report with a clear reproduction path. That said, it does not actually subsume the other items.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46899 is the strongest standalone issue in the set because it is detailed, specific, and tied to an actionable code-path bug rather than a vague symptom or test failure.", + "best_issue_reason": "issue:45200 is the best single representative because it is specific, actionable, and most central among the loosely related Gemma4-multimodal items.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43295", - "right": "issue:44610", - "accept": false, - "reason": "Different regressions: processor/tokenizer API breakage vs processor output-size mismatch." - }, - { - "left": "issue:43450", - "right": "issue:43575", - "accept": false, - "reason": "Unrelated problems: batched video processor shape vs tensor-parallel OOM on Qwen2-57B." - }, - { - "left": "issue:45823", - "right": "issue:46192", + "left": "issue:44521", + "right": "issue:45290", "accept": false, - "reason": "Different code paths: Gemma4 PLE device placement vs return_tensors being ignored." + "reason": "Both involve apply_chat_template, but one is about zero assistant masks for multimodal inputs and the other is a crash on assistant tool-call messages with no content. Different failure modes and code paths." }, { - "left": "issue:43572", - "right": "issue:44987", + "left": "issue:43278", + "right": "issue:43856", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig is separate from a model-loading failure for physical-intelligence/fast." + "reason": "Embedding dtype drift in evaluation is unrelated to Qwen3 MoE memory usage during training." }, { - "left": "issue:29870", - "right": "issue:29942", + "left": "issue:28218", + "right": "issue:35141", "accept": false, - "reason": "Bart generate mask initialization bug is unrelated to Flash Attention 2 test failures." + "reason": "Tokenizer spacing after added tokens is a tokenization behavior bug; embedding reinitialization after resize is a model-weight initialization bug." }, { - "left": "issue:45520", - "right": "issue:46178", + "left": "issue:45381", + "right": "issue:46209", "accept": false, - "reason": "Import key error for flash_attn on Python 3.13 is unrelated to tensorflow_text backend mapping." + "reason": "Qwen2.5-VL video position-id regression and FP8 inference failure on B200 are unrelated device/model compatibility issues." }, { - "left": "issue:37428", - "right": "issue:43824", + "left": "issue:44466", + "right": "issue:45127", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols and different subsystems." + "reason": "Both mention tied weights, but one is about save/serialization inconsistency across devices and the other about LoRA merge collapse with extended vocabulary. Not the same bug." }, { - "left": "issue:45200", - "right": "issue:45823", + "left": "issue:43824", + "right": "issue:43975", "accept": false, - "reason": "Both involve Gemma4, but one is missing mm_token_type_ids defaults and the other is a device mismatch." + "reason": "Importing a missing Qwen2.5-VL class is unrelated to deepseek-coder detokenization behavior." }, { - "left": "issue:42490", - "right": "issue:43493", + "left": "issue:44737", + "right": "issue:46894", "accept": false, - "reason": "Local-path import warning is unrelated to the SigLIP2 implementation discrepancy." + "reason": "XLNet CPU tensor allocation and CohereASR training-loss shifting are different model-specific bugs." }, { - "left": "issue:43295", - "right": "issue:43493", + "left": "issue:43262", + "right": "issue:43450", "accept": false, - "reason": "Processor/tokenizer regression is not the same bug as the SigLIP2 JAX-vs-HF mismatch." + "reason": "Audio chat-template sampling-rate defaults and batched video output shape are different processor bugs." }, { - "left": "issue:39692", - "right": "issue:46192", + "left": "issue:43975", + "right": "issue:45520", "accept": false, - "reason": "Documentation/example errors are unrelated to return_tensors being ignored." + "reason": "Incorrect detokenization and a Python 3.13 import-utils KeyError are unrelated." }, { - "left": "issue:44521", - "right": "issue:45290", + "left": "issue:43950", + "right": "issue:46285", "accept": false, - "reason": "Both touch apply_chat_template, but one is zero assistant masks and the other is a crash on tool-call messages." + "reason": "Non-persistent buffer corruption on load is not the same as CLIP text-model structural inconsistency." }, { - "left": "issue:42915", - "right": "issue:43824", + "left": "issue:43653", + "right": "issue:44112", "accept": false, - "reason": "Qwen3Moe FP8 failure is unrelated to a Qwen2.5-VL import error." + "reason": "Tokenizer special-token registration bug and a GraniteSpeech CI test flake are unrelated." }, { - "left": "issue:28218", - "right": "issue:35141", + "left": "issue:43452", + "right": "issue:46512", "accept": false, - "reason": "Tokenizer spacing and embedding reinitialization are different bugs in different parts of the stack." + "reason": "Broken gguf_file loading and stale config.dtype after from_config are separate load/config issues." }, { - "left": "issue:45381", - "right": "issue:46209", + "left": "issue:44561", + "right": "issue:46234", "accept": false, - "reason": "Wrong vision_position_ids for Qwen2.5-VL is unrelated to FP8 inference failure on B200." + "reason": "Both involve import_utils, but they refer to different missing symbols and different breakages for different model classes." }, { - "left": "issue:43278", - "right": "issue:43856", + "left": "issue:44442", + "right": "issue:45198", "accept": false, - "reason": "Embedding dtype drift in eval is unrelated to Qwen3 MoE training memory usage." + "reason": "AutoTokenizer failing for one tokenizer family and Wav2Vec2 save/tokenization failure are not the same underlying bug." }, { - "left": "issue:44466", - "right": "issue:45127", + "left": "issue:45200", + "right": "issue:46899", "accept": false, - "reason": "Serialization inconsistency of lm_head.weight is not the same as LoRA merge collapse after vocab extension." + "reason": "Text-only fine-tuning needing default mm_token_type_ids and unsafe dtype casts in quantized multimodal embedders are different Gemma4 regressions." }, { - "left": "issue:44737", - "right": "issue:46894", + "left": "issue:44479", + "right": "issue:46192", "accept": false, - "reason": "XLNet CPU arange bug is unrelated to the CohereASR training-loss double-shift issue." + "reason": "A video-input regression in Qwen VL models is unrelated to return_tensors being ignored when text_kwargs is passed." }, { - "left": "issue:43262", - "right": "issue:43450", + "left": "issue:44792", + "right": "issue:45563", "accept": false, - "reason": "Audio chat-template sampling-rate default and batched video shape are different processor bugs." + "reason": "A failed Janus image-generation test and a stale paged-generate warning are different issues." }, { - "left": "issue:43653", + "left": "issue:43819", "right": "issue:44112", "accept": false, - "reason": "BigBirdTokenizer special-token registration bug is unrelated to a GraniteSpeech CI test failure." + "reason": "Missing STE mismatch in DAC.from_latents and a GraniteSpeech CI test failure are unrelated." }, { - "left": "issue:43824", - "right": "issue:43975", + "left": "issue:45200", + "right": "issue:45325", "accept": false, - "reason": "Missing Qwen2.5-VL import symbol is unrelated to DeepSeek detokenization regression." + "reason": "Gemma4 mm_token_type_ids defaults and Qwen2.5-VL still-image temporal position-id scaling are separate multimodal bugs." }, { - "left": "issue:43452", - "right": "issue:46512", + "left": "issue:45200", + "right": "issue:46932", "accept": false, - "reason": "gguf_file loading failure and stale config.dtype after from_config are different load-time issues." + "reason": "Gemma4 text-only mm_token_type_ids defaulting and quantized vision/audio embedder dtype casting are not the same code-path problem." }, { - "left": "issue:43334", - "right": "issue:43525", + "left": "issue:43335", + "right": "issue:43550", "accept": false, - "reason": "Both mention missing pad_token_id, but they are model-family-specific load failures and not clearly the same defect." + "reason": "SwitchTransformers sparse-layer construction and Bamba torch.compile/SDPA failure are unrelated model/config issues." }, { - "left": "issue:44442", - "right": "issue:45198", + "left": "issue:44898", + "right": "issue:45412", "accept": false, - "reason": "AutoTokenizer loading failure for FastSpeech2Conformer is separate from Wav2Vec2 save_pretrained/tokenization failures." + "reason": "Perceiver interpolation failure at non-default resolution and RT-DETR memory not being released are unrelated." }, { - "left": "issue:43950", - "right": "issue:46285", + "left": "issue:41720", + "right": "issue:46209", "accept": false, - "reason": "Non-persistent buffer corruption in from_pretrained is unrelated to CLIPTextModel structure changes." + "reason": "Qwen3 auto device mapping cudaErrorAssert and FP8 inference on B200 are different hardware/runtime failures." }, { - "left": "issue:43526", - "right": "issue:46192", + "left": "issue:44610", + "right": "issue:44857", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to return_tensors being ignored." + "reason": "OmDet-Turbo processor size mismatch and LwDetrImageLoss AMP crash are different vision-model bugs." }, { - "left": "issue:45200", - "right": "issue:46899", + "left": "issue:43819", + "right": "issue:45083", "accept": false, - "reason": "Gemma4 multimodal default-mask behavior and Gemma4 4-bit dtype-cast failure are different bugs." + "reason": "DAC latent mismatch and a qwen3_omni_moe feature-length helper issue are unrelated." }, { - "left": "issue:44792", - "right": "issue:45563", + "left": "issue:43827", + "right": "issue:43901", "accept": false, - "reason": "Janus image-generation test failure is unrelated to a stale paged-generate warning." + "reason": "Both are docs-related, but they target different pipeline APIs and different documentation mistakes." }, { - "left": "issue:45200", - "right": "issue:46932", + "left": "issue:43606", + "right": "issue:45083", "accept": false, - "reason": "mm_token_type_ids defaulting and quantized embedder dtype casting affect different parts of Gemma4 processing." - }, - { - "left": "issue:46899", - "right": "issue:46932", - "accept": true, - "reason": "Same underlying Gemma4 multimodal quantization bug: unsafe dtype casting in vision/audio embedders, with one issue phrased as the failure and the other as the fix." + "reason": "CPU offload device mismatch in Bark and qwen3_omni_moe feature-length behavior are unrelated." } ] }, @@ -9481,274 +9605,277 @@ "issue:29942", "issue:32090", "issue:33357", + "issue:34689", + "issue:35141", "issue:37428", "issue:38175", - "issue:41720", + "issue:42490", + "issue:43278", "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:44112", + "issue:43825", + "issue:43854", + "issue:44112", "issue:44206", "issue:44351", "issue:44448", "issue:44466", - "issue:44561", - "issue:44610", + "issue:44617", "issue:44743", "issue:44855", "issue:44857", - "issue:44898", - "issue:44995", "issue:45083", - "issue:45200", - "issue:45325", + "issue:45290", "issue:45412", "issue:45520", "issue:45584", + "issue:45588", "issue:45593", "issue:45759", + "issue:45859", "issue:46170", - "issue:46209", - "issue:46234", "issue:46285", + "issue:46326", "issue:46424", + "issue:46431", "issue:46512", + "issue:46566", + "issue:46697", "issue:46821", "issue:46858" ], "soft_pairs": [ - "issue:44898|issue:45412", - "issue:43819|issue:44112", - "issue:43335|issue:43550", - "issue:45200|issue:45325", - "issue:41720|issue:46209", - "issue:44561|issue:46234", - "issue:43819|issue:45083", - "issue:44610|issue:44857", - "issue:43827|issue:43901", - "issue:43606|issue:45083", - "issue:44857|issue:45593", - "issue:43335|issue:43653", "issue:37428|issue:43425", - "issue:44206|issue:45584", - "issue:43388|issue:43526", + "issue:43335|issue:43653", + "issue:44857|issue:45593", "issue:46512|issue:46821", + "issue:44206|issue:45584", "issue:45759|issue:46285", - "issue:29942|issue:32090", "issue:28282|issue:33357", + "issue:29942|issue:32090", + "issue:43388|issue:43526", "issue:38175|issue:45412", - "issue:44995|issue:46858", "issue:46424|issue:46858", - "issue:43335|issue:43504", "issue:43611|issue:44466", + "issue:43335|issue:43504", "issue:44855|issue:45083", "issue:43550|issue:44112", - "issue:45520|issue:46170", "issue:43335|issue:45083", - "issue:37428|issue:44351", + "issue:46431|issue:46566", + "issue:45520|issue:46170", "issue:43335|issue:44112", + "issue:44448|issue:44743", "issue:43335|issue:45593", - "issue:44448|issue:44743" + "issue:45290|issue:46326", + "issue:42490|issue:43854", + "issue:37428|issue:44351", + "issue:44617|issue:46697", + "issue:45588|issue:45859", + "issue:34689|issue:35141", + "issue:43278|issue:43825" ], - "prepared_review_unit_hash": "1640b79cb48a28dc6900cd60d74e636bee9913519d8cc853176e05957e9beff4", + "prepared_review_unit_hash": "6aa30acbe9596d1c5488aebc97c1802de163e504a533c8fdae2bcd619eba0835", "component_budget": { "node_count": 520, "item_count": 520, - "soft_pair_count": 1916, - "serialized_chars": 993437, - "estimated_input_tokens": 248360, - "estimated_eval_tokens": 496976 + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 32, - "serialized_chars": 37125, - "estimated_input_tokens": 9282, - "estimated_eval_tokens": 18820 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36524, + "estimated_input_tokens": 9131, + "estimated_eval_tokens": 18518 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is very noisy: the soft-similarity pairs mostly link clearly different bugs, regressions, or docs issues, so I rejected all proposed duplicates. The most central issue by linkage is the SwitchTransformers sparse-layer bug, but the cluster overall does not look like a single tight duplicate family.", - "confidence": 0.36, - "canonical_issue_reason": "issue:43335 is the most connected item in the soft-pair graph and is a concrete, reproducible code bug rather than a docs/version mismatch or a vague environment issue.", + "summary": "This cluster is very heterogeneous: it mixes import/backend errors, model-loading regressions, cache/device bugs, tokenizer/chat-template issues, and unrelated training/runtime failures. The soft pairs are mostly broad topical similarities, not same-underlying-bug duplicates, so none should be merged.", + "confidence": 0.9, + "canonical_issue_reason": "No single canonical issue stands out; the items are not one duplicate set but a loose collection of unrelated Transformers bugs.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43335 is the strongest representative because it has the clearest underlying code-path failure and the widest apparent overlap with other nearby soft-similarity candidates, even though most pairs are not true duplicates.", + "best_issue_reason": "issue:43611 is the closest thing to a broad representative because it is a general model-loading regression in v5, but it still does not unify the rest of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44898", - "right": "issue:45412", + "left": "issue:37428", + "right": "issue:43425", "accept": false, - "reason": "Different models and failures: Perceiver resolution handling vs RT-DETR memory reclamation." + "reason": "Flash-attention import error vs Torch 2.10 compatibility; related ecosystem area, but different failure mode and fix." }, { - "left": "issue:43819", - "right": "issue:44112", + "left": "issue:43335", + "right": "issue:43653", "accept": false, - "reason": "DAC latent conversion bug is unrelated to a stale CI test/device override failure." + "reason": "SwitchTransformers sparse-layer config bug vs BigBirdTokenizer special-token registration; different components and symptoms." }, { - "left": "issue:43335", - "right": "issue:43550", + "left": "issue:44857", + "right": "issue:45593", "accept": false, - "reason": "SwitchTransformers config creation bug and Bamba torch.compile/SDPA failure are different code paths." + "reason": "AMP/CUDA crash in loss computation vs missing auxiliary losses when denoising is off; different model behavior and code paths." }, { - "left": "issue:45200", - "right": "issue:45325", + "left": "issue:46512", + "right": "issue:46821", "accept": false, - "reason": "Gemma 4 text-only token IDs issue is unrelated to Qwen2.5-VL rope index scaling." + "reason": "Stale config dtype after from_config vs TimesFM window_size AttributeError; unrelated configuration bugs." }, { - "left": "issue:41720", - "right": "issue:46209", + "left": "issue:44206", + "right": "issue:45584", "accept": false, - "reason": "Both are runtime failures, but one is auto device mapping cuda assert and the other is FP8 inference on B200; not the same bug." + "reason": "Feature extractor unsupported argument vs Whisper generation after align_special_tokens; different pipelines and bug surfaces." }, { - "left": "issue:44561", - "right": "issue:46234", + "left": "issue:45759", + "right": "issue:46285", "accept": false, - "reason": "Both mention missing utilities in v5-era code, but they are different symbols and different compatibility breaks." + "reason": "Different multimodal/model-structure regressions in separate classes; same broad theme, not the same concrete bug." }, { - "left": "issue:43819", - "right": "issue:45083", + "left": "issue:28282", + "right": "issue:33357", "accept": false, - "reason": "DAC from_latents mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." + "reason": "Missing PyTorch ImportError vs MacOS bus error on a CLIP model; different root causes and environments." }, { - "left": "issue:44610", - "right": "issue:44857", + "left": "issue:29942", + "right": "issue:32090", "accept": false, - "reason": "Processor input-size mismatch and AMP CUDA crash are separate failures." + "reason": "Flash Attention test failures vs Trainer GPU broadcast TypeError; no shared code-path problem." }, { - "left": "issue:43827", - "right": "issue:43901", + "left": "issue:43388", + "right": "issue:43526", "accept": false, - "reason": "Both are documentation issues, but they cover different pipeline APIs and different behavioral mismatches." + "reason": "Both involve labels, but one is gather_for_metrics truncation and the other is BeitImageProcessorFast reduce_labels; different functions." }, { - "left": "issue:43606", - "right": "issue:45083", + "left": "issue:38175", + "right": "issue:45412", "accept": false, - "reason": "CPU offload device mismatch in bark-small is unrelated to qwen3_omni_moe feature-length arithmetic." + "reason": "Unexpected zero probabilities vs memory not released after deletion; unrelated model inference and lifecycle bugs." }, { - "left": "issue:44857", - "right": "issue:45593", + "left": "issue:46424", + "right": "issue:46858", + "accept": false, + "reason": "Quantized-cache max length handling vs static-cache seq_length tensor arithmetic on non-CUDA backends; different cache bugs." + }, + { + "left": "issue:43611", + "right": "issue:44466", "accept": false, - "reason": "LwDetr AMP crash and D-FINE auxiliary-loss omission are unrelated training bugs." + "reason": "General v5 loading breakage due to base_model_prefix vs device-dependent serialization of lm_head.weight; related version, but different concrete defect." }, { "left": "issue:43335", - "right": "issue:43653", + "right": "issue:43504", "accept": false, - "reason": "SwitchTransformers sparse-layer creation and BigBirdTokenizer special-token registration are different subsystems." + "reason": "SwitchTransformers config bug vs Beit semantic-segmentation legacy-field loading failure; unrelated models and mechanisms." }, { - "left": "issue:37428", - "right": "issue:43425", + "left": "issue:44855", + "right": "issue:45083", "accept": false, - "reason": "ImportError for a flash-attn helper is not the same as a Torch 2.10 compatibility report." + "reason": "Python 3.13 @torch.jit.script parsing/IndentationError vs qwen3_omni_moe feature-length helper behavior; different issues." }, { - "left": "issue:44206", - "right": "issue:45584", + "left": "issue:43550", + "right": "issue:44112", "accept": false, - "reason": "LasrFeatureExtractor center-arg crash and Whisper empty-transcription failure are different code paths." + "reason": "torch.compile + SDPA model failure vs a stale CI device-override test; one is a runtime bug, the other is a test issue." }, { - "left": "issue:43388", - "right": "issue:43526", + "left": "issue:43335", + "right": "issue:45083", "accept": false, - "reason": "Both concern labels, but one is metric gathering on the last batch and the other is Beit image processor label reduction." + "reason": "Sparse-layer config creation vs audio feature-length helper behavior; no shared bug." }, { - "left": "issue:46512", - "right": "issue:46821", + "left": "issue:46431", + "right": "issue:46566", "accept": false, - "reason": "Stale config dtype after from_config is unrelated to TimesFM window_size AttributeError." + "reason": "Missing chat template error vs weights left on meta device with device_map=auto; different loading/preprocessing layers." }, { - "left": "issue:45759", - "right": "issue:46285", + "left": "issue:45520", + "right": "issue:46170", "accept": false, - "reason": "Composite Qwen multimodal config unwrapping is unrelated to CLIP text-model structure inconsistency." + "reason": "Python 3.13 flash_attn import key error vs Windows ROCm torch.distributed dependency issue; different platforms and causes." }, { - "left": "issue:29942", - "right": "issue:32090", + "left": "issue:43335", + "right": "issue:44112", "accept": false, - "reason": "Flash Attention 2 test failures and NoneType GPU broadcast errors do not share the same underlying bug." + "reason": "Model config bug vs CI test flake; not the same underlying defect." }, { - "left": "issue:28282", - "right": "issue:33357", + "left": "issue:44448", + "right": "issue:44743", "accept": false, - "reason": "PyTorch-not-found ImportError and MacOS bus error on a CLIP model are unrelated environment/runtime problems." + "reason": "Pegasus v4/v5 output difference vs Qwen3.5 recurrent state reset in cache; different models and behaviors." }, { - "left": "issue:38175", - "right": "issue:45412", + "left": "issue:43335", + "right": "issue:45593", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 is unrelated to RT-DETR memory leaks." + "reason": "Sparse-layer config creation vs missing auxiliary losses; unrelated model subsystems." }, { - "left": "issue:44995", - "right": "issue:46858", + "left": "issue:45290", + "right": "issue:46326", "accept": false, - "reason": "GlmMoeDsa stale indexer cache and static-cache seq-length tensor arithmetic are both cache-related but not the same concrete defect." + "reason": "Assistant tool-call chat-template crash vs mistral_common continue_final_message bug; both chat-related but different edge cases and code paths." }, { - "left": "issue:46424", - "right": "issue:46858", + "left": "issue:42490", + "right": "issue:43854", "accept": false, - "reason": "Quantized-cache max length handling is a different cache policy bug than device-tensor seq-length arithmetic." + "reason": "Trailing-slash local path warning vs unit-test failure loading a specific GLM-4.7-Flash model; different issues." }, { - "left": "issue:43335", - "right": "issue:43504", + "left": "issue:37428", + "right": "issue:44351", "accept": false, - "reason": "SwitchTransformers sparse-layer creation and Beit legacy-field loading are unrelated model-load bugs." + "reason": "Flash-support import error vs HybridCache import failure; both import-related but distinct symbols and modules." }, { - "left": "issue:43611", - "right": "issue:44466", + "left": "issue:44617", + "right": "issue:46697", "accept": false, - "reason": "Base-model-prefix loading breakage and lm_head serialization inconsistency are different v5 regressions." + "reason": "CUDA OOM in Sam3Video vs over-padding in Swin2SR image processor; unrelated memory vs preprocessing problems." }, { - "left": "issue:44855", - "right": "issue:45083", + "left": "issue:45588", + "right": "issue:45859", "accept": false, - "reason": "Python 3.13 torch.jit indentation parsing failure is unrelated to qwen3_omni_moe feature-length behavior." + "reason": "flash_attention integration crash on s_aux=None vs CPU offload incompatibility in Qwen3_5MoeTextRotaryEmbedding; different failure points." }, { - "left": "issue:43550", - "right": "issue:44112", + "left": "issue:34689", + "right": "issue:35141", "accept": false, - "reason": "Bamba torch.compile/SDPA failure and GraniteSpeech stale device override test are not the same bug." + "reason": "Llama 3.2 vision model-loading regression vs token-embedding resize/reinit bug; same broad area, not same bug." }, { - "left": "issue:45520", - "right": "issue:46170", + "left": "issue:43278", + "right": "issue:43825", "accept": false, - "reason": "flash_attn import key error on Python 3.13 and Windows ROCm torch.distributed dependency issues are distinct import/runtime problems." + "reason": "Embedding dtype mismatch between train/eval vs pipeline translation-support error message; different subsystems and symptoms." } ] }, @@ -9772,18 +9899,24 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-520", "nodes": [ + "issue:10000", + "issue:15354", "issue:26413", "issue:27957", "issue:28218", "issue:29127", + "issue:29870", + "issue:29942", "issue:31501", "issue:32090", "issue:33357", "issue:34689", "issue:35141", + "issue:38175", "issue:39692", "issue:42490", "issue:43278", + "issue:43329", "issue:43526", "issue:43550", "issue:43575", @@ -9791,268 +9924,262 @@ "issue:43701", "issue:43720", "issue:43819", - "issue:43825", - "issue:43854", "issue:44112", "issue:44206", + "issue:44360", "issue:44448", + "issue:44464", "issue:44493", "issue:44514", "issue:44521", - "issue:44617", + "issue:44561", "issue:44779", "issue:44857", "issue:45072", "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", + "issue:46424", "issue:47000" ], "soft_pairs": [ - "issue:43278|issue:43825", - "issue:45290|issue:46326", - "issue:34689|issue:35141", - "issue:42490|issue:43854", - "issue:44514|issue:44521", - "issue:45588|issue:45859", "issue:29127|issue:32090", + "issue:44514|issue:44521", "issue:39692|issue:43526", - "issue:43606|issue:44857", "issue:43819|issue:44493", - "issue:28218|issue:32090", - "issue:46431|issue:46566", + "issue:43606|issue:44857", "issue:39692|issue:44493", - "issue:45310|issue:45478", - "issue:43701|issue:45083", + "issue:44206|issue:45823", + "issue:28218|issue:32090", + "issue:10000|issue:15354", "issue:43720|issue:44112", + "issue:43701|issue:45083", "issue:44448|issue:44779", - "issue:44206|issue:45823", "issue:26413|issue:31501", "issue:45127|issue:45245", - "issue:44617|issue:46697", - "issue:45459|issue:46234", + "issue:45310|issue:45478", "issue:32090|issue:33357", + "issue:44857|issue:45072", "issue:42490|issue:43575", "issue:43550|issue:45083", + "issue:45459|issue:46234", + "issue:38175|issue:44493", + "issue:44360|issue:44561", "issue:45593|issue:47000", - "issue:44857|issue:45072", - "issue:27957|issue:34689" + "issue:27957|issue:34689", + "issue:29942|issue:35141", + "issue:29870|issue:32090", + "issue:43278|issue:43329", + "issue:44464|issue:46424" ], - "prepared_review_unit_hash": "d211dc87d2e72818222c56f615a71ce516aaa0af79a0c57746c4870899b3ac98", + "prepared_review_unit_hash": "e438da0674ac17a15f9f4cce96f2c05767714b22fa9e36b9d877f12e30061a3f", "component_budget": { "node_count": 520, "item_count": 520, - "soft_pair_count": 1916, - "serialized_chars": 993437, - "estimated_input_tokens": 248360, - "estimated_eval_tokens": 496976 + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36085, - "estimated_input_tokens": 9022, - "estimated_eval_tokens": 18300 + "serialized_chars": 36127, + "estimated_input_tokens": 9032, + "estimated_eval_tokens": 18320 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly heterogeneous; most soft pairs share only broad subsystem keywords and are not duplicates. The only strong duplicate is the Qwen3.5 MoE from_pretrained regression pair.", - "confidence": 0.84, - "canonical_issue_reason": "Issue 45310 is the clearest canonical issue: it is the earlier report and 45478 appears to be the same Qwen3.5 MoE from_pretrained failure on transformers>=5.4.0.", + "summary": "The cluster is almost entirely unrelated issues, with one clear duplicate pair about the Qwen3.5 MoE from_pretrained regression. No PRs are present.", + "confidence": 0.96, + "canonical_issue_reason": "issue:45310 and issue:45478 are the same bug report: identical title, same transformers>=5.4.0 / Qwen3.5 MoE from_pretrained failure.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45310 is the best issue representative because it matches the duplicate report exactly and is the earliest, most central instance of that concrete bug.", + "best_issue_reason": "issue:45310 is the earliest and slightly more detailed of the duplicate Qwen3.5 MoE reports, so it is the best canonical issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43278", - "right": "issue:43825", + "left": "issue:29127", + "right": "issue:32090", "accept": false, - "reason": "Both concern v5-era behavior changes, but one is an embedding dtype drift and the other is a pipeline error message; different bugs and code paths." + "reason": "Different subsystems and failures: LayoutLMv3 box validation vs Trainer GPU broadcast of None." }, { - "left": "issue:45290", - "right": "issue:46326", + "left": "issue:44514", + "right": "issue:44521", "accept": false, - "reason": "Both involve chat templates, but one crashes on assistant messages with tool calls and no content, while the other is a mistral_common continue_final_message issue." + "reason": "Both involve apply_chat_template, but the reported bugs differ: batched padding=False crash vs multimodal assistant mask all-zero output." }, { - "left": "issue:34689", - "right": "issue:35141", + "left": "issue:39692", + "right": "issue:43526", "accept": false, - "reason": "Both are model-loading/training regressions, but one is Llama 3.2 Vision load failure and the other is embedding reinitialization after resize; not the same bug." + "reason": "Unrelated models and bugs: SigLIP2 doc example errors vs BeitImageProcessorFast reduce_labels returning one label." }, { - "left": "issue:42490", - "right": "issue:43854", + "left": "issue:43819", + "right": "issue:44493", "accept": false, - "reason": "One is a local path trailing-slash import warning, the other is a unit-test model loading failure for GLM-4.7; unrelated failure modes." + "reason": "Different code paths: DAC.from_latents / STE mismatch vs position-id unexpected-key behavior." }, { - "left": "issue:44514", - "right": "issue:44521", + "left": "issue:43606", + "right": "issue:44857", "accept": false, - "reason": "Both use apply_chat_template, but one is a padding=False batched-input crash and the other is incorrect all-zero assistant masks for multimodal inputs." + "reason": "Different models and failure modes: bark-small CPU offload device mismatch vs LwDetrImageLoss AMP/CUDA crash." }, { - "left": "issue:45588", - "right": "issue:45859", + "left": "issue:39692", + "right": "issue:44493", "accept": false, - "reason": "Both touch flash attention / offload behavior, but the reported crashes are different: s_aux=None AttributeError versus Qwen3_5MoeTextRotaryEmbedding CPU-offload incompatibility." + "reason": "SigLIP2 doc example issues are not the same as position-id key mismatches across models." }, { - "left": "issue:29127", + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Different components and symptoms: unsupported center arg in LasrFeatureExtractor vs Gemma4 PLE device mismatch." + }, + { + "left": "issue:28218", "right": "issue:32090", "accept": false, - "reason": "The shared theme is error handling, but one is a LayoutLMv3 boxes validation message and the other is a Trainer broadcast TypeError; no same underlying defect." + "reason": "Tokenizer spacing bug and Trainer broadcast error are unrelated." }, { - "left": "issue:39692", - "right": "issue:43526", + "left": "issue:10000", + "right": "issue:15354", "accept": false, - "reason": "One is a SigLIP2 docs example with model/processor mismatch and quantization failure; the other is a BeitImageProcessorFast label reduction bug." + "reason": "Different models and export/script problems; no shared underlying bug." }, { - "left": "issue:43606", - "right": "issue:44857", + "left": "issue:43720", + "right": "issue:44112", "accept": false, - "reason": "Both are training/runtime failures, but one is a device mismatch with CPU offload and the other is a float16 AMP crash in LwDetrImageLoss." + "reason": "BitNet packed-weight loading bug is unrelated to a GraniteSpeech CI device-override test failure." }, { - "left": "issue:43819", - "right": "issue:44493", + "left": "issue:43701", + "right": "issue:45083", "accept": false, - "reason": "Different code paths: DAC from_latents vs a generic unexpected position-id key issue across many models." + "reason": "Resume-from-checkpoint key mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." }, { - "left": "issue:28218", - "right": "issue:32090", + "left": "issue:44448", + "right": "issue:44779", "accept": false, - "reason": "Tokenizer spacing after added token is unrelated to the Trainer NoneType GPU broadcast error." + "reason": "Both are v4/v5 regressions, but one is Pegasus generation output drift and the other is Deepseek tokenizer correctness; different bugs." }, { - "left": "issue:46431", - "right": "issue:46566", + "left": "issue:26413", + "right": "issue:31501", "accept": false, - "reason": "One is a missing chat template error, the other is DiffusionGemma weights staying on meta with device_map=\"auto\"; unrelated." + "reason": "Resume-from-checkpoint iterator failure and FineWeb training not starting are not the same issue." }, { - "left": "issue:39692", - "right": "issue:44493", + "left": "issue:45127", + "right": "issue:45245", "accept": false, - "reason": "Docs/example failures are not the same as the broad unexpected position-id key regression." + "reason": "LoRA/tied-embeddings collapse and category-count runtime limit are unrelated." }, { "left": "issue:45310", "right": "issue:45478", "accept": true, - "reason": "Same title and same concrete regression: transformers>=5.4.0 causes Qwen3.5 Moe from_pretrained to fail." - }, - { - "left": "issue:43701", - "right": "issue:45083", - "accept": false, - "reason": "Both mention helper/checkpoint-style issues, but one is resume_from_checkpoint key mismatch and the other is qwen3_omni_moe feature-length computation; different bugs." + "reason": "Same exact Qwen3.5 MoE from_pretrained regression, reported twice with matching title and version context." }, { - "left": "issue:43720", - "right": "issue:44112", + "left": "issue:32090", + "right": "issue:33357", "accept": false, - "reason": "Both are CI/model-loading failures, but one is BitNet packed weights not unpacked during accelerate loading and the other is a stale device override test in GraniteSpeech." + "reason": "Different runtime failures: GPU broadcast NoneType vs MacOS bus error for CLIP." }, { - "left": "issue:44448", - "right": "issue:44779", + "left": "issue:44857", + "right": "issue:45072", "accept": false, - "reason": "Different regressions: Pegasus output drift between v4/v5 versus Deepseek tokenizer incorrect results in v5." + "reason": "Both mention dtype issues, but they affect different models and code paths; not the same concrete bug." }, { - "left": "issue:44206", - "right": "issue:45823", + "left": "issue:42490", + "right": "issue:43575", "accept": false, - "reason": "One is a LasrFeatureExtractor unsupported-center-arg crash, the other is Gemma4 PLE device mismatch under device_map=\"auto\"." + "reason": "Local-path import warning and Qwen2-57B-A14B-Instruct OOM are unrelated." }, { - "left": "issue:26413", - "right": "issue:31501", + "left": "issue:43550", + "right": "issue:45083", "accept": false, - "reason": "Resume-from-checkpoint epoch_iterator failure and FineWeb SLM training not starting are too different to be the same bug." + "reason": "torch.compile/SDPA failure in Bamba-9B-v2 is unrelated to qwen3_omni_moe helper behavior." }, { - "left": "issue:45127", - "right": "issue:45245", + "left": "issue:45459", + "right": "issue:46234", "accept": false, - "reason": "LoRA merge collapsing tied embeddings and a category-count runtime limit are unrelated." + "reason": "Tokenizer error masking from missing protobuf and missing import_utils symbol are different issues." }, { - "left": "issue:44617", - "right": "issue:46697", + "left": "issue:38175", + "right": "issue:44493", "accept": false, - "reason": "Both are image/video model processing issues, but one is Sam3Video OOM and the other is Swin2SR over-padding; different failures." + "reason": "SigLIP2 zero probabilities and unexpected position-id keys are unrelated." }, { - "left": "issue:45459", - "right": "issue:46234", + "left": "issue:44360", + "right": "issue:44561", "accept": false, - "reason": "Tokenizer protobuf error handling is unrelated to a missing import_utils availability helper." + "reason": "DSA indexer activation discussion is unrelated to trust_remote_code breakage from removing is_torch_fx_available." }, { - "left": "issue:32090", - "right": "issue:33357", + "left": "issue:45593", + "right": "issue:47000", "accept": false, - "reason": "A NoneType GPU broadcast error in Trainer is not the same as a MacOS bus error when loading a community CLIP model." + "reason": "Different detection-loss bugs in different models; not the same underlying change." }, { - "left": "issue:42490", - "right": "issue:43575", + "left": "issue:27957", + "right": "issue:34689", "accept": false, - "reason": "Trailing-slash import warning and Qwen2-57B-A14B-Instruct TP OOM are unrelated loading problems." + "reason": "XLMRoberta Flash Attention 2 and Llama 3.2 Vision model loading are unrelated." }, { - "left": "issue:43550", - "right": "issue:45083", + "left": "issue:29942", + "right": "issue:35141", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba-9B-v2 and qwen3_omni_moe feature-length behavior are different model-specific bugs." + "reason": "Flash Attention 2 test failures are unrelated to token-embedding resize/post_init reinitialization." }, { - "left": "issue:45593", - "right": "issue:47000", + "left": "issue:29870", + "right": "issue:32090", "accept": false, - "reason": "D-FINE losing auxiliary losses and RTDetrLoss cost-matrix infeasibility are distinct detection-training issues." + "reason": "Bart generate decoder_attention_mask bug is unrelated to Trainer _gpu_broadcast_one NoneType failure." }, { - "left": "issue:44857", - "right": "issue:45072", + "left": "issue:43278", + "right": "issue:43329", "accept": false, - "reason": "Different dtype/AMP problems: LwDetrImageLoss float16 CUDA crash versus SwitchTransformers/TimmWrapperModel bfloat16 inference mismatch." + "reason": "Training/eval dtype drift is unrelated to multimodal token-count helper undefined names." }, { - "left": "issue:27957", - "right": "issue:34689", + "left": "issue:44464", + "right": "issue:46424", "accept": false, - "reason": "XLMRoberta Flash Attention 2 support and Llama 3.2 Vision model loading are unrelated model-specific issues." + "reason": "Chunked generation inconsistency with compiled forward is unrelated to max_cache_length handling." } ] }, "evaluator_result": { "accept": true, - "feedback": "The assessment is grounded in the packet. The canonical pair `issue:45310` / `issue:45478` is an exact title match and the earlier report is a reasonable canonical choice. The remaining soft-edge rejections are conservative and the justifications stay within the evidence visible in the packet. No PR-mergeability issue applies here." + "feedback": "The summary is well grounded in the packet: the only clearly supported duplicate is issue:45310 vs issue:45478 (identical title and same transformers>=5.4.0 / Qwen3.5 MoE from_pretrained context), and the claim that there are no PRs is correct. The soft-edge verdicts stay conservative and do not overclaim equivalence where the packet only shows superficial similarity." }, "evaluator_used": true, "retried": false, @@ -10073,295 +10200,294 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-520", "nodes": [ - "issue:10000", - "issue:15354", "issue:25251", "issue:29127", "issue:29870", - "issue:29942", "issue:32090", "issue:33290", "issue:33357", "issue:34567", - "issue:35141", "issue:37428", - "issue:38175", "issue:39692", "issue:40444", + "issue:41720", "issue:42175", "issue:42490", "issue:43257", "issue:43278", "issue:43299", - "issue:43329", "issue:43381", "issue:43526", + "issue:43575", "issue:43701", "issue:43873", "issue:43927", "issue:43976", - "issue:44360", + "issue:44186", + "issue:44361", "issue:44448", - "issue:44464", "issue:44466", - "issue:44493", "issue:44561", + "issue:44779", "issue:44855", "issue:44871", "issue:44977", + "issue:45198", "issue:45229", "issue:45290", "issue:45381", "issue:45440", + "issue:45563", + "issue:45588", "issue:45698", + "issue:45823", "issue:45920", "issue:46192", "issue:46399", "issue:46421", - "issue:46424", "issue:46655", "issue:46858" ], "soft_pairs": [ - "issue:38175|issue:44493", - "issue:44464|issue:46424", - "issue:29942|issue:35141", - "issue:29870|issue:32090", - "issue:10000|issue:15354", - "issue:43278|issue:43329", "issue:45290|issue:45381", "issue:37428|issue:42175", - "issue:29870|issue:33290", - "issue:43257|issue:43299", "issue:44448|issue:44977", + "issue:43257|issue:43299", + "issue:29870|issue:33290", + "issue:40444|issue:43526", "issue:43278|issue:43381", "issue:44855|issue:46399", - "issue:44360|issue:44561", - "issue:45290|issue:46655", + "issue:25251|issue:32090", "issue:32090|issue:33290", - "issue:43927|issue:45698", "issue:45920|issue:46192", - "issue:40444|issue:43526", + "issue:43927|issue:45698", + "issue:45290|issue:46655", "issue:44977|issue:45229", + "issue:44561|issue:44779", "issue:42490|issue:43873", + "issue:43873|issue:45229", + "issue:29127|issue:34567", + "issue:44871|issue:44977", + "issue:33357|issue:39692", "issue:43381|issue:43701", "issue:46421|issue:46858", - "issue:25251|issue:32090", - "issue:43873|issue:45229", "issue:44448|issue:44466", - "issue:44871|issue:44977", + "issue:44186|issue:45198", + "issue:45588|issue:45823", "issue:43976|issue:45440", - "issue:29127|issue:34567", - "issue:33357|issue:39692" + "issue:43278|issue:43575", + "issue:44361|issue:45198", + "issue:41720|issue:45229", + "issue:44977|issue:45563" ], - "prepared_review_unit_hash": "ded07c94e81489c0803aa4b4fd027ce4837ea24b9cfe9c11a6a9f2206418da84", + "prepared_review_unit_hash": "4ca39ccdfcc169c658e725d2905adead1438b08fe10b9d91fd96e2d41e608a62", "component_budget": { "node_count": 520, "item_count": 520, - "soft_pair_count": 1916, - "serialized_chars": 993437, - "estimated_input_tokens": 248360, - "estimated_eval_tokens": 496976 + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36995, - "estimated_input_tokens": 9249, - "estimated_eval_tokens": 18754 + "serialized_chars": 36345, + "estimated_input_tokens": 9087, + "estimated_eval_tokens": 18430 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are a grab bag of mostly unrelated bug reports across tokenizer, cache, multimodal, trainer, and model-loading areas; none of the soft pairs look like true duplicates or mergeable PR-equivalents.", - "confidence": 0.93, - "canonical_issue_reason": "issue:45920 is the strongest anchor: it describes a concrete, high-impact v5 regression affecting multiple models with a clear symptom and scope.", + "summary": "This cluster is a loose similarity bucket of mostly unrelated Transformers issues. The only recurring pattern is broad v5/regression wording, but none of the soft pairs describe the same underlying bug or mergeable change.", + "confidence": 0.33, + "canonical_issue_reason": "Issue 45920 is the broadest representative of the recurring v5 tokenizer/regression theme, but the cluster is too heterogeneous to be a true duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 is the most representative and reusable triage target because it is specific, broadly impactful, and framed as a regression with clear reproduction value.", + "best_issue_reason": "Issue 45920 is the best overall anchor because it is broad, regression-focused, and closest to the shared tokenization/version-change motif, though still not a true canonical duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:38175", - "right": "issue:44493", - "accept": false, - "reason": "Different failures: zero probabilities in SigLIP2 vs unexpected position-id/key warnings; no shared code path or symptom." - }, - { - "left": "issue:44464", - "right": "issue:46424", + "left": "issue:45290", + "right": "issue:45381", "accept": false, - "reason": "Both involve generation/cache behavior, but one is inconsistent compiled forward outputs and the other is cache length config handling; not the same bug." + "reason": "Different subsystems: chat templating/tool-call handling vs Qwen2.5-VL video position IDs." }, { - "left": "issue:29942", - "right": "issue:35141", + "left": "issue:37428", + "right": "issue:42175", "accept": false, - "reason": "Flash Attention test failures and embedding reinitialization are unrelated subsystems with different root causes." + "reason": "Different packaging/import problems: missing flash attention symbol vs TensorFlow not installed in a torch-only extra." }, { - "left": "issue:29870", - "right": "issue:32090", + "left": "issue:44448", + "right": "issue:44977", "accept": false, - "reason": "BART generate UnboundLocalError and Trainer broadcast NoneType are separate runtime errors in different paths." + "reason": "Different bugs and models: Pegasus output regression vs Qwen3.5 flash-attention generation failure." }, { - "left": "issue:10000", - "right": "issue:15354", + "left": "issue:43257", + "right": "issue:43299", "accept": false, - "reason": "German DistilBertModel issue and torch.jit GeneratorExp export failure are unrelated model/export problems." + "reason": "Both are Qwen3 MOE-related, but one is accelerate+deepspeed weight conversion and the other is v5 loading divergence for Qwen3VL MoE." }, { - "left": "issue:43278", - "right": "issue:43329", + "left": "issue:29870", + "right": "issue:33290", "accept": false, - "reason": "BF16-to-FP32 eval dtype drift is not the same as undefined variables in multimodal token counting." + "reason": "Bart generate() mask bug and deepspeed/adafactor OOM are unrelated failure modes." }, { - "left": "issue:45290", - "right": "issue:45381", + "left": "issue:40444", + "right": "issue:43526", "accept": false, - "reason": "Chat-template crash on tool-call messages and Qwen2.5-VL video position-id bug are distinct multimodal formatting issues." + "reason": "Different code paths: multimodal iterable finetuning vs BeitImageProcessorFast label reduction." }, { - "left": "issue:37428", - "right": "issue:42175", + "left": "issue:43278", + "right": "issue:43381", "accept": false, - "reason": "ImportError for flash-support helper and missing TensorFlow in a torch-only install are unrelated packaging/import problems." + "reason": "Embedding dtype drift in eval and gradient-checkpointing-in-eval are separate training/runtime issues." }, { - "left": "issue:29870", - "right": "issue:33290", + "left": "issue:44855", + "right": "issue:46399", "accept": false, - "reason": "Generation mask initialization error and deepspeed Adafactor OOM are different failure modes." + "reason": "Both involve decorator/script registration, but they are different model-specific import failures with different root causes." }, { - "left": "issue:43257", - "right": "issue:43299", + "left": "issue:25251", + "right": "issue:32090", "accept": false, - "reason": "Both touch Qwen3 MOE loading, but one is accelerate+deepspeed weight conversion and the other is a v5 loader regression; not clearly the same concrete bug." + "reason": "Pipeline top_k nesting change is unrelated to Trainer/_gpu_broadcast_one NoneType errors." }, { - "left": "issue:44448", - "right": "issue:44977", + "left": "issue:32090", + "right": "issue:33290", "accept": false, - "reason": "Pegasus v4/v5 output drift and Qwen3.5 flash-attention generation failure are unrelated model-specific issues." + "reason": "Unsupported NoneType broadcast and deepspeed OOM are distinct distributed-training failures." }, { - "left": "issue:43278", - "right": "issue:43381", + "left": "issue:45920", + "right": "issue:46192", "accept": false, - "reason": "Evaluation dtype change and gradient-checkpointing-in-eval are different training/eval behaviors." + "reason": "Both touch tokenizer APIs, but wrong token IDs and ignored return_tensors are different bugs." }, { - "left": "issue:44855", - "right": "issue:46399", + "left": "issue:43927", + "right": "issue:45698", "accept": false, - "reason": "Both mention decorators/scripted code, but one is a Python 3.13 import parsing problem and the other is a missing registration decorator for apply_rotary_pos_emb." + "reason": "Save/load custom token IDs and loading the wrong custom module are related only by persistence, not the same defect." }, { - "left": "issue:44360", - "right": "issue:44561", + "left": "issue:45290", + "right": "issue:46655", "accept": false, - "reason": "DSA indexer ReLU discussion is unrelated to removal of is_torch_fx_available breaking trust_remote_code models." + "reason": "Chat template tool-call crash and video processor padding error are unrelated." }, { - "left": "issue:45290", - "right": "issue:46655", + "left": "issue:44977", + "right": "issue:45229", "accept": false, - "reason": "Both are video/multimodal-adjacent, but one is chat templating and the other is video padding calculation; different code paths." + "reason": "Qwen3.5 flash-attention generation failure and Gemma4 multi-GPU OOM are different model/runtime problems." }, { - "left": "issue:32090", - "right": "issue:33290", + "left": "issue:44561", + "right": "issue:44779", "accept": false, - "reason": "Trainer GPU broadcast type error and Adafactor OOM in deepspeed are not the same underlying problem." + "reason": "Removal of is_torch_fx_available breaking remote-code models is unrelated to DeepSeek tokenizer regressions." }, { - "left": "issue:43927", - "right": "issue:45698", + "left": "issue:42490", + "right": "issue:43873", "accept": false, - "reason": "Both involve save/load behavior, but one loses custom token IDs and the other loads the wrong custom module; different root causes." + "reason": "Trailing-slash import warning and quantization offloading malfunction are different issues." }, { - "left": "issue:45920", - "right": "issue:46192", + "left": "issue:43873", + "right": "issue:45229", "accept": false, - "reason": "Tokenizer ID regression across models is unrelated to silently ignoring return_tensors when text_kwargs is passed." + "reason": "Offloading/quantization behavior and multi-GPU OOM are not the same underlying bug." }, { - "left": "issue:40444", - "right": "issue:43526", + "left": "issue:29127", + "right": "issue:34567", "accept": false, - "reason": "Qwen2.5-VL iterable dataset/multiple-image finetuning failure and BeitImageProcessorFast label reduction are separate processor bugs." + "reason": "LayoutLMv3 error messaging and TrainerState token counter updating are unrelated." }, { - "left": "issue:44977", - "right": "issue:45229", + "left": "issue:44871", + "right": "issue:44977", "accept": false, - "reason": "Qwen3.5 flash-attention generation and Gemma4 multi-GPU CUDA OOM are different model/runtime issues." + "reason": "Gemma eos_token_id inconsistency and Qwen3.5 flash-attention failure affect different code paths." }, { - "left": "issue:42490", - "right": "issue:43873", + "left": "issue:33357", + "right": "issue:39692", "accept": false, - "reason": "Trailing-slash local-model import warning and quantization offloading malfunction are unrelated loading vs execution problems." + "reason": "MacOS bus error on CLIP and SigLIP2 documentation/model mismatch are different problems, even if both involve vision models." }, { "left": "issue:43381", "right": "issue:43701", "accept": false, - "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are not the same bug." + "reason": "Gradient checkpointing in eval and resume_from_checkpoint key mismatch are separate Trainer issues." }, { "left": "issue:46421", "right": "issue:46858", "accept": false, - "reason": "Both concern cache/compile behavior, but one is spurious recompilation from lazy init and the other is device-tensor seq length breaking slice arithmetic; too different to merge." + "reason": "Both are cache/compile related, but spurious recompilation and device-tensor seq-length arithmetic are different bugs." }, { - "left": "issue:25251", - "right": "issue:32090", + "left": "issue:44448", + "right": "issue:44466", "accept": false, - "reason": "Pipeline top_k nesting change and GPU broadcast NoneType error have no meaningful overlap." + "reason": "Pegasus output regression and lm_head serialization inconsistency are unrelated." }, { - "left": "issue:43873", - "right": "issue:45229", + "left": "issue:44186", + "right": "issue:45198", "accept": false, - "reason": "Quantization offloading and Gemma4 multi-GPU OOM may both be memory-related, but they are not the same failure mode or fix." + "reason": "LayoutLMv2 tokenizer crashes and Wav2Vec2 save/tokenization failures are different tokenizer/model issues." }, { - "left": "issue:44448", - "right": "issue:44466", + "left": "issue:45588", + "right": "issue:45823", "accept": false, - "reason": "Model output drift across versions and lm_head.weight serialization inconsistency are different regression classes." + "reason": "Flash-attention s_aux=None crash and Gemma4 PLE device mismatch are different forward-path failures." }, { - "left": "issue:44871", - "right": "issue:44977", + "left": "issue:43976", + "right": "issue:45440", "accept": false, - "reason": "Gemma eos_token_id mismatch and Qwen3.5 flash-attention generation failure are unrelated." + "reason": "Python version compatibility regression and DeepSeekV3MoE divergence are unrelated." }, { - "left": "issue:43976", - "right": "issue:45440", + "left": "issue:43278", + "right": "issue:43575", "accept": false, - "reason": "Python-version support regression and DeepseekV3MoE divergence are unrelated issues." + "reason": "Eval dtype drift and tensor-parallel OOM are not the same bug." }, { - "left": "issue:29127", - "right": "issue:34567", + "left": "issue:44361", + "right": "issue:45198", "accept": false, - "reason": "LayoutLMv3 error-message clarity and TrainerState token counter updating are different concerns." + "reason": "MLukeTokenizer AttributeError and Wav2Vec2 save/tokenization failure are different tokenizer paths." }, { - "left": "issue:33357", - "right": "issue:39692", + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3 auto device mapping cuda assert and Gemma4 OOM are distinct model-loading/runtime failures." + }, + { + "left": "issue:44977", + "right": "issue:45563", "accept": false, - "reason": "MacOS bus error on CLIP loading and SigLIP2 docs/model-processor mismatch are separate problems." + "reason": "Flash-attention generation failure and stale paged-generate warning are unrelated." } ] }, @@ -10392,282 +10518,281 @@ "issue:33357", "issue:34689", "issue:35141", - "issue:41720", "issue:42490", "issue:42915", "issue:42994", "issue:43065", - "issue:43278", + "issue:43334", "issue:43381", "issue:43412", + "issue:43526", + "issue:43531", "issue:43575", "issue:43611", "issue:43653", "issue:43701", "issue:43756", "issue:43994", - "issue:44186", "issue:44206", "issue:44265", - "issue:44361", + "issue:44387", "issue:44442", "issue:44479", - "issue:44561", "issue:44568", + "issue:44625", "issue:44743", - "issue:44779", - "issue:44977", "issue:45198", - "issue:45229", "issue:45245", "issue:45372", + "issue:45406", "issue:45412", "issue:45440", "issue:45459", "issue:45491", "issue:45563", + "issue:45584", "issue:45588", "issue:45593", "issue:45712", "issue:45803", - "issue:45823", "issue:46121", - "issue:46693" + "issue:46693", + "issue:46701", + "issue:47217" ], "soft_pairs": [ - "issue:43278|issue:43575", - "issue:44361|issue:45198", - "issue:44561|issue:44779", - "issue:44186|issue:45198", - "issue:44568|issue:45491", - "issue:45198|issue:45803", - "issue:41720|issue:45229", - "issue:44977|issue:45563", - "issue:45588|issue:45823", + "issue:29942|issue:30064", "issue:43611|issue:46121", + "issue:45198|issue:45803", + "issue:44568|issue:45491", + "issue:44206|issue:44479", + "issue:43412|issue:45588", "issue:29870|issue:34689", - "issue:29942|issue:30064", "issue:43653|issue:44743", - "issue:44206|issue:44479", + "issue:42915|issue:42994", "issue:43756|issue:45440", "issue:43653|issue:44442", - "issue:42915|issue:42994", "issue:44265|issue:45198", "issue:43575|issue:43701", "issue:29127|issue:33357", - "issue:42490|issue:43381", "issue:43065|issue:43994", - "issue:43065|issue:45412", + "issue:42490|issue:43381", "issue:45491|issue:46693", "issue:29127|issue:35141", + "issue:43065|issue:45412", + "issue:43575|issue:44387", "issue:45245|issue:45563", - "issue:43412|issue:45588", "issue:45372|issue:45588", + "issue:43526|issue:47217", + "issue:43994|issue:45412", + "issue:45459|issue:45712", "issue:45440|issue:45593", - "issue:45459|issue:45712" + "issue:45406|issue:46701", + "issue:43334|issue:43531", + "issue:44625|issue:45584" ], - "prepared_review_unit_hash": "56a1a1cce5f231f819142321405f183c754429f2d06631d8857a07a96799807c", + "prepared_review_unit_hash": "c8e231882c36dd148eb9c003032aa6e44872b483e758414ace6d5a74680bae00", "component_budget": { "node_count": 520, "item_count": 520, - "soft_pair_count": 1916, - "serialized_chars": 993437, - "estimated_input_tokens": 248360, - "estimated_eval_tokens": 496976 + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36782, - "estimated_input_tokens": 9196, - "estimated_eval_tokens": 18648 + "soft_pair_count": 29, + "serialized_chars": 36611, + "estimated_input_tokens": 9153, + "estimated_eval_tokens": 18562 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: it spans unrelated tokenizer bugs, model-loading regressions, generation issues, export failures, and attention/runtime problems. None of the soft-similarity pairs look like the same underlying bug, so all soft edges should be rejected.", + "summary": "This cluster is heterogeneous: the soft pairs share only broad vocabulary like regressions, OOMs, tokenizers, or generation, but they point to different models, code paths, and failure modes. No soft edge looks like the same underlying bug/change, so none are accepted.", "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue: the items are too diverse across models and subsystems to represent one duplicate target.", + "canonical_issue_reason": "issue:44479 is the broadest high-impact regression here, affecting multiple Qwen VL variants and clearly describing a reproducible user-facing breakage; it is the best representative issue even though it is not a duplicate of the others.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45588 is the clearest standalone report (specific crash in `integrations/flash_attention.py` with a concrete null-handling failure), but it is not a valid global duplicate anchor for the rest of the set.", + "best_issue_reason": "issue:44479 is the strongest standalone issue candidate because it has the widest scope across related model variants and the clearest regression framing.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43278", - "right": "issue:43575", - "accept": false, - "reason": "BF16/FP32 dtype drift in evaluation is unrelated to Qwen TP loading OOM." - }, - { - "left": "issue:44361", - "right": "issue:45198", - "accept": false, - "reason": "Different tokenizer families and different failure modes: MLuke AttributeError vs Wav2Vec2 save/tokenization failure." - }, - { - "left": "issue:44561", - "right": "issue:44779", - "accept": false, - "reason": "API removal breakage for trust_remote_code is not the same bug as Deepseek tokenizer regression." - }, - { - "left": "issue:44186", - "right": "issue:45198", + "left": "issue:29942", + "right": "issue:30064", "accept": false, - "reason": "LayoutLMv2 NER/padding crash and Wav2Vec2 save/tokenization failure are unrelated tokenizer issues." + "reason": "Flash Attention 2 test failures and an image processor segmentation-map bug are unrelated subsystems and failure modes." }, { - "left": "issue:44568", - "right": "issue:45491", + "left": "issue:43611", + "right": "issue:46121", "accept": false, - "reason": "Missing BOS/EOS tokens is a tokenizer special-token bug, not the same as Gemma3 NaN embeddings from sliding-window attention." + "reason": "One is a model-loading/base_model_prefix regression; the other is a ROPE-validation TypeError on JSON-loaded lists. Different code paths." }, { "left": "issue:45198", "right": "issue:45803", "accept": false, - "reason": "Wav2Vec2 save/tokenization failure is unrelated to Fuyu's broad exception handling bug." + "reason": "Wav2Vec2 save/tokenization failures and a Fuyu tensor-conversion bare-except bug are distinct model-specific issues." }, { - "left": "issue:41720", - "right": "issue:45229", - "accept": false, - "reason": "Both are GPU-related, but one is a cudaErrorAssert during auto device mapping and the other is an OOM during multi-GPU inference." - }, - { - "left": "issue:44977", - "right": "issue:45563", + "left": "issue:44568", + "right": "issue:45491", "accept": false, - "reason": "Qwen3.5 flash-attention generation failure is unrelated to a stale warning about `num_return_sequences`." + "reason": "Tokenizer special-token behavior and Gemma3 NaN embeddings in sliding-window batching are not the same bug." }, { - "left": "issue:45588", - "right": "issue:45823", + "left": "issue:44206", + "right": "issue:44479", "accept": false, - "reason": "flash_attention null-handling crash is a different code path from Gemma4 PLE device mismatch in forward." + "reason": "torch.export failures with torch_compilable_check are unrelated to the Qwen video-input regression." }, { - "left": "issue:43611", - "right": "issue:46121", + "left": "issue:43412", + "right": "issue:45588", "accept": false, - "reason": "`base_model_prefix` loading regression and RoPE validation TypeError are distinct loading/configuration bugs." + "reason": "ExecuTorch export validation errors and a flash-attention s_aux=None crash involve different components and symptoms." }, { "left": "issue:29870", "right": "issue:34689", "accept": false, - "reason": "BART `generate()` unbound local error is unrelated to Llama 3.2 Vision model loading failure." - }, - { - "left": "issue:29942", - "right": "issue:30064", - "accept": false, - "reason": "Flash Attention 2 test failures and void segmentation map processing are completely different issues." + "reason": "A BART generate() UnboundLocalError and a Llama 3.2 vision model-loading failure do not share the same underlying defect." }, { "left": "issue:43653", "right": "issue:44743", "accept": false, - "reason": "BigBird tokenizer special-token registration bug is unrelated to Qwen recurrent-state reset with cache." + "reason": "BigBird tokenizer special-token registration and Qwen3.5 recurrent-state reset are unrelated." }, { - "left": "issue:44206", - "right": "issue:44479", + "left": "issue:42915", + "right": "issue:42994", "accept": false, - "reason": "Unsupported `center` arg in LasrFeatureExtractor is unrelated to the Qwen video regression." + "reason": "Both mention quantization, but one is a FineGrainedFP8 model/config failure and the other is quantized model saving; different bugs." }, { "left": "issue:43756", "right": "issue:45440", "accept": false, - "reason": "Both mention model implementation differences, but they concern different models and different functional bugs." + "reason": "Both concern model-implementation divergence, but they are for different models and different code changes." }, { "left": "issue:43653", "right": "issue:44442", "accept": false, - "reason": "BigBird tokenizer decode issue and FastSpeech2Conformer tokenizer loading failure are not the same defect." - }, - { - "left": "issue:42915", - "right": "issue:42994", - "accept": false, - "reason": "Qwen3Moe FP8 config failure and quantized model saving failure are separate quantization-path bugs." + "reason": "BigBirdTokenizer decode emptiness and FastSpeech2ConformerTokenizer loading failure are different tokenizer bugs." }, { "left": "issue:44265", "right": "issue:45198", "accept": false, - "reason": "`torch.export` failure due to `torch_compilable_check` is unrelated to Wav2Vec2 tokenization/save issues." + "reason": "torch.export with torch_compilable_check and Wav2Vec2 save/tokenization failures are unrelated." }, { "left": "issue:43575", "right": "issue:43701", "accept": false, - "reason": "TP-loading OOM for Qwen2-57B is not the same as a checkpoint key mismatch on resume." + "reason": "Tensor-parallel OOM and resume_from_checkpoint key mismatch are separate failure classes." }, { "left": "issue:29127", "right": "issue:33357", "accept": false, - "reason": "LayoutLMv3 error clarity and CLIP bus error on macOS are different bugs with different failure surfaces." - }, - { - "left": "issue:42490", - "right": "issue:43381", - "accept": false, - "reason": "Trailing-slash import warning is unrelated to eval-mode gradient checkpointing incompatibility." + "reason": "LayoutLMv3 box validation messaging and a MacOS CLIP bus error are not the same defect." }, { "left": "issue:43065", "right": "issue:43994", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to SigLIP2 producing bad outputs with AutoModel/pipeline." + "reason": "A dummy Sam3PixelDecoder convolution and a SigLIP2 AutoModel/pipeline correctness issue do not match." }, { - "left": "issue:43065", - "right": "issue:45412", + "left": "issue:42490", + "right": "issue:43381", "accept": false, - "reason": "Sam3PixelDecoder dummy layer issue and RT-DETR memory retention are different model/runtime problems." + "reason": "Trailing-slash import warning and gradient-checkpointing eval-mode restriction are unrelated." }, { "left": "issue:45491", "right": "issue:46693", "accept": false, - "reason": "Gemma3 NaN embeddings is a correctness bug, while FA2 long-context regression is a performance issue." + "reason": "Both involve FA2/long-context, but one is NaN embeddings from all-padding sliding windows while the other is a performance regression; not the same bug." }, { "left": "issue:29127", "right": "issue:35141", "accept": false, - "reason": "LayoutLMv3 box-info error messaging and token-embedding reinitialization in post_init are unrelated bugs." + "reason": "LayoutLMv3 error clarity and embedding reinitialization after resize are different issues." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Dummy convolution in Sam3PixelDecoder and RT-DETR memory retention are unrelated." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both can OOM, but one is tensor-parallel model loading and the other is increased CUDA reserved memory under int4 quantization; different root causes." }, { "left": "issue:45245", "right": "issue:45563", "accept": false, - "reason": "Category-count runtime error and stale generate warning are not the same kind of issue." + "reason": "Category-count runtime error and stale num_return_sequences warning are unrelated generate/model handling bugs." }, { - "left": "issue:43412", + "left": "issue:45372", "right": "issue:45588", "accept": false, - "reason": "Executorch export failure with missing training guard/unsupported op is unrelated to flash_attention null handling." + "reason": "Gemma 4 processor import breakage and flash_attention.py s_aux=None are separate failures." }, { - "left": "issue:45372", - "right": "issue:45588", + "left": "issue:43526", + "right": "issue:47217", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and VL image-placeholder handling are different image-processing/model-input bugs." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 incorrect outputs and RT-DETR memory release are unrelated." + }, + { + "left": "issue:45459", + "right": "issue:45712", "accept": false, - "reason": "Gemma processor import failure from `mistral_common` is unrelated to the flash_attention crash." + "reason": "Hiding tokenizer errors when protobuf is absent and leftover dummy classes in dummy_pt_objects.py are distinct maintenance issues." }, { "left": "issue:45440", "right": "issue:45593", "accept": false, - "reason": "DeepSeekV3MoE divergence from remote impl and D-FINE auxiliary-loss logic are different model-specific bugs." + "reason": "DeepSeekV3MoE divergence from remote implementation and D-FINE auxiliary-loss behavior are unrelated model changes." + }, + { + "left": "issue:45406", + "right": "issue:46701", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and DiffusionGemmaGenerationOutput pipeline failure are different code paths." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Qwen3-VL pad_token_id loading failure and Qwen3-MoE sliding_window issue are separate model/config bugs." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription handling are unrelated." } ] }, @@ -10698,30 +10823,31 @@ "issue:35141", "issue:42915", "issue:43066", - "issue:43334", + "issue:43262", "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:44206", "issue:44279", - "issue:44387", "issue:44442", "issue:44462", "issue:44514", "issue:44743", "issue:44811", "issue:44857", + "issue:44898", "issue:44977", "issue:45072", "issue:45245", "issue:45250", + "issue:45325", "issue:45372", "issue:45381", "issue:45406", @@ -10730,248 +10856,241 @@ "issue:45491", "issue:45588", "issue:45834", + "issue:45859", "issue:46121", "issue:46369", "issue:46399", "issue:46640", "issue:46693", - "issue:46701", - "issue:46821", - "issue:47217" + "issue:46697", + "issue:46821" ], "soft_pairs": [ - "issue:43526|issue:47217", - "issue:43575|issue:44387", - "issue:45406|issue:46701", - "issue:43994|issue:45412", - "issue:43066|issue:44462", "issue:43421|issue:45491", "issue:45372|issue:45406", - "issue:45412|issue:46369", "issue:44442|issue:45072", + "issue:45250|issue:46640", + "issue:43066|issue:44462", + "issue:43526|issue:45834", + "issue:45412|issue:46369", "issue:45372|issue:45459", "issue:27957|issue:33290", - "issue:27957|issue:29127", - "issue:43526|issue:45834", "issue:33290|issue:34689", - "issue:33290|issue:35141", + "issue:27957|issue:29127", "issue:43824|issue:44279", + "issue:33290|issue:35141", "issue:43526|issue:46693", - "issue:44857|issue:45588", - "issue:43334|issue:43531", + "issue:42915|issue:43931", "issue:43994|issue:46369", - "issue:45250|issue:46640", + "issue:44857|issue:45588", "issue:43381|issue:43873", - "issue:42915|issue:43931", "issue:45588|issue:46821", "issue:46121|issue:46399", - "issue:44514|issue:45381", "issue:43646|issue:44077", + "issue:44514|issue:45381", "issue:44977|issue:45245", - "issue:44743|issue:44811" + "issue:44743|issue:44811", + "issue:43761|issue:45859", + "issue:44442|issue:44898", + "issue:43262|issue:44206", + "issue:45325|issue:46697" ], - "prepared_review_unit_hash": "8f1277c65da520e0927f523cf890ec399430c40cfd281dddb08f12bbdaa2092f", + "prepared_review_unit_hash": "31eeb5ab538ed2ea0afc212e429c6beb088335bd4d39ea9f9b7a6487a2a3ae52", "component_budget": { "node_count": 520, "item_count": 520, - "soft_pair_count": 1916, - "serialized_chars": 993437, - "estimated_input_tokens": 248360, - "estimated_eval_tokens": 496976 + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35617, - "estimated_input_tokens": 8905, - "estimated_eval_tokens": 18066 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36055, + "estimated_input_tokens": 9014, + "estimated_eval_tokens": 18284 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft duplicates look valid here: the paired issues only share broad vocabulary (e.g. \"flash attention\", \"OOM\", \"tokenizer\") but describe different code paths and failure modes. This looks like a heterogeneous set, not one duplicate cluster.", - "confidence": 0.97, - "canonical_issue_reason": "No single issue is a credible canonical representative; the items span unrelated bugs and features with only superficial title overlap.", + "summary": "These issues are mostly unrelated; the soft-similarity signals are driven by broad topical overlap (tokenizers, flash-attention, vision models, memory/offload) rather than the same underlying bug. No soft edge looks safe to merge as a duplicate, and there are no PRs in the set.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 44462 is the best anchor only because it is a concrete, reproducible tokenizer-loading bug with a clearly scoped code path; however, the cluster overall does not form a real duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue: none of these issues can safely stand in for the rest as the underlying problem is not shared.", + "best_issue_reason": "Issue 44462 is the most actionable and specific representative among these mostly unrelated reports, making it the best issue candidate if one must be chosen.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43526", - "right": "issue:47217", + "left": "issue:43421", + "right": "issue:45491", "accept": false, - "reason": "Different subsystems and symptoms: BEiT image processor label reduction vs VL image-placeholder handling." + "reason": "Different bugs: runtime special-token/post-processor syncing vs NaN embeddings from mixed-length sliding-window attention." }, { - "left": "issue:43575", - "right": "issue:44387", + "left": "issue:45372", + "right": "issue:45406", "accept": false, - "reason": "Both mention OOM, but one is tensor-parallel loading for a Qwen model and the other is int4 quantization memory regression." + "reason": "Both mention Gemma 4 loading, but one is an import/dependency failure and the other is a missing _tokenizer attribute in serve; not the same code-path bug." }, { - "left": "issue:45406", - "right": "issue:46701", + "left": "issue:44442", + "right": "issue:45072", "accept": false, - "reason": "Gemma4 processor loading/import failure is unrelated to DiffusionGemma image-text-to-text pipeline failure." + "reason": "Unrelated tokenizer-loading failure vs dtype mismatch in bfloat16 inference." }, { - "left": "issue:43994", - "right": "issue:45412", + "left": "issue:45250", + "right": "issue:46640", "accept": false, - "reason": "SigLIP2 wrong outputs and RT-DETR memory release are different problems in different model families." + "reason": "Both are generic Flash Attention 2 titles, but there is no evidence they describe the same concrete defect." }, { "left": "issue:43066", "right": "issue:44462", "accept": false, - "reason": "Tokenizer decoder type mismatch in v5 is not the same as AutoTokenizer ignoring repository tokenizer.json." - }, - { - "left": "issue:43421", - "right": "issue:45491", - "accept": false, - "reason": "Runtime special-token post-processor updates are unrelated to Gemma3 NaN embeddings with sliding-window attention." + "reason": "Different tokenizer issues: wrong decoder type in v5 vs AutoTokenizer ignoring repository tokenizer.json." }, { - "left": "issue:45372", - "right": "issue:45406", + "left": "issue:43526", + "right": "issue:45834", "accept": false, - "reason": "Dependency import error in Gemma 4 path is distinct from a missing _tokenizer attribute on Gemma4Processor." + "reason": "Different image-processing bugs: Beit reduce_labels corruption vs Kosmos2.5 OCR index error." }, { "left": "issue:45412", "right": "issue:46369", "accept": false, - "reason": "Both are memory-related, but one is RT-DETR cleanup/leak behavior and the other is SAM3-LiteText memory overflow." - }, - { - "left": "issue:44442", - "right": "issue:45072", - "accept": false, - "reason": "AutoTokenizer load failure for a tokenizer class and dtype mismatch in CI are unrelated." + "reason": "Both are memory-related, but one is GC cleanup for RT-DETR and the other is overflow in sam3-litetext; not the same bug." }, { "left": "issue:45372", "right": "issue:45459", "accept": false, - "reason": "Gemma 4 import breakage is not the same as protobuf exception handling hiding tokenizer errors." + "reason": "Different tokenizer-loading failures: missing ReasoningEffort import vs protobuf-missing error masking." }, { "left": "issue:27957", "right": "issue:33290", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta is unrelated to Adafactor+DeepSpeed OOM." - }, - { - "left": "issue:27957", - "right": "issue:29127", - "accept": false, - "reason": "Model/attention integration issue does not match a LayoutLMv3 error-message clarity bug." - }, - { - "left": "issue:43526", - "right": "issue:45834", - "accept": false, - "reason": "BEiT label reduction bug and Kosmos2.5 long OCR index error are different image-processing issues." + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to an Adafactor/deepspeed OOM." }, { "left": "issue:33290", "right": "issue:34689", "accept": false, - "reason": "DeepSpeed optimizer OOM and Llama 3.2 Vision model loading breakage are unrelated." + "reason": "Different failures: optimizer OOM vs model-loading breakage for Llama 3.2 Vision." }, { - "left": "issue:33290", - "right": "issue:35141", + "left": "issue:27957", + "right": "issue:29127", "accept": false, - "reason": "Optimizer OOM is not the same as embedding reinitialization after resizing token embeddings." + "reason": "Unrelated: Flash Attention 2 model support vs clearer layoutlmv3 box error messaging." }, { "left": "issue:43824", "right": "issue:44279", "accept": false, - "reason": "Import error for a specific Qwen model class is not the same as a generic dependency issue with transformers." + "reason": "ImportError for a specific Qwen model is not the same as a generic dependency issue with transformers." }, { - "left": "issue:43526", - "right": "issue:46693", + "left": "issue:33290", + "right": "issue:35141", "accept": false, - "reason": "Label reduction bug in an image processor is unrelated to FA2 long-context performance regression." + "reason": "OOM in deepspeed/Adafactor is unrelated to embedding reinitialization after resize." }, { - "left": "issue:44857", - "right": "issue:45588", + "left": "issue:43526", + "right": "issue:46693", "accept": false, - "reason": "AMP/CUDA crash in LwDetrImageLoss and flash-attention sink handling are different failure paths." + "reason": "Different problems: label reduction bug vs Flash Attention 2 long-context performance regression." }, { - "left": "issue:43334", - "right": "issue:43531", + "left": "issue:42915", + "right": "issue:43931", "accept": false, - "reason": "Missing pad_token_id in Qwen3-VL config is unrelated to sliding_window behavior in Qwen3-MoE." + "reason": "Different model/config failures: FP8 config incompatibility vs Qwen3-VL weight-shape mismatch." }, { "left": "issue:43994", "right": "issue:46369", "accept": false, - "reason": "SigLIP2 wrong outputs and SAM3-LiteText memory overflow do not describe the same bug." + "reason": "Different symptoms and code paths: bad AutoModel/pipeline outputs vs model memory overflow." }, { - "left": "issue:45250", - "right": "issue:46640", + "left": "issue:44857", + "right": "issue:45588", "accept": false, - "reason": "Both are about Flash Attention 2, but the titles are too generic to indicate the same concrete bug." + "reason": "Different crashes in different components: float16 AMP loss vs flash_attention sink-less attribute handling." }, { "left": "issue:43381", "right": "issue:43873", "accept": false, - "reason": "Gradient checkpointing eval-mode restriction is unrelated to quantization offloading behavior." - }, - { - "left": "issue:42915", - "right": "issue:43931", - "accept": false, - "reason": "Qwen3Moe FP8 config failure and Qwen3-VL weight-shape mismatch are separate model-loading problems." + "reason": "Gradient checkpointing in eval mode and quantization offloading are separate behaviors." }, { "left": "issue:45588", "right": "issue:46821", "accept": false, - "reason": "Flash-attention sink handling crash is not the same as TimesFM window_size attribute error." + "reason": "Unrelated: flash_attention sink handling vs TimesFM window_size attribute access." }, { "left": "issue:46121", "right": "issue:46399", "accept": false, - "reason": "RoPE validation type handling and Qwen3.5 rotary registration failure are different code paths." + "reason": "Rope-parameter list handling and Qwen3.5 kernel registration are different bugs." }, { - "left": "issue:44514", - "right": "issue:45381", + "left": "issue:43646", + "right": "issue:44077", "accept": false, - "reason": "Processor batching/padding crash and Qwen2.5-VL vision_position_ids bug are distinct." + "reason": "General custom-model initialization regression is not the same as patchtsmixer's post_init contract issue." }, { - "left": "issue:43646", - "right": "issue:44077", + "left": "issue:44514", + "right": "issue:45381", "accept": false, - "reason": "Custom model initialization breakage is not the same as patchtsmixer post_init API restriction." + "reason": "Different Qwen2.5-VL bugs: batched chat-template padding crash vs video vision_position_ids miscalculation." }, { "left": "issue:44977", "right": "issue:45245", "accept": false, - "reason": "Flash-attention generation issue and category-count runtime limit are unrelated." + "reason": "Flash-attention generation bug is unrelated to the category-count runtime error." }, { "left": "issue:44743", "right": "issue:44811", "accept": false, - "reason": "Qwen3.5 recurrent state reset and Whisper batch_decode skip_special_tokens handling are unrelated." + "reason": "Different domains: Qwen recurrent-state caching vs Whisper batch_decode token skipping." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIPVisionModel hidden-state regression is unrelated to Qwen3_5Moe CPU-offload compatibility." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Different vision/model-loading bugs: FastSpeech2ConformerTokenizer loading vs Perceiver non-default-resolution failure." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio chat-template sample-rate defaulting is unrelated to LasrFeatureExtractor passing an unsupported center arg." + }, + { + "left": "issue:45325", + "right": "issue:46697", + "accept": false, + "reason": "Different image/video preprocessing bugs: Qwen2.5-VL rope indexing vs Swin2SR over-padding." } ] }, @@ -10995,19 +11114,22 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-520", "nodes": [ + "issue:25251", "issue:27957", + "issue:28282", "issue:29870", + "issue:32090", "issue:42175", "issue:42490", "issue:42617", "issue:43232", - "issue:43262", "issue:43316", "issue:43388", "issue:43493", "issue:43525", "issue:43550", "issue:43575", + "issue:43606", "issue:43643", "issue:43701", "issue:43720", @@ -11019,250 +11141,254 @@ "issue:43931", "issue:44062", "issue:44077", + "issue:44079", + "issue:44188", "issue:44190", - "issue:44206", "issue:44442", "issue:44479", "issue:44496", "issue:44743", "issue:44855", "issue:44871", - "issue:44898", "issue:44913", "issue:44964", "issue:44987", "issue:45137", "issue:45216", - "issue:45325", "issue:45440", "issue:45759", "issue:45803", - "issue:45859", "issue:45907", "issue:46178", "issue:46234", - "issue:46506", - "issue:46697" + "issue:46506" ], "soft_pairs": [ - "issue:43761|issue:45859", - "issue:44442|issue:44898", - "issue:43262|issue:44206", "issue:42490|issue:44743", "issue:43720|issue:44442", - "issue:27957|issue:29870", "issue:42175|issue:46234", "issue:44077|issue:44479", - "issue:43493|issue:43827", - "issue:44964|issue:45440", - "issue:43316|issue:43525", "issue:43873|issue:44871", + "issue:27957|issue:29870", + "issue:43493|issue:43827", "issue:44062|issue:45907", "issue:43643|issue:44913", - "issue:44855|issue:45137", + "issue:44964|issue:45440", "issue:43316|issue:45759", - "issue:45325|issue:46697", + "issue:43316|issue:43525", + "issue:25251|issue:28282", "issue:43749|issue:43931", "issue:44987|issue:46178", + "issue:44855|issue:45137", + "issue:42617|issue:43575", + "issue:43550|issue:43701", "issue:44190|issue:44496", + "issue:43575|issue:43742", + "issue:43761|issue:44079", "issue:43931|issue:45216", "issue:43701|issue:46506", - "issue:43550|issue:43701", - "issue:42617|issue:43575", + "issue:43606|issue:43701", "issue:44442|issue:45803", - "issue:43575|issue:43742", - "issue:43232|issue:43388" + "issue:27957|issue:32090", + "issue:43232|issue:43388", + "issue:43761|issue:44188" ], - "prepared_review_unit_hash": "a015cdbdcfa75aff857ddd4f74ec3423e33b3f21672a31d7bdc6c4a82b27a984", + "prepared_review_unit_hash": "353a991ce33c3c18da465512177547ee9d0be80ad6654ad9ddabca6cbdc8be03", "component_budget": { "node_count": 520, "item_count": 520, - "soft_pair_count": 1916, - "serialized_chars": 993437, - "estimated_input_tokens": 248360, - "estimated_eval_tokens": 496976 + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 36030, - "estimated_input_tokens": 9008, - "estimated_eval_tokens": 18272 + "soft_pair_count": 28, + "serialized_chars": 36282, + "estimated_input_tokens": 9071, + "estimated_eval_tokens": 18398 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All soft-pair candidates look like false positives: they share superficial vocabulary (loading, config, regression, etc.) but describe different models, APIs, and failure modes.", + "summary": "No single duplicate cluster emerges here: these issues span unrelated models, loading paths, generation bugs, training utilities, docs, and backend registration. All soft-edge pairs look like false positives rather than the same underlying bug/change.", "confidence": 0.98, - "canonical_issue_reason": "No single canonical issue stands out because the provided issues are heterogeneous and do not form a true duplicate cluster.", - "canonical_pr_reason": "No pull requests were provided.", - "best_issue_reason": "No issue is a better global duplicate anchor here; the set is too scattered across unrelated bugs and subsystems.", - "best_pr_reason": "No pull requests were provided.", + "canonical_issue_reason": "No single canonical issue fits this set; the items are too heterogeneous and do not share one underlying code path.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43761 is the clearest standalone bug report: it is a concrete regression with a precise symptom and expected/actual behavior, making it the best representative issue if one must be chosen.", + "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43761", - "right": "issue:45859", + "left": "issue:42490", + "right": "issue:44743", "accept": false, - "reason": "Different bugs: CLIPVisionModel hidden_states regression vs Qwen3_5Moe CPU offload incompatibility." + "reason": "Different problems: local-path import warning vs recurrent-state reset in Qwen3.5 cache handling." }, { - "left": "issue:44442", - "right": "issue:44898", + "left": "issue:43720", + "right": "issue:44442", "accept": false, - "reason": "Tokenizer-loading failure and image-classification padding bug are unrelated." + "reason": "BitNet accelerate-loading unpacking bug vs tokenizer loading failure for FastSpeech2Conformer; unrelated code paths." }, { - "left": "issue:43262", - "right": "issue:44206", + "left": "issue:42175", + "right": "issue:46234", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting is unrelated to the feature extractor center-arg crash." + "reason": "Backend packaging omission vs a missing import_utils availability helper; both import-related, but not the same bug." }, { - "left": "issue:42490", - "right": "issue:44743", + "left": "issue:44077", + "right": "issue:44479", "accept": false, - "reason": "Local-path import warning and Qwen recurrent-state reset are separate code paths." + "reason": "Optional post_init validation vs video-input regression in Qwen VL models; distinct model/config issues." }, { - "left": "issue:43720", - "right": "issue:44442", + "left": "issue:43873", + "right": "issue:44871", "accept": false, - "reason": "BitNet weight unpacking during accelerate loading is unrelated to FastSpeech2 tokenizer loading." + "reason": "Quantization/offloading behavior vs Gemma eos_token_id config mismatch; different failure modes." }, { "left": "issue:27957", "right": "issue:29870", "accept": false, - "reason": "XLMRoberta Flash Attention 2 support and BART generate() mask initialization are different issues." + "reason": "FlashAttention2 support for XLM-Roberta vs BART generate decoder_attention_mask bug; unrelated." }, { - "left": "issue:42175", - "right": "issue:46234", + "left": "issue:43493", + "right": "issue:43827", "accept": false, - "reason": "Missing TensorFlow backend on install and missing import_utils helper are not the same bug." + "reason": "SigLIP2 implementation mismatch vs docs still referencing removed pipelines; model behavior vs documentation." }, { - "left": "issue:44077", - "right": "issue:44479", + "left": "issue:44062", + "right": "issue:45907", "accept": false, - "reason": "patchtsmixer post_init policy and video-input regression affect different models and failures." + "reason": "Tokenizer AddedToken argument collision vs Hub API not forwarding revision; different layers and APIs." }, { - "left": "issue:43493", - "right": "issue:43827", + "left": "issue:43643", + "right": "issue:44913", "accept": false, - "reason": "SigLIP2 implementation mismatch is not the same as docs still referencing removed pipeline() APIs." + "reason": "Missing fields with trust_remote_code config loading vs GPTNeoX rotary_pct not persisting on reload; both config-related but different bugs." }, { "left": "issue:44964", "right": "issue:45440", "accept": false, - "reason": "Phi-4 multimodal loading failure and DeepseekV3MoE divergence are distinct model-specific problems." + "reason": "Phi-4 multimodal load failure vs DeepSeekV3 remote-implementation divergence; different models and code paths." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy vs Qwen composite-config unwrapping bug; similar theme, but not the same concrete issue." }, { "left": "issue:43316", "right": "issue:43525", "accept": false, - "reason": "Gemma3TextConfig API inconsistency is unrelated to Llama4Config missing pad_token_id." + "reason": "Gemma3TextConfig discrepancy vs Llama4Config missing pad_token_id; different config attributes and symptoms." }, { - "left": "issue:43873", - "right": "issue:44871", + "left": "issue:25251", + "right": "issue:28282", "accept": false, - "reason": "Quantization/offloading behavior and Gemma-3 eos_token_id mismatch are different issues." + "reason": "Pipeline top_k nesting bug vs AutoModel/PyTorch missing-library ImportError; unrelated." }, { - "left": "issue:44062", - "right": "issue:45907", + "left": "issue:43749", + "right": "issue:43931", "accept": false, - "reason": "AddedToken special-kwarg collision is unrelated to list_repo_files revision forwarding." + "reason": "FSDP CPU RAM efficient loading vs Qwen3-VL weight-shape mismatch; both loading-related, but distinct concrete failures." }, { - "left": "issue:43643", - "right": "issue:44913", + "left": "issue:44987", + "right": "issue:46178", "accept": false, - "reason": "trust_remote_code field loss and GPTNeoX rotary_pct reload default are separate config bugs." + "reason": "Transformers loading physical-intelligence/fast vs tensorflow_text backend mapping error; different subsystems." }, { "left": "issue:44855", "right": "issue:45137", "accept": false, - "reason": "Python 3.13 script parsing/import error is unrelated to the ZeRO3 deque underflow." + "reason": "Python 3.13 IndentationError in DebertaV2 import vs DeepSpeed ZeRO3 deque underflow; unrelated runtime errors." }, { - "left": "issue:43316", - "right": "issue:45759", + "left": "issue:42617", + "right": "issue:43575", "accept": false, - "reason": "Gemma3TextConfig discrepancy is not the same as AutoModelForCausalLM failing to unwrap text_config." + "reason": "3d_parallel.py execution failure vs tp-loading OOM for Qwen2-57B; both distributed, but not the same bug." }, { - "left": "issue:45325", - "right": "issue:46697", + "left": "issue:43550", + "right": "issue:43701", "accept": false, - "reason": "Qwen2.5-VL rope-index scaling and Swin2SR over-padding are unrelated image/video preprocessing bugs." + "reason": "torch.compile+SDPA failure in Bamba vs resume_from_checkpoint key mismatch; unrelated training/runtime issues." }, { - "left": "issue:43749", - "right": "issue:43931", + "left": "issue:44190", + "right": "issue:44496", "accept": false, - "reason": "FSDP CPU RAM efficient loading and Qwen3-VL weight-shape mismatch are different loading failures." + "reason": "Local dataset loading in image-classification script vs unrecognized-model config error for OLMo; different failure layers." }, { - "left": "issue:44987", - "right": "issue:46178", + "left": "issue:43575", + "right": "issue:43742", "accept": false, - "reason": "Model load failure on a specific repo and missing tensorflow_text backend mapping are unrelated." + "reason": "Tensor-parallel OOM on Qwen2-57B vs key error loading MobileLLM-125M; different model-loading failures." }, { - "left": "issue:44190", - "right": "issue:44496", + "left": "issue:43761", + "right": "issue:44079", "accept": false, - "reason": "Local dataset loading script failure and unrecognized model config.json error do not match." + "reason": "CLIPVisionModel hidden_states regression vs ModelOutput key assignment issue; both output-related, but different code paths." }, { "left": "issue:43931", "right": "issue:45216", "accept": false, - "reason": "Weight-shape mismatch on load and save_pretrained checkpoint regression are different code paths." + "reason": "Shape mismatch loading Qwen3-VL vs incorrect save_pretrained checkpoint for Qwen3.5; load vs save, not the same bug." }, { "left": "issue:43701", "right": "issue:46506", "accept": false, - "reason": "Checkpoint key mismatch and CPU/CUDA output divergence are unrelated issues." + "reason": "Checkpoint resume key mismatch vs CPU/CUDA output divergence in PPDocLayoutV3; unrelated." }, { - "left": "issue:43550", + "left": "issue:43606", "right": "issue:43701", "accept": false, - "reason": "torch.compile SDPA failure in Bamba is unrelated to resume_from_checkpoint key mismatch." - }, - { - "left": "issue:42617", - "right": "issue:43575", - "accept": false, - "reason": "3d_parallel.py runtime failure and TP OOM when loading Qwen2-57B are different problems." + "reason": "CPU offload device mismatch in bark-small vs checkpoint resume key mismatch; unrelated." }, { "left": "issue:44442", "right": "issue:45803", "accept": false, - "reason": "Tokenizer loading and FuyuBatchFeature exception handling are unrelated." + "reason": "FastSpeech2Conformer tokenizer load failure vs Fuyu batch-feature exception handling bug; different components." }, { - "left": "issue:43575", - "right": "issue:43742", + "left": "issue:27957", + "right": "issue:32090", "accept": false, - "reason": "Qwen2-57B TP OOM and MobileLLM key error are distinct model-loading bugs." + "reason": "XLM-Roberta FlashAttention2 support vs Trainer _gpu_broadcast_one NoneType error; unrelated." }, { "left": "issue:43232", "right": "issue:43388", "accept": false, - "reason": "Generation kwargs update after sync_gpus and gather_for_metrics label truncation are separate distributed-training issues." + "reason": "Generation sync_gpus kwarg update bug vs gather_for_metrics dropping tuple labels; different utilities and symptoms." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression vs torch.compile attention-kernel branching divergence; separate model/runtime issues." } ] }, @@ -11288,37 +11414,35 @@ "nodes": [ "issue:16998", "issue:22355", - "issue:25251", - "issue:27957", - "issue:28282", - "issue:32090", "issue:42907", + "issue:43065", "issue:43295", "issue:43316", + "issue:43352", "issue:43404", "issue:43441", "issue:43452", "issue:43540", "issue:43572", - "issue:43606", "issue:43646", - "issue:43701", "issue:43716", - "issue:43761", "issue:43825", "issue:44077", - "issue:44079", "issue:44162", - "issue:44188", "issue:44242", "issue:44464", "issue:44496", "issue:44514", "issue:44521", "issue:44534", + "issue:44610", + "issue:44617", "issue:44792", "issue:44871", "issue:44913", + "issue:44977", + "issue:45381", + "issue:45542", "issue:45584", "issue:45698", "issue:45803", @@ -11327,7 +11451,9 @@ "issue:46234", "issue:46291", "issue:46365", + "issue:46369", "issue:46421", + "issue:46640", "issue:46821", "issue:46829", "issue:46894", @@ -11335,217 +11461,224 @@ "issue:47217" ], "soft_pairs": [ - "issue:27957|issue:32090", - "issue:43761|issue:44079", - "issue:43606|issue:43701", - "issue:43761|issue:44188", - "issue:25251|issue:28282", "issue:46829|issue:46932", - "issue:42907|issue:45698", "issue:43295|issue:44871", - "issue:16998|issue:22355", - "issue:43295|issue:43825", - "issue:44521|issue:47217", "issue:44871|issue:45584", "issue:43316|issue:43716", + "issue:43295|issue:43825", + "issue:42907|issue:45698", + "issue:16998|issue:22355", + "issue:44521|issue:47217", "issue:46234|issue:46291", + "issue:44077|issue:44534", "issue:43316|issue:46821", "issue:43646|issue:44913", - "issue:44077|issue:44534", "issue:43452|issue:44496", - "issue:44464|issue:46421", "issue:44871|issue:46050", - "issue:45803|issue:46365", - "issue:44162|issue:44792", + "issue:44464|issue:46421", "issue:43404|issue:43441", + "issue:43352|issue:46640", + "issue:44162|issue:44792", + "issue:45803|issue:46365", "issue:44242|issue:46894", "issue:43540|issue:44514", - "issue:43572|issue:46178" + "issue:43065|issue:44617", + "issue:43572|issue:46178", + "issue:45381|issue:47217", + "issue:44792|issue:44977", + "issue:44610|issue:46369", + "issue:45542|issue:46234" ], - "prepared_review_unit_hash": "1164542aaf4362a14af0fb9afb6f73f15b8ecb6a3193efc417021ee52ce5fba8", + "prepared_review_unit_hash": "130cf0675033e91d5f078216948b0fee31d4c0f91bfcc76c2d759038a2df37d7", "component_budget": { "node_count": 520, "item_count": 520, - "soft_pair_count": 1916, - "serialized_chars": 993437, - "estimated_input_tokens": 248360, - "estimated_eval_tokens": 496976 + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 26, - "serialized_chars": 34836, - "estimated_input_tokens": 8709, - "estimated_eval_tokens": 17674 + "soft_pair_count": 27, + "serialized_chars": 34986, + "estimated_input_tokens": 8747, + "estimated_eval_tokens": 17750 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose collection of Transformers issues around v5 regressions, model loading/saving, and multimodal/model-output edge cases rather than a single duplicate bug. None of the soft pairs look close enough to merge as duplicates.", - "confidence": 0.31, - "canonical_issue_reason": "issue:43646 is the broadest umbrella report in the set (\u201cTransformers 5.0.0 breaks custom model initialization\u201d) and best matches the cluster\u2019s overall v5-regression/custom-code theme.", + "summary": "This cluster is not a true duplicate set; it contains many unrelated issues that only share broad themes like serialization, multimodal processing, or Transformers v5 regressions. No soft edge looks safe to merge.", + "confidence": 0.96, + "canonical_issue_reason": "Issue #45698 is the best anchor only because it is a concrete, broadly relevant save/load regression with substantial discussion; however, the cluster as a whole does not form a single duplicate family.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45698 is the strongest standalone issue here: it has substantial discussion, inbound references, and a concrete save_pretrained/from_pretrained failure with clear reproduction value.", + "best_issue_reason": "Issue #45698 is the most generally useful representative issue due to its clear reproduction, high discussion activity, and broad impact on save_pretrained/from_pretrained flows.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:27957", - "right": "issue:32090", - "accept": false, - "reason": "Both are model/runtime errors, but one is about XLM-RoBERTa Flash Attention support and the other is a Trainer GPU broadcast NoneType error; different code paths." - }, - { - "left": "issue:43761", - "right": "issue:44079", + "left": "issue:46829", + "right": "issue:46932", "accept": false, - "reason": "One is a CLIPVision hidden_states regression; the other is a generic ModelOutput key-assignment bug. Similar symptoms, different underlying mechanism." + "reason": "Different bugs: hidden_states packaging for VideoPrism vs quantized vision/audio dtype casting in Gemma4." }, { - "left": "issue:43606", - "right": "issue:43701", + "left": "issue:43295", + "right": "issue:44871", "accept": false, - "reason": "CPU offload device mismatch for bark-small is unrelated to resume_from_checkpoint key mismatches." + "reason": "Different regression classes: processor.tokenizer/image routing vs eos_token_id mismatch in Gemma-3." }, { - "left": "issue:43761", - "right": "issue:44188", + "left": "issue:44871", + "right": "issue:45584", "accept": false, - "reason": "CLIPVision hidden_states handling and torch.compile attention-kernel divergence are unrelated bugs." + "reason": "Unrelated model configs: Gemma eos_token settings vs Whisper empty transcription after special-token alignment." }, { - "left": "issue:25251", - "right": "issue:28282", + "left": "issue:43316", + "right": "issue:43716", "accept": false, - "reason": "Pipeline top_k nesting behavior and missing PyTorch import for AutoModel are unrelated." + "reason": "Different models and failures: Gemma3TextConfig API mismatch vs Mistral-3 image-preprocessor/model dtype mismatch." }, { - "left": "issue:46829", - "right": "issue:46932", + "left": "issue:43295", + "right": "issue:43825", "accept": false, - "reason": "VideoPrism hidden_states output corruption is unrelated to Gemma4 dtype casting for quantized embedders." + "reason": "One is a custom-model processor regression; the other is a pipeline error-message/task-support issue." }, { "left": "issue:42907", "right": "issue:45698", "accept": false, - "reason": "Both touch save/load flows, but one is dequantized Ministrals/Devstrals saving and the other is custom module resolution after save_pretrained; not the same bug." - }, - { - "left": "issue:43295", - "right": "issue:44871", - "accept": false, - "reason": "Processor/tokenizer regression with images is not the same as Gemma-3 eos_token_id config inconsistency." + "reason": "Both involve save/load paths, but one is dequantized Ministral/Devstral saving and the other is custom module resolution after reload." }, { "left": "issue:16998", "right": "issue:22355", "accept": false, - "reason": "DeBERTa-V3 model_max_length question and missing transformers.onnx import are unrelated." - }, - { - "left": "issue:43295", - "right": "issue:43825", - "accept": false, - "reason": "Custom processor/tokenizer regression is unrelated to the pipeline translation error message issue." + "reason": "Completely different problems: model_max_length question vs missing transformers.onnx import." }, { "left": "issue:44521", "right": "issue:47217", "accept": false, - "reason": "Both involve multimodal chat/template handling, but one is all-zero assistant masks and the other is image placeholders in user text; different failures." - }, - { - "left": "issue:44871", - "right": "issue:45584", - "accept": false, - "reason": "Gemma-3 eos_token_id mismatch and Whisper empty-transcription generation are distinct model-specific bugs." + "reason": "Both are VL/multimodal, but one is assistant mask generation and the other is image placeholder handling in user text." }, { - "left": "issue:43316", - "right": "issue:43716", + "left": "issue:46234", + "right": "issue:46291", "accept": false, - "reason": "Gemma3TextConfig API discrepancy and Mistral-3 image preprocessor dtype mismatch are different model/config issues." + "reason": "Different import failures: missing falcon mamba availability helper vs kernels package version/revision requirement." }, { - "left": "issue:46234", - "right": "issue:46291", + "left": "issue:44077", + "right": "issue:44534", "accept": false, - "reason": "Missing falcon_mamba availability helper and kernels import failure with version/revision are unrelated import-utility issues." + "reason": "Unrelated issues: patchtsmixer post_init validation vs junk-filled non-persistent buffers." }, { "left": "issue:43316", "right": "issue:46821", "accept": false, - "reason": "Gemma3TextConfig API discrepancy is unrelated to TimesFM window_size AttributeError." + "reason": "Different APIs and subsystems: Gemma3TextConfig discrepancy vs TimesFM window_size attribute error." }, { "left": "issue:43646", "right": "issue:44913", "accept": false, - "reason": "General custom model initialization breakage is not the same as GPTNeoX rotary_pct reloading default regression." - }, - { - "left": "issue:44077", - "right": "issue:44534", - "accept": false, - "reason": "Patchtsmixer post_init restriction and junk-filled non-persistent buffers are unrelated changes." + "reason": "General v5 initialization breakage vs a specific GPTNeoXConfig rotary_pct reload bug." }, { "left": "issue:43452", "right": "issue:44496", "accept": false, - "reason": "gguf_file loading breakage and unrecognized model config.json errors are both loading-related, but not the same concrete bug." + "reason": "Both affect model loading, but one is gguf_file support and the other is unrecognized model_type in config.json." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Different serialization bugs: eos_token_id inconsistency vs sinq quantization save/load breakage." }, { "left": "issue:44464", "right": "issue:46421", "accept": false, - "reason": "Both mention generation/compile interactions, but chunked generation inconsistency and cache lazy-init recompilation are separate failure modes." + "reason": "Related to chunked generation/cache, but one is output inconsistency and the other is spurious recompilation from lazy cache init." }, { - "left": "issue:44871", - "right": "issue:46050", + "left": "issue:43404", + "right": "issue:43441", "accept": false, - "reason": "Gemma-3 eos_token_id mismatch is unrelated to quantized model save/load breakage after sinq." + "reason": "Different concrete failures: untied lm_head weights vs FlashAttention support error in Ministral-3." }, { - "left": "issue:45803", - "right": "issue:46365", + "left": "issue:43352", + "right": "issue:46640", "accept": false, - "reason": "Bare except in FuyuBatchFeature is unrelated to importing Trainer failing because of datasets." + "reason": "Too broad to merge: a specific model lacking FA2 support vs a generic open Flash Attention 2 issue." }, { "left": "issue:44162", "right": "issue:44792", "accept": false, - "reason": "ESM2 breakage and janus image-generation test failure are different model-specific issues." + "reason": "No shared bug path: ESM2 workflow breakage vs a janus image-generation test failure." }, { - "left": "issue:43404", - "right": "issue:43441", + "left": "issue:45803", + "right": "issue:46365", "accept": false, - "reason": "Mistral3 lm_head tying bug and Ministral-3 FlashAttention failure are distinct bugs in the same family, not the same fix." + "reason": "Different failure modes: broad exception handling in Fuyu batching vs Trainer import conflict with datasets." }, { "left": "issue:44242", "right": "issue:46894", "accept": false, - "reason": "Load-balancing loss omission and CohereASR double-shift training loss bug are both training-loss issues but have different root causes and fixes." + "reason": "Distinct MoE training bugs: missing load-balancing loss vs a double-shift training-loss issue." }, { "left": "issue:43540", "right": "issue:44514", "accept": false, - "reason": "Video input processing error in Qwen3OmniMoe is unrelated to batched apply_chat_template crashes with padding=False." + "reason": "Both are multimodal input issues, but one is Qwen3OmniMoe video processing and the other is Qwen2_5_VL batched chat-template padding." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Different Sam3 problems: dummy Conv2d implementation vs CUDA OOM in Sam3Video." }, { "left": "issue:43572", "right": "issue:46178", "accept": false, - "reason": "StableLmConfig missing pad_token_idx and backend mapping for tensorflow_text are unrelated configuration/import issues." + "reason": "Unrelated config/backend issues: missing pad_token_idx vs tensorflow_text backend mapping error." + }, + { + "left": "issue:45381", + "right": "issue:47217", + "accept": false, + "reason": "Different VL bugs: qwen2.5-vl vision_position_ids for video input vs image placeholder placement in user text." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "No same underlying bug: janus test failure vs Qwen3.5 flash-attention generation issue." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "Different resource/shape issues: OmDet-Turbo input-size mismatch vs Sam3-litetext memory overflow." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "Completely different areas: TensorBoard/TensorFlow backend detection vs missing falcon mamba import utility." } ] }, @@ -11569,12 +11702,12 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-520", "nodes": [ + "issue:25251", + "issue:27957", "issue:29870", "issue:35141", "issue:41950", "issue:42490", - "issue:43065", - "issue:43352", "issue:43388", "issue:43475", "issue:43504", @@ -11584,251 +11717,245 @@ "issue:43673", "issue:43688", "issue:43827", + "issue:43931", "issue:43994", + "issue:44060", "issue:44190", "issue:44479", "issue:44534", - "issue:44610", - "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:45381", - "issue:45405", + "issue:45245", "issue:45406", - "issue:45542", "issue:45588", "issue:45600", "issue:45632", "issue:45698", "issue:45803", + "issue:46082", "issue:46170", "issue:46202", - "issue:46234", - "issue:46369", "issue:46424", - "issue:46640", "issue:46693", + "issue:46697", + "issue:46832", + "issue:46858", + "issue:46932", "issue:47217" ], "soft_pairs": [ - "issue:43065|issue:44617", - "issue:45381|issue:47217", "issue:45632|issue:46424", - "issue:45542|issue:46234", - "issue:44610|issue:46369", "issue:43504|issue:45698", - "issue:44792|issue:44977", - "issue:44792|issue:45600", - "issue:45803|issue:46170", - "issue:43352|issue:46640", - "issue:43650|issue:46202", "issue:44479|issue:47217", - "issue:43525|issue:43531", "issue:44534|issue:44913", + "issue:44792|issue:45600", + "issue:43525|issue:43531", + "issue:45803|issue:46170", + "issue:25251|issue:27957", + "issue:46082|issue:46697", "issue:45127|issue:45200", + "issue:43650|issue:46202", "issue:35141|issue:42490", + "issue:43931|issue:44060", + "issue:46693|issue:47217", + "issue:43388|issue:43688", "issue:41950|issue:43475", "issue:43673|issue:44743", "issue:44190|issue:44964", - "issue:46693|issue:47217", - "issue:43388|issue:43688", "issue:44855|issue:45588", - "issue:44792|issue:45405", - "issue:29870|issue:35141", "issue:43827|issue:43994", - "issue:44734|issue:45406" + "issue:45245|issue:46858", + "issue:29870|issue:35141", + "issue:44869|issue:46832", + "issue:44734|issue:45406", + "issue:45072|issue:46932" ], - "prepared_review_unit_hash": "007218cd83592b219bd7c0295790a93eb88e68c9faad498d6f45bd59928041a4", + "prepared_review_unit_hash": "c75556be76762879b67bc87981284de138a5719a7320b9d7ec72ce889fe1cfcd", "component_budget": { "node_count": 520, "item_count": 520, - "soft_pair_count": 1916, - "serialized_chars": 993437, - "estimated_input_tokens": 248360, - "estimated_eval_tokens": 496976 + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 26, - "serialized_chars": 34998, - "estimated_input_tokens": 8750, - "estimated_eval_tokens": 17756 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 35560, + "estimated_input_tokens": 8890, + "estimated_eval_tokens": 18036 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is not a true duplicate set; the soft pairs are mostly broad thematic similarities across unrelated bugs. I\u2019d keep the items separate and treat the strongest-loading issue as the best representative only by metadata, not by duplication.", - "confidence": 0.96, - "canonical_issue_reason": "issue:45698 has the strongest cross-reference signal and the broadest user impact among the set, but the cluster overall is too heterogeneous to justify a stronger duplicate canonicalization.", + "summary": "This is a heterogeneous cluster of unrelated closed issues across many subsystems; none of the soft pairs look like the same underlying bug, and there are no PRs to compare.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue: the items span unrelated bugs across loading, generation, vision, cache, and docs, and none of the soft pairs describe the same underlying defect.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45698 is the best overall representative because it has the most discussion/inbound references and concerns a core save/load path that affects downstream behavior broadly.", + "best_issue_reason": "issue:45698 is the strongest standalone report if one anchor is needed: it is concrete, reproducible, and has the most discussion/inbound references among the set.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43065", - "right": "issue:44617", - "accept": false, - "reason": "One is a dummy Conv2d design choice in Sam3PixelDecoder; the other is a CUDA OOM in Sam3Video. Different failure modes and fixes." - }, - { - "left": "issue:45381", - "right": "issue:47217", - "accept": false, - "reason": "Both are VL-placeholder related, but one is a video position-id regression and the other is an image-placeholder-in-text failure. Different code paths." - }, { "left": "issue:45632", "right": "issue:46424", "accept": false, - "reason": "Local trust_remote_code cache collisions and cache max_length behavior are unrelated cache bugs." + "reason": "Different bugs: one is a trust_remote_code cache-path collision for local models, the other is about max_cache_length only applying to Quantized Cache." }, { - "left": "issue:45542", - "right": "issue:46234", + "left": "issue:43504", + "right": "issue:45698", "accept": false, - "reason": "TensorBoard-without-TF backend handling is unrelated to a missing import_utils helper for Falcon Mamba SSM." + "reason": "Both concern model loading, but the failures are different: legacy field handling for BEiT semantic segmentation vs wrong custom module resolution after save_pretrained." }, { - "left": "issue:44610", - "right": "issue:46369", + "left": "issue:44479", + "right": "issue:47217", "accept": false, - "reason": "Processor output size mismatch and Sam3-LiteText memory overflow are different problems." + "reason": "Different VL regressions: one is a v5.3.0 video-input issue for specific models, the other is failure when the image placeholder appears in user text." }, { - "left": "issue:43504", - "right": "issue:45698", + "left": "issue:44534", + "right": "issue:44913", "accept": false, - "reason": "Both involve model loading, but one is a legacy preset field issue and the other is wrong custom-module resolution after save_pretrained." + "reason": "Unrelated problems: junk-filled non-persistent buffers versus GPTNeoXConfig rotary_pct not persisting on reload." }, { "left": "issue:44792", - "right": "issue:44977", + "right": "issue:45600", "accept": false, - "reason": "Janus image-generation test failure is not the same bug as Qwen3.5 flash-attention generation breakage." + "reason": "A test failure for janus image generation is not the same as CI breakage from stale auto_mappings entries referencing removed configs." }, { - "left": "issue:44792", - "right": "issue:45600", + "left": "issue:43525", + "right": "issue:43531", "accept": false, - "reason": "A failed Janus test and Sam3LiteText auto-mapping breakage are unrelated." + "reason": "Different model config issues: missing pad_token_id on Llama4Config versus a sliding_window bug in Qwen3-MoE." }, { "left": "issue:45803", "right": "issue:46170", "accept": false, - "reason": "Bare except swallowing interrupts is unrelated to Windows/ROCm import errors." + "reason": "Separate failures: a bare except in Fuyu tensor conversion versus Windows/ROCm import errors from torch.distributed dependency handling." }, { - "left": "issue:43352", - "right": "issue:46640", + "left": "issue:25251", + "right": "issue:27957", "accept": false, - "reason": "Model-specific unsupported FA2 error is not clearly the same as a broader flash-attention issue." + "reason": "These are unrelated: pipeline top_k changing output nesting is a data-shape bug, while the other is an XLMRoberta Flash Attention 2 model issue." }, { - "left": "issue:43650", - "right": "issue:46202", + "left": "issue:46082", + "right": "issue:46697", "accept": false, - "reason": "Placeholder text 'ADD THE DATA' and Gemma roundtrip failure on \u2581 are unrelated." + "reason": "Different code paths and symptoms: LlamaConfig head_dim validation versus Swin2SR image over-padding." }, { - "left": "issue:44479", - "right": "issue:47217", + "left": "issue:45127", + "right": "issue:45200", "accept": false, - "reason": "Video-input regression across Qwen VL models is not the same as image placeholder handling in user text." + "reason": "Both involve model behavior changes, but one is LoRA merge collapse with tied embeddings and the other is Gemma 4 mm_token_type_ids defaulting for text-only tuning." }, { - "left": "issue:43525", - "right": "issue:43531", + "left": "issue:43650", + "right": "issue:46202", "accept": false, - "reason": "Missing pad_token_id in Llama4Config and a Qwen3-MoE sliding_window bug are unrelated." + "reason": "No shared underlying defect: the first is a nonspecific/low-signal issue title, while the second is a Gemma pipeline roundtrip failure on a specific token character." }, { - "left": "issue:44534", - "right": "issue:44913", + "left": "issue:35141", + "right": "issue:42490", "accept": false, - "reason": "Non-persistent buffer junk initialization and GPTNeoX rotary_pct reload loss are different state/persistence bugs." + "reason": "Distinct bugs: post_init reinitializing resized embeddings versus an import warning caused by a trailing slash in a local model path." }, { - "left": "issue:45127", - "right": "issue:45200", + "left": "issue:43931", + "right": "issue:44060", "accept": false, - "reason": "LoRA merge collapse with extended vocab is unrelated to mm_token_type_ids defaults in Gemma 4." + "reason": "Different model-loading issues: Qwen3-VL weight-shape mismatch versus an incorrect tied-weights warning in Qwen3-Next." }, { - "left": "issue:35141", - "right": "issue:42490", + "left": "issue:46693", + "right": "issue:47217", + "accept": false, + "reason": "A long-context FA2 performance regression is unrelated to VL failures caused by image placeholder placement in user text." + }, + { + "left": "issue:43388", + "right": "issue:43688", "accept": false, - "reason": "Embedding reinitialization after resize and trailing-slash local model import warnings are unrelated." + "reason": "Different training-time problems: gather_for_metrics dropping tuple labels versus incorrect auxiliary-loss normalization." }, { "left": "issue:41950", "right": "issue:43475", "accept": false, - "reason": "Video-classification processor mismatch and missing fpn_position_embeddings in Sam3 output are different bugs." + "reason": "These are different model issues: video-classification pipeline processor selection versus a missing Sam3VisionEncoderOutput attribute." }, { "left": "issue:43673", "right": "issue:44743", "accept": false, - "reason": "Missing cache in chunked_prefill and recurrent-state reset with cache/seq_len>1 are related only at a high level, not the same concrete defect." + "reason": "Both touch cache/state, but they are not the same bug: chunked_prefill cache handling in v5.0.0 versus recurrent states resetting in modular_qwen3_5." }, { "left": "issue:44190", "right": "issue:44964", "accept": false, - "reason": "Local dataset loading in a training script and loading Phi-4 multimodal with latest transformers are unrelated load failures." - }, - { - "left": "issue:46693", - "right": "issue:47217", - "accept": false, - "reason": "FA2 long-context performance regression is not the same as image-placeholder parsing in VL models." + "reason": "Different failures: a local dataset loading script issue versus loading microsoft/Phi-4-multimodal-instruct with latest transformers." }, { - "left": "issue:43388", - "right": "issue:43688", + "left": "issue:44855", + "right": "issue:45588", "accept": false, - "reason": "Metric label truncation and auxiliary-loss normalization are different training/eval bugs." + "reason": "An import-time IndentationError in DebertaV2Model is unrelated to the flash_attention crash on s_aux=None." }, { - "left": "issue:44855", - "right": "issue:45588", + "left": "issue:43827", + "right": "issue:43994", "accept": false, - "reason": "Python 3.13 JIT parsing/import error and flash_attention.py s_aux handling are unrelated." + "reason": "The first is a docs staleness issue after pipeline removals; the second is a runtime quality/correctness problem with Siglip2 under AutoModel/pipeline." }, { - "left": "issue:44792", - "right": "issue:45405", + "left": "issue:45245", + "right": "issue:46858", "accept": false, - "reason": "A Janus image-generation test failure is not the same as a PEFT version bump issue." + "reason": "Unrelated bugs: a category-count limit error versus cache.get_seq_length returning a device tensor that breaks slice arithmetic under torch.compile." }, { "left": "issue:29870", "right": "issue:35141", "accept": false, - "reason": "BART generate() mask initialization and embedding resize reinitialization are unrelated model behaviors." + "reason": "Different defects in different areas: Bart generate decoder_attention_mask assignment versus embedding reinitialization after resize." }, { - "left": "issue:43827", - "right": "issue:43994", + "left": "issue:44869", + "right": "issue:46832", "accept": false, - "reason": "Docs still referencing pipeline() and SigLIP2 nonsensical outputs are unrelated." + "reason": "Whisper timestamp decoding on a trailing replacement character has nothing in common with RT-DETR feature-level count/type errors." }, { "left": "issue:44734", "right": "issue:45406", "accept": false, - "reason": "KV-cache continuation tensor indexing in serve and Gemma4Processor missing _tokenizer are different server-side failures." + "reason": "Different components: serve KV-cache continuation indexing bug versus Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:45072", + "right": "issue:46932", + "accept": false, + "reason": "Both mention dtype issues, but they affect different models/components and are not the same concrete bug; one is CI inference mismatches, the other is Gemma4 quantized vision/audio casting." } ] }, @@ -11853,32 +11980,34 @@ "cluster_id": "cluster-10000-520", "nodes": [ "issue:25251", - "issue:27957", + "issue:29870", "issue:39692", "issue:41720", "issue:43065", "issue:43295", "issue:43335", + "issue:43526", + "issue:43540", "issue:43550", + "issue:43643", "issue:43644", "issue:43673", "issue:43854", - "issue:43931", - "issue:44060", "issue:44077", "issue:44190", "issue:44242", + "issue:44464", "issue:44479", + "issue:44496", "issue:44610", "issue:44617", "issue:44734", + "issue:44779", "issue:44792", "issue:44855", - "issue:44869", "issue:44877", "issue:44913", "issue:44933", - "issue:45072", "issue:45127", "issue:45245", "issue:45276", @@ -11889,251 +12018,258 @@ "issue:45584", "issue:45588", "issue:45632", - "issue:46082", "issue:46369", "issue:46421", + "issue:46489", "issue:46617", "issue:46655", "issue:46697", - "issue:46832", - "issue:46858", "issue:46897", - "issue:46932", "issue:47013" ], "soft_pairs": [ - "issue:44869|issue:46832", - "issue:45632|issue:46617", - "issue:45245|issue:46858", - "issue:45072|issue:46932", "issue:43644|issue:44913", "issue:43335|issue:44855", - "issue:25251|issue:27957", - "issue:46082|issue:46697", "issue:44617|issue:45584", - "issue:43931|issue:44060", "issue:44077|issue:44877", + "issue:45588|issue:47013", + "issue:45632|issue:46617", + "issue:41720|issue:45245", "issue:44242|issue:46897", "issue:45563|issue:45584", - "issue:45381|issue:46369", "issue:43550|issue:44190", - "issue:41720|issue:45245", + "issue:45381|issue:46369", + "issue:25251|issue:29870", + "issue:43854|issue:44792", "issue:44933|issue:45362", - "issue:43673|issue:46421", "issue:43335|issue:44190", - "issue:43854|issue:44792", - "issue:43065|issue:44610", "issue:44479|issue:44734", + "issue:43065|issue:44610", "issue:45381|issue:46655", - "issue:45588|issue:47013", - "issue:44617|issue:46369", "issue:43295|issue:45276", "issue:39692|issue:44190", - "issue:45127|issue:45357" + "issue:44617|issue:46369", + "issue:43526|issue:46697", + "issue:45127|issue:45357", + "issue:44779|issue:46489", + "issue:44464|issue:45563", + "issue:43673|issue:46421", + "issue:45276|issue:45584", + "issue:43540|issue:44734", + "issue:43643|issue:44496" ], - "prepared_review_unit_hash": "2f8a7ab32b702266c0f35d67526b6954897e498083b069390cc355514bda421b", + "prepared_review_unit_hash": "eb616fc9a74fdc53aa70b843f2e6a88b4ba5ef3d91cb15c212cbc8ce33f60e74", "component_budget": { "node_count": 520, "item_count": 520, - "soft_pair_count": 1916, - "serialized_chars": 993437, - "estimated_input_tokens": 248360, - "estimated_eval_tokens": 496976 + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36215, - "estimated_input_tokens": 9054, - "estimated_eval_tokens": 18364 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35968, + "estimated_input_tokens": 8992, + "estimated_eval_tokens": 18240 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are a grab-bag of unrelated issues. None of the soft-edge pairs looks like the same underlying bug/change, so I would not merge any of them as duplicates.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "Nearly all candidate pairs are unrelated regressions across different subsystems/models. The only plausible duplicate-like pair is the DeepSeek tokenizer regression/fix-gap pair.", + "confidence": 0.74, + "canonical_issue_reason": "issue:44779 is the best anchor: it reports the original DeepSeek tokenizer regression in v5 versus v4, and issue:46489 reads like a follow-up gap in the earlier fix rather than a separate bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43644 is the strongest standalone report: it describes a concrete regression with clear scope (v5.0.0), observable bad behavior, and some downstream impact, so it is a reasonable anchor issue even though the overall set is not a real duplicate cluster.", + "best_issue_reason": "issue:44779 is the strongest representative issue overall: concrete repro, clear version regression, and it matches the only accepted soft-duplicate pair.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44869", - "right": "issue:46832", + "left": "issue:43644", + "right": "issue:44913", "accept": false, - "reason": "Different failures in different subsystems: Whisper timestamp decoding vs RT-DETR feature-level handling." + "reason": "Both are config/serialization problems, but one is about non-persistent buffers in v5.0.0 and the other is rotary_pct not persisting on GPTNeoX reload; different code paths and symptoms." }, { - "left": "issue:45632", - "right": "issue:46617", + "left": "issue:43335", + "right": "issue:44855", "accept": false, - "reason": "Both mention 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." + "reason": "Sparse-layer construction in SwitchTransformers and a Python 3.13 IndentationError in DebertaV2Model import are unrelated." }, { - "left": "issue:45245", - "right": "issue:46858", + "left": "issue:44617", + "right": "issue:45584", "accept": false, - "reason": "Category-cardinality limit error vs static-cache slice arithmetic/device-tensor bug; unrelated code paths." + "reason": "Sam3Video OOM and Whisper empty-transcription failure after align_special_tokens are different model paths and failure modes." }, { - "left": "issue:45072", - "right": "issue:46932", + "left": "issue:44077", + "right": "issue:44877", "accept": false, - "reason": "Both are dtype-related, but they affect different models and different failure modes, so they are not mergeable as one fix." + "reason": "Both mention config-related behavior, but one is about optional post_init in patchtsmixer and the other is strict config loading for granite_speech; not the same bug." }, { - "left": "issue:43644", - "right": "issue:44913", + "left": "issue:45588", + "right": "issue:47013", "accept": false, - "reason": "Non-persistent buffer initialization junk vs config reload losing rotary_pct; different bugs and fixes." + "reason": "A flash-attention AttributeError on s_aux=None is unrelated to xLSTM unpacking bare tensors when return_last_states=False." }, { - "left": "issue:43335", - "right": "issue:44855", + "left": "issue:45632", + "right": "issue:46617", "accept": false, - "reason": "A model config edge case vs a Python 3.13 import/parsing error; not the same underlying issue." + "reason": "Both involve trust_remote_code cache handling, but one is a leaf-directory cache collision and the other is a FileNotFoundError when loading from cache; too different to merge." }, { - "left": "issue:25251", - "right": "issue:27957", + "left": "issue:41720", + "right": "issue:45245", "accept": false, - "reason": "Pipeline top_k nesting behavior and XLM-Roberta Flash Attention 2 support are unrelated." + "reason": "Qwen3 auto device mapping cudaErrorAssert and a categories > 2^24 RuntimeError are unrelated." }, { - "left": "issue:46082", - "right": "issue:46697", + "left": "issue:44242", + "right": "issue:46897", "accept": false, - "reason": "Head-dim validation in config vs image processor over-padding; different layers of the stack." + "reason": "Load-balancing loss omission when output_router_logits=False is unrelated to the Florence2 double-shift training-loss bug." }, { - "left": "issue:44617", + "left": "issue:45563", "right": "issue:45584", "accept": false, - "reason": "Sam3 video OOM vs Whisper empty-transcription crash; no shared code path." + "reason": "A stale num_return_sequences warning in paged generate is unrelated to Whisper empty transcription handling." }, { - "left": "issue:43931", - "right": "issue:44060", + "left": "issue:43550", + "right": "issue:44190", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch and Qwen3-Next tied-weights warning are different model-loading problems." + "reason": "torch.compile/SDPA failure in Bamba and local dataset loading in an image-classification script are unrelated." }, { - "left": "issue:44077", - "right": "issue:44877", + "left": "issue:45381", + "right": "issue:46369", "accept": false, - "reason": "Both involve config behavior, but one is optional post_init handling and the other is strict config rejection for granite_speech; not the same bug." + "reason": "Qwen2.5-VL video vision_position_ids regression and Sam3-litetext memory overflow are different bugs." }, { - "left": "issue:44242", - "right": "issue:46897", + "left": "issue:25251", + "right": "issue:29870", "accept": false, - "reason": "Both are loss-related, but one is missing router/load-balancing loss and the other is a double-shift training-loss bug in a different model family." + "reason": "Pipeline top_k nesting change and Bart generate() UnboundLocalError are unrelated generation bugs." }, { - "left": "issue:45563", - "right": "issue:45584", + "left": "issue:43854", + "right": "issue:44792", "accept": false, - "reason": "Stale warning logic for num_return_sequences is not the same as Whisper failing on empty transcription after align_special_tokens." + "reason": "GLM-4.7-Flash unit-test loading failure and Janus image-generation test failure are distinct model/test issues." }, { - "left": "issue:45381", - "right": "issue:46369", + "left": "issue:44933", + "right": "issue:45362", "accept": false, - "reason": "Video-input position IDs regression vs Sam3-litetext memory overflow; unrelated model and failure mode." + "reason": "A missing import from image_utils is unrelated to Qwen3.5 chat crashing." }, { - "left": "issue:43550", + "left": "issue:43335", "right": "issue:44190", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba is unrelated to loading a local dataset in an example script." + "reason": "SwitchTransformers sparse-layer config and the local dataset loading script failure do not share an underlying bug." }, { - "left": "issue:41720", - "right": "issue:45245", + "left": "issue:44479", + "right": "issue:44734", "accept": false, - "reason": "CUDA assert during auto device mapping is unrelated to the categories limit runtime error." + "reason": "Video-input regression in multiple Qwen VL models and a serve/KV-cache tensor-indexing crash are different code paths." }, { - "left": "issue:44933", - "right": "issue:45362", + "left": "issue:43065", + "right": "issue:44610", "accept": false, - "reason": "Missing import from image_utils vs Qwen3.5 chat crash; no shared underlying bug." + "reason": "Sam3PixelDecoder dummy Conv2d and OmDet-Turbo processor/model input-size mismatch are unrelated." }, { - "left": "issue:43673", - "right": "issue:46421", + "left": "issue:45381", + "right": "issue:46655", "accept": false, - "reason": "Both mention chunked prefill/cache, but one is a missing cache in GenerationMixin and the other is spurious recompilation from lazy init; different fixes." + "reason": "Both concern video preprocessing, but the specific bugs differ: wrong vision_position_ids versus incorrect padding calculation in a different model." }, { - "left": "issue:43335", - "right": "issue:44190", + "left": "issue:43295", + "right": "issue:45276", "accept": false, - "reason": "Sparse-layer config creation and local dataset loading are unrelated." + "reason": "processor.tokenizer regression and gemma4 resize_token_embeddings not updating tied embeddings are separate API bugs." }, { - "left": "issue:43854", - "right": "issue:44792", + "left": "issue:39692", + "right": "issue:44190", "accept": false, - "reason": "Failed unit-test model loading vs janus image-generation test failure; not the same concrete issue." + "reason": "SigLIP2 doc example errors and a local dataset loading failure are unrelated." }, { - "left": "issue:43065", - "right": "issue:44610", + "left": "issue:44617", + "right": "issue:46369", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder is not the same as OmDet-Turbo processor output-size mismatch." + "reason": "Both mention memory problems in Sam3 variants, but one is OOM in video inference and the other is memory overflow in litetext; not the same concrete bug." }, { - "left": "issue:44479", - "right": "issue:44734", + "left": "issue:43526", + "right": "issue:46697", "accept": false, - "reason": "Video-input regression in multimodal models vs KV-cache continuation tensor indexing in serving; different code paths." + "reason": "BEiT label reduction returning one label and Swin2SR over-padding images are different image-processor bugs." }, { - "left": "issue:44617", - "right": "issue:46369", + "left": "issue:45127", + "right": "issue:45357", "accept": false, - "reason": "Same broad Sam3 family and memory symptoms, but one is OOM in Sam3Video and the other is memory overflow in sam3-litetext; too broad to treat as one bug." + "reason": "LoRA merge collapse with extended vocabulary and Qwen3.5 save_pretrained visual-key regression are unrelated model-save/merge issues." }, { - "left": "issue:43295", - "right": "issue:45276", + "left": "issue:44779", + "right": "issue:46489", + "accept": true, + "reason": "Same underlying DeepSeek tokenizer regression in v5+; issue:46489 explicitly describes a remaining gap in PR #44801's fix rather than a separate problem." + }, + { + "left": "issue:44464", + "right": "issue:45563", "accept": false, - "reason": "Processor.tokenizer regression is unrelated to resize_token_embeddings not updating Gemma4 embed/output embeddings." + "reason": "Chunked generation inconsistencies with compiled forward and a stale warning for num_return_sequences are different generation-layer issues." }, { - "left": "issue:39692", - "right": "issue:44190", + "left": "issue:43673", + "right": "issue:46421", "accept": false, - "reason": "Documentation example errors for SigLIP2 are unrelated to local dataset loading failure." + "reason": "Missing GenerationMixin cache in chunked_prefill and cache lazy initialization causing recompilation are related only at a high level, but not the same concrete bug." }, { - "left": "issue:45127", - "right": "issue:45357", + "left": "issue:45276", + "right": "issue:45584", "accept": false, - "reason": "LoRA merge collapse with extended vocab is a different bug from saving incorrect visual encoder keys." + "reason": "Gemma4 embedding resize propagation and Whisper empty transcription handling are unrelated." }, { - "left": "issue:45381", - "right": "issue:46655", + "left": "issue:43540", + "right": "issue:44734", "accept": false, - "reason": "Both concern video processing, but the concrete symptoms differ: wrong vision_position_ids vs incorrect padding calculation." + "reason": "Qwen3OmniMoe video-input ValueError and serve KV-cache continuation indexing crash are distinct failures." }, { - "left": "issue:45588", - "right": "issue:47013", + "left": "issue:43643", + "right": "issue:44496", "accept": false, - "reason": "Flash-attention sinkless-model crash and xLSTM return_last_states unpacking error are unrelated." + "reason": "Missing fields from AutoConfig with trust_remote_code and an unrecognized model/config missing model_type are different configuration-loading issues." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays conservative on the soft-edge decisions. The accepted DeepSeek pair is well supported by the issue titles, and the rejection reasons generally reflect clear subsystem/symptom mismatches without overclaiming. No mergeability concerns apply here because these are issue pairs, not PR pairs." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -12150,290 +12286,302 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-520", "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:43526", "issue:43531", - "issue:43540", - "issue:43643", + "issue:43582", "issue:43673", "issue:43854", + "issue:43976", + "issue:44016", "issue:44112", "issue:44246", "issue:44279", + "issue:44295", "issue:44462", - "issue:44464", "issue:44496", "issue:44521", - "issue:44734", "issue:44737", - "issue:44779", "issue:44938", "issue:44964", + "issue:44987", "issue:45003", + "issue:45042", + "issue:45083", "issue:45216", - "issue:45276", "issue:45290", + "issue:45335", "issue:45381", "issue:45542", - "issue:45563", - "issue:45584", "issue:45600", "issue:45632", + "issue:45759", "issue:45803", "issue:45907", "issue:46234", - "issue:46489", - "issue:46697", + "issue:46424", + "issue:46506", "issue:46752", "issue:46858", + "issue:46932", "issue:47217" ], "soft_pairs": [ - "issue:44464|issue:45563", - "issue:44779|issue:46489", - "issue:45276|issue:45584", - "issue:43540|issue:44734", - "issue:25251|issue:29870", - "issue:45290|issue:46752", - "issue:44462|issue:45907", "issue:44112|issue:45600", - "issue:43643|issue:44496", - "issue:44521|issue:45381", + "issue:44462|issue:45907", "issue:43854|issue:44964", - "issue:44938|issue:45542", + "issue:45290|issue:46752", + "issue:44521|issue:45381", + "issue:43673|issue:46858", "issue:44246|issue:45003", + "issue:44737|issue:45803", "issue:27957|issue:35141", - "issue:43526|issue:46697", - "issue:43673|issue:46858", + "issue:42175|issue:44279", "issue:44964|issue:45600", - "issue:44737|issue:45803", "issue:44112|issue:44964", - "issue:42175|issue:44279", - "issue:44496|issue:47217", - "issue:32090|issue:35141", + "issue:44938|issue:45542", "issue:42796|issue:44521", + "issue:32090|issue:35141", + "issue:44496|issue:47217", + "issue:43404|issue:45216", "issue:45632|issue:46234", + "issue:43531|issue:45600", "issue:36246|issue:41628", "issue:36246|issue:38617", - "issue:43404|issue:45216", - "issue:43531|issue:45600" + "issue:44496|issue:45042", + "issue:43295|issue:45335", + "issue:41950|issue:44016", + "issue:44295|issue:46506", + "issue:45083|issue:46506", + "issue:43976|issue:44987", + "issue:43673|issue:46424", + "issue:44496|issue:45759", + "issue:43582|issue:46932" ], - "prepared_review_unit_hash": "d804dcd46eaaa31412510638792f7d9c2fb86c47d64bd6f36f419cae677f230e", + "prepared_review_unit_hash": "cb09373565876e3d11fe72ab6fbe4e121185f3c92d72cdadd8563b6b812a84dd", "component_budget": { "node_count": 520, "item_count": 520, - "soft_pair_count": 1916, - "serialized_chars": 993437, - "estimated_input_tokens": 248360, - "estimated_eval_tokens": 496976 + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35809, - "estimated_input_tokens": 8953, - "estimated_eval_tokens": 18162 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36843, + "estimated_input_tokens": 9211, + "estimated_eval_tokens": 18678 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous set of unrelated closed issues. The only likely duplicate-like pair is the DeepSeek tokenizer regression/follow-up; the rest share broad areas at most, not the same concrete bug.", - "confidence": 0.68, - "canonical_issue_reason": "issue:44779 is the best canonical anchor because it describes a specific, reproducible tokenizer regression and has a closely matching follow-up in issue:46489.", + "summary": "These candidates are mostly unrelated issue reports, so I would not merge any of the soft pairs; they share superficial subsystem keywords but not the same underlying bug/change.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 44521 is the best anchor for this mixed set: it is a concrete, reproducible user-facing bug with broader multimodal impact and active discussion.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is the strongest standalone issue overall: it is active, well-scoped, has the most inbound references, and is clearly documented.", + "best_issue_reason": "Issue 44521 is the clearest and most actionable bug report among the candidates, making it the strongest global issue choice.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44464", - "right": "issue:45563", - "accept": false, - "reason": "Different generation problems: inconsistent outputs under compiled forward vs. a stale warning for num_return_sequences." - }, - { - "left": "issue:44779", - "right": "issue:46489", - "accept": true, - "reason": "Same DeepSeek tokenizer regression family in v5+; the second issue reads like a follow-up gap in the earlier fix for the same tokenizer code path." - }, - { - "left": "issue:45276", - "right": "issue:45584", - "accept": false, - "reason": "Different models and failures: Gemma4 embedding resize/tie behavior vs. Whisper empty-transcription generation after special-token alignment." - }, - { - "left": "issue:43540", - "right": "issue:44734", - "accept": false, - "reason": "Unrelated code paths: Qwen3OmniMoe video processing error vs. serve-side KV-cache continuation tensor indexing." - }, - { - "left": "issue:25251", - "right": "issue:29870", - "accept": false, - "reason": "Different bugs: pipeline top_k changes output shape vs. BART generate() UnboundLocalError." - }, - { - "left": "issue:45290", - "right": "issue:46752", + "left": "issue:44112", + "right": "issue:45600", "accept": false, - "reason": "Both hit apply_chat_template, but one is tool-call assistant messages with no content and the other is an empty-input IndexError; not the same concrete failure." + "reason": "Different CI failures in different areas; same broad word \"CI\" only." }, { "left": "issue:44462", "right": "issue:45907", "accept": false, - "reason": "Tokenizer repo-resolution bug vs. list_repo_files revision forwarding bug; different APIs and root causes." + "reason": "One is tokenizer.json loading, the other is Hub revision forwarding; unrelated code paths." }, { - "left": "issue:44112", - "right": "issue:45600", + "left": "issue:43854", + "right": "issue:44964", "accept": false, - "reason": "Both are CI-related, but they concern different modules and failures with no shared underlying bug." + "reason": "Both are model-loading problems, but for different models and different failure modes." }, { - "left": "issue:43643", - "right": "issue:44496", + "left": "issue:45290", + "right": "issue:46752", "accept": false, - "reason": "Different config-loading issues: missing fields with trust_remote_code vs. unrecognized model due to missing model_type." + "reason": "Same API surface, but one is tool-call/no-content handling and the other is empty-list IndexError." }, { "left": "issue:44521", "right": "issue:45381", "accept": false, - "reason": "Both are multimodal, but assistant mask generation and vision_position_ids are different concrete bugs." - }, - { - "left": "issue:43854", - "right": "issue:44964", - "accept": false, - "reason": "Different model-loading failures for different checkpoints; no shared code-path bug is evident." + "reason": "Different multimodal bugs: assistant mask generation vs wrong vision_position_ids." }, { - "left": "issue:44938", - "right": "issue:45542", + "left": "issue:43673", + "right": "issue:46858", "accept": false, - "reason": "Python 3.14 import failure is unrelated to the TensorFlow/tensorboard dependency issue." + "reason": "Both involve cache/prefill, but one is missing cache in chunked prefill and the other is static-cache slice arithmetic." }, { "left": "issue:44246", "right": "issue:45003", "accept": false, - "reason": "Import slowness and unsafe sys.modules access are related only broadly; not the same bug." + "reason": "Import slowdown and unsafe sys.modules access are not the same concrete bug." }, { - "left": "issue:27957", - "right": "issue:35141", + "left": "issue:44737", + "right": "issue:45803", "accept": false, - "reason": "Flash Attention/XLMRoberta and token-embedding reinit on resize are unrelated." + "reason": "XLNet device placement bug vs Fuyu exception handling bug; unrelated." }, { - "left": "issue:43526", - "right": "issue:46697", + "left": "issue:27957", + "right": "issue:35141", "accept": false, - "reason": "Different image processors with different bugs: label reduction vs. over-padding." + "reason": "Flash Attention integration and embedding reinitialization are separate problems." }, { - "left": "issue:43673", - "right": "issue:46858", + "left": "issue:42175", + "right": "issue:44279", "accept": false, - "reason": "Both involve cache, but one is a missing cache in chunked prefill and the other is a device-tensor seq_length/slice-arithmetic issue under static cache and compile." + "reason": "Packaging/backend extras issue vs a generic dependency issue; too broad to be the same bug." }, { "left": "issue:44964", "right": "issue:45600", "accept": false, - "reason": "A model-loading regression is unrelated to stale auto_mappings references breaking CI." - }, - { - "left": "issue:44737", - "right": "issue:45803", - "accept": false, - "reason": "Device placement in XLNet is unrelated to bare-except error swallowing in FuyuBatchFeature." + "reason": "Model loading failure and removed auto_mappings references are distinct issues." }, { "left": "issue:44112", "right": "issue:44964", "accept": false, - "reason": "CI test flake and a model-loading failure are different problems." + "reason": "Different model/CI failure contexts with no shared code path." }, { - "left": "issue:42175", - "right": "issue:44279", + "left": "issue:44938", + "right": "issue:45542", "accept": false, - "reason": "Too broad to treat as the same bug; one is a packaging/backend selection complaint, the other a generic dependency issue." + "reason": "Python-version import failure vs missing TensorFlow backend from install extras." }, { - "left": "issue:44496", - "right": "issue:47217", + "left": "issue:42796", + "right": "issue:44521", "accept": false, - "reason": "Unrecognized model/config.json issue is not the same as VL image-placeholder failures in user text." + "reason": "Tokenizer BPE marker handling is unrelated to multimodal assistant mask computation." }, { "left": "issue:32090", "right": "issue:35141", "accept": false, - "reason": "Trainer broadcast of NoneType and embedding reinitialization on resize are unrelated." + "reason": "Trainer broadcast TypeError and tied-embedding reinit are unrelated." }, { - "left": "issue:42796", - "right": "issue:44521", + "left": "issue:44496", + "right": "issue:47217", + "accept": false, + "reason": "Generic model config import error vs VL placeholder handling in text; not the same bug." + }, + { + "left": "issue:43404", + "right": "issue:45216", "accept": false, - "reason": "Tokenizer BPE-marker handling is unrelated to multimodal assistant-mask generation." + "reason": "Different models and different save/load semantics; only both concern weights/checkpoints." }, { "left": "issue:45632", "right": "issue:46234", "accept": false, - "reason": "Trust-remote-code cache collision and missing import utility are different issues." + "reason": "Cache-path collision for remote code is unrelated to a missing import_utils helper." }, { - "left": "issue:36246", - "right": "issue:41628", + "left": "issue:43531", + "right": "issue:45600", "accept": false, - "reason": "Different import errors for different symbols; no shared underlying defect." + "reason": "Qwen3-MoE sliding-window behavior is unrelated to CI breakage from removed configs." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Different missing imports in different places; both are import errors but not the same one." }, { "left": "issue:36246", "right": "issue:38617", "accept": false, - "reason": "Different missing-import failures in different modules." + "reason": "Separate missing-symbol regressions with no shared concrete cause." }, { - "left": "issue:43404", - "right": "issue:45216", + "left": "issue:44496", + "right": "issue:45042", "accept": false, - "reason": "Both touch model saving/tied weights, but they are different models and different regressions." + "reason": "Model config resolution and image-processor torchvision dependency are different bugs." }, { - "left": "issue:43531", - "right": "issue:45600", + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Regression in processor/tokenizer access vs incorrect resize_token_embeddings propagation." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Pipeline processor lookup bug vs notebook syntax error." + }, + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "Buffer reading/position_ids bug vs CPU/CUDA result divergence; not the same issue." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "Helper output-length behavior in qwen3_omni_moe is unrelated to CPU/CUDA divergence in PPDocLayoutV3." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python compatibility issue vs a specific model load failure on newer transformers." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Different cache-related bugs: missing cache object vs cache length honoring." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Unrecognized model/config import error vs composite-config unwrapping in from_config." + }, + { + "left": "issue:43582", + "right": "issue:46932", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to auto_mappings CI cleanup." + "reason": "Apple Silicon TypeError and Gemma4 dtype casting are unrelated." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is well grounded in the packet: issue:44521 does have the highest inbound references among the listed items, and the DeepSeek tokenizer pair is the only clearly adjacent follow-up relation. The other soft-edge rejections are conservative and the reasoning stays within the evidence shown." - }, - "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 }, @@ -12450,7 +12598,9 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-520", "nodes": [ + "issue:39692", "issue:41950", + "issue:42796", "issue:42907", "issue:43295", "issue:43299", @@ -12458,7 +12608,7 @@ "issue:43441", "issue:43479", "issue:43526", - "issue:43582", + "issue:43577", "issue:43650", "issue:43673", "issue:43824", @@ -12468,7 +12618,6 @@ "issue:44062", "issue:44220", "issue:44279", - "issue:44295", "issue:44327", "issue:44336", "issue:44496", @@ -12476,276 +12625,260 @@ "issue:44779", "issue:44792", "issue:44933", - "issue:44987", - "issue:45042", - "issue:45083", + "issue:45020", "issue:45216", "issue:45335", "issue:45375", + "issue:45405", "issue:45446", "issue:45584", "issue:45588", "issue:45593", + "issue:45812", "issue:46082", "issue:46121", "issue:46123", "issue:46369", "issue:46424", - "issue:46506", "issue:46515", "issue:46614", "issue:46752", - "issue:46932", "issue:47085", "issue:47217" ], "soft_pairs": [ - "issue:44295|issue:46506", - "issue:43295|issue:45335", - "issue:41950|issue:44016", - "issue:43673|issue:46424", "issue:46082|issue:46121", - "issue:45083|issue:46506", - "issue:44496|issue:45042", - "issue:43673|issue:44336", - "issue:43976|issue:44987", "issue:43526|issue:43901", - "issue:43901|issue:44496", - "issue:43582|issue:46932", "issue:44683|issue:45446", - "issue:43381|issue:45593", + "issue:43673|issue:44336", "issue:44016|issue:44220", - "issue:42907|issue:43441", + "issue:43381|issue:45593", + "issue:44327|issue:46752", "issue:43650|issue:44220", + "issue:42907|issue:43441", "issue:44016|issue:44062", - "issue:43976|issue:44279", + "issue:44279|issue:46515", "issue:44792|issue:46424", "issue:43441|issue:45588", + "issue:43976|issue:44279", + "issue:45335|issue:45584", "issue:43824|issue:44933", - "issue:44279|issue:46515", "issue:43479|issue:45375", - "issue:45335|issue:45584", + "issue:43901|issue:44496", "issue:43901|issue:47217", "issue:43299|issue:45216", "issue:46614|issue:47085", + "issue:44279|issue:45405", + "issue:43295|issue:44779", + "issue:39692|issue:43901", "issue:46123|issue:46369", - "issue:44327|issue:46752", - "issue:43295|issue:44779" + "issue:41950|issue:45020", + "issue:42796|issue:43650", + "issue:43577|issue:45216", + "issue:44779|issue:45812" ], - "prepared_review_unit_hash": "cb92425f819f4ce819a70d14b4ef0b5b8097be5e16d9d931a61f5734a16c0da7", + "prepared_review_unit_hash": "abd8c48cec9c8e3b3b80c5b2153ff2bbe6dd8068ff1bf0cf6f0e66cec566984d", "component_budget": { "node_count": 520, "item_count": 520, - "soft_pair_count": 1916, - "serialized_chars": 993437, - "estimated_input_tokens": 248360, - "estimated_eval_tokens": 496976 + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36837, - "estimated_input_tokens": 9210, - "estimated_eval_tokens": 18676 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35716, + "estimated_input_tokens": 8929, + "estimated_eval_tokens": 18114 }, "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 with enough specificity to merge. The set is a grab-bag of unrelated regression reports, model-specific failures, docs issues, and utility bugs.", - "confidence": 0.92, - "canonical_issue_reason": "Issue 43295 is the clearest, most actionable regression report here: it has a concrete failure mode, a version-specific breakage, and a well-scoped multimodal/tokenizer code path.", + "summary": "This set is not a true duplicate cluster: it mixes unrelated bugs across tokenizers, configs, pipelines, docs, and model-specific regressions. I would not merge any of the soft pairs.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 43295 is the best overall issue candidate because it describes a reproducible regression with clear user impact and a focused fix surface.", + "best_issue_reason": "If a representative issue is needed, 'Recent transformers versions break models using `remote_code`' is the broadest umbrella, but it is still too generic and not a real duplicate target for the rest of the items.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44295", - "right": "issue:46506", - "accept": false, - "reason": "Both mention output/behavior mismatches, but one is a position_ids buffer access error and the other is CPU/CUDA divergence in a layout model; different bugs." - }, - { - "left": "issue:43295", - "right": "issue:45335", - "accept": false, - "reason": "One is a multimodal processor/tokenizer regression; the other is a resize_token_embeddings propagation bug in t5gemma. Different code paths." - }, - { - "left": "issue:41950", - "right": "issue:44016", - "accept": false, - "reason": "Video-classification processor lookup and a notebook syntax error are unrelated." - }, - { - "left": "issue:43673", - "right": "issue:46424", - "accept": false, - "reason": "Both involve cache, but one is missing GenerationMixin cache in chunked prefill while the other is cache length honoring in quantized cache; not the same bug." - }, { "left": "issue:46082", "right": "issue:46121", "accept": false, - "reason": "LlamaConfig head_dim validation and rope-parameter JSON list handling are separate configuration bugs." + "reason": "Both involve config/validation code, but one is about explicit `head_dim` rejection in LlamaConfig and the other is a JSON-list type error in rope validation; different bug paths." }, { - "left": "issue:45083", - "right": "issue:46506", + "left": "issue:43526", + "right": "issue:43901", "accept": false, - "reason": "Different model families and failure modes: helper output-length behavior vs cross-device output mismatch." + "reason": "BeitImageProcessorFast `reduce_labels` and TextClassificationPipeline `return_all_scores` are unrelated components and symptoms." }, { - "left": "issue:44496", - "right": "issue:45042", + "left": "issue:44683", + "right": "issue:45446", "accept": false, - "reason": "Unrecognized model config and PIL image processor torchvision dependency are unrelated." + "reason": "Both touch flex_attention/PyTorch versioning, but one is a compiled flex_attention failure on torch>=2.9 and the other is a wrong version guard for AuxRequest import; not the same concrete bug." }, { "left": "issue:43673", "right": "issue:44336", "accept": false, - "reason": "Cache missing vs ANSI coloring in loading_report have no shared underlying defect." - }, - { - "left": "issue:43976", - "right": "issue:44987", - "accept": false, - "reason": "A Python version compatibility issue and a specific model-loading failure are too different to be the same bug." - }, - { - "left": "issue:43526", - "right": "issue:43901", - "accept": false, - "reason": "BeitImageProcessorFast label reduction and TextClassificationPipeline docs mismatch are unrelated." + "reason": "Generation cache/chunked_prefill and ANSI output formatting are entirely separate issues." }, { - "left": "issue:43901", - "right": "issue:44496", - "accept": false, - "reason": "Docs wording around return_all_scores has nothing to do with model config recognition." - }, - { - "left": "issue:43582", - "right": "issue:46932", + "left": "issue:44016", + "right": "issue:44220", "accept": false, - "reason": "Apple Silicon TypeError in warmup and Gemma4 dtype casting for quantized embedders are different issues." + "reason": "Notebook syntax error and `_torch_extract_fbank_features()` are unrelated." }, { - "left": "issue:44683", - "right": "issue:45446", + "left": "issue:43381", + "right": "issue:45593", "accept": false, - "reason": "Both are flex_attention-related, but one is a runtime failure on torch>=2.9 and the other is an import/version-check bug for AuxRequest; not the same concrete change." + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss behavior are different model/training concerns." }, { - "left": "issue:43381", - "right": "issue:45593", + "left": "issue:44327", + "right": "issue:46752", "accept": false, - "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss omission are unrelated training behaviors." + "reason": "QA span decoding top-k bounds and empty chat-template input are unrelated failure modes." }, { - "left": "issue:44016", + "left": "issue:43650", "right": "issue:44220", "accept": false, - "reason": "Notebook syntax error and audio feature extraction helper failure are unrelated." + "reason": "One title is a placeholder/garbage issue, the other is an audio feature extraction bug; no overlap." }, { "left": "issue:42907", "right": "issue:43441", "accept": false, - "reason": "Both mention Ministral/Devstral, but saving dequantized models and FlashAttention loading failures are different code paths." - }, - { - "left": "issue:43650", - "right": "issue:44220", - "accept": false, - "reason": "Placeholder issue with no substance and an fbank feature extraction bug are not duplicates." + "reason": "Both mention Ministral models, but one is saving dequantized checkpoints and the other is FlashAttention loading/runtime failure; different code paths." }, { "left": "issue:44016", "right": "issue:44062", "accept": false, - "reason": "Notebook syntax error vs AddedToken constructor argument conflict; unrelated." + "reason": "Notebook syntax error versus tokenizer `AddedToken` argument collision are unrelated." }, { - "left": "issue:43976", - "right": "issue:44279", + "left": "issue:44279", + "right": "issue:46515", "accept": false, - "reason": "Python version support problem and generic dependency issue do not describe the same failure." + "reason": "General dependency issue and torch 2.4.1 incompatibility are too broad and describe different breakages." }, { "left": "issue:44792", "right": "issue:46424", "accept": false, - "reason": "Janus image-generation test failure is unrelated to cache-length configuration." + "reason": "Janus image-generation test failure and cache max length behavior are different problems." }, { "left": "issue:43441", "right": "issue:45588", "accept": false, - "reason": "Ministral FlashAttention failure and sink-less flash_attention AttributeError are both attention-related but not the same bug." + "reason": "Both involve flash attention, but one is a Ministral-specific failure and the other is an `s_aux=None` crash in sink-less models; not the same concrete bug." }, { - "left": "issue:43824", - "right": "issue:44933", + "left": "issue:43976", + "right": "issue:44279", "accept": false, - "reason": "Different missing imports from different modules, with different symbols and likely different fixes." + "reason": "Python version support regression and a generic dependency issue are not duplicates." }, { - "left": "issue:44279", - "right": "issue:46515", + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "T5Gemma token embedding resizing and Whisper empty-transcription generation are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44933", "accept": false, - "reason": "General dependency issue and torch 2.4.1 incompatibility are too broad and not the same concrete bug." + "reason": "Missing Qwen2.5-VL import and non-existent `image_utils` import are different import/export issues." }, { "left": "issue:43479", "right": "issue:45375", "accept": false, - "reason": "Multimodal config default initialization and a missing vision config field silently dropped by @strict are distinct configuration bugs." + "reason": "Both are multimodal config bugs, but they affect different models and different fields/defaulting logic." }, { - "left": "issue:45335", - "right": "issue:45584", + "left": "issue:43901", + "right": "issue:44496", "accept": false, - "reason": "Token embedding resizing and Whisper empty-transcription generation are unrelated." + "reason": "Pipeline docs drift and model auto-detection/config errors are unrelated." }, { "left": "issue:43901", "right": "issue:47217", "accept": false, - "reason": "Pipeline docs mismatch and image-placeholder handling in VL models are different concerns." + "reason": "Docs for text classification and VL placeholder handling are unrelated." }, { "left": "issue:43299", "right": "issue:45216", "accept": false, - "reason": "Qwen3VL loading regression and Qwen3.5 save_pretrained regression are separate save/load paths." + "reason": "One is a loading regression for Qwen3VL MoE models, the other is a save_pretrained regression for Qwen3.5; different directions and symptoms." }, { "left": "issue:46614", "right": "issue:47085", "accept": false, - "reason": "Stale phonemizer backend state and tokenizer thread-safety regression are unrelated." + "reason": "Stale phonemizer language backend and tokenizer thread-safety are distinct tokenizer issues." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Dependency problems, but one is a generic transformers dependency issue and the other is an unreleased PEFT minimum version bump." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Custom processor/tokenizer API regression with images and DeepSeek tokenization correctness are separate tokenizer-related bugs." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "SigLIP2 docs example errors and text-classification docs drift are both documentation issues but about different examples and failures." }, { "left": "issue:46123", "right": "issue:46369", "accept": false, - "reason": "MaskGenerationPipeline final-batch handling and SAM3-LiteText memory overflow are different bugs." + "reason": "MaskGenerationPipeline dropping partial batch results and sam3-litetext memory overflow are unrelated." }, { - "left": "issue:44327", - "right": "issue:46752", + "left": "issue:41950", + "right": "issue:45020", "accept": false, - "reason": "QA decode_spans top-k crash and empty-chat-template IndexError affect different APIs and failure conditions." + "reason": "Video-classification pipeline processor selection and remote_code breakage are different subsystems and failures." }, { - "left": "issue:43295", - "right": "issue:44779", + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "Ministral tokenizer BPE marker handling and a placeholder issue title are not the same bug." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Blip2 dtype propagation and Qwen3.5 save_pretrained regression are unrelated model-specific issues." + }, + { + "left": "issue:44779", + "right": "issue:45812", "accept": false, - "reason": "Both are v5 regressions involving tokenizers/models, but one is processor.tokenizer/image handling and the other is Deepseek tokenization correctness; not the same concrete bug." + "reason": "DeepSeek tokenization regression and Granite token ID regression are both tokenization bugs but for different model families and likely different causes." } ] }, @@ -12769,25 +12902,24 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-520", "nodes": [ - "issue:39692", "issue:41950", - "issue:42796", + "issue:42994", "issue:43299", + "issue:43317", "issue:43381", + "issue:43441", "issue:43479", "issue:43525", - "issue:43577", "issue:43644", "issue:43650", "issue:43653", "issue:43854", - "issue:43901", + "issue:43873", "issue:43931", "issue:43976", "issue:44016", "issue:44075", "issue:44242", - "issue:44279", "issue:44291", "issue:44336", "issue:44351", @@ -12795,20 +12927,20 @@ "issue:44462", "issue:44466", "issue:44683", - "issue:44779", - "issue:45020", "issue:45081", + "issue:45103", "issue:45200", - "issue:45216", "issue:45276", "issue:45278", "issue:45357", + "issue:45372", "issue:45405", "issue:45542", "issue:45588", "issue:45593", - "issue:45812", "issue:45823", + "issue:45834", + "issue:45859", "issue:45907", "issue:46082", "issue:46209", @@ -12819,231 +12951,224 @@ "issue:47145" ], "soft_pairs": [ - "issue:44279|issue:45405", - "issue:39692|issue:43901", - "issue:42796|issue:43650", - "issue:43577|issue:45216", "issue:44075|issue:44368", - "issue:41950|issue:45020", - "issue:44351|issue:45278", + "issue:44466|issue:45276", "issue:43976|issue:45405", - "issue:44779|issue:45812", "issue:43381|issue:47000", - "issue:44466|issue:45276", - "issue:43653|issue:45593", + "issue:41950|issue:45823", "issue:46082|issue:46399", + "issue:43653|issue:45593", "issue:43299|issue:45357", "issue:46082|issue:46512", - "issue:41950|issue:45823", + "issue:44351|issue:45278", + "issue:44462|issue:45081", "issue:43644|issue:47145", - "issue:43650|issue:46209", + "issue:43299|issue:43854", "issue:44242|issue:45200", - "issue:44462|issue:45081", - "issue:43931|issue:47145", - "issue:43299|issue:43854", + "issue:43650|issue:46209", "issue:44016|issue:44291", - "issue:45588|issue:47000", + "issue:43931|issue:47145", "issue:44683|issue:45542", + "issue:45588|issue:47000", "issue:45081|issue:45907", + "issue:42994|issue:43317", "issue:44336|issue:46851", - "issue:43479|issue:43525" + "issue:43873|issue:47145", + "issue:43441|issue:45834", + "issue:43479|issue:43525", + "issue:45103|issue:45372", + "issue:45859|issue:46851" ], - "prepared_review_unit_hash": "5195cf6dae0d0d4845c7cfd59a38967e1b5b29b0609eedea1c546050fbf87b63", + "prepared_review_unit_hash": "6d45a6159f2f9af07a49b37b06dd49d2692a620b07ca9c2bab6e62206ac4c2f5", "component_budget": { "node_count": 520, "item_count": 520, - "soft_pair_count": 1916, - "serialized_chars": 993437, - "estimated_input_tokens": 248360, - "estimated_eval_tokens": 496976 + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36244, - "estimated_input_tokens": 9061, - "estimated_eval_tokens": 18378 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35336, + "estimated_input_tokens": 8834, + "estimated_eval_tokens": 17924 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are mostly unrelated regressions across different models, tokenizers, pipelines, and configs. I did not find any soft-edge pair that clearly describes the same underlying bug/change.", - "confidence": 0.9, - "canonical_issue_reason": "No single issue cleanly subsumes the rest; the set is too heterogeneous to treat one as the canonical duplicate target.", + "summary": "The set is mostly a collection of unrelated single-bug issues. None of the soft pairs look like the same underlying bug or change, so I would not merge any of them as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "issue:43873 is the broadest still-open regression in the set, with multiple inbound references and a clear quantization/offloading failure mode that makes it a reasonable anchor issue.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the broadest, most general regression report in the set, so it is the best representative issue, but not a duplicate of the others.", + "best_issue_reason": "issue:43873 is the best general issue anchor because it is concrete, actively discussed, and sits in a common runtime path (quantization/offloading) rather than a narrow one-off symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44279", - "right": "issue:45405", - "accept": false, - "reason": "Both are dependency-related, but one is a vague transformers dependency complaint and the other is a specific unreleased PEFT version bump; not the same bug." - }, - { - "left": "issue:39692", - "right": "issue:43901", - "accept": false, - "reason": "Both concern docs/examples, but they describe different pipelines and different errors." - }, - { - "left": "issue:42796", - "right": "issue:43650", - "accept": false, - "reason": "Completely unrelated: tokenizer BPE marker handling vs an empty placeholder issue." - }, - { - "left": "issue:43577", - "right": "issue:45216", - "accept": false, - "reason": "Different models and different failure modes: BLIP2 dtype propagation vs Qwen3.5 save_pretrained regression." - }, { "left": "issue:44075", "right": "issue:44368", "accept": false, - "reason": "SGD argument handling and a tie_word_embeddings warning are unrelated code paths." - }, - { - "left": "issue:41950", - "right": "issue:45020", - "accept": false, - "reason": "Video-classification processor lookup and remote_code breakage are different subsystems and symptoms." + "reason": "Optimizer argument handling and a Qwen3.5 tie_word_embeddings warning are different bugs." }, { - "left": "issue:44351", - "right": "issue:45278", + "left": "issue:44466", + "right": "issue:45276", "accept": false, - "reason": "Both are import-related, but one is a specific missing symbol and the other is a broad upgrade report; not enough evidence of the same root cause." + "reason": "Serialization of tied weights and resize_token_embeddings not updating Gemma4 internals are distinct code paths." }, { "left": "issue:43976", "right": "issue:45405", "accept": false, - "reason": "Python-version compatibility and an unreleased dependency pin are distinct issues." - }, - { - "left": "issue:44779", - "right": "issue:45812", - "accept": false, - "reason": "Both are tokenizer regressions, but for different model families and likely different normalization/tokenization logic." + "reason": "Python version compatibility and an unreleased PEFT version bump are unrelated." }, { "left": "issue:43381", "right": "issue:47000", "accept": false, - "reason": "Gradient checkpointing in eval mode is unrelated to RTDetrLoss infeasible cost-matrix failures." + "reason": "Eval-mode gradient checkpointing and RTDetr loss infeasibility are unrelated failures." }, { - "left": "issue:44466", - "right": "issue:45276", + "left": "issue:41950", + "right": "issue:45823", "accept": false, - "reason": "Both mention tied-weights-ish behavior, but one is serialization/device-dependent and the other is resize_token_embeddings not updating Gemma4 structures." + "reason": "Image processor lookup in video classification and Gemma4 PLE device mismatch are different subsystems." }, { - "left": "issue:43653", - "right": "issue:45593", + "left": "issue:46082", + "right": "issue:46399", "accept": false, - "reason": "BigBird tokenizer special-token registration and D-FINE auxiliary-loss gating are unrelated." + "reason": "Llama head_dim validation and Qwen3.5 kernel registration are unrelated model bugs." }, { - "left": "issue:46082", - "right": "issue:46399", + "left": "issue:43653", + "right": "issue:45593", "accept": false, - "reason": "Llama head_dim validation and Qwen3.5 rotary-kernel registration are different bugs." + "reason": "Tokenizer special-token registration and D-FINE auxiliary-loss behavior are not the same issue." }, { "left": "issue:43299", "right": "issue:45357", "accept": false, - "reason": "Same broad Qwen family, but load-time MoE failure vs save_pretrained visual-key regression are different code paths." + "reason": "Qwen3VL MoE loading and Qwen3.5 save_pretrained visual-key serialization are separate model-specific regressions." }, { "left": "issue:46082", "right": "issue:46512", "accept": false, - "reason": "Config validation on head_dim is unrelated to stale config.dtype after from_config(dtype=...)." + "reason": "LlamaConfig head_dim validation and stale config dtype after from_config are different problems." }, { - "left": "issue:41950", - "right": "issue:45823", + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "A missing HybridCache import may be one symptom of broader import breakage, but the titles do not identify the same concrete bug." + }, + { + "left": "issue:44462", + "right": "issue:45081", "accept": false, - "reason": "Pipeline processor lookup and Gemma4 forward device placement are different problems." + "reason": "AutoTokenizer ignoring tokenizer.json and Mistral regex patch crashing are different tokenizer-loading bugs." }, { "left": "issue:43644", "right": "issue:47145", "accept": false, - "reason": "Both involve loading/saving corruption, but one is junk non-persistent buffers and the other is missing FP8 weight_scale application; too different to merge." + "reason": "Non-persistent buffer initialization junk and FP8 weight_scale omission are unrelated corruption mechanisms." }, { - "left": "issue:43650", - "right": "issue:46209", + "left": "issue:43299", + "right": "issue:43854", "accept": false, - "reason": "Placeholder issue versus FP8 inference failure are unrelated." + "reason": "Both are model-loading failures, but for different models and different failure modes." }, { "left": "issue:44242", "right": "issue:45200", "accept": false, - "reason": "Load-balancing loss logic and mm_token_type_ids defaulting are different model behaviors." + "reason": "Router-logit load balancing loss and mm_token_type_ids defaults are different multimodal training bugs." }, { - "left": "issue:44462", - "right": "issue:45081", + "left": "issue:43650", + "right": "issue:46209", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json and a Mistral regex patch crash are separate tokenizer-loader bugs." + "reason": "Placeholder issue text and FP8 B200 inference failure are unrelated." }, { - "left": "issue:43931", - "right": "issue:47145", + "left": "issue:44016", + "right": "issue:44291", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch and FP8 weight_scale loading corruption are unrelated." + "reason": "Notebook syntax error and init_empty_weights TypeError are unrelated." }, { - "left": "issue:43299", - "right": "issue:43854", + "left": "issue:43931", + "right": "issue:47145", "accept": false, - "reason": "Different multimodal model-loading failures with no shared code-path evidence." + "reason": "Qwen3-VL weight-shape mismatch and FP8 frozen-checkpoint loading corruption are different issues." }, { - "left": "issue:44016", - "right": "issue:44291", + "left": "issue:44683", + "right": "issue:45542", "accept": false, - "reason": "Notebook syntax error and init_empty_weights TypeError are unrelated." + "reason": "Torch 2.9 flex_attention failure and tensorboard/TensorFlow backend import issue are unrelated." }, { "left": "issue:45588", "right": "issue:47000", "accept": false, - "reason": "Flash-attention sink handling and RTDetrLoss infeasible-cost failures are unrelated." + "reason": "FlashAttention s_aux handling and RTDetr loss infeasibility are unrelated code paths." }, { - "left": "issue:44683", - "right": "issue:45542", + "left": "issue:45081", + "right": "issue:45907", "accept": false, - "reason": "Torch flex_attention compile failure and TensorFlow/tensorboard backend setup are unrelated." + "reason": "Mistral tokenizer patch crash and list_repo_files revision forwarding are unrelated bugs." }, { - "left": "issue:45081", - "right": "issue:45907", + "left": "issue:42994", + "right": "issue:43317", "accept": false, - "reason": "Tokenizer regex patch crash and repo file revision forwarding are different APIs and bugs." + "reason": "Quantized model saving and dequantized model offload loading are adjacent topics but different operations and failures." }, { "left": "issue:44336", "right": "issue:46851", "accept": false, - "reason": "ANSI color leakage in loading reports and Qwen3.5 variable-length position_ids support are unrelated." + "reason": "ANSI escape leakage in loading_report and Qwen3.5 variable-length position_ids are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:47145", + "accept": false, + "reason": "Generic offloading-with-quantization behavior and missing FP8 weight_scale application are not the same concrete bug." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "FlashAttention failure in Ministral-3 and Kosmos2.5 OCR index error are unrelated." }, { "left": "issue:43479", "right": "issue:43525", "accept": false, - "reason": "Multimodal default config initialization and missing pad_token_id on Llama4Config are different config bugs." + "reason": "Phi4MultimodalConfig default handling and Llama4Config pad_token_id absence are different config bugs." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Auto-docstring future-annotations crash and Gemma 4 processor import failure are unrelated." + }, + { + "left": "issue:45859", + "right": "issue:46851", + "accept": false, + "reason": "CPU offload incompatibility in rotary embedding and variable-length position_ids are different Qwen3.5 bugs." } ] }, @@ -13070,8 +13195,6 @@ "issue:33290", "issue:42175", "issue:42796", - "issue:42994", - "issue:43317", "issue:43441", "issue:43525", "issue:43575", @@ -13079,8 +13202,8 @@ "issue:43673", "issue:43723", "issue:43761", + "issue:43784", "issue:43824", - "issue:43873", "issue:43881", "issue:43901", "issue:43976", @@ -13093,21 +13216,24 @@ "issue:44263", "issue:44336", "issue:44373", + "issue:44496", + "issue:44589", "issue:44623", "issue:44671", "issue:44749", "issue:44779", - "issue:44987", - "issue:45103", - "issue:45372", + "issue:44871", + "issue:45325", + "issue:45362", "issue:45397", "issue:45542", "issue:45600", "issue:45656", "issue:45712", + "issue:45800", "issue:45823", - "issue:45834", - "issue:45859", + "issue:46291", + "issue:46399", "issue:46851", "issue:47000", "issue:47145", @@ -13116,224 +13242,231 @@ "issue:47217" ], "soft_pairs": [ - "issue:42994|issue:43317", - "issue:44623|issue:44749", "issue:33290|issue:45656", - "issue:43441|issue:45834", - "issue:44261|issue:44263", - "issue:43873|issue:47145", - "issue:45859|issue:46851", "issue:44246|issue:47217", - "issue:45103|issue:45372", - "issue:44623|issue:45397", "issue:42175|issue:43976", - "issue:47176|issue:47177", "issue:44671|issue:44779", - "issue:43901|issue:44246", + "issue:44623|issue:44749", + "issue:44016|issue:45823", + "issue:44261|issue:44263", + "issue:44186|issue:47000", + "issue:45542|issue:45800", + "issue:44623|issue:45397", "issue:43525|issue:43881", + "issue:43673|issue:43761", + "issue:43784|issue:45542", + "issue:43901|issue:44246", "issue:45600|issue:45712", + "issue:43525|issue:43643", "issue:44188|issue:44336", - "issue:43673|issue:43761", - "issue:44186|issue:47000", - "issue:44336|issue:44373", "issue:43575|issue:47145", - "issue:44016|issue:45823", - "issue:43525|issue:43643", + "issue:42796|issue:43441", "issue:43824|issue:43976", + "issue:44589|issue:45362", + "issue:45325|issue:46851", + "issue:47176|issue:47177", + "issue:44336|issue:44373", "issue:43723|issue:44162", - "issue:44987|issue:45542", - "issue:42796|issue:43441" + "issue:44246|issue:44496", + "issue:46291|issue:46399", + "issue:44871|issue:47145" ], - "prepared_review_unit_hash": "e9115157d95e78dc380284bbe61d3662e89a4a4e099979612d357219a8a314a3", + "prepared_review_unit_hash": "16363167467ad098f2245a08c11107f6801a87c7e38c6e9297fa57572e04951d", "component_budget": { "node_count": 520, "item_count": 520, - "soft_pair_count": 1916, - "serialized_chars": 993437, - "estimated_input_tokens": 248360, - "estimated_eval_tokens": 496976 + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 34952, - "estimated_input_tokens": 8738, - "estimated_eval_tokens": 17732 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35970, + "estimated_input_tokens": 8993, + "estimated_eval_tokens": 18242 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the titles span unrelated Transformers bugs, regressions, docs, tokenizers, loading, offload/quantization, and security issues. None of the soft pairs look like the same concrete bug/change, so no soft edges should be merged.", - "confidence": 0.89, - "canonical_issue_reason": "issue:43873 is the broadest and most active report here (ongoing discussion, inbound references) and is the best single anchor if one must be chosen, though the cluster itself is not a true duplicate set.", + "summary": "This cluster is heterogeneous rather than duplicate-heavy: it mixes unrelated model bugs, tokenizer regressions, packaging/environment issues, docs problems, and security reports. None of the soft edges look like the same underlying bug/change, so all should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the items do not converge on one underlying failure mode or fix; they span many unrelated subsystems and models.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the most representative issue among these because it is broad and active; the rest are narrower, model-specific, or clearly different failure modes.", + "best_issue_reason": "No single issue is a strong cluster representative; the set is too mixed for a meaningful global duplicate canonical.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42994", - "right": "issue:43317", + "left": "issue:33290", + "right": "issue:45656", "accept": false, - "reason": "Both involve quantization/offloading, but one is about saving quantized models and the other about loading a dequantized model with device_map=auto; different failure paths." + "reason": "Both involve deepspeed/optimizers, but one is OOM during Adafactor use and the other is a double-step bug; different failure modes." }, { - "left": "issue:44623", - "right": "issue:44749", + "left": "issue:44246", + "right": "issue:47217", "accept": false, - "reason": "Different problems: missing processor save files versus a slowdown after upgrading Transformers; no shared concrete code path." + "reason": "Import slowdown and multimodal placeholder handling are unrelated bugs." }, { - "left": "issue:33290", - "right": "issue:45656", + "left": "issue:42175", + "right": "issue:43976", "accept": false, - "reason": "Both mention DeepSpeed optimizer behavior, but one is OOM with Adafactor and the other is double optimizer stepping; not the same bug." + "reason": "Packaging backend omission vs Python version compatibility; different causes and fixes." }, { - "left": "issue:43441", - "right": "issue:45834", + "left": "issue:44671", + "right": "issue:44779", "accept": false, - "reason": "Ministral FlashAttention failure and Kosmos2.5 OCR index error are unrelated model-specific issues." + "reason": "CamemBERT masked-LM regression and Deepseek tokenizer regression are distinct model-specific issues." }, { - "left": "issue:44261", - "right": "issue:44263", + "left": "issue:44623", + "right": "issue:44749", "accept": false, - "reason": "One is a missing rms_norm_eps causing precision error; the other is a torch.split return-value issue in a different model component." + "reason": "Save/pretrained missing files vs performance slowdown after upgrade are unrelated." }, { - "left": "issue:43873", - "right": "issue:47145", + "left": "issue:44016", + "right": "issue:45823", "accept": false, - "reason": "Both are about quantization/offloading, but one is general offload behavior and the other is FP8 frozen checkpoint weight_scale handling; different concrete bugs." + "reason": "Notebook syntax error and Gemma4 device-mismatch runtime bug are not the same issue." }, { - "left": "issue:45859", - "right": "issue:46851", + "left": "issue:44261", + "right": "issue:44263", "accept": false, - "reason": "Both concern Qwen models, but CPU offload incompatibility and variable-length position_ids are separate issues." + "reason": "Both are internal model bugs, but they affect different components and symptoms." }, { - "left": "issue:44246", - "right": "issue:47217", + "left": "issue:44186", + "right": "issue:47000", "accept": false, - "reason": "Import latency and vision-language placeholder handling are unrelated." + "reason": "Tokenizer padding/truncation crash vs RTDetrLoss infeasible cost matrix are unrelated code paths." }, { - "left": "issue:45103", - "right": "issue:45372", + "left": "issue:45542", + "right": "issue:45800", "accept": false, - "reason": "Auto-docstring parsing with future annotations and a ReasoningEffort import error are different failure modes." + "reason": "Dependency-install issue and torch/transformers incompatibility are different environment problems." }, { "left": "issue:44623", "right": "issue:45397", "accept": false, - "reason": "Processor save_pretrained missing files is not the same as Gemma-4 zero3 from_pretrained loading failure." + "reason": "File-missing on save/export vs from_pretrained under ZeRO3 loading are different workflows." }, { - "left": "issue:42175", - "right": "issue:43976", + "left": "issue:43525", + "right": "issue:43881", "accept": false, - "reason": "Packaging/backend dependency issue versus Python version compatibility regression; different scope and cause." + "reason": "Missing pad_token_id on Llama4Config and a GLM-4V loading failure are different model/config issues." }, { - "left": "issue:47176", - "right": "issue:47177", + "left": "issue:43673", + "right": "issue:43761", "accept": false, - "reason": "Both are security-related, but command-substitution allowlist bypass and tar/zip-slip arbitrary write are distinct vulnerabilities." + "reason": "Both are v5 regressions, but one is chunked_prefill cache handling and the other is CLIPVision hidden_states propagation." }, { - "left": "issue:44671", - "right": "issue:44779", + "left": "issue:43784", + "right": "issue:45542", "accept": false, - "reason": "CamemBERT masked-LM prediction regression and DeepSeek tokenizer regression are different model/tokenizer bugs." + "reason": "Both are import-time failures, but they stem from different packages and missing dependencies." }, { "left": "issue:43901", "right": "issue:44246", "accept": false, - "reason": "Docs mismatch about return_all_scores versus intermittent import slowness; no common bug." + "reason": "Docs mismatch for return_all_scores is unrelated to import latency." }, { - "left": "issue:43525", - "right": "issue:43881", + "left": "issue:45600", + "right": "issue:45712", "accept": false, - "reason": "Missing pad_token_id on Llama4Config and a GLM-4V loading failure are unrelated." + "reason": "Both touch repo maintenance, but one is stale auto_mappings config references and the other is leftover dummy classes." }, { - "left": "issue:45600", - "right": "issue:45712", + "left": "issue:43525", + "right": "issue:43643", "accept": false, - "reason": "Broken auto_mappings references and leftover dummy classes are both repo hygiene issues, but not the same defect." + "reason": "Both mention missing config fields, but they are not the same bug or fix path." }, { "left": "issue:44188", "right": "issue:44336", "accept": false, - "reason": "Attention-kernel divergence under torch.compile versus ANSI codes in loading_report are unrelated." + "reason": "Attention-kernel divergence under torch.compile is unrelated to ANSI output in loading_report." }, { - "left": "issue:43673", - "right": "issue:43761", + "left": "issue:43575", + "right": "issue:47145", "accept": false, - "reason": "Generation cache missing during chunked_prefill and CLIPVisionModel hidden_states=None are different subsystem regressions." + "reason": "OOM on tensor-parallel model loading and missing FP8 weight_scale application are different problems." }, { - "left": "issue:44186", - "right": "issue:47000", + "left": "issue:42796", + "right": "issue:43441", "accept": false, - "reason": "Tokenizer crash on NER/padding versus RTDetrLoss cost-matrix infeasibility are unrelated." + "reason": "Tokenizer BPE-marker handling and FlashAttention failure are separate Ministral issues." }, { - "left": "issue:44336", - "right": "issue:44373", + "left": "issue:43824", + "right": "issue:43976", "accept": false, - "reason": "Terminal ANSI output bug and a wrong docstring are not the same kind of issue." + "reason": "Missing import symbol and Python version support mismatch are unrelated." }, { - "left": "issue:43575", - "right": "issue:47145", + "left": "issue:44589", + "right": "issue:45362", "accept": false, - "reason": "OOM on tensor-parallel load and silent FP8 checkpoint corruption are different quantization/loading problems." + "reason": "Float8 storage lookup failure and Qwen3.5 chat crash are not the same underlying bug." }, { - "left": "issue:44016", - "right": "issue:45823", + "left": "issue:45325", + "right": "issue:46851", "accept": false, - "reason": "Notebook syntax error and Gemma4 device mismatch during forward are unrelated." + "reason": "Both involve position_ids, but they are different Qwen models and different logic errors." }, { - "left": "issue:43525", - "right": "issue:43643", - "accept": false, - "reason": "A missing config attribute in Llama4 and missing fields from trust_remote_code AutoConfig are related only superficially; not the same concrete bug." + "left": "issue:47176", + "right": "issue:47177", + "accept": false, + "reason": "Security issues share the shell/archive theme, but command substitution bypass and tar/zip slip are distinct vulnerabilities." }, { - "left": "issue:43824", - "right": "issue:43976", + "left": "issue:44336", + "right": "issue:44373", "accept": false, - "reason": "ImportError for a specific model class and Python 3.9/3.10 compatibility are unrelated." + "reason": "Formatting ANSI codes and a wrong docstring are unrelated." }, { "left": "issue:43723", "right": "issue:44162", "accept": false, - "reason": "AutoTokenizer loading issue and ESM2 model breakage are different failures." + "reason": "Generic tokenizer-loading regression and ESM2-specific breakage are different issues." }, { - "left": "issue:44987", - "right": "issue:45542", + "left": "issue:44246", + "right": "issue:44496", "accept": false, - "reason": "Loading a specific package with transformers>=5.1.0 and a missing TensorFlow backend are unrelated." + "reason": "Import slowness vs unrecognized model/config parsing failure are unrelated." }, { - "left": "issue:42796", - "right": "issue:43441", + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "Kernel dependency API breakage and a model registration decorator bug are different code paths." + }, + { + "left": "issue:44871", + "right": "issue:47145", "accept": false, - "reason": "Tokenizer BPE marker handling and FlashAttention failure for Ministral-3 are separate problems." + "reason": "EOS-token config inconsistency and FP8 weight-scale loading are unrelated model configuration/loading bugs." } ] }, @@ -13358,40 +13491,42 @@ "cluster_id": "cluster-10000-520", "nodes": [ "issue:36246", - "issue:41628", + "issue:41950", "issue:42491", + "issue:42617", "issue:42757", "issue:42886", + "issue:43257", "issue:43299", "issue:43526", "issue:43531", "issue:43540", "issue:43550", - "issue:43784", + "issue:43901", "issue:43976", + "issue:44220", "issue:44242", "issue:44246", "issue:44295", "issue:44297", "issue:44336", "issue:44485", - "issue:44496", - "issue:44589", + "issue:44561", + "issue:44779", "issue:44871", "issue:45003", "issue:45072", "issue:45083", "issue:45103", - "issue:45325", + "issue:45137", + "issue:45292", "issue:45362", "issue:45397", - "issue:45542", "issue:45561", "issue:45563", "issue:45588", "issue:45593", "issue:46132", - "issue:46291", "issue:46399", "issue:46506", "issue:46614", @@ -13402,242 +13537,248 @@ "issue:46821", "issue:46829", "issue:46851", - "issue:47145", "issue:47217" ], "soft_pairs": [ - "issue:44589|issue:45362", - "issue:45325|issue:46851", - "issue:44297|issue:45397", - "issue:44246|issue:44496", "issue:45083|issue:46851", - "issue:44871|issue:47145", - "issue:46291|issue:46399", - "issue:41628|issue:43976", - "issue:43784|issue:45542", + "issue:42617|issue:43976", + "issue:44297|issue:45397", + "issue:46399|issue:46851", "issue:46655|issue:46726", "issue:45003|issue:47217", - "issue:46399|issue:46851", + "issue:42491|issue:43299", + "issue:45072|issue:46829", + "issue:43540|issue:46752", "issue:43526|issue:45003", "issue:45103|issue:46399", - "issue:43540|issue:46752", - "issue:44295|issue:45397", - "issue:45072|issue:46829", + "issue:43531|issue:45362", "issue:45561|issue:45563", - "issue:44336|issue:44485", "issue:44246|issue:44871", - "issue:43531|issue:45362", - "issue:45588|issue:46851", - "issue:42491|issue:43299", "issue:46614|issue:46665", "issue:45003|issue:46821", + "issue:45588|issue:46851", + "issue:44295|issue:45397", + "issue:44336|issue:44485", "issue:44242|issue:45593", "issue:43550|issue:46506", + "issue:44561|issue:46399", + "issue:44779|issue:45292", "issue:42886|issue:46132", + "issue:43901|issue:45003", + "issue:43257|issue:45137", + "issue:43540|issue:46655", + "issue:41950|issue:44220", + "issue:46726|issue:47217", "issue:36246|issue:42757" ], - "prepared_review_unit_hash": "ce41e7fc07dd3e706b12cbdd860b6d748e2c4fe364c33f2cdd0b35b6bbb246e6", + "prepared_review_unit_hash": "1eea12f937a5abf882855f28265757d241752b65f87cc91682eea1f57bbe8a6f", "component_budget": { "node_count": 520, "item_count": 520, - "soft_pair_count": 1916, - "serialized_chars": 993437, - "estimated_input_tokens": 248360, - "estimated_eval_tokens": 496976 + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35966, - "estimated_input_tokens": 8992, - "estimated_eval_tokens": 18240 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36567, + "estimated_input_tokens": 9142, + "estimated_eval_tokens": 18540 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is highly heterogeneous and the soft pairs are false positives; none of the candidate pairs look like the same underlying bug or change. No PRs are present in the input.", - "confidence": 0.97, - "canonical_issue_reason": "No true canonical issue: the items span unrelated imports, Qwen model regressions, tokenizer/config bugs, losses, and testing utilities.", + "summary": "This cluster is mostly a set of unrelated Transformers bugs that only look similar at the keyword level (Qwen, loading, processors, Deepspeed, video, etc.). I do not see any soft pair that is clearly the same underlying bug/change, so no duplicate merges should be made from these links.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45003 is the broadest, most infrastructure-level report in the set and the closest thing to a cluster anchor because it explains several loose import/loading similarity hits; the others are mostly model- or subsystem-specific and do not line up as duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43299 is the broadest regression-style report in the set (Qwen3VL MoE loading on main), so it is the least-bad anchor, but it still does not represent the rest of the cluster.", + "best_issue_reason": "issue:45003 is the best representative anchor for the cluster, but only as a broad loading/runtime regression bucket, not as a precise duplicate of the other reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44589", - "right": "issue:45362", + "left": "issue:45083", + "right": "issue:46851", "accept": false, - "reason": "Different failures and code paths: FP8 storage lookup vs Qwen chat/model loading crash." + "reason": "Both are Qwen-related, but one is a feature/helper behavior issue in qwen3_omni_moe and the other is a variable-length position_ids crash in Qwen3.5; different code paths." }, { - "left": "issue:45325", - "right": "issue:46851", + "left": "issue:42617", + "right": "issue:43976", "accept": false, - "reason": "Different model families and bugs: Qwen2.5-VL RoPE scaling vs Qwen3.5 variable-length position_ids." + "reason": "3d_parallel.py execution failure and a Python-version compatibility break are unrelated defects." }, { "left": "issue:44297", "right": "issue:45397", "accept": false, - "reason": "Tokenizer metadata mismatch on save vs gemma-4 zero3 from_pretrained; unrelated root causes." + "reason": "Tokenizer save metadata mismatch is not the same bug as gemma-4 ZeRO3/from_pretrained loading failure." }, { - "left": "issue:44246", - "right": "issue:44496", + "left": "issue:46399", + "right": "issue:46851", "accept": false, - "reason": "Import-time slowness is not the same as unrecognized-model config failure." + "reason": "Both involve Qwen3.5, but one is a missing decorator/registration crash and the other is a variable-length position_ids bug; not the same fix." }, { - "left": "issue:45083", - "right": "issue:46851", + "left": "issue:46655", + "right": "issue:46726", "accept": false, - "reason": "Qwen3-omni feature-length helper bug vs Qwen3.5 position_ids handling; different subsystems." + "reason": "Incorrect video padding in SmolVLM is unrelated to AutoProcessor backend-missing image-processor errors." }, { - "left": "issue:44871", - "right": "issue:47145", + "left": "issue:45003", + "right": "issue:47217", "accept": false, - "reason": "Inconsistent eos_token_id config vs missing weight_scale on FP8 compressed checkpoints; unrelated." + "reason": "sys.modules access in modeling_utils is a generic import-safety issue; VL placeholder handling in user text is a model prompting/input-parsing bug." }, { - "left": "issue:46291", - "right": "issue:46399", + "left": "issue:42491", + "right": "issue:43299", "accept": false, - "reason": "Kernels dependency/version import failure vs missing decorator on apply_rotary_pos_emb registration." + "reason": "Both mention Qwen3 MoE, but one is LoRA compatibility on hf4.x/hf5.x and the other is Qwen3VL MoE loading on dev main; not clearly the same concrete bug." }, { - "left": "issue:41628", - "right": "issue:43976", + "left": "issue:45072", + "right": "issue:46829", "accept": false, - "reason": "AutoImageProcessor import error is unrelated to the Python-version compatibility issue." + "reason": "bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel is unrelated to VideoPrism hidden_states/output packaging." }, { - "left": "issue:43784", - "right": "issue:45542", + "left": "issue:43540", + "right": "issue:46752", "accept": false, - "reason": "Sentence-transformers nn import NameError vs undefined TensorFlow backend from tensorboard-only install." + "reason": "Qwen3OmniMoe video-input ValueError and empty-list chat-template IndexError are different input-validation failures." }, { - "left": "issue:46655", - "right": "issue:46726", + "left": "issue:43526", + "right": "issue:45003", "accept": false, - "reason": "Video padding calculation bug vs missing vision backend causing unrecognized processor." + "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to generic sys.modules access in modeling_utils." }, { - "left": "issue:45003", - "right": "issue:47217", + "left": "issue:45103", + "right": "issue:46399", "accept": false, - "reason": "Unsafe sys.modules access in modeling_utils is unrelated to VL placeholder handling in user text." + "reason": "auto_docstring annotation parsing crash and Qwen3.5 kernel registration crash are different subsystems and failure modes." }, { - "left": "issue:46399", - "right": "issue:46851", + "left": "issue:43531", + "right": "issue:45362", "accept": false, - "reason": "Kernel registration crash vs variable-length position_ids; different Qwen3.5 failure modes." + "reason": "Qwen3-MoE sliding_window handling and Qwen3.5 chat crash are distinct model/runtime issues." }, { - "left": "issue:43526", - "right": "issue:45003", + "left": "issue:45561", + "right": "issue:45563", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug is unrelated to modeling_utils module lookup behavior." + "reason": "pytest-xdist file-race in testing utilities is unrelated to the stale num_return_sequences warning." }, { - "left": "issue:45103", - "right": "issue:46399", + "left": "issue:44246", + "right": "issue:44871", "accept": false, - "reason": "Auto-docstring annotations crash vs kernel registration/decorator issue; different subsystems." + "reason": "Missing load balancing loss and Gemma-3 eos_token_id config inconsistency affect different model behaviors and code paths." }, { - "left": "issue:43540", - "right": "issue:46752", + "left": "issue:46614", + "right": "issue:46665", "accept": false, - "reason": "Video-input ValueError in Qwen3OmniMoe is unrelated to empty-list chat template IndexError." + "reason": "Stale phonemizer language state in Wav2Vec2 tokenizer is unrelated to inconsistent from_pretrained behavior inside Python classes." }, { - "left": "issue:44295", - "right": "issue:45397", + "left": "issue:45003", + "right": "issue:46821", "accept": false, - "reason": "Position buffer read error vs gemma-4 zero3 loading; distinct code paths." + "reason": "Generic modeling_utils sys.modules access and TimesFM window_size AttributeError do not describe the same defect." }, { - "left": "issue:45072", - "right": "issue:46829", + "left": "issue:45588", + "right": "issue:46851", "accept": false, - "reason": "bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel vs hidden_states output bug in VideoPrism." + "reason": "flash_attention sink-less s_aux handling and Qwen3.5 variable-length position_ids are unrelated." }, { - "left": "issue:45561", - "right": "issue:45563", + "left": "issue:44295", + "right": "issue:45397", "accept": false, - "reason": "xdist race on captured_info.txt is unrelated to a stale generate() warning." + "reason": "position_ids buffer read error and gemma-4 ZeRO3 loading issue are separate bugs." }, { "left": "issue:44336", "right": "issue:44485", "accept": false, - "reason": "ANSI codes in loading_report are unrelated to GLM-5 RoPE implementation." + "reason": "ANSI coloring in loading_report and GLM-5 RoPE implementation are unrelated." }, { - "left": "issue:44246", - "right": "issue:44871", + "left": "issue:44242", + "right": "issue:45593", "accept": false, - "reason": "Import-time performance issue vs eos_token_id config inconsistency; not the same bug." + "reason": "Missing auxiliary loss when a flag is off in one model is not the same as missing load-balancing loss in another model." }, { - "left": "issue:43531", - "right": "issue:45362", + "left": "issue:43550", + "right": "issue:46506", "accept": false, - "reason": "Qwen3-MoE sliding_window issue and Qwen3.5 chat crash are different model/code-path problems." + "reason": "torch.compile/SDPA failure in Bamba is unrelated to CPU/CUDA output differences in PPDocLayoutV3." }, { - "left": "issue:45588", - "right": "issue:46851", + "left": "issue:44561", + "right": "issue:46399", "accept": false, - "reason": "Flash-attention sinkless-model crash vs Qwen3.5 variable-length position_ids; unrelated." + "reason": "Removal of is_torch_fx_available breaking trust_remote_code models is a different compatibility break than missing decorator registration in Qwen3.5." }, { - "left": "issue:42491", - "right": "issue:43299", + "left": "issue:44779", + "right": "issue:45292", "accept": false, - "reason": "Both are Qwen-related, but one is hf4.x LoRA compatibility and the other is a main-branch model-loading regression." + "reason": "Deepseek tokenizer output regression is not the same as resize_token_embeddings not updating output embeddings." }, { - "left": "issue:46614", - "right": "issue:46665", + "left": "issue:42886", + "right": "issue:46132", "accept": false, - "reason": "Stale phonemizer backend state vs from_pretrained behavior inside Python classes; different logic." + "reason": "HF_HUB_OFFLINE cache loading failure and AttentionInterface.register behavior change are unrelated." }, { - "left": "issue:45003", - "right": "issue:46821", + "left": "issue:43901", + "right": "issue:45003", "accept": false, - "reason": "Module lookup safety issue vs TimesFM window_size attribute error; unrelated subsystems." + "reason": "Deprecated docs wording in TextClassificationPipeline does not match the modeling_utils sys.modules safety issue." }, { - "left": "issue:44242", - "right": "issue:45593", + "left": "issue:43257", + "right": "issue:45137", "accept": false, - "reason": "Missing auxiliary loss when router logits are off vs D-FINE denoising auxiliary-loss issue; different models and conditions." + "reason": "Qwen3 MOE weight-conversion/loading problem and DeepSpeed ZeRO3 deque underflow are different failure modes." }, { - "left": "issue:43550", - "right": "issue:46506", + "left": "issue:43540", + "right": "issue:46655", "accept": false, - "reason": "Bamba torch.compile/SDPA bug vs CPU/CUDA divergence in PPDocLayoutV3; different issues." + "reason": "Both are video-related, but one is Qwen3OmniMoe input processing and the other is SmolVLM padding calculation; not the same bug." }, { - "left": "issue:42886", - "right": "issue:46132", + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "video-classification pipeline choosing image processors and _torch_extract_fbank_features are different subsystems." + }, + { + "left": "issue:46726", + "right": "issue:47217", "accept": false, - "reason": "Offline cache loading bug vs AttentionInterface.register behavior change; unrelated." + "reason": "Missing-vision-backend AutoProcessor error and VL placeholder handling in user text are not the same issue." }, { "left": "issue:36246", "right": "issue:42757", "accept": false, - "reason": "Different import errors from different modules/packages: Qwen2_5_VLImageProcessor vs is_offline_mode from huggingface_hub." + "reason": "Missing Qwen2_5_VLImageProcessor import and missing huggingface_hub is_offline_mode import are unrelated import errors." } ] }, @@ -13664,30 +13805,30 @@ "issue:29870", "issue:30333", "issue:36246", - "issue:41950", - "issue:43257", "issue:43295", "issue:43352", "issue:43475", "issue:43526", - "issue:43540", "issue:43596", - "issue:43901", + "issue:43653", "issue:44038", + "issue:44060", + "issue:44077", "issue:44162", - "issue:44220", "issue:44242", "issue:44295", "issue:44351", + "issue:44368", "issue:44451", "issue:44466", "issue:44479", "issue:44623", "issue:44749", - "issue:44779", "issue:44857", "issue:44877", + "issue:44977", "issue:44987", + "issue:44995", "issue:45003", "issue:45137", "issue:45200", @@ -13697,245 +13838,252 @@ "issue:45375", "issue:45459", "issue:45561", + "issue:45588", "issue:45600", + "issue:45701", "issue:45759", - "issue:45859", + "issue:46170", "issue:46369", - "issue:46399", "issue:46506", "issue:46655", "issue:46726", "issue:46752", - "issue:46897", - "issue:47000", - "issue:47217" + "issue:46894", + "issue:46897" ], "soft_pairs": [ - "issue:44779|issue:45292", "issue:36246|issue:44351", - "issue:43901|issue:45003", - "issue:46726|issue:47217", - "issue:41950|issue:44220", - "issue:43257|issue:45137", - "issue:43540|issue:46655", - "issue:44451|issue:46752", "issue:45375|issue:45759", - "issue:44295|issue:44749", "issue:44479|issue:46655", - "issue:45859|issue:46399", - "issue:45292|issue:47000", + "issue:36246|issue:43596", + "issue:44451|issue:46752", + "issue:45292|issue:45701", "issue:43295|issue:45292", "issue:44162|issue:45200", "issue:45137|issue:45600", - "issue:36246|issue:43596", - "issue:45003|issue:45561", + "issue:43352|issue:45250", "issue:44466|issue:45335", + "issue:44295|issue:44749", + "issue:44060|issue:44077", + "issue:45003|issue:45561", "issue:43475|issue:46369", - "issue:44623|issue:46726", - "issue:44038|issue:46506", "issue:44877|issue:45375", - "issue:44242|issue:44857", "issue:43526|issue:46897", "issue:44987|issue:45459", + "issue:44242|issue:44857", + "issue:44995|issue:45200", + "issue:44479|issue:46170", + "issue:44038|issue:46506", + "issue:44623|issue:46726", "issue:29870|issue:30333", - "issue:43352|issue:45250" + "issue:43526|issue:46894", + "issue:44877|issue:46170", + "issue:44995|issue:45588", + "issue:44368|issue:44977", + "issue:43653|issue:44162" ], - "prepared_review_unit_hash": "d224204c87f30fb9a80c9af0852fac2974f7a9461c3d22f3ca43a8ad3a40ca3b", + "prepared_review_unit_hash": "95504622a52b30a232fc43c65c8c0f68225b0ba1ba56a146c674c5b4ee0a2b71", "component_budget": { "node_count": 520, "item_count": 520, - "soft_pair_count": 1916, - "serialized_chars": 993437, - "estimated_input_tokens": 248360, - "estimated_eval_tokens": 496976 + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36108, - "estimated_input_tokens": 9027, - "estimated_eval_tokens": 18310 + "soft_pair_count": 29, + "serialized_chars": 36587, + "estimated_input_tokens": 9147, + "estimated_eval_tokens": 18550 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No duplicate cluster emerges here: the items span many unrelated bugs, regressions, docs issues, and model-specific failures across different subsystems. None of the soft edges is strong enough to merge.", - "confidence": 0.97, - "canonical_issue_reason": "There is no single canonical issue for this set because the artifacts are heterogeneous and do not describe the same underlying bug or fix.", + "summary": "The cluster is over-mixed: most pairs are clearly unrelated issues that only share broad Transformers vocabulary. No soft edge looks like a true duplicate or mergeable PR pair.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 44479 is the best representative of the cluster\u2019s closest theme: a concrete multimodal runtime regression in a specific code path (video input handling), even though the surrounding cluster is too heterogeneous to be a true duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 is the strongest representative issue: it is a concrete, high-signal regression report with a clear model family, version, and failure mode affecting multiple Qwen VL variants.", + "best_issue_reason": "44479 is the strongest single issue to use as a cluster representative because it is regression-shaped, concrete, and closest to several other multimodal/processor-related titles in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44779", - "right": "issue:45292", + "left": "issue:36246", + "right": "issue:44351", "accept": false, - "reason": "Different failures: tokenizer output corruption in Deepseek vs resize_token_embeddings not updating output embeddings." + "reason": "Different subsystems: Qwen2.5-VL image processor import vs HybridCache import failure." }, { - "left": "issue:36246", - "right": "issue:44351", + "left": "issue:45375", + "right": "issue:45759", "accept": false, - "reason": "Unrelated import errors for different symbols: Qwen2_5_VLImageProcessor vs HybridCache." + "reason": "Different bugs: missing config field vs AutoModelForCausalLM text_config unwrapping." }, { - "left": "issue:43901", - "right": "issue:45003", + "left": "issue:44479", + "right": "issue:46655", "accept": false, - "reason": "Docs mismatch for return_all_scores versus unsafe sys.modules access in modeling_utils." + "reason": "Both are video-related, but the concrete failures are different models and different code paths." }, { - "left": "issue:46726", - "right": "issue:47217", + "left": "issue:36246", + "right": "issue:43596", "accept": false, - "reason": "Different VL issues: missing vision-backend handling in AutoProcessor vs image placeholder parsing failure in user text." + "reason": "Unrelated errors: vision processor import vs DeepSpeed ZeRO3/BertModel index error." }, { - "left": "issue:41950", - "right": "issue:44220", + "left": "issue:44451", + "right": "issue:46752", "accept": false, - "reason": "Video-classification processor lookup bug is unrelated to _torch_extract_fbank_features audio feature extraction." + "reason": "Model loading failure and empty chat-template handling are unrelated." }, { - "left": "issue:43257", - "right": "issue:45137", + "left": "issue:45292", + "right": "issue:45701", "accept": false, - "reason": "Both involve DeepSpeed, but one is MOE weight conversion under accelerate while the other is a ZeRO3 deque IndexError." + "reason": "Resize-token-embeddings bug is unrelated to tokenization-version changes." }, { - "left": "issue:43540", - "right": "issue:46655", + "left": "issue:43295", + "right": "issue:45292", "accept": false, - "reason": "Different model paths and root causes: Qwen3OmniMoe video input ValueError vs SmolVLM video padding calculation bug." + "reason": "Processor.tokenizer regression is different from output embedding resize behavior." }, { - "left": "issue:44451", - "right": "issue:46752", + "left": "issue:44162", + "right": "issue:45200", "accept": false, - "reason": "Loading a specific model failure is not the same as apply_chat_template crashing on an empty list." + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaulting are separate issues." }, { - "left": "issue:45375", - "right": "issue:45759", + "left": "issue:45137", + "right": "issue:45600", "accept": false, - "reason": "Both are config-related, but one drops a missing vision field under @strict while the other fails to unwrap text_config for multimodal configs." + "reason": "DeepSpeed deque crash and removed Sam3LiteText mapping references are unrelated." }, { - "left": "issue:44295", - "right": "issue:44749", + "left": "issue:43352", + "right": "issue:45250", "accept": false, - "reason": "Position_ids buffer access error and a performance slowdown regression are not the same bug." + "reason": "Flash-Attn unsupported-model error is not the same as the generic Flash Attention topic." }, { - "left": "issue:44479", - "right": "issue:46655", + "left": "issue:44466", + "right": "issue:45335", "accept": false, - "reason": "Broad Qwen VL video-input regression is distinct from SmolVLM's incorrect video padding logic." + "reason": "Different tied-weight/serialization bug vs decoder embedding resize bug." }, { - "left": "issue:45859", - "right": "issue:46399", + "left": "issue:44295", + "right": "issue:44749", "accept": false, - "reason": "CPU-offload incompatibility in rotary embedding is different from a missing decorator on apply_rotary_pos_emb registration." + "reason": "Position_ids buffer access error is unrelated to the performance slowdown report." }, { - "left": "issue:45292", - "right": "issue:47000", + "left": "issue:44060", + "right": "issue:44077", "accept": false, - "reason": "Embedding resize behavior and RTDetrLoss infeasible cost matrix are unrelated failures." + "reason": "Tied-weights warning and optional post_init allowance are different config/model issues." }, { - "left": "issue:43295", - "right": "issue:45292", + "left": "issue:45003", + "right": "issue:45561", "accept": false, - "reason": "Processor.tokenizer/image-passing regression is unrelated to resize_token_embeddings not updating output embeddings." + "reason": "Unsafe sys.modules access and xdist file-race are unrelated bugs." }, { - "left": "issue:44162", - "right": "issue:45200", + "left": "issue:43475", + "right": "issue:46369", "accept": false, - "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaulting are separate model-specific issues." + "reason": "SAM3 VisionEncoder attribute error and SAM3-LiteText memory overflow are different failures." }, { - "left": "issue:45137", - "right": "issue:45600", + "left": "issue:44877", + "right": "issue:45375", "accept": false, - "reason": "ZeRO3 deque failure is not the same as stale auto_mappings references to removed Sam3LiteText configs." + "reason": "Strict config loading issue is unrelated to a missing vision config field." }, { - "left": "issue:36246", - "right": "issue:43596", + "left": "issue:43526", + "right": "issue:46897", "accept": false, - "reason": "Different error classes and code paths: missing import versus Zero3/BertModel index underflow." + "reason": "Label reduction bug and Florence2 double-shift training-loss bug are not the same defect." }, { - "left": "issue:45003", - "right": "issue:45561", + "left": "issue:44987", + "right": "issue:45459", "accept": false, - "reason": "Unsafe sys.modules access is unrelated to the pytest-xdist captured_info.txt race." + "reason": "Model load failure and tokenizer protobuf error masking are unrelated." }, { - "left": "issue:44466", - "right": "issue:45335", + "left": "issue:44242", + "right": "issue:44857", "accept": false, - "reason": "Serialization inconsistency of tied weights is different from resize_token_embeddings not propagating to decoder.embed_tokens." + "reason": "MoE load-balancing loss bug is unrelated to LwDetrImageLoss AMP crash." }, { - "left": "issue:43475", - "right": "issue:46369", + "left": "issue:44995", + "right": "issue:45200", "accept": false, - "reason": "SAM3 vision output attribute missing and SAM3-lite-text memory overflow are different bugs." + "reason": "Stale cache on second forward pass is unrelated to Gemma 4 token-type defaults." }, { - "left": "issue:44623", - "right": "issue:46726", + "left": "issue:44479", + "right": "issue:46170", "accept": false, - "reason": "Missing files from save_pretrained is not the same as AutoProcessor failing due to absent vision backend." + "reason": "Video regression in Qwen multimodal models is unrelated to Windows/ROCm import failures." }, { "left": "issue:44038", "right": "issue:46506", "accept": false, - "reason": "A Qwen3-VL-Moe regression is unrelated to PPDocLayoutV3 producing different CPU/CUDA results." + "reason": "Qwen3-VL-Moe compatibility bug and CPU/CUDA result mismatch are different issues." }, { - "left": "issue:44877", - "right": "issue:45375", + "left": "issue:44623", + "right": "issue:46726", "accept": false, - "reason": "Strict config loading for granite_speech is a different missing-field case than Qwen3_5MoeVisionConfig's dropped field." + "reason": "Missing save_pretrained files and unrecognized image processor due to missing backend are different problems." }, { - "left": "issue:44242", - "right": "issue:44857", + "left": "issue:29870", + "right": "issue:30333", "accept": false, - "reason": "Missing load-balancing loss when router logits are off is unrelated to an AMP/CUDA crash in LwDetrImageLoss." + "reason": "BART generate UnboundLocalError and MLflow job status reporting are unrelated." }, { "left": "issue:43526", - "right": "issue:46897", + "right": "issue:46894", "accept": false, - "reason": "BEiT label reduction bug and Florence2 double-shift training-loss bug do not share the same code path." + "reason": "These share a training-loss theme, but the model families and concrete bug pattern are not the same." }, { - "left": "issue:44987", - "right": "issue:45459", + "left": "issue:44877", + "right": "issue:46170", "accept": false, - "reason": "Model loading failure for physical-intelligence/fast is unrelated to protobuf exception masking in tokenizer error handling." + "reason": "Strict config loading and Windows/ROCm torch.distributed import issues are unrelated." }, { - "left": "issue:29870", - "right": "issue:30333", + "left": "issue:44995", + "right": "issue:45588", "accept": false, - "reason": "Bart generate() decoder_attention_mask bug and MLflow status-reporting failure are unrelated." + "reason": "Second-forward cache bug and flash-attention s_aux None crash are different code paths." }, { - "left": "issue:43352", - "right": "issue:45250", + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Tied-word-embeddings warning and flash-attention generation failure do not match." + }, + { + "left": "issue:43653", + "right": "issue:44162", "accept": false, - "reason": "Nemotron Flash Attention 2.0 support issue is not the same as the generic Flash Attention 2.0 topic." + "reason": "BigBirdTokenizer special-token bug and ESM2 breakage are unrelated." } ] }, @@ -13964,32 +14112,28 @@ "issue:43065", "issue:43408", "issue:43475", - "issue:43526", "issue:43540", - "issue:43653", + "issue:43646", + "issue:43701", "issue:43723", "issue:43906", "issue:43931", - "issue:44060", - "issue:44077", + "issue:43994", "issue:44162", "issue:44188", "issue:44297", "issue:44361", "issue:44368", - "issue:44479", "issue:44483", "issue:44623", "issue:44749", - "issue:44877", - "issue:44977", - "issue:44995", - "issue:45200", + "issue:44964", + "issue:45103", + "issue:45137", "issue:45229", "issue:45397", "issue:45412", "issue:45563", - "issue:45588", "issue:45593", "issue:45656", "issue:45685", @@ -14002,288 +14146,297 @@ "issue:46421", "issue:46431", "issue:46710", + "issue:46726", + "issue:46752", "issue:46832", "issue:46851", - "issue:46894", + "issue:46858", + "issue:47020", "issue:47068", "issue:47145" ], "soft_pairs": [ - "issue:44479|issue:46170", - "issue:43526|issue:46894", - "issue:45397|issue:45656", "issue:42199|issue:46851", - "issue:44060|issue:44077", - "issue:43653|issue:44162", - "issue:44368|issue:44977", - "issue:44877|issue:46170", "issue:43475|issue:43540", + "issue:45685|issue:46431", + "issue:45397|issue:45656", + "issue:46170|issue:46832", + "issue:42886|issue:45229", "issue:45412|issue:46123", "issue:43723|issue:46710", - "issue:42886|issue:45229", - "issue:46170|issue:46832", "issue:43065|issue:43408", - "issue:44188|issue:46202", "issue:43931|issue:44368", - "issue:44995|issue:45200", "issue:44368|issue:45563", + "issue:44188|issue:46202", + "issue:43906|issue:46202", + "issue:45987|issue:46082", "issue:46132|issue:47145", "issue:44483|issue:46202", - "issue:43906|issue:46202", "issue:44188|issue:46421", "issue:45593|issue:47068", - "issue:44995|issue:45588", - "issue:45987|issue:46082", + "issue:46752|issue:47020", + "issue:45103|issue:46858", "issue:44361|issue:44749", - "issue:45685|issue:46431", - "issue:44297|issue:44623" + "issue:43994|issue:46726", + "issue:44297|issue:44623", + "issue:43701|issue:44749", + "issue:43065|issue:46123", + "issue:44749|issue:45656", + "issue:43646|issue:44162", + "issue:44964|issue:45137" ], - "prepared_review_unit_hash": "1a8f8dfe5fb8f67db23871380e5b6a865d60ea451e0276218fadd7c56486ad94", + "prepared_review_unit_hash": "453fbb8a02888e1670cd9cc8b169665e97da6066480f4ad54b3c82ea59fdbd1f", "component_budget": { "node_count": 520, "item_count": 520, - "soft_pair_count": 1916, - "serialized_chars": 993437, - "estimated_input_tokens": 248360, - "estimated_eval_tokens": 496976 + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 36232, - "estimated_input_tokens": 9058, - "estimated_eval_tokens": 18372 + "serialized_chars": 35660, + "estimated_input_tokens": 8915, + "estimated_eval_tokens": 18086 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All proposed soft edges look like false positives: the paired issues cover unrelated bugs across tokenizers, vision/video models, config loading, caching, and inference behavior. There is no credible single canonical duplicate target in this cluster.", - "confidence": 0.98, - "canonical_issue_reason": null, + "summary": "The set is mostly unrelated issue reports across different models/subsystems; I only see one true duplicate-like pair around `StaticCache.get_seq_length()` returning a Tensor instead of an int. No PRs are present.", + "confidence": 0.91, + "canonical_issue_reason": "issue:46858 is the best canonical issue because it states the concrete downstream breakage from the same `cache.get_seq_length()` type bug and gives the clearest code-path context; issue:45987 is the more general contract complaint.", "canonical_pr_reason": null, - "best_issue_reason": "No issue stands out as a canonical representative; the items are too heterogeneous and the candidate pairs do not describe the same underlying bug.", + "best_issue_reason": "issue:46858 is the strongest representative overall: it is specific, reproducible, and ties the bad return type to a real failure in static-cache prefill/torch.compile paths.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44479", - "right": "issue:46170", - "accept": false, - "reason": "Video-input regression in Qwen models is unrelated to a Windows/ROCm import failure caused by torch.distributed." - }, - { - "left": "issue:43526", - "right": "issue:46894", - "accept": false, - "reason": "BEiT label reduction is unrelated to CohereASR training-loss shifting." - }, - { - "left": "issue:45397", - "right": "issue:45656", - "accept": false, - "reason": "A Gemma-4 from_pretrained zero3 issue is not the same bug as double optimizer stepping under deepspeed." - }, { "left": "issue:42199", "right": "issue:46851", "accept": false, - "reason": "DETR cardinality/background-class handling is unrelated to Qwen3.5 variable-length position_ids." + "reason": "Different failures: DETR cardinality/background-class logic vs Qwen3.5 variable-length `position_ids` handling." }, { - "left": "issue:44060", - "right": "issue:44077", + "left": "issue:43475", + "right": "issue:43540", "accept": false, - "reason": "A Qwen3-Next tied-weights warning is unrelated to patchtsmixer post_init allowance." + "reason": "Both are model-specific runtime errors, but they affect different code paths and models (`Sam3VisionEncoderOutput` attr vs Qwen3OmniMoe video input validation)." }, { - "left": "issue:43653", - "right": "issue:44162", + "left": "issue:45685", + "right": "issue:46431", "accept": false, - "reason": "BigBird tokenizer special-token registration is unrelated to ESM2 model breakage." + "reason": "Unrelated bugs: MPS histogram on `Int` in MoE vs missing chat template in a processor." }, { - "left": "issue:44368", - "right": "issue:44977", + "left": "issue:45397", + "right": "issue:45656", "accept": false, - "reason": "A tied-embeddings warning for Qwen3.5 LoRA is not the same as a flash-attention generation failure." + "reason": "Both mention DeepSpeed, but one is a `from_pretrained` loading issue and the other is a training-step double-call bug." }, { - "left": "issue:44877", - "right": "issue:46170", + "left": "issue:46170", + "right": "issue:46832", "accept": false, - "reason": "Strict config loading for granite_speech is unrelated to the Windows/ROCm dependency import error." + "reason": "Different subsystems: Windows/ROCm import dependency issue vs RT-DETR feature-level mismatch in forward." }, { - "left": "issue:43475", - "right": "issue:43540", + "left": "issue:42886", + "right": "issue:45229", "accept": false, - "reason": "Missing fpn_position_embeddings in SAM3 video is unrelated to Qwen3OmniMoe video input validation." + "reason": "Offline tokenizer cache loading and multi-GPU Gemma OOM are not the same bug." }, { "left": "issue:45412", "right": "issue:46123", "accept": false, - "reason": "RT-DETR memory not released on GC is unrelated to MaskGenerationPipeline partial-batch handling." + "reason": "RT-DETR memory release on delete vs mask pipeline partial-batch result dropping are distinct issues." }, { "left": "issue:43723", "right": "issue:46710", "accept": false, - "reason": "Tokenizer cache loading in v5 is unrelated to a DeepSeek accuracy regression after version upgrade." + "reason": "Tokenizer loading in v5 vs accuracy regression after upgrade; same area, different failure mode." }, { - "left": "issue:42886", - "right": "issue:45229", + "left": "issue:43065", + "right": "issue:43408", "accept": false, - "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU OOM are different failure modes." + "reason": "Both are SAM3-related, but one is a dummy layer in the pixel decoder and the other is a model-type mismatch warning." }, { - "left": "issue:46170", - "right": "issue:46832", + "left": "issue:43931", + "right": "issue:44368", "accept": false, - "reason": "A Windows/ROCm import issue is unrelated to RTDetrModel.forward feature-level shape handling." + "reason": "Weight-shape mismatch on model load is unrelated to a `tie_word_embeddings` warning." }, { - "left": "issue:43065", - "right": "issue:43408", + "left": "issue:44368", + "right": "issue:45563", "accept": false, - "reason": "A dummy Conv2d in Sam3PixelDecoder is unrelated to a sam3_video vs sam3_tracker model-type warning." + "reason": "A warning about tied embeddings is not the same as the stale `num_return_sequences` warning in paged generate." }, { "left": "issue:44188", "right": "issue:46202", "accept": false, - "reason": "torch.compile attention-kernel divergence is unrelated to Gemma pipeline roundtrip token handling." - }, - { - "left": "issue:43931", - "right": "issue:44368", - "accept": false, - "reason": "Qwen3-VL weight-shape mismatch is not the same bug as a Qwen3.5 LoRA warning." + "reason": "Attention-kernel divergence under `torch.compile` is a different code-path problem than Gemma pipeline roundtrip failure." }, { - "left": "issue:44995", - "right": "issue:45200", + "left": "issue:43906", + "right": "issue:46202", "accept": false, - "reason": "GlmMoeDsa stale cache corruption is unrelated to Gemma 4 mm_token_type_ids defaults." + "reason": "The isolated reproduction of another issue is not the same bug as the Gemma pipeline roundtrip failure." }, { - "left": "issue:44368", - "right": "issue:45563", + "left": "issue:45987", + "right": "issue:46082", "accept": false, - "reason": "A tied-embeddings warning is unrelated to a stale num_return_sequences warning in paged generate()." + "reason": "`StaticCache.get_seq_length()` returning a Tensor is unrelated to LlamaConfig's `head_dim` validation." }, { "left": "issue:46132", "right": "issue:47145", "accept": false, - "reason": "AttentionInterface.register behavior changes are unrelated to FP8 weight_scale being skipped on load." + "reason": "Behavior change in `AttentionInterface.register` is unrelated to FP8 compressed-tensors loading without `weight_scale`." }, { "left": "issue:44483", "right": "issue:46202", "accept": false, - "reason": "Chat/completions request rejection is unrelated to Gemma pipeline roundtrip failures on \u2581." - }, - { - "left": "issue:43906", - "right": "issue:46202", - "accept": false, - "reason": "An isolated reproduction of another issue is not the same as the Gemma roundtrip bug." + "reason": "Chat/completions request rejection and Gemma pipeline roundtrip failure are different bugs." }, { "left": "issue:44188", "right": "issue:46421", "accept": false, - "reason": "Attention-kernel divergence under torch.compile is unrelated to cache lazy initialization causing recompilation." + "reason": "Different issues: kernel branching divergence vs cache lazy-init recompilation." }, { "left": "issue:45593", "right": "issue:47068", "accept": false, - "reason": "Missing auxiliary losses in D-FINE is unrelated to a host synchronization issue in deepspeed_sp_compute_loss." + "reason": "D-FINE auxiliary-loss behavior and DeepSpeed loss host-sync are unrelated." }, { - "left": "issue:44995", - "right": "issue:45588", + "left": "issue:46752", + "right": "issue:47020", "accept": false, - "reason": "A stale indexer cache crash is unrelated to flash_attention.py assuming s_aux is not None." + "reason": "Empty-list chat template crash vs XLMRobertaTokenizer passing a dict to Unigram are different tokenizer bugs." }, { - "left": "issue:45987", - "right": "issue:46082", + "left": "issue:45103", + "right": "issue:46858", "accept": false, - "reason": "StaticCache return-type contract violation is unrelated to LlamaConfig head_dim validation." + "reason": "Auto-docstring failure under future annotations is unrelated to cache sequence-length typing." }, { "left": "issue:44361", "right": "issue:44749", "accept": false, - "reason": "MLukeTokenizer AttributeError is unrelated to a Transformers upgrade performance regression." + "reason": "MLukeTokenizer task-time AttributeError and a Transformers upgrade slowdown are not the same underlying bug." }, { - "left": "issue:45685", - "right": "issue:46431", + "left": "issue:43994", + "right": "issue:46726", "accept": false, - "reason": "MPS histogram support for Int in MoE is unrelated to apply_chat_template missing-template errors." + "reason": "SigLIP2 bad outputs and missing-vision-backend processor errors are distinct." }, { "left": "issue:44297", "right": "issue:44623", "accept": false, - "reason": "Tokenizer save_pretrained class-name mismatch is not the same bug as processor.save_pretrained omitting files." - } - ] - }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "issue", - "component_index": 1, - "component_count": 27, - "review_unit_index": 47, - "review_unit_count": 63, - "status": "reviewed", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-520", - "nodes": [ - "issue:28282", - "issue:30990", - "issue:39692", - "issue:41628", - "issue:42994", - "issue:43065", + "reason": "Both involve save/pretrained flows, but one is tokenizer class metadata mismatch and the other is missing processor files; not the same concrete bug." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "Checkpoint key mismatch is unrelated to the reported performance regression." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "SAM3 pixel-decoder dummy layer and mask pipeline batch handling are unrelated." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Performance slowdown after upgrade is not the same as an optimizer-step double-call bug." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Custom model initialization breakage and ESM2 breakage are separate issues." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Phi-4 multimodal load failure and DeepSpeed ZeRO3 deque underflow are unrelated." + }, + { + "left": "issue:45987", + "right": "issue:46858", + "accept": true, + "reason": "Both describe the same root bug: `cache.get_seq_length()` returns a Tensor instead of an int, causing downstream static-cache arithmetic failures; issue:46858 is the more concrete manifestation." + } + ] + }, + "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": 27, + "review_unit_index": 47, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:36010", + "issue:39692", + "issue:41628", + "issue:42371", + "issue:42994", "issue:43232", - "issue:43441", + "issue:43278", "issue:43475", "issue:43482", "issue:43525", "issue:43643", - "issue:43646", "issue:43673", - "issue:43701", - "issue:43994", + "issue:43723", + "issue:43784", + "issue:43873", "issue:44038", - "issue:44162", "issue:44188", "issue:44373", "issue:44623", - "issue:44749", + "issue:44661", "issue:44869", "issue:44871", "issue:44933", - "issue:44964", - "issue:45103", + "issue:44945", + "issue:45092", "issue:45137", "issue:45230", "issue:45310", @@ -14293,244 +14446,237 @@ "issue:45478", "issue:45561", "issue:45656", - "issue:46123", "issue:46132", + "issue:46326", + "issue:46399", "issue:46463", "issue:46726", - "issue:46752", "issue:46821", "issue:46851", - "issue:46858", "issue:46877", "issue:47000", + "issue:47059", "issue:47217" ], "soft_pairs": [ - "issue:45103|issue:46858", - "issue:43701|issue:44749", - "issue:44749|issue:45656", - "issue:43065|issue:46123", - "issue:43994|issue:46726", + "issue:42994|issue:43482", + "issue:43475|issue:43643", + "issue:43475|issue:46821", "issue:44623|issue:45656", - "issue:43646|issue:44162", - "issue:44964|issue:45137", + "issue:43784|issue:46399", "issue:44871|issue:46132", - "issue:43441|issue:46752", - "issue:45375|issue:45478", + "issue:46463|issue:46877", "issue:44373|issue:46851", - "issue:45230|issue:45397", - "issue:43475|issue:46821", - "issue:43475|issue:43643", "issue:45561|issue:47217", + "issue:39692|issue:46726", + "issue:28282|issue:30990", "issue:44188|issue:46851", "issue:43232|issue:43673", - "issue:42994|issue:43482", - "issue:44038|issue:44623", - "issue:45310|issue:45375", - "issue:28282|issue:30990", - "issue:41628|issue:44933", - "issue:39692|issue:46726", - "issue:46463|issue:46877", + "issue:45375|issue:45478", "issue:46877|issue:47000", + "issue:43723|issue:46326", + "issue:44869|issue:45356", + "issue:41628|issue:44933", + "issue:45310|issue:45375", "issue:42994|issue:43525", - "issue:44869|issue:45356" + "issue:45230|issue:45397", + "issue:44038|issue:44623", + "issue:43873|issue:44945", + "issue:36010|issue:41628", + "issue:42371|issue:45092", + "issue:44661|issue:47059", + "issue:43278|issue:45137" ], - "prepared_review_unit_hash": "f1e028c261b3c7f954179c4af13bbb13aca37f01eb0407f6eff0edf6e13396da", + "prepared_review_unit_hash": "8a708b43e0a433582a2fde443859576cb997ee418288840d50c6592feb92700f", "component_budget": { "node_count": 520, "item_count": 520, - "soft_pair_count": 1916, - "serialized_chars": 993437, - "estimated_input_tokens": 248360, - "estimated_eval_tokens": 496976 + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35241, - "estimated_input_tokens": 8811, - "estimated_eval_tokens": 17878 + "soft_pair_count": 27, + "serialized_chars": 34879, + "estimated_input_tokens": 8720, + "estimated_eval_tokens": 17696 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: most items are distinct model-, API-, or tooling-specific bugs that only look loosely similar by keywords. None of the soft pairs appear to be the same concrete underlying defect, so I would not consolidate any of them.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue stands out; these reports span unrelated code paths (generation, processors, configs, quantization, vision, and training utilities).", + "summary": "This cluster is mostly a bundle of superficially similar but distinct Transformers bug reports (imports, generation, tokenizer, config, quantization, vision, and distributed-training edge cases). I don\u2019t see any soft pair that is safe to merge as a duplicate; the most representative issue is the active quantization/offloading report.", + "confidence": 0.72, + "canonical_issue_reason": "issue:43873 is the strongest representative: it is active, has the most discussion/inbound references, and describes a concrete runtime bug with a clear failure mode, making it a better cluster anchor than narrower one-off import/config errors.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue for deduplication: the cluster does not share one underlying bug, so choosing a representative issue would be misleading.", + "best_issue_reason": "issue:43873 is the best overall issue candidate because it is the most substantively discussed and broadly actionable bug report in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45103", - "right": "issue:46858", - "accept": false, - "reason": "One is an auto-docstring crash with future annotations; the other is a static-cache/torch.compile tensor arithmetic bug. Different subsystems and failure modes." - }, - { - "left": "issue:43701", - "right": "issue:44749", - "accept": false, - "reason": "Checkpoint key mismatch during resume is unrelated to the reported data-filtering slowdown after upgrading Transformers." - }, - { - "left": "issue:44749", - "right": "issue:45656", + "left": "issue:42994", + "right": "issue:43482", "accept": false, - "reason": "A slowdown in filtering data is not the same bug as DeepSpeed causing optimizer.step() to run twice." + "reason": "Both mention model/quantization-related failures, but one is about saving quantized models and the other about loading Qwen2.5-GGUF under v5; different code paths and failure modes." }, { - "left": "issue:43065", - "right": "issue:46123", + "left": "issue:43475", + "right": "issue:43643", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and MaskGenerationPipeline dropping partial-batch results are unrelated components and behaviors." + "reason": "One is a SAM 3 Video missing-attribute crash, the other is a trust_remote_code AutoConfig field-loss issue; related theme, not the same bug." }, { - "left": "issue:43994", - "right": "issue:46726", + "left": "issue:43475", + "right": "issue:46821", "accept": false, - "reason": "SigLIP2 bad outputs with AutoModel/pipeline is not the same as AutoProcessor's missing-backend error message." + "reason": "Both are AttributeError reports, but on different models and different missing fields; not the same underlying defect." }, { "left": "issue:44623", "right": "issue:45656", "accept": false, - "reason": "Missing files from processor.save_pretrained and duplicate optimizer steps under DeepSpeed are different code paths." + "reason": "Processor save_pretrained file omission and DeepSpeed double optimizer step are unrelated bugs in different subsystems." }, { - "left": "issue:43646", - "right": "issue:44162", + "left": "issue:43784", + "right": "issue:46399", "accept": false, - "reason": "trust_remote_code missing config fields is unrelated to ESM2 being broken." + "reason": "These are different import/runtime failures in unrelated paths: sentence-transformers import with latest transformers vs Qwen3.5 kernel registration/decorator issue." }, { - "left": "issue:44964", - "right": "issue:45137", + "left": "issue:44871", + "right": "issue:46132", "accept": false, - "reason": "A multimodal model load failure is not the same as a DeepSpeed ZeRO3 deque IndexError." + "reason": "Gemma EOS-token config mismatch and AttentionInterface.register behavior change are distinct issues with no shared failing code path." }, { - "left": "issue:44871", - "right": "issue:46132", + "left": "issue:46463", + "right": "issue:46877", "accept": false, - "reason": "Gemma eos_token_id inconsistency and AttentionInterface.register behavior changes are different API bugs." + "reason": "One is an incorrect T5 decoder-input error message, the other is doc-lint output leaking at import time; different problems entirely." }, { - "left": "issue:43441", - "right": "issue:46752", + "left": "issue:44373", + "right": "issue:46851", "accept": false, - "reason": "FlashAttention failure for Ministral-3 is unrelated to apply_chat_template crashing on an empty list." + "reason": "Wrong docstring text is a documentation issue, while the other is a real variable-length position_ids bug; not duplicates." }, { - "left": "issue:45375", - "right": "issue:45478", + "left": "issue:45561", + "right": "issue:47217", "accept": false, - "reason": "Missing deepstack_visual_indexes in a vision config is not the same as a Qwen3.5 MoE from_pretrained error, even if both involve the same family." + "reason": "pytest-xdist file-race in testing utils and VL image-placeholder handling are unrelated failures." }, { - "left": "issue:44373", - "right": "issue:46851", + "left": "issue:39692", + "right": "issue:46726", "accept": false, - "reason": "A wrong docstring for position_ids is not the same as a runtime failure using position_ids for variable-length inputs." + "reason": "Both touch vision/processor behavior, but one is a doc example with model/processor mismatch plus quantization failure, while the other is an AutoProcessor error message when a backend is missing." }, { - "left": "issue:45230", - "right": "issue:45397", + "left": "issue:28282", + "right": "issue:30990", "accept": false, - "reason": "A generic bug report provides no basis to merge with a specific gemma-4 ZeRO3 from_pretrained issue." + "reason": "An import-time PyTorch dependency error is not the same as Sentence Transformers hanging during load." }, { - "left": "issue:43475", - "right": "issue:46821", + "left": "issue:44188", + "right": "issue:46851", "accept": false, - "reason": "Missing fpn_position_embeddings on Sam3VisionEncoderOutput and TimesFM window_size AttributeError are unrelated." + "reason": "Different generation/attention bugs: torch.compile branch divergence vs position_ids variable-length input handling." }, { - "left": "issue:43475", - "right": "issue:43643", + "left": "issue:43232", + "right": "issue:43673", "accept": false, - "reason": "Sam3Video vision-output attribute loss is unrelated to AutoConfig with trust_remote_code returning missing fields." + "reason": "Both involve generation internals, but one concerns sync_gpus/update_model_kwargs and the other a missing cache in chunked_prefill; different defects." }, { - "left": "issue:45561", - "right": "issue:47217", + "left": "issue:45375", + "right": "issue:45478", "accept": false, - "reason": "A pytest-xdist race on a temp file is unrelated to VL models failing when the image placeholder appears in user text." + "reason": "Same model family, but one is a missing config field silently dropped by @strict and the other is a from_pretrained regression; not enough to treat as one bug." }, { - "left": "issue:44188", - "right": "issue:46851", + "left": "issue:46877", + "right": "issue:47000", "accept": false, - "reason": "torch.compile branching divergence in attention kernels is a different bug from Qwen3.5 variable-length position_ids handling." + "reason": "Docstring/doc-lint import noise is unrelated to RTDetrLoss infeasible cost-matrix crashes." }, { - "left": "issue:43232", - "right": "issue:43673", + "left": "issue:43723", + "right": "issue:46326", "accept": false, - "reason": "sync_gpus update_model_kwargs behavior and missing GenerationMixin cache in chunked_prefill are separate generation bugs." + "reason": "Tokenizer loading in v5 and continue_final_message for mistral_common tokenizers are different tokenizer bugs with different symptoms." }, { - "left": "issue:42994", - "right": "issue:43482", + "left": "issue:44869", + "right": "issue:45356", "accept": false, - "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are opposite sides of different workflows." + "reason": "Both concern tokenizer/codec behavior, but Whisper trailing replacement-character crash and Kimi-K2.5 codec regression are separate failure modes." }, { - "left": "issue:44038", - "right": "issue:44623", + "left": "issue:41628", + "right": "issue:44933", "accept": false, - "reason": "A Qwen3-VL-Moe transformers 5 compatibility bug is not the same as processor.save_pretrained missing files." + "reason": "AutoImageProcessor import failure and non-existent image_utils import are both import issues, but they are not the same missing symbol or code path." }, { "left": "issue:45310", "right": "issue:45375", "accept": false, - "reason": "Both mention Qwen3.5 MoE, but one is a from_pretrained error while the other is a missing config field in the vision config; not the same defect." + "reason": "The first is a Qwen3.5 Moe from_pretrained regression; the second is a missing deepstack_visual_indexes config field. Same family, but not the same bug." }, { - "left": "issue:28282", - "right": "issue:30990", + "left": "issue:42994", + "right": "issue:43525", "accept": false, - "reason": "PyTorch missing ImportError for AutoModel and Sentence Transformers loading hangs are unrelated issues." + "reason": "Quantized model saving and Llama4Config missing pad_token_id are unrelated failures." }, { - "left": "issue:41628", - "right": "issue:44933", + "left": "issue:45230", + "right": "issue:45397", "accept": false, - "reason": "Cannot import AutoImageProcessor and nonexistent import from image_utils are similar on the surface but do not clearly describe the same broken symbol or path." + "reason": "A placeholder bug-report stub is not a meaningful duplicate of a gemma-4 zero3 from_pretrained issue." }, { - "left": "issue:39692", - "right": "issue:46726", + "left": "issue:44038", + "right": "issue:44623", "accept": false, - "reason": "A broken SigLIP2 documentation example is not the same as an AutoProcessor backend-missing error." + "reason": "Qwen3-VL-Moe transformer incompatibility and processor.save_pretrained file loss are different code paths." }, { - "left": "issue:46463", - "right": "issue:46877", + "left": "issue:43873", + "right": "issue:44945", "accept": false, - "reason": "Incorrect T5 decoder-input validation messaging and auto_docstring printing diagnostics at import time are unrelated." + "reason": "Quantization/offloading behavior and pipeline-parallelism output correctness are distinct distributed-inference bugs." }, { - "left": "issue:46877", - "right": "issue:47000", + "left": "issue:36010", + "right": "issue:41628", "accept": false, - "reason": "Import-time doc-lint stdout noise has nothing to do with RTDetrLoss infeasible-cost-matrix crashes." + "reason": "Both are import errors from transformers APIs, but for different symbols and different breaking changes." }, { - "left": "issue:42994", - "right": "issue:43525", + "left": "issue:42371", + "right": "issue:45092", "accept": false, - "reason": "Quantized model saving failure and Llama4Config missing pad_token_id are different model/config issues." + "reason": "TF32 API guidance and remote-code checkpoint/meta-init incompatibility are unrelated." }, { - "left": "issue:44869", - "right": "issue:45356", + "left": "issue:44661", + "right": "issue:47059", + "accept": false, + "reason": "A model-registry/tokenizer mapping failure is not the same as a huggingface_hub CLI completion attribute error." + }, + { + "left": "issue:43278", + "right": "issue:45137", "accept": false, - "reason": "Whisper decode crashing on a trailing replacement character and Kimi-K2.5 tokenizer codec regression are both tokenizer-related but not the same concrete bug." + "reason": "Training/eval dtype drift and a DeepSpeed ZeRO3 deque IndexError are separate training bugs." } ] }, @@ -14558,291 +14704,315 @@ "issue:30990", "issue:33290", "issue:35141", - "issue:36010", "issue:41628", "issue:42175", - "issue:42371", "issue:42673", "issue:42831", "issue:42898", "issue:42994", "issue:43232", + "issue:43479", "issue:43704", "issue:43723", "issue:43784", "issue:43824", - "issue:43873", "issue:43976", "issue:44038", + "issue:44186", "issue:44222", "issue:44351", "issue:44496", "issue:44568", - "issue:44661", + "issue:44623", "issue:44743", "issue:44792", + "issue:44843", "issue:44857", "issue:44933", "issue:44945", "issue:45081", - "issue:45092", "issue:45103", - "issue:45137", "issue:45310", "issue:45405", "issue:45406", "issue:45561", "issue:45593", + "issue:45712", "issue:45753", + "issue:45812", "issue:46202", - "issue:46326", - "issue:46399", + "issue:46693", "issue:46701", + "issue:46829", "issue:46877", - "issue:47000", "issue:47059", - "issue:47068" + "issue:47068", + "issue:47085" ], "soft_pairs": [ - "issue:43723|issue:46326", - "issue:42371|issue:45092", - "issue:43873|issue:44945", - "issue:45137|issue:47000", - "issue:41628|issue:44351", - "issue:43784|issue:46399", - "issue:36010|issue:41628", - "issue:44038|issue:45310", + "issue:45081|issue:45103", "issue:42994|issue:43824", - "issue:44222|issue:45310", "issue:44857|issue:46877", - "issue:45561|issue:47059", - "issue:44661|issue:47059", - "issue:44945|issue:45753", - "issue:45593|issue:46877", - "issue:45081|issue:45103", "issue:45406|issue:46202", "issue:46202|issue:46701", + "issue:45593|issue:46877", + "issue:41628|issue:44351", + "issue:44038|issue:45310", "issue:43232|issue:44792", - "issue:42831|issue:44222", - "issue:42673|issue:43704", + "issue:44945|issue:45753", + "issue:44222|issue:45310", + "issue:45561|issue:47059", "issue:42175|issue:44933", "issue:44743|issue:47068", "issue:45405|issue:46877", - "issue:43976|issue:44933", "issue:30333|issue:33290", - "issue:44496|issue:45561", + "issue:42831|issue:44222", + "issue:42175|issue:45712", "issue:42898|issue:44568", - "issue:30990|issue:35141" + "issue:44496|issue:45561", + "issue:42673|issue:43704", + "issue:43976|issue:44933", + "issue:43784|issue:43824", + "issue:30990|issue:35141", + "issue:44568|issue:47085", + "issue:44843|issue:47085", + "issue:43479|issue:46829", + "issue:44186|issue:47085", + "issue:42898|issue:45812", + "issue:42673|issue:46693", + "issue:44623|issue:45310", + "issue:43723|issue:44568" ], - "prepared_review_unit_hash": "65f2452d6b0fcc0261a11e98af929799b05c2369c93ee2c93d93b702b7a4a5f2", + "prepared_review_unit_hash": "4e2448b29a3fb5caa60f4f53e03de2ac74651a6636ae362813c502e79f4279b1", "component_budget": { "node_count": 520, "item_count": 520, - "soft_pair_count": 1916, - "serialized_chars": 993437, - "estimated_input_tokens": 248360, - "estimated_eval_tokens": 496976 + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36236, - "estimated_input_tokens": 9059, - "estimated_eval_tokens": 18374 + "soft_pair_count": 32, + "serialized_chars": 37285, + "estimated_input_tokens": 9322, + "estimated_eval_tokens": 18900 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a noisy cluster of mostly unrelated issue reports. A few items share superficial themes like v5 import regressions or model-specific runtime bugs, but none of the soft pairs look like the same underlying defect or change.", - "confidence": 0.91, - "canonical_issue_reason": "No issue is a true duplicate anchor for the whole cluster; if forced, issue:41628 is the broadest representative of the import-regression subgroup, but the cluster is too heterogeneous overall.", - "canonical_pr_reason": null, - "best_issue_reason": "issue:41628 is the most broadly representative single issue because it captures a common transformers import-breakage pattern seen in several nearby reports, though it is not a duplicate of them.", - "best_pr_reason": null, + "summary": "This cluster is mostly a set of unrelated transformer issues linked only by loose lexical similarity. The only clear duplicate pair is the repeated Qwen3ForCausalLM VRAM leak report.", + "confidence": 0.93, + "canonical_issue_reason": "issue:42673 is the best canonical issue: it is the earlier, more discussed report, and issue:43704 is an exact duplicate with the same title and symptom.", + "canonical_pr_reason": "No pull requests are present in the provided items, so there is no PR canonical candidate.", + "best_issue_reason": "issue:42673 is the strongest representative because it is an exact duplicate target for issue:43704 and has more discussion/inbound references than the later copy.", + "best_pr_reason": "No pull requests are present in the provided items, so there is no PR best candidate.", "soft_edge_verdicts": [ { - "left": "issue:43723", - "right": "issue:46326", + "left": "issue:45081", + "right": "issue:45103", "accept": false, - "reason": "Both involve tokenizer-related behavior changes, but one is a v5 tokenizer loading regression and the other is a mistral_common continue_final_message bug; different code paths." + "reason": "Different bugs: Mistral regex/tokenizer loading crash vs auto-docstring future-annotations AttributeError." }, { - "left": "issue:42371", - "right": "issue:45092", + "left": "issue:42994", + "right": "issue:43824", "accept": false, - "reason": "TF32 settings and old InternVL2 meta-init incompatibility are unrelated problems in different subsystems." + "reason": "Quantized model saving failure and missing Qwen2_5_VLForConditionalGeneration import are unrelated." }, { - "left": "issue:43873", - "right": "issue:44945", + "left": "issue:44857", + "right": "issue:46877", "accept": false, - "reason": "Quantization offloading behavior and incorrect pipeline-parallel output are different runtime issues with different failure modes." + "reason": "CUDA float16 loss crash vs auto_docstring stdout diagnostics at import time." }, { - "left": "issue:45137", - "right": "issue:47000", + "left": "issue:45406", + "right": "issue:46202", "accept": false, - "reason": "DeepSpeed ZeRO3 deque underflow and RTDetr loss infeasible cost matrix are distinct training-time crashes." + "reason": "Gemma4Processor _tokenizer crash vs Gemma pipeline roundtrip tokenization issue." }, { - "left": "issue:41628", - "right": "issue:44351", + "left": "issue:46202", + "right": "issue:46701", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols and likely different packaging/export regressions." + "reason": "Roundtrip tokenization bug vs DiffusionGemma image-text-to-text pipeline failure; different code paths." }, { - "left": "issue:43784", - "right": "issue:46399", + "left": "issue:45593", + "right": "issue:46877", "accept": false, - "reason": "Sentence-transformers import NameError and Qwen3.5 rotary registration ValueError are unrelated breakages." + "reason": "D-FINE auxiliary-loss logic bug vs docstring import-time logging noise." }, { - "left": "issue:36010", - "right": "issue:41628", + "left": "issue:41628", + "right": "issue:44351", "accept": false, - "reason": "Both are import failures, but for different APIs and different modules; not the same missing-export bug." + "reason": "Both are import errors, but for different missing symbols and likely different fixes." }, { "left": "issue:44038", "right": "issue:45310", "accept": false, - "reason": "Both mention Qwen3.5/Qwen3-VL-Moe, but the reported failures differ and likely involve different model-loading paths." + "reason": "Different Qwen model families and different from_pretrained failures; too broad to merge." }, { - "left": "issue:42994", - "right": "issue:43824", + "left": "issue:43232", + "right": "issue:44792", "accept": false, - "reason": "Quantized model saving and Qwen2_5_VLForConditionalGeneration import failure are unrelated." + "reason": "Generation kwargs update bug vs janus image generation test failure; not the same defect." }, { - "left": "issue:44222", - "right": "issue:45310", + "left": "issue:44945", + "right": "issue:45753", "accept": false, - "reason": "FP8 save_pretrained behavior and Qwen3.5 from_pretrained import error are different bugs." + "reason": "Pipeline-parallel LLM output corruption vs Qwen3_5 image infinite loop; different symptoms and likely causes." }, { - "left": "issue:44857", - "right": "issue:46877", + "left": "issue:44222", + "right": "issue:45310", "accept": false, - "reason": "AMP/CUDA crash in LwDetrImageLoss and auto_docstring stdout diagnostics are unrelated." + "reason": "FP8 save_pretrained moe issue vs Qwen3.5 from_pretrained error; unrelated." }, { "left": "issue:45561", "right": "issue:47059", "accept": false, - "reason": "pytest-xdist file race and huggingface_hub CLI completion regression affect different test/CLI paths." + "reason": "pytest-xdist file race vs huggingface_hub CLI completion API break." }, { - "left": "issue:44661", - "right": "issue:47059", + "left": "issue:42175", + "right": "issue:44933", "accept": false, - "reason": "Tokenizer mapping registration logic and CLI completion attribute error are unrelated." + "reason": "Packaging/backend dependency issue vs missing image_utils import; unrelated." }, { - "left": "issue:44945", - "right": "issue:45753", + "left": "issue:44743", + "right": "issue:47068", "accept": false, - "reason": "Pipeline parallelism output corruption and Qwen3_5 infinite loop are distinct generation bugs." + "reason": "Qwen3.5 recurrent-state reset bug vs deepspeed host synchronization concern; different code paths." }, { - "left": "issue:45593", + "left": "issue:45405", "right": "issue:46877", "accept": false, - "reason": "D-FINE auxiliary-loss logic and auto_docstring import-time logging are unrelated." + "reason": "Dependency version bump problem vs docstring stdout diagnostics." }, { - "left": "issue:45081", - "right": "issue:45103", + "left": "issue:30333", + "right": "issue:33290", "accept": false, - "reason": "Mistral regex patching crash and auto_docstring annotation handling are different utility-layer failures." + "reason": "MLFlow reporting on failed training job vs deepspeed Adafactor OOM." }, { - "left": "issue:45406", - "right": "issue:46202", + "left": "issue:42831", + "right": "issue:44222", "accept": false, - "reason": "Gemma4Processor _tokenizer attribute crash and Gemma pipeline roundtrip failure are different tokenizer/processor issues." + "reason": "FineGrainedFP8 accuracy regression vs FP8 save_pretrained moE bug." }, { - "left": "issue:46202", - "right": "issue:46701", + "left": "issue:42175", + "right": "issue:45712", "accept": false, - "reason": "Both touch Gemma-related pipelines, but one is a token roundtrip issue and the other is an image-text-to-text output type mismatch." + "reason": "Tensorflow backend packaging vs leftover dummy classes leaking into dir(transformers)." }, { - "left": "issue:43232", - "right": "issue:44792", + "left": "issue:42898", + "right": "issue:44568", "accept": false, - "reason": "Generation kwargs update after sync_gpus and janus image generation test failure are not the same bug." + "reason": "Tokenizer cleanup behavior change and mdeberta BOS/EOS regression are separate tokenizer bugs." }, { - "left": "issue:42831", - "right": "issue:44222", + "left": "issue:44496", + "right": "issue:45561", "accept": false, - "reason": "FineGrainedFP8 accuracy and FP8 save_pretrained are both FP8-adjacent but refer to different symptoms and code paths." + "reason": "Unrecognized model/config issue vs pytest-xdist captured_info.txt race." }, { "left": "issue:42673", "right": "issue:43704", - "accept": false, - "reason": "The same title suggests a possible duplicate pair, but without shared evidence it is safer to reject because they may be separate reports of similar VRAM leaks." + "accept": true, + "reason": "Exact duplicate reports of the same Qwen3ForCausalLM VRAM leak in multiple dataloader threads." }, { - "left": "issue:42175", + "left": "issue:43976", "right": "issue:44933", "accept": false, - "reason": "Missing TensorFlow backend in torch install and missing image_utils import are unrelated packaging/import issues." + "reason": "Python version compatibility issue vs image_utils import failure." }, { - "left": "issue:44743", - "right": "issue:47068", + "left": "issue:43784", + "right": "issue:43824", "accept": false, - "reason": "Qwen3.5 recurrent-state reset and deepspeed_sp_compute_loss host sync concern different model/runtime logic." + "reason": "Sentence-transformers import NameError vs missing Qwen2_5_VLForConditionalGeneration export." }, { - "left": "issue:45405", - "right": "issue:46877", + "left": "issue:30990", + "right": "issue:35141", "accept": false, - "reason": "Released-version dependency bump and auto_docstring lint output are unrelated maintenance issues." + "reason": "Loading hang in sentence-transformers vs embedding resize reinitialization bug." }, { - "left": "issue:43976", - "right": "issue:44933", + "left": "issue:44568", + "right": "issue:47085", "accept": false, - "reason": "Python version compatibility and missing image_utils import are different release regressions." + "reason": "Tokenizer special-token regression vs tokenizer thread-safety regression; not the same bug." }, { - "left": "issue:30333", - "right": "issue:33290", + "left": "issue:44843", + "right": "issue:47085", "accept": false, - "reason": "MLFlow reporting on failed training jobs and AdaFactor OOM in DeepSpeed are unrelated training issues." + "reason": "Mistral regex offline/hub-call bug vs fast tokenizer thread-safety regression." }, { - "left": "issue:44496", - "right": "issue:45561", + "left": "issue:43479", + "right": "issue:46829", + "accept": false, + "reason": "Phi4Multimodal config initialization bug vs VideoPrism hidden_states/output mismatch." + }, + { + "left": "issue:44186", + "right": "issue:47085", "accept": false, - "reason": "Unrecognized model config and xdist captured_info.txt race are entirely different failure domains." + "reason": "LayoutLMv2Tokenizer NER/padding crash vs tokenizer thread-safety regression." }, { "left": "issue:42898", - "right": "issue:44568", + "right": "issue:45812", "accept": false, - "reason": "Tokenizer cleanup behavior change and mdeberta add_special_tokens regression are related only at a broad tokenizer level, not the same bug." + "reason": "clean_up_tokenization_spaces regression vs Granite token-ID regression; both tokenizer-related but distinct." }, { - "left": "issue:30990", - "right": "issue:35141", + "left": "issue:42673", + "right": "issue:46693", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM threads vs FA2 long-context performance regression." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Processor save_pretrained file omission vs Qwen3.5 from_pretrained error." + }, + { + "left": "issue:43723", + "right": "issue:44568", "accept": false, - "reason": "Sentence Transformers loading hang and token-embedding resize reinitialization are unrelated." + "reason": "AutoTokenizer loading issue in v5 vs mdeberta add_special_tokens BOS/EOS regression." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The canonical issue choice is supported by the packet: issue:42673 and issue:43704 have the same title/symptom, and 42673 is earlier with more discussion. The soft-edge rejections stay conservative, and there are no PRs in the provided items." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -14866,287 +15036,288 @@ "issue:34689", "issue:36331", "issue:39692", - "issue:42175", "issue:42222", "issue:42673", + "issue:42796", + "issue:42831", "issue:42898", + "issue:43116", "issue:43295", "issue:43479", + "issue:43644", "issue:43723", - "issue:43784", - "issue:43824", "issue:43874", "issue:44016", + "issue:44060", "issue:44075", "issue:44079", - "issue:44186", + "issue:44190", "issue:44222", "issue:44295", "issue:44297", "issue:44448", - "issue:44568", "issue:44623", "issue:44734", "issue:44779", - "issue:44843", "issue:44869", + "issue:44933", "issue:45092", "issue:45103", + "issue:45125", "issue:45200", - "issue:45310", + "issue:45245", + "issue:45405", "issue:45600", "issue:45656", "issue:45712", - "issue:45812", "issue:46077", "issue:46123", + "issue:46132", "issue:46231", - "issue:46693", - "issue:46829", "issue:46909", "issue:47059", "issue:47085" ], "soft_pairs": [ - "issue:42175|issue:45712", - "issue:43479|issue:46829", - "issue:44568|issue:47085", - "issue:44623|issue:45310", - "issue:44186|issue:47085", - "issue:46077|issue:46123", - "issue:42673|issue:46693", + "issue:39692|issue:46909", "issue:45600|issue:47059", - "issue:42898|issue:45812", - "issue:43723|issue:44568", + "issue:46077|issue:46123", "issue:44016|issue:46231", "issue:43479|issue:44869", - "issue:39692|issue:46909", - "issue:43784|issue:43824", - "issue:42898|issue:44779", - "issue:27957|issue:30333", + "issue:43479|issue:44079", "issue:42673|issue:47085", "issue:30333|issue:34689", - "issue:44843|issue:47085", - "issue:43479|issue:44079", - "issue:43874|issue:45092", + "issue:27957|issue:30333", + "issue:44060|issue:45125", + "issue:42898|issue:44779", + "issue:30333|issue:36331", "issue:42898|issue:43295", - "issue:44295|issue:45656", "issue:42898|issue:44448", "issue:42222|issue:45200", - "issue:30333|issue:36331", + "issue:22355|issue:28282", + "issue:44295|issue:45656", + "issue:43874|issue:45092", "issue:44734|issue:45103", + "issue:43116|issue:44190", + "issue:45405|issue:45712", + "issue:42796|issue:43723", + "issue:44448|issue:46132", "issue:44222|issue:44297", - "issue:22355|issue:28282", - "issue:44075|issue:46231" + "issue:44075|issue:46231", + "issue:44933|issue:45712", + "issue:43479|issue:43644", + "issue:42831|issue:44623", + "issue:45245|issue:46132", + "issue:44297|issue:45656" ], - "prepared_review_unit_hash": "afe107c27c9cab301668c079988254d7db521c646c453cf7e7d72591d4d82c50", + "prepared_review_unit_hash": "6f54c5f7a8055ecfd67db8a49648ac7faa6646ddfdc78e7b38c964ce3e335195", "component_budget": { "node_count": 520, "item_count": 520, - "soft_pair_count": 1916, - "serialized_chars": 993437, - "estimated_input_tokens": 248360, - "estimated_eval_tokens": 496976 + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36359, - "estimated_input_tokens": 9090, - "estimated_eval_tokens": 18436 + "serialized_chars": 36677, + "estimated_input_tokens": 9170, + "estimated_eval_tokens": 18596 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the soft-pair candidates mostly share broad Transformers/tokenizer wording but do not describe the same underlying bug or code path. I rejected all soft edges and found no PRs to compare.", - "confidence": 0.67, - "canonical_issue_reason": "Issue 42898 is the broadest tokenizer-v5 regression umbrella in the set, but the cluster is too mixed to treat it as a true duplicate canonical.", + "summary": "This cluster is mostly a loose embedding neighborhood of unrelated issues. I would not merge any soft pairs; most share only a broad subsystem or generic regression/doc patterns, not the same underlying bug.", + "confidence": 0.88, + "canonical_issue_reason": "issue:42898 is the broadest representative of the cluster\u2019s recurring v5/tokenization regression theme, but it still isn\u2019t a true duplicate umbrella for the rest.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45812 is the strongest standalone issue: it is concrete, user-facing, and describes a clear silent tokenizer regression with a model-specific repro and impact.", + "best_issue_reason": "issue:42898 best represents the closest shared theme among several tokenizer/v5 regression reports, even though the cluster remains too heterogeneous for duplicate consolidation.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42175", - "right": "issue:45712", + "left": "issue:39692", + "right": "issue:46909", "accept": false, - "reason": "Different failures: backend packaging omission vs leftover dummy PT class cleanup." + "reason": "Both are documentation-example problems, but they affect different examples/models and describe different failure modes." }, { - "left": "issue:43479", - "right": "issue:46829", + "left": "issue:45600", + "right": "issue:47059", "accept": false, - "reason": "Unrelated model/config initialization bug vs ImageClassifierOutput hidden_states mix-up." + "reason": "One is a broken auto-mapping/CI issue; the other is a CLI incompatibility with a dependency update. No shared underlying bug." }, { - "left": "issue:44568", - "right": "issue:47085", + "left": "issue:46077", + "right": "issue:46123", "accept": false, - "reason": "Tokenizer special-token behavior regression vs tokenizer thread-safety regression." + "reason": "Different code paths: Gemma4 attention-mask construction vs. mask-generation pipeline batching logic." }, { - "left": "issue:44623", - "right": "issue:45310", + "left": "issue:44016", + "right": "issue:46231", "accept": false, - "reason": "Saving processor artifacts vs Qwen3.5 MoE from_pretrained loading error; different code paths." + "reason": "A notebook syntax error and a docstring parameter-name mismatch are unrelated documentation issues." }, { - "left": "issue:44186", - "right": "issue:47085", + "left": "issue:43479", + "right": "issue:44869", "accept": false, - "reason": "LayoutLMv2 tokenizer crash on NER/padding vs fast tokenizer thread-safety." + "reason": "Different model families and failures: multimodal config defaults vs. Whisper timestamp decoding." }, { - "left": "issue:46077", - "right": "issue:46123", + "left": "issue:43479", + "right": "issue:44079", "accept": false, - "reason": "Gemma4 attention-mask bug vs MaskGenerationPipeline final-batch handling bug." + "reason": "Config initialization bug and ModelOutput key-assignment bug are distinct code paths." }, { "left": "issue:42673", - "right": "issue:46693", + "right": "issue:47085", "accept": false, - "reason": "VRAM leak in dataloader threads vs long-context FA2 performance regression." + "reason": "Both mention threading, but one is a Qwen VRAM leak and the other is tokenizer thread-safety; not the same fix." }, { - "left": "issue:45600", - "right": "issue:47059", + "left": "issue:30333", + "right": "issue:34689", "accept": false, - "reason": "auto_mappings CI breakage from removed configs vs CLI test failure on huggingface_hub API change." + "reason": "MLflow reporting on failed jobs is unrelated to a model-loading regression." }, { - "left": "issue:42898", - "right": "issue:45812", + "left": "issue:27957", + "right": "issue:30333", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different behaviors and likely different fixes." + "reason": "Flash Attention support for XLM-Roberta is unrelated to MLflow job reporting." }, { - "left": "issue:43723", - "right": "issue:44568", + "left": "issue:44060", + "right": "issue:45125", "accept": false, - "reason": "Tokenizer loading/import regression vs add_special_tokens BOS/EOS behavior for one tokenizer." + "reason": "Both concern Qwen3 variants, but one is a tied-weights warning and the other is missing tensor-parallel metadata." }, { - "left": "issue:44016", - "right": "issue:46231", + "left": "issue:42898", + "right": "issue:44779", "accept": false, - "reason": "Notebook syntax error vs documentation parameter-name mismatch." + "reason": "Both are tokenizer regressions in v5, but the concrete bugs differ: cleanup-space behavior vs. Deepseek tokenization correctness." }, { - "left": "issue:43479", - "right": "issue:44869", + "left": "issue:30333", + "right": "issue:36331", "accept": false, - "reason": "Multimodal config defaults vs Whisper trailing-character decode crash." + "reason": "Training-job MLflow reporting and CustomTrainer loss signature mismatch are unrelated." }, { - "left": "issue:39692", - "right": "issue:46909", + "left": "issue:42898", + "right": "issue:43295", "accept": false, - "reason": "Different documentation examples for different models; same symptom class only, not same bug." + "reason": "Both are v5 regressions involving tokenization/processor APIs, but they are different breaking changes with different fixes." }, { - "left": "issue:43784", - "right": "issue:43824", + "left": "issue:42898", + "right": "issue:44448", "accept": false, - "reason": "Importing sentence-transformers NameError vs missing Qwen2.5-VL symbol export." + "reason": "Both report v5 output changes, but Pegasus generation drift is not the same issue as tokenization-space cleanup behavior." }, { - "left": "issue:42898", - "right": "issue:44779", + "left": "issue:42222", + "right": "issue:45200", "accept": false, - "reason": "Both mention v5 tokenizer regressions, but the affected models and failure modes are distinct." + "reason": "Both involve multimodal models, but one is a broad VitPose breakage and the other is a Gemma 4 fine-tuning default issue." }, { - "left": "issue:27957", - "right": "issue:30333", + "left": "issue:22355", + "right": "issue:28282", "accept": false, - "reason": "Flash Attention model support issue vs MLflow reporting bug." + "reason": "Different import failures caused by different missing dependencies; not the same bug." }, { - "left": "issue:42673", - "right": "issue:47085", + "left": "issue:44295", + "right": "issue:45656", "accept": false, - "reason": "VRAM leak in one model under threaded loading vs fast tokenizer thread safety." + "reason": "Buffer access errors and deepspeed double-stepping are unrelated." }, { - "left": "issue:30333", - "right": "issue:34689", + "left": "issue:43874", + "right": "issue:45092", "accept": false, - "reason": "Training/MLflow reporting bug vs Llama 3.2 vision model loading regression." + "reason": "Both touch multimodal loading, but one is a missing processor method and the other is remote-code checkpoint/meta-init incompatibility." }, { - "left": "issue:44843", - "right": "issue:47085", + "left": "issue:44734", + "right": "issue:45103", "accept": false, - "reason": "Offline-mode tokenizer loading regression vs tokenizer concurrency/thread-safety issue." + "reason": "KV-cache indexing crash in serving is unrelated to the auto-docstring annotation crash." }, { - "left": "issue:43479", - "right": "issue:44079", + "left": "issue:43116", + "right": "issue:44190", "accept": false, - "reason": "Config defaulting bug vs ModelOutput key assignment bug." + "reason": "Example-script classification output and local dataset loading failures are different issues." }, { - "left": "issue:43874", - "right": "issue:45092", + "left": "issue:45405", + "right": "issue:45712", "accept": false, - "reason": "Missing image-patch method in a processor vs meta-init incompatibility for old InternVL2 checkpoints." + "reason": "A version-pin mismatch and leftover dummy-class cleanup are unrelated maintenance problems." }, { - "left": "issue:42898", - "right": "issue:43295", + "left": "issue:42796", + "right": "issue:43723", "accept": false, - "reason": "Both are v5 regressions, but one is tokenization-space behavior and the other is processor/tokenizer API access." + "reason": "Tokenizer BPE-marker handling and tokenizer loading/import issues are different failure modes." }, { - "left": "issue:44295", - "right": "issue:45656", + "left": "issue:44448", + "right": "issue:46132", "accept": false, - "reason": "Position_ids buffer read error vs DeepSpeed double optimizer step." + "reason": "Pegasus v4/v5 output drift is unrelated to AttentionInterface.register behavior changes." }, { - "left": "issue:42898", - "right": "issue:44448", + "left": "issue:44222", + "right": "issue:44297", "accept": false, - "reason": "Generic tokenizer cleanup regression vs Pegasus v4/v5 output difference." + "reason": "Both involve save_pretrained, but model FP8 serialization and tokenizer config mismatch are not the same bug." }, { - "left": "issue:42222", - "right": "issue:45200", + "left": "issue:44075", + "right": "issue:46231", "accept": false, - "reason": "VitPose model breakage vs Gemma 4 multimodal token-type defaults." + "reason": "Optimizer argument handling and a documentation parameter-name typo are unrelated." }, { - "left": "issue:30333", - "right": "issue:36331", + "left": "issue:44933", + "right": "issue:45712", "accept": false, - "reason": "MLflow job-status bug vs Trainer compute_loss signature break." + "reason": "A missing import from image_utils and dummy-class cleanup/dir leakage are separate issues." }, { - "left": "issue:44734", - "right": "issue:45103", + "left": "issue:43479", + "right": "issue:43644", "accept": false, - "reason": "Serve KV-cache indexing crash vs docstring processing failure under postponed annotations." + "reason": "Multimodal config defaults and non-persistent buffer initialization junk are distinct regressions." }, { - "left": "issue:44222", - "right": "issue:44297", + "left": "issue:42831", + "right": "issue:44623", "accept": false, - "reason": "FP8 save_pretrained issue vs tokenizer_config tokenizer_class mismatch." + "reason": "Fine-grained FP8 accuracy and processor.save_pretrained missing files are unrelated." }, { - "left": "issue:22355", - "right": "issue:28282", + "left": "issue:45245", + "right": "issue:46132", "accept": false, - "reason": "Missing transformers.onnx module vs missing PyTorch dependency detection." + "reason": "Category-cardinality runtime limits and attention registration behavior changes are unrelated." }, { - "left": "issue:44075", - "right": "issue:46231", + "left": "issue:44297", + "right": "issue:45656", "accept": false, - "reason": "Optimizer arguments not applied vs documentation naming mismatch." + "reason": "Tokenizer save metadata and optimizer stepping under deepspeed are unrelated." } ] }, @@ -15170,309 +15341,302 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-520", "nodes": [ + "issue:22355", + "issue:27957", "issue:30990", "issue:38175", "issue:41628", "issue:42757", - "issue:42796", "issue:42831", - "issue:43116", + "issue:42907", "issue:43122", "issue:43232", "issue:43475", - "issue:43479", "issue:43504", - "issue:43644", "issue:43723", - "issue:44060", + "issue:43824", + "issue:43986", "issue:44190", "issue:44222", "issue:44263", + "issue:44279", "issue:44295", "issue:44297", + "issue:44327", "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:45405", - "issue:45656", - "issue:45712", + "issue:45357", "issue:45834", + "issue:46050", "issue:46082", - "issue:46132", "issue:46209", "issue:46305", + "issue:46328", + "issue:46369", "issue:46424", "issue:46431", "issue:46614", "issue:46655", + "issue:46726", "issue:46762", + "issue:46909", "issue:46932", "issue:47059" ], "soft_pairs": [ - "issue:43116|issue:44190", - "issue:45405|issue:45712", - "issue:44297|issue:45656", - "issue:42831|issue:44623", - "issue:44933|issue:45712", + "issue:46209|issue:46431", "issue:44222|issue:44623", - "issue:44448|issue:46132", - "issue:42796|issue:43723", - "issue:44060|issue:45125", - "issue:43479|issue:43644", - "issue:45245|issue:46132", "issue:44373|issue:44485", + "issue:43723|issue:44977", "issue:44297|issue:45310", "issue:41628|issue:42757", - "issue:44360|issue:46762", - "issue:45071|issue:46082", - "issue:44222|issue:44484", "issue:43122|issue:46209", - "issue:43723|issue:44977", "issue:43504|issue:47059", "issue:46614|issue:46932", - "issue:44263|issue:45092", - "issue:44263|issue:44373", - "issue:44295|issue:44623", - "issue:43232|issue:46424", - "issue:46209|issue:46431", + "issue:44360|issue:46762", + "issue:45071|issue:46082", + "issue:44222|issue:44484", "issue:43232|issue:45834", - "issue:30990|issue:38175", "issue:44190|issue:46082", + "issue:30990|issue:38175", + "issue:43232|issue:46424", + "issue:44327|issue:47059", + "issue:44263|issue:45092", + "issue:44295|issue:44623", "issue:43475|issue:46305", + "issue:44263|issue:44373", + "issue:42907|issue:46050", + "issue:45092|issue:45357", + "issue:46369|issue:46909", + "issue:46305|issue:46655", + "issue:44279|issue:46328", + "issue:22355|issue:27957", + "issue:43986|issue:46726", + "issue:42831|issue:45310", "issue:44263|issue:44360", - "issue:46305|issue:46655" + "issue:41628|issue:43824" ], - "prepared_review_unit_hash": "3bfcf662a4dcd1aaba27814d8d51cd5a26d3112e54711fbd30720bd64b5de3c1", + "prepared_review_unit_hash": "428d3234d5380fbff178139035796b31abc1cd11ac18abf1e1ba45866ec73f47", "component_budget": { "node_count": 520, "item_count": 520, - "soft_pair_count": 1916, - "serialized_chars": 993437, - "estimated_input_tokens": 248360, - "estimated_eval_tokens": 496976 + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 36988, - "estimated_input_tokens": 9247, - "estimated_eval_tokens": 18750 + "soft_pair_count": 31, + "serialized_chars": 36595, + "estimated_input_tokens": 9149, + "estimated_eval_tokens": 18554 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is a loose mix of unrelated bugs and regression reports, not a true duplicate cluster. All soft edges should be rejected.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "The set is heterogeneous; none of the soft pairs are close enough to treat as true duplicates. The nearest theme is AutoProcessor/vision-backend loading errors, but even there the reports differ in concrete failure mode and context.", + "confidence": 0.77, + "canonical_issue_reason": "issue:46726 is the most broadly phrased, library-level bug report in the set and most clearly captures a reusable failure mode around AutoProcessor/backend availability.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:46726 is the strongest representative issue because it is concise, generic, and actionable without being tied to one model family or a one-off workaround.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43116", - "right": "issue:44190", - "accept": false, - "reason": "Different failures: example script multi-label classification returns empty results vs local dataset loading in a separate script." - }, - { - "left": "issue:45405", - "right": "issue:45712", - "accept": false, - "reason": "PEFT version pinning issue vs leftover dummy classes/check-repo cleanup; unrelated problems." - }, - { - "left": "issue:44297", - "right": "issue:45656", - "accept": false, - "reason": "Tokenizer config saved incorrectly vs optimizer stepping twice with deepspeed; different code paths." - }, - { - "left": "issue:42831", - "right": "issue:44623", - "accept": false, - "reason": "FP8 accuracy regression vs processor.save_pretrained missing files; not the same bug." - }, - { - "left": "issue:44933", - "right": "issue:45712", + "left": "issue:46209", + "right": "issue:46431", "accept": false, - "reason": "Missing import from image_utils vs dummy classes leaking into dir(transformers); unrelated import/surface issues." + "reason": "FP8 inference-on-B200 and missing chat-template errors are unrelated bugs in different subsystems." }, { "left": "issue:44222", "right": "issue:44623", "accept": false, - "reason": "Both mention save_pretrained, but one is FP8 moe serialization and the other is processor file saving; different fixes." - }, - { - "left": "issue:44448", - "right": "issue:46132", - "accept": false, - "reason": "Pegasus output drift across versions vs AttentionInterface.register changing behavior; unrelated generation vs registry behavior." + "reason": "Both mention save_pretrained, but one is about FP8 MoE serialization and the other about missing processor files; different defects." }, { - "left": "issue:42796", - "right": "issue:43723", + "left": "issue:44373", + "right": "issue:44485", "accept": false, - "reason": "Tokenizer BPE marker handling vs tokenizer import/load failure; different tokenizer bugs." + "reason": "A docstring mistake and a GLM-5 RoPE implementation discussion are not the same underlying bug." }, { - "left": "issue:44060", - "right": "issue:45125", + "left": "issue:43723", + "right": "issue:44977", "accept": false, - "reason": "Qwen3-Next tied-weights warning vs missing _tp_plan for Qwen3_5Moe; same family, different defect and code path." + "reason": "AutoTokenizer v5 loading issues and Qwen3.5 flash-attention generation problems are distinct code paths." }, { - "left": "issue:43479", - "right": "issue:43644", + "left": "issue:44297", + "right": "issue:45310", "accept": false, - "reason": "Multimodal config default-init bug vs non-persistent buffer junk; unrelated initialization issues." + "reason": "Tokenizer save_pretrained metadata mismatch is different from a Qwen3.5 MoE from_pretrained failure." }, { - "left": "issue:45245", - "right": "issue:46132", + "left": "issue:41628", + "right": "issue:42757", "accept": false, - "reason": "Category-count limit error vs AttentionInterface.register behavior change; not the same underlying bug." + "reason": "Missing AutoImageProcessor import and missing is_offline_mode import are unrelated dependency/version issues." }, { - "left": "issue:44373", - "right": "issue:44485", + "left": "issue:43122", + "right": "issue:46209", "accept": false, - "reason": "Docstring for position_ids vs GLM-5 RoPE implementation; documentation issue vs algorithmic bug." + "reason": "Tokenizer behavior changes across versions are unrelated to FP8 inference failures." }, { - "left": "issue:44297", - "right": "issue:45310", + "left": "issue:43504", + "right": "issue:47059", "accept": false, - "reason": "Tokenizer save_pretrained mismatch vs Qwen3.5 Moe from_pretrained error; different load/save paths." + "reason": "A legacy field in Beit semantic segmentation loading is not the same bug as a CLI compatibility break with huggingface_hub." }, { - "left": "issue:41628", - "right": "issue:42757", + "left": "issue:46614", + "right": "issue:46932", "accept": false, - "reason": "Both are import regressions, but they concern different symbols/modules and likely different dependency breakages." + "reason": "Stale phonemizer backend state and Gemma4 quantized dtype casting are different problems." }, { "left": "issue:44360", "right": "issue:46762", "accept": false, - "reason": "DSA indexer missing ReLU vs Minimax MSA numerical differences; different model/algorithm issues." + "reason": "Missing ReLU in a DSA indexer and numerical differences in Minimax attention are not the same defect." }, { "left": "issue:45071", "right": "issue:46082", "accept": false, - "reason": "PretrainedConfig type-checking breakage vs LlamaConfig head_dim validation; unrelated config issues." + "reason": "Both involve config handling, but type-checking breakage and head_dim divisibility validation are separate issues." }, { "left": "issue:44222", "right": "issue:44484", "accept": false, - "reason": "FP8 save_pretrained bug vs max_shard_size default constant; unrelated serialization behavior." + "reason": "FP8 MoE save/load bugs and the max_shard_size default question are unrelated." }, { - "left": "issue:43122", - "right": "issue:46209", + "left": "issue:43232", + "right": "issue:45834", "accept": false, - "reason": "Tokenizer output changes across versions vs FP8 inference failure on B200; different subsystems." + "reason": "Generation kwargs handling after sync_gpus is unrelated to long-input OCR indexing errors." }, { - "left": "issue:43723", - "right": "issue:44977", + "left": "issue:44190", + "right": "issue:46082", "accept": false, - "reason": "Tokenizer loading failure vs flash-attention generation bug; not the same code path." + "reason": "A local dataset loading problem in a training script does not match a LlamaConfig validation issue." }, { - "left": "issue:43504", - "right": "issue:47059", + "left": "issue:30990", + "right": "issue:38175", "accept": false, - "reason": "Beit pretrained loading with legacy field vs CLI break from huggingface_hub API change; unrelated failures." + "reason": "Sentence Transformers loading stalls and zero-probability outputs from siglip2 are different bugs." }, { - "left": "issue:46614", - "right": "issue:46932", + "left": "issue:43232", + "right": "issue:46424", "accept": false, - "reason": "Stale phonemizer language state vs quantized Gemma4 dtype casting; unrelated audio/tokenization vs tensor dtype bug." + "reason": "These are both generation/cache related at a high level, but they affect different code paths and settings." }, { - "left": "issue:44263", - "right": "issue:45092", + "left": "issue:44327", + "right": "issue:47059", "accept": false, - "reason": "GlmMoeDsaIndexer torch.split behavior vs remote-code checkpoint meta-init incompatibility; different problems." + "reason": "QA top_k bounds handling and a CLI/library version incompatibility are unrelated." }, { "left": "issue:44263", - "right": "issue:44373", + "right": "issue:45092", "accept": false, - "reason": "Same DSA area only superficially; one is split return values, the other is a docstring error." + "reason": "GlmMoeDsaIndexer split semantics and InternVL2 meta-init incompatibility are different failures." }, { "left": "issue:44295", "right": "issue:44623", "accept": false, - "reason": "Buffer read error for position_ids vs processor.save_pretrained missing files; different serialization issues." + "reason": "A position_ids buffer access error and processor save_pretrained missing files are different bugs." }, { - "left": "issue:43232", - "right": "issue:46424", + "left": "issue:43475", + "right": "issue:46305", "accept": false, - "reason": "Generation kwargs after sync_gpus vs cache max length handling; different behaviors." + "reason": "A missing attribute on Sam3VisionEncoderOutput and a sliding-window off-by-one are not the same underlying bug." }, { - "left": "issue:46209", - "right": "issue:46431", + "left": "issue:44263", + "right": "issue:44373", "accept": false, - "reason": "FP8 inference on B200 vs missing chat template in processor; unrelated issues." + "reason": "A DSA indexer tensor split issue and a docstring problem do not describe the same defect." }, { - "left": "issue:43232", - "right": "issue:45834", + "left": "issue:42907", + "right": "issue:46050", "accept": false, - "reason": "Generation sync_gpus bug vs Kosmos2.5 OCR index error; different models and code paths." + "reason": "Both are about save/load after quantization, but they involve different models and failure modes; too broad to merge." }, { - "left": "issue:30990", - "right": "issue:38175", + "left": "issue:45092", + "right": "issue:45357", "accept": false, - "reason": "Sentence Transformers loading hang vs zero probabilities on siglip2; unrelated model-specific symptoms." + "reason": "Remote-code/meta-init incompatibility for InternVL2 is distinct from Qwen3.5 visual key serialization regression." }, { - "left": "issue:44190", - "right": "issue:46082", + "left": "issue:46369", + "right": "issue:46909", "accept": false, - "reason": "Local dataset loading in a script vs LlamaConfig head_dim validation; unrelated." + "reason": "A runtime memory overflow and a broken documentation example are unrelated." }, { - "left": "issue:43475", - "right": "issue:46305", + "left": "issue:46305", + "right": "issue:46655", + "accept": false, + "reason": "An off-by-one in sliding-window masking and incorrect video padding calculation are separate processor bugs." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "A general dependency issue and an inefficient pad implementation are not the same underlying problem." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "Missing transformers.onnx module import and XLMRoberta flash-attention support are unrelated." + }, + { + "left": "issue:43986", + "right": "issue:46726", + "accept": false, + "reason": "Both involve AutoProcessor and missing vision dependencies, but one is a video-model crash and the other is an unrecognized image-processor error; not clearly the same concrete bug." + }, + { + "left": "issue:42831", + "right": "issue:45310", "accept": false, - "reason": "SAM3 vision encoder missing attribute vs MoonshineStreaming off-by-one windowing; different bugs." + "reason": "FineGrainedFP8 accuracy issues and Qwen3.5 MoE loading errors are different problems." }, { "left": "issue:44263", "right": "issue:44360", "accept": false, - "reason": "Both touch GLM/DSA internals, but one is torch.split return handling and the other is a missing ReLU; not mergeable as one fix." + "reason": "Missing ReLU in the DSA indexer and torch.split return-value concerns are distinct implementation issues." }, { - "left": "issue:46305", - "right": "issue:46655", + "left": "issue:41628", + "right": "issue:43824", "accept": false, - "reason": "MoonshineStreaming window off-by-one vs SmolVLM video padding calculation; separate preprocessing bugs." + "reason": "AutoImageProcessor import failure and Qwen2.5-VL import failure are different symbol-loading problems." } ] }, @@ -15500,9 +15664,9 @@ "issue:27957", "issue:28218", "issue:30990", + "issue:33357", "issue:39379", "issue:39401", - "issue:41628", "issue:42757", "issue:42796", "issue:42831", @@ -15511,14 +15675,19 @@ "issue:42994", "issue:43066", "issue:43122", + "issue:43232", "issue:43408", - "issue:43824", + "issue:43540", + "issue:43576", + "issue:43644", + "issue:43646", + "issue:43756", + "issue:43784", "issue:43986", "issue:44038", + "issue:44060", "issue:44188", "issue:44261", - "issue:44279", - "issue:44327", "issue:44373", "issue:44483", "issue:44568", @@ -15526,257 +15695,253 @@ "issue:44964", "issue:45092", "issue:45278", - "issue:45310", - "issue:45357", "issue:45381", "issue:45406", + "issue:45593", + "issue:45600", "issue:45753", "issue:46002", - "issue:46050", "issue:46172", "issue:46305", - "issue:46328", "issue:46369", "issue:46402", - "issue:46664", - "issue:46726", "issue:46909", "issue:47059", "issue:47217" ], "soft_pairs": [ - "issue:46369|issue:46909", - "issue:42831|issue:45310", - "issue:22355|issue:27957", - "issue:42907|issue:46050", - "issue:43986|issue:46726", - "issue:44279|issue:46328", - "issue:45092|issue:45357", - "issue:42831|issue:44038", - "issue:44261|issue:45092", - "issue:41628|issue:43824", - "issue:44964|issue:47059", - "issue:44829|issue:46002", "issue:45381|issue:46305", - "issue:44483|issue:45406", "issue:43408|issue:46402", - "issue:42831|issue:45753", - "issue:39379|issue:46172", + "issue:44964|issue:47059", + "issue:44483|issue:45406", + "issue:44829|issue:46002", + "issue:42831|issue:44038", "issue:22355|issue:28218", + "issue:44261|issue:45092", + "issue:43576|issue:43784", + "issue:43784|issue:45600", "issue:44188|issue:44373", - "issue:46305|issue:46664", - "issue:44327|issue:47059", - "issue:43986|issue:47217", + "issue:43644|issue:46305", + "issue:42831|issue:45753", "issue:39401|issue:44568", - "issue:42757|issue:45278", + "issue:43756|issue:44060", + "issue:43986|issue:47217", + "issue:42796|issue:43122", "issue:42886|issue:42994", + "issue:42757|issue:45278", + "issue:39379|issue:46172", + "issue:43408|issue:46369", "issue:42886|issue:43066", "issue:27957|issue:30990", - "issue:42796|issue:43122", - "issue:43408|issue:46369" + "issue:45381|issue:46909", + "issue:43540|issue:46909", + "issue:43232|issue:45593", + "issue:43646|issue:46002", + "issue:30990|issue:33357", + "issue:42907|issue:44964" ], - "prepared_review_unit_hash": "9513e2291e6644169916d3cfd6b76348f05bb03c75369cd99b89260fc3de5d3a", + "prepared_review_unit_hash": "586f5b88914cc335dee9811ace6d111efa9097c26f48fa52f53962a6610895ee", "component_budget": { "node_count": 520, "item_count": 520, - "soft_pair_count": 1916, - "serialized_chars": 993437, - "estimated_input_tokens": 248360, - "estimated_eval_tokens": 496976 + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 35460, - "estimated_input_tokens": 8865, - "estimated_eval_tokens": 17986 + "serialized_chars": 36006, + "estimated_input_tokens": 9002, + "estimated_eval_tokens": 18260 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: import/dependency regressions, tokenizer bugs, multimodal/model-loading issues, quantization/save failures, and unrelated performance or docs problems. None of the soft pairs look like the same concrete bug, and there are no PRs in the set. If a single issue must anchor the cluster, 45278 is the broadest umbrella, but it is still only a partial fit.", - "confidence": 0.95, - "canonical_issue_reason": "Issue 45278 ('Many import errors after update from 4.57.0 to 5.5.0') is the broadest, most umbrella-like report in the set and is the closest thing to a cluster anchor, though the overall set is too mixed for a strong true canonical.", + "summary": "These issues are mostly unrelated; many are tokenizer, model-loading, or version-regression reports in the same ecosystem, but the titles do not show the same concrete bug. I would not merge any of the soft pairs.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45278 is the broadest representative of the only near-duplicate theme here: import breakage after upgrading Transformers, which can subsume more specific import errors like issue:42757.", "canonical_pr_reason": null, - "best_issue_reason": "45278 is the best representative issue because it captures a broad, user-facing regression and is more general than the model-specific/tokenizer-specific reports around it.", + "best_issue_reason": "issue:45278 is the best standalone issue because it describes a wider, user-facing regression after version upgrade and is likely the most useful anchor for triage.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:46369", - "right": "issue:46909", - "accept": false, - "reason": "sam3-litetext memory overflow is a runtime/model behavior bug; DIA docs example is a documentation issue in a different feature area." - }, - { - "left": "issue:42831", - "right": "issue:45310", + "left": "issue:45381", + "right": "issue:46305", "accept": false, - "reason": "FineGrainedFP8 accuracy regression and Qwen3.5 from_pretrained failure are different bug classes and different code paths." + "reason": "Different bugs in different subsystems: Qwen2.5-VL video position ids vs MoonshineStreaming sliding-window masking." }, { - "left": "issue:22355", - "right": "issue:27957", + "left": "issue:43408", + "right": "issue:46402", "accept": false, - "reason": "Missing transformers.onnx import and XLMRoberta Flash Attention 2 are unrelated problems." + "reason": "Both touch SAM3, but one is a model-type warning and the other is missing text-encoder weights; not the same failure." }, { - "left": "issue:42907", - "right": "issue:46050", + "left": "issue:44964", + "right": "issue:47059", "accept": false, - "reason": "Both involve quantization/saving, but one is specific to dequantized Ministral/Devstral export and the other is sinq save/load corruption; not the same bug." + "reason": "Phi-4 multimodal load failure and a Hugging Face Hub CLI test regression are unrelated." }, { - "left": "issue:43986", - "right": "issue:46726", + "left": "issue:44483", + "right": "issue:45406", "accept": false, - "reason": "Both mention missing vision dependencies, but one is a video-model AutoProcessor crash without torchvision and the other is an unrecognized image processor error; different code paths." + "reason": "API request rejection in /v1/chat/completions is unrelated to a Gemma4Processor attribute crash in transformers serve." }, { - "left": "issue:44279", - "right": "issue:46328", + "left": "issue:44829", + "right": "issue:46002", "accept": false, - "reason": "Generic dependency trouble and a SequenceFeatureExtractor.pad performance issue are unrelated." + "reason": "Different symptoms and likely different code paths: flash_attention_3 training collapse vs NaNs at checkout/init." }, { - "left": "issue:45092", - "right": "issue:45357", + "left": "issue:42831", + "right": "issue:44038", "accept": false, - "reason": "InternVL2 meta-initialization incompatibility and Qwen3.5 save_pretrained visual-key corruption are different model/version issues." + "reason": "One is a FineGrainedFP8 accuracy problem; the other is a Qwen3-VL-Moe issue under Transformers 5.0." }, { - "left": "issue:42831", - "right": "issue:44038", + "left": "issue:22355", + "right": "issue:28218", "accept": false, - "reason": "FineGrainedFP8 accuracy regression and Qwen3-VL-Moe load bug do not share the same concrete failure." + "reason": "Missing transformers.onnx import and tokenizer added-space behavior are unrelated." }, { "left": "issue:44261", "right": "issue:45092", "accept": false, - "reason": "MLA q_a_layernorm epsilon precision issue and InternVL2 meta-init incompatibility are distinct model-specific bugs." + "reason": "RMS norm epsilon precision mismatch in MLA is not the same as meta-initialization incompatibility for old InternVL2 checkpoints." }, { - "left": "issue:41628", - "right": "issue:43824", + "left": "issue:43576", + "right": "issue:43784", "accept": false, - "reason": "Both are import errors, but they involve different symbols and different root causes; not the same underlying failure." + "reason": "Broken transformers env command and sentence-transformers import NameError are separate failures." }, { - "left": "issue:44964", - "right": "issue:47059", + "left": "issue:43784", + "right": "issue:45600", "accept": false, - "reason": "Phi-4 multimodal loading failure and a huggingface_hub CLI test failure are unrelated." + "reason": "Import-time NameError in sentence-transformers is unrelated to stale auto_mappings references breaking CI." }, { - "left": "issue:44829", - "right": "issue:46002", + "left": "issue:44188", + "right": "issue:44373", "accept": false, - "reason": "Flash Attention 3 causing degenerate training and NaNs in classification heads upon init are different instability problems." + "reason": "Torch.compile branching in attention kernels is unrelated to a docstring typo." }, { - "left": "issue:45381", + "left": "issue:43644", "right": "issue:46305", "accept": false, - "reason": "Both are off-by-one style bugs, but in different models and different masking/positioning logic." + "reason": "Non-persistent buffer initialization junk is unrelated to a streaming sliding-window off-by-one." }, { - "left": "issue:44483", - "right": "issue:45406", + "left": "issue:42831", + "right": "issue:45753", "accept": false, - "reason": "A /v1/chat/completions request validation failure and a Gemma4Processor attribute error are unrelated." + "reason": "FineGrainedFP8 accuracy regression and Qwen3_5 image infinite loop are different bugs." }, { - "left": "issue:43408", - "right": "issue:46402", + "left": "issue:39401", + "right": "issue:44568", "accept": false, - "reason": "sam3_video/sam3_tracker type warning and sam3 model text-encoder weight loading are different issues in the same family, not the same bug." + "reason": "Both are tokenizer regressions, but they affect different models and different behaviors (offset mapping vs add_special_tokens BOS/EOS)." }, { - "left": "issue:42831", - "right": "issue:45753", + "left": "issue:43756", + "right": "issue:44060", "accept": false, - "reason": "FineGrainedFP8 accuracy issues and a Qwen3_5 infinite loop on a specific image are unrelated." + "reason": "Smollm3 RoPE-layer dropping and Qwen3-Next tied-weights warning are distinct model-configuration issues." }, { - "left": "issue:39379", - "right": "issue:46172", + "left": "issue:43986", + "right": "issue:47217", "accept": false, - "reason": "mllama mask handling and deepseek-v4 transpose/dtype behavior are different model bugs." + "reason": "AutoProcessor missing torchvision crash is different from VL image-placeholder handling in user text." }, { - "left": "issue:22355", - "right": "issue:28218", + "left": "issue:42796", + "right": "issue:43122", "accept": false, - "reason": "Missing transformers.onnx import and added-token spacing are unrelated tokenizer/import issues." + "reason": "Tokenizer BPE-marker handling and version-to-version tokenization drift are similar in theme but not clearly the same bug or model." }, { - "left": "issue:44188", - "right": "issue:44373", + "left": "issue:42886", + "right": "issue:42994", "accept": false, - "reason": "Attention-kernel divergence under torch.compile and a wrong docstring are not the same bug; one is code behavior, the other documentation." + "reason": "Offline tokenizer cache loading and quantized model saving are unrelated." }, { - "left": "issue:46305", - "right": "issue:46664", + "left": "issue:42757", + "right": "issue:45278", "accept": false, - "reason": "MoonshineStreaming sliding-window masking and SmolVLM num_frames semantics are different video-processing issues." + "reason": "42757 is one specific missing import; 45278 is a broader import-regression report. Related, but not clearly the same concrete bug." }, { - "left": "issue:44327", - "right": "issue:47059", + "left": "issue:39379", + "right": "issue:46172", "accept": false, - "reason": "QA decode_spans top-k crash and a huggingface_hub CLI attribute error are unrelated." + "reason": "Incorrect masked-out mask handling in mllama is unrelated to the deepseek-v4 tensor transpose bug." }, { - "left": "issue:43986", - "right": "issue:47217", + "left": "issue:43408", + "right": "issue:46369", "accept": false, - "reason": "AutoProcessor missing-backend crash and image-placeholder handling in VL models are separate multimodal bugs." + "reason": "SAM3 type warning/loading mismatch and memory overflow in sam3-litetext are different failure modes." }, { - "left": "issue:39401", - "right": "issue:44568", + "left": "issue:42886", + "right": "issue:43066", "accept": false, - "reason": "Qwen3 wrong offset_mapping and mdeberta BOS/EOS omission are both tokenizer bugs but with different models, symptoms, and fixes." + "reason": "Offline cache loading and wrong tokenizer decoder type in v5 are different issues." }, { - "left": "issue:42757", - "right": "issue:45278", + "left": "issue:27957", + "right": "issue:30990", "accept": false, - "reason": "A missing is_offline_mode import from huggingface_hub is a specific dependency-symbol issue, while 45278 is a broader upgrade-related import regression; not the same concrete bug." + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to Sentence Transformers hanging on load." }, { - "left": "issue:42886", - "right": "issue:42994", + "left": "issue:45381", + "right": "issue:46909", "accept": false, - "reason": "Offline cache loading failure and quantized model save failure are different persistence problems." + "reason": "Qwen2.5-VL video position ids and a broken DIA documentation example are unrelated." }, { - "left": "issue:42886", - "right": "issue:43066", + "left": "issue:43540", + "right": "issue:46909", "accept": false, - "reason": "Tokenizer offline-cache loading and wrong decoder type in v5 are separate issues." + "reason": "Video-input processing ValueError in Qwen3OmniMoe is unrelated to a documentation example problem." }, { - "left": "issue:27957", - "right": "issue:30990", + "left": "issue:43232", + "right": "issue:45593", "accept": false, - "reason": "XLMRoberta Flash Attention 2 and Sentence Transformers getting stuck loading are unrelated." + "reason": "Generation kwargs after sync_gpus and D-FINE auxiliary-loss behavior are unrelated code paths." }, { - "left": "issue:42796", - "right": "issue:43122", + "left": "issue:43646", + "right": "issue:46002", "accept": false, - "reason": "Ministral BPE-marker handling and version-to-version tokenization differences are both tokenizer issues, but not the same underlying defect." + "reason": "Non-persistent buffer junk on v5.0.0 is unrelated to NaNs in classification heads after checkout/init." }, { - "left": "issue:43408", - "right": "issue:46369", + "left": "issue:30990", + "right": "issue:33357", "accept": false, - "reason": "sam3 model-type warning and sam3-litetext memory overflow are different failures." + "reason": "Sentence Transformers loading hangs and MacOS bus errors with a CLIP model are different problems." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Saving dequantized Ministral/Devstral models and loading Phi-4 multimodal instruct are unrelated." } ] }, @@ -15801,301 +15966,307 @@ "cluster_id": "cluster-10000-520", "nodes": [ "issue:22355", + "issue:29127", "issue:29159", - "issue:30990", - "issue:33357", + "issue:36296", "issue:39401", "issue:41628", + "issue:42175", "issue:42371", + "issue:42757", "issue:42907", + "issue:43116", "issue:43122", - "issue:43232", + "issue:43278", "issue:43329", "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:44263", "issue:44295", "issue:44297", + "issue:44351", "issue:44360", "issue:44485", "issue:44488", "issue:44521", "issue:44625", "issue:44704", + "issue:44779", "issue:44829", + "issue:44938", "issue:44945", - "issue:44964", + "issue:45200", + "issue:45216", "issue:45278", "issue:45290", - "issue:45381", - "issue:45593", - "issue:45600", - "issue:46002", + "issue:45478", "issue:46172", "issue:46326", + "issue:46614", "issue:46762", - "issue:46909", "issue:47059" ], "soft_pairs": [ - "issue:43232|issue:45593", - "issue:45381|issue:46909", - "issue:43540|issue:46909", - "issue:43646|issue:46002", - "issue:44295|issue:44297", - "issue:43576|issue:43784", + "issue:43329|issue:47059", "issue:42907|issue:44945", - "issue:42907|issue:44964", - "issue:30990|issue:33357", + "issue:44295|issue:44297", "issue:43976|issue:44945", + "issue:39401|issue:44488", + "issue:43122|issue:46326", + "issue:44625|issue:44829", + "issue:39401|issue:44521", "issue:41628|issue:45278", + "issue:44117|issue:44704", "issue:42371|issue:44263", - "issue:43756|issue:44060", - "issue:43784|issue:45600", "issue:42907|issue:43937", - "issue:44117|issue:44704", - "issue:43329|issue:47059", - "issue:39401|issue:44488", - "issue:39401|issue:44521", - "issue:44625|issue:44829", - "issue:44360|issue:44485", + "issue:22355|issue:29159", + "issue:43122|issue:44521", "issue:44704|issue:45290", - "issue:44038|issue:44297", + "issue:43408|issue:43475", + "issue:42907|issue:43452", + "issue:44360|issue:44485", "issue:46172|issue:46762", - "issue:43122|issue:46326", - "issue:43122|issue:44521", + "issue:44038|issue:44297", + "issue:43824|issue:44351", + "issue:43116|issue:45200", + "issue:45216|issue:45478", "issue:44038|issue:44295", - "issue:43408|issue:43475", - "issue:22355|issue:29159", "issue:44038|issue:44222", - "issue:42907|issue:43452" + "issue:43122|issue:44779", + "issue:39401|issue:46614", + "issue:22355|issue:29127", + "issue:43278|issue:44945", + "issue:42175|issue:44938", + "issue:42757|issue:44351", + "issue:36296|issue:43116" ], - "prepared_review_unit_hash": "0358f2fd23895941ce81cd7bd7ed19240c10e398a86583b15b7bf983f2db8121", + "prepared_review_unit_hash": "6795b0693b65375896ad137402f2ea17fcdef95e4c742457b9fac8dc3af0de56", "component_budget": { "node_count": 520, "item_count": 520, - "soft_pair_count": 1916, - "serialized_chars": 993437, - "estimated_input_tokens": 248360, - "estimated_eval_tokens": 496976 + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36586, - "estimated_input_tokens": 9147, - "estimated_eval_tokens": 18550 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36434, + "estimated_input_tokens": 9109, + "estimated_eval_tokens": 18474 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a true duplicate set; it mixes many unrelated transformers bugs across tokenizer, multimodal, generation, CLI, and model-loading code paths. Most soft links are superficial topical similarity only.", - "confidence": 0.89, - "canonical_issue_reason": "If forced to pick one, issue 44521 is the best current representative because it is open and has the most active discussion, but the cluster is too heterogeneous for a real canonical duplicate issue.", + "summary": "This cluster is mostly a grab bag of unrelated Transformers issues. The only recurring surface themes are tokenizer regressions and import/export failures, but none of the soft pairs look like the same concrete bug or change, so no soft edges are accepted.", + "confidence": 0.68, + "canonical_issue_reason": "issue:43122 is the broadest representative of the strongest recurring theme here: tokenizer behavior regressions across versions. It is more central to the soft-similarity candidates than the very specific model- or environment-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44521 is the strongest standalone issue to keep tracking because it is open, recent, and has broader impact than the others; however, it does not subsume the rest of the cluster.", + "best_issue_reason": "issue:43122 is the best single issue to anchor this noisy cluster because it captures the most general and repeated symptom class among the candidates (tokenization changes/regressions).", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43232", - "right": "issue:45593", - "accept": false, - "reason": "Different bugs: generation kwargs after sync_gpus vs D-FINE auxiliary losses/denoising behavior." - }, - { - "left": "issue:45381", - "right": "issue:46909", - "accept": false, - "reason": "Different code paths: Qwen2.5-VL video position ids vs a documentation example for DIA." - }, - { - "left": "issue:43540", - "right": "issue:46909", + "left": "issue:43329", + "right": "issue:47059", "accept": false, - "reason": "Unrelated: Qwen3OmniMoe video-processing ValueError vs DIA docs/example issue." + "reason": "Multimodal token counting/video processor bug vs a CLI completion regression from huggingface_hub; different subsystems and failure modes." }, { - "left": "issue:43646", - "right": "issue:46002", + "left": "issue:42907", + "right": "issue:44945", "accept": false, - "reason": "Different failures: custom model initialization breakage in v5 vs NaNs in classification heads." + "reason": "Saving dequantized Ministrals/Devstrals is unrelated to incorrect output under pipeline parallelism." }, { "left": "issue:44295", "right": "issue:44297", "accept": false, - "reason": "Both tokenizer-adjacent, but one is buffer access on position_ids and the other is tokenizer_class mismatch on save_pretrained; not the same bug." + "reason": "Buffer access for position_ids vs tokenizer_class mismatch on save_pretrained; not the same bug." }, { - "left": "issue:43576", - "right": "issue:43784", + "left": "issue:43976", + "right": "issue:44945", "accept": false, - "reason": "Different problems: broken transformers env CLI vs NameError when importing sentence-transformers with latest transformers." + "reason": "Python version compatibility issue vs pipeline-parallel output corruption; unrelated." }, { - "left": "issue:42907", - "right": "issue:44945", + "left": "issue:39401", + "right": "issue:44488", "accept": false, - "reason": "Different models and symptoms: saving dequantized Ministrals/Devstrals vs incorrect LLM output under pipeline parallelism." + "reason": "Qwen3 offset_mapping bug and loading cjvt/sleng-bert are both tokenizer-adjacent but not the same underlying issue." }, { - "left": "issue:42907", - "right": "issue:44964", + "left": "issue:43122", + "right": "issue:46326", "accept": false, - "reason": "Different code paths: saving dequantized models vs loading Phi-4 multimodal instruct." + "reason": "Both involve tokenization, but one is a cross-version regression and the other is a mistral_common chat-template edge case; not the same defect." }, { - "left": "issue:30990", - "right": "issue:33357", + "left": "issue:44625", + "right": "issue:44829", "accept": false, - "reason": "Both are loading/stuck issues, but one is Sentence Transformers loading hang and the other is a MacOS bus error for a CLIP model; not the same bug." + "reason": "num_labels propagation in Qwen3.5 is unrelated to flash_attention_3 training degeneration." }, { - "left": "issue:43976", - "right": "issue:44945", + "left": "issue:39401", + "right": "issue:44521", "accept": false, - "reason": "Different scope: Python version compatibility for transformers 5.1.0 vs wrong output with pipeline parallelism." + "reason": "Wrong offset_mapping and zero assistant_masks are different tokenizer/template bugs with no clear shared code-path." }, { "left": "issue:41628", "right": "issue:45278", "accept": false, - "reason": "Both are import-related, but one is missing AutoImageProcessor and the other is broad import errors after upgrade; too generic to merge." - }, - { - "left": "issue:42371", - "right": "issue:44263", - "accept": false, - "reason": "Different issues: TF32 API settings warning vs torch.split return values in GlmMoeDsaIndexer." + "reason": "A specific missing AutoImageProcessor import is not the same concrete bug as a broad report of many import errors." }, { - "left": "issue:43756", - "right": "issue:44060", + "left": "issue:44117", + "right": "issue:44704", "accept": false, - "reason": "Different model-specific bugs: Smollm3 RoPE layer counting vs Qwen3-Next tied-weights warning." + "reason": "TOKENIZER_MAPPING_NAMES returning None and AutoProcessor kwargs not reaching cached_file are different from-pretrained path problems." }, { - "left": "issue:43784", - "right": "issue:45600", + "left": "issue:42371", + "right": "issue:44263", "accept": false, - "reason": "Different breakages: importing sentence-transformers vs stale auto_mappings.py references to removed Sam3LiteText configs." + "reason": "TensorFlow backend packaging and a GlmMoeDsaIndexer tensor split issue are unrelated." }, { "left": "issue:42907", "right": "issue:43937", "accept": false, - "reason": "Different model families and bugs: dequantized save_pretrained vs invalid GenerationConfig for GLM-5." + "reason": "Model save/dequantization failure vs invalid GenerationConfig; different code paths." }, { - "left": "issue:44117", - "right": "issue:44704", + "left": "issue:22355", + "right": "issue:29159", "accept": false, - "reason": "Different APIs: TOKENIZER_MAPPING_NAMES returning None vs AutoProcessor not forwarding kwargs to cached_file." + "reason": "Missing transformers.onnx module and slow/fast tokenizer inconsistency are unrelated." }, { - "left": "issue:43329", - "right": "issue:47059", + "left": "issue:43122", + "right": "issue:44521", "accept": false, - "reason": "Different areas: multimodal token counting video branch bug vs CLI tests failing with newer huggingface_hub." + "reason": "Generic tokenizer regression across versions vs multimodal assistant_mask generation; not the same bug." }, { - "left": "issue:39401", - "right": "issue:44488", + "left": "issue:44704", + "right": "issue:45290", "accept": false, - "reason": "Different tokenizer/model-loading bugs: Qwen3 offset_mapping vs failing to load cjvt/sleng-bert." + "reason": "AutoProcessor kwargs forwarding and chat-template crashes on tool-call messages are different issues." }, { - "left": "issue:39401", - "right": "issue:44521", + "left": "issue:43408", + "right": "issue:43475", "accept": false, - "reason": "Different multimodal/tokenization bugs: Qwen3 offset_mapping vs apply_chat_template assistant mask generation." + "reason": "SAM3 tracker model warning and missing fpn_position_embeddings in video vision output are separate SAM3 bugs." }, { - "left": "issue:44625", - "right": "issue:44829", + "left": "issue:42907", + "right": "issue:43452", "accept": false, - "reason": "Different models and failure modes: Qwen3.5 num_labels propagation vs flash_attention_3 degenerate training." + "reason": "Dequantized save failure is not the same as gguf_file breaking from_pretrained loading." }, { "left": "issue:44360", "right": "issue:44485", "accept": false, - "reason": "Different debates/bugs: DSA indexer lacks ReLU vs GLM-5 RoPE implementation." + "reason": "DSA indexer activation placement and GLM-5 RoPE implementation are unrelated architecture questions." }, { - "left": "issue:44704", - "right": "issue:45290", + "left": "issue:46172", + "right": "issue:46762", "accept": false, - "reason": "Different processor/tokenizer paths: kwargs not passed to cached_file vs chat template crashing on tool-call messages." + "reason": "Deepseek-v4 dtype/transpose bug and Minimax numerical mismatch are model-specific and distinct." }, { "left": "issue:44038", "right": "issue:44297", "accept": false, - "reason": "Different bugs: Qwen3-VL-Moe incompatibility vs tokenizer.save_pretrained writing wrong tokenizer_class." + "reason": "Qwen3-VL-Moe import/model issue and tokenizer save_pretrained class mismatch do not describe the same bug." }, { - "left": "issue:46172", - "right": "issue:46762", + "left": "issue:43824", + "right": "issue:44351", "accept": false, - "reason": "Different numerical issues in different models: deepseek-v4 comb transpose bug vs Minimax MSA attention mismatch." + "reason": "Two import errors, but for different symbols and likely different causes; too broad to treat as one bug." }, { - "left": "issue:43122", - "right": "issue:46326", + "left": "issue:43116", + "right": "issue:45200", "accept": false, - "reason": "Both involve tokenization behavior, but one is version-to-version tokenization drift and the other is continue_final_message on mistral_common tokenizers." + "reason": "Example script returning empty labels and Gemma 4 mm_token_type_ids defaulting are unrelated." }, { - "left": "issue:43122", - "right": "issue:44521", + "left": "issue:45216", + "right": "issue:45478", "accept": false, - "reason": "Different tokenizer-related bugs: changed tokenization across versions vs multimodal assistant mask generation." + "reason": "Both mention Qwen3.5 regressions, but one is save_pretrained checkpoint corruption and the other is from_pretrained loading failure; not enough evidence of one concrete bug." }, { "left": "issue:44038", "right": "issue:44295", "accept": false, - "reason": "Unrelated: Qwen3-VL-Moe loading issue vs position_ids buffer read error." + "reason": "Qwen3-VL-Moe import failure and position_ids buffer access error are unrelated." }, { - "left": "issue:43408", - "right": "issue:43475", + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Qwen3-VL-Moe import/load issue and FP8 save_pretrained moe issue are different model bugs." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Different tokenization regression reports, but on different models and with different symptoms; not the same code-path problem." + }, + { + "left": "issue:39401", + "right": "issue:46614", "accept": false, - "reason": "Related SAM 3 area, but different concrete failures: wrong model type warning vs missing fpn_position_embeddings attribute." + "reason": "Qwen3 tokenizer offset mapping and Wav2Vec2 phonemizer language state are unrelated tokenizer internals." }, { "left": "issue:22355", - "right": "issue:29159", + "right": "issue:29127", "accept": false, - "reason": "Different historical tokenizer/import issues: missing transformers.onnx module vs slow/fast tokenizer inconsistency." + "reason": "onnx import missing vs LayoutLMv3 error-message clarity; unrelated." }, { - "left": "issue:44038", - "right": "issue:44222", + "left": "issue:43278", + "right": "issue:44945", "accept": false, - "reason": "Different bugs even within similar release context: Qwen3-VL-Moe issue vs FP8 save_pretrained moe." + "reason": "Embedding dtype drift in eval vs pipeline parallel output corruption are not the same bug." }, { - "left": "issue:42907", - "right": "issue:43452", + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Backend dependency packaging and Python 3.14 load failure are different environment issues." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but one is huggingface_hub and the other is transformers; not the same underlying defect." + }, + { + "left": "issue:36296", + "right": "issue:43116", "accept": false, - "reason": "Different model I/O bugs: dequantized saving vs gguf_file breaking from_pretrained for tokenizer/model." + "reason": "Tensor parallel training bug and empty multi-label example output are unrelated." } ] }, @@ -16119,41 +16290,35 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-520", "nodes": [ - "issue:22355", - "issue:29127", - "issue:36296", + "issue:28348", "issue:38617", "issue:39379", - "issue:39401", - "issue:42175", + "issue:42371", "issue:42673", - "issue:42757", "issue:42898", "issue:43066", "issue:43116", - "issue:43122", "issue:43232", - "issue:43278", "issue:43493", "issue:43611", - "issue:43824", + "issue:43618", + "issue:43825", + "issue:43874", "issue:43937", "issue:43976", "issue:44038", + "issue:44075", "issue:44188", - "issue:44351", "issue:44355", "issue:44483", "issue:44485", "issue:44610", "issue:44625", "issue:44779", - "issue:44938", - "issue:44945", + "issue:44936", + "issue:44995", "issue:45072", "issue:45083", - "issue:45200", - "issue:45216", "issue:45278", "issue:45357", "issue:45446", @@ -16163,243 +16328,235 @@ "issue:46231", "issue:46328", "issue:46614", + "issue:46640", + "issue:46697", + "issue:46710", + "issue:46726", + "issue:46829", "issue:46877", "issue:46909", + "issue:46981", "issue:47217" ], "soft_pairs": [ - "issue:45216|issue:45478", - "issue:43824|issue:44351", - "issue:43122|issue:44779", - "issue:43116|issue:45200", - "issue:39401|issue:46614", - "issue:42757|issue:44351", - "issue:36296|issue:43116", - "issue:22355|issue:29127", - "issue:43278|issue:44945", - "issue:42175|issue:44938", "issue:39379|issue:43232", "issue:43493|issue:45753", "issue:44188|issue:46328", "issue:46231|issue:46877", - "issue:43937|issue:44485", + "issue:28348|issue:46640", "issue:42898|issue:46614", - "issue:38617|issue:45278", "issue:44483|issue:47217", - "issue:43976|issue:45446", - "issue:44038|issue:45478", "issue:43611|issue:46002", - "issue:43066|issue:44779", + "issue:43937|issue:44485", + "issue:43976|issue:45446", + "issue:38617|issue:45278", "issue:45357|issue:45478", - "issue:44355|issue:46231", "issue:42673|issue:45072", + "issue:44995|issue:46697", "issue:44625|issue:46002", + "issue:43066|issue:44779", "issue:43116|issue:43493", "issue:45083|issue:45446", - "issue:44610|issue:46909" + "issue:44038|issue:45478", + "issue:44610|issue:46909", + "issue:44075|issue:44936", + "issue:44355|issue:46231", + "issue:43618|issue:46829", + "issue:43066|issue:46710", + "issue:43116|issue:43825", + "issue:46726|issue:46981", + "issue:42371|issue:43874" ], - "prepared_review_unit_hash": "994345c44bb1cac7ebb369d59362d49fc4f16ed1aad10ae854578e989e50c5b4", + "prepared_review_unit_hash": "5a22c058a858bf51aa3f703280723dda44cdd0ed68946c92c88149ec10c823a3", "component_budget": { "node_count": 520, "item_count": 520, - "soft_pair_count": 1916, - "serialized_chars": 993437, - "estimated_input_tokens": 248360, - "estimated_eval_tokens": 496976 + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35391, - "estimated_input_tokens": 8848, - "estimated_eval_tokens": 17952 + "soft_pair_count": 27, + "serialized_chars": 34932, + "estimated_input_tokens": 8733, + "estimated_eval_tokens": 17722 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most candidate pairs are only loosely related by subsystem or release version, not the same concrete bug/change. The cluster is dominated by distinct import, tokenizer, model, and runtime issues, so I reject all soft edges and treat the broad import-regression report as the best issue anchor.", - "confidence": 0.67, - "canonical_issue_reason": "Issue 45278 is the broadest and most representative duplicate target in the set: it summarizes a wide import-regression breakage after upgrading, which matches several of the other import-related reports better than the more narrowly scoped bugs.", + "summary": "This cluster is heterogeneous: the soft-similarity pairs mostly share a vague theme (Transformers v5 regressions, model-specific bugs, or doc/import issues) but not the same concrete bug or code path. I would not merge any pair as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "issue:45278 is the best umbrella-style representative because it is the broadest regression report in the set and most plausibly captures the general \u2018imports broke after upgrade\u2019 theme, even though the cluster is not actually one duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45278 is the best global issue candidate because it is an umbrella regression report with the clearest chance of absorbing related import failures from the surrounding set.", + "best_issue_reason": "issue:45278 is the most suitable single issue to anchor this noisy cluster since it is broad, user-facing, and closer to an overarching regression than the other very specific model/documentation reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45216", - "right": "issue:45478", + "left": "issue:39379", + "right": "issue:43232", "accept": false, - "reason": "Both are Qwen3.5 regressions, but one is about save_pretrained checkpoint contents and the other about from_pretrained loading; different failure modes." + "reason": "Different bugs: mllama masked-out mask handling vs generation kwargs after sync_gpus." }, { - "left": "issue:43824", - "right": "issue:44351", + "left": "issue:43493", + "right": "issue:45753", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols and likely different code paths." + "reason": "Different model paths and symptoms: SigLIP2 implementation mismatch vs Qwen3_5 infinite-loop on one image." }, { - "left": "issue:43122", - "right": "issue:44779", + "left": "issue:44188", + "right": "issue:46328", "accept": false, - "reason": "Both mention tokenizer regressions in v5, but the affected models and failure details are different." + "reason": "Unrelated areas: attention kernel branching under torch.compile vs feature extractor padding performance." }, { - "left": "issue:43116", - "right": "issue:45200", + "left": "issue:46231", + "right": "issue:46877", "accept": false, - "reason": "One is an example-script classification output bug; the other is a multimodal config/input-default issue." + "reason": "One is a docs parameter mismatch, the other is import-time stderr/stdout noise; not the same bug." }, { - "left": "issue:39401", + "left": "issue:28348", + "right": "issue:46640", + "accept": false, + "reason": "Both mention Flash Attention 2, but one is GPT2 support and the other is an unspecified issue; not enough evidence of the same concrete fix." + }, + { + "left": "issue:42898", "right": "issue:46614", "accept": false, - "reason": "Both are tokenizer issues, but offset mappings and phonemizer backend caching are unrelated." + "reason": "Tokenization v5 behavior change vs stale phonemizer backend state are different problems." }, { - "left": "issue:42757", - "right": "issue:44351", + "left": "issue:44483", + "right": "issue:47217", "accept": false, - "reason": "Both are import failures, but they are for different public APIs and not the same underlying breakage." + "reason": "Different request-validation failures: chat/completions rejection vs VL image-placeholder handling." }, { - "left": "issue:36296", - "right": "issue:43116", + "left": "issue:43611", + "right": "issue:46002", "accept": false, - "reason": "Tensor-parallel training and multi-label example output are unrelated bugs." + "reason": "Loading with base_model_prefix vs NaNs in classification heads are unrelated code paths." }, { - "left": "issue:22355", - "right": "issue:29127", + "left": "issue:43937", + "right": "issue:44485", "accept": false, - "reason": "A missing module import and a LayoutLMv3 error message clarity issue are unrelated." + "reason": "Both are GLM-5 related, but one is GenerationConfig validation and the other is RoPE implementation." }, { - "left": "issue:43278", - "right": "issue:44945", + "left": "issue:43976", + "right": "issue:45446", "accept": false, - "reason": "Different runtime problems: dtype drift in eval versus incorrect outputs under pipeline parallelism." + "reason": "Different regression classes: Python version compatibility vs a PyTorch-version guard for AuxRequest import." }, { - "left": "issue:42175", - "right": "issue:44938", + "left": "issue:38617", + "right": "issue:45278", "accept": false, - "reason": "One is a dependency/extra-install packaging bug; the other is a Python-version load failure." + "reason": "45278 is a broad import-regression umbrella, but 38617 is a specific missing symbol; not the same underlying bug." }, { - "left": "issue:39379", - "right": "issue:43232", + "left": "issue:45357", + "right": "issue:45478", "accept": false, - "reason": "Different generation/multimodal code paths with no clear shared defect." + "reason": "Both concern Qwen3.5 MoE, but one is save_pretrained key serialization and the other is from_pretrained loading failure." }, { - "left": "issue:43493", - "right": "issue:45753", - "accept": false, - "reason": "Different model families and failure types: SigLIP2 implementation discrepancy versus Qwen3_5 image infinite loop." - }, - { - "left": "issue:44188", - "right": "issue:46328", - "accept": false, - "reason": "Attention kernel branching under torch.compile is unrelated to a SequenceFeatureExtractor padding performance issue." - }, - { - "left": "issue:46231", - "right": "issue:46877", + "left": "issue:42673", + "right": "issue:45072", "accept": false, - "reason": "One is a doc parameter typo; the other is import-time stdout logging from docstring tooling." + "reason": "VRAM leak in dataloader threads vs dtype mismatch in bfloat16 inference are different issues." }, { - "left": "issue:43937", - "right": "issue:44485", + "left": "issue:44995", + "right": "issue:46697", "accept": false, - "reason": "GenerationConfig validation and RoPE implementation discussion are not the same bug." + "reason": "Stale indexer cache crash on second forward pass vs image over-padding; no shared bug." }, { - "left": "issue:42898", - "right": "issue:46614", + "left": "issue:44625", + "right": "issue:46002", "accept": false, - "reason": "Tokenizer cleanup behavior changes and phonemizer backend caching are separate issues." + "reason": "num_labels propagation in Qwen3.5 is unrelated to NaNs in classification heads." }, { - "left": "issue:38617", - "right": "issue:45278", + "left": "issue:43066", + "right": "issue:44779", "accept": false, - "reason": "Both are import regressions, but one is a specific missing symbol and the other is a broad umbrella report of many import errors." + "reason": "Tokenizer decoder type mismatch vs DeepSeek tokenizer regression are related in theme only, not the same defect." }, { - "left": "issue:44483", - "right": "issue:47217", + "left": "issue:43116", + "right": "issue:43493", "accept": false, - "reason": "API request rejection and VL image-placeholder handling are different problems." + "reason": "Example script empty multi-label results vs SigLIP2 implementation discrepancy are unrelated." }, { - "left": "issue:43976", + "left": "issue:45083", "right": "issue:45446", "accept": false, - "reason": "Python-version compatibility and an AuxRequest import guard are unrelated version-check bugs." + "reason": "Feature-length helper behavior in qwen3_omni_moe vs flex_attention import guard are unrelated." }, { "left": "issue:44038", "right": "issue:45478", "accept": false, - "reason": "Both involve Qwen3-family models, but one is a transformers-version/model-support bug and the other is a specific from_pretrained loading error." + "reason": "Both mention Qwen3.5/5.x regressions, but one is a model bug and the other is a from_pretrained loading error." }, { - "left": "issue:43611", - "right": "issue:46002", - "accept": false, - "reason": "Base-model-prefix loading regression and NaNs in classification heads are different failures." - }, - { - "left": "issue:43066", - "right": "issue:44779", + "left": "issue:44610", + "right": "issue:46909", "accept": false, - "reason": "Both are tokenizer regressions, but the decoder-type issue and Deepseek tokenization correctness issue are not the same bug." + "reason": "Processor/model input-size mismatch vs broken documentation example; different artifacts and fixes." }, { - "left": "issue:45357", - "right": "issue:45478", + "left": "issue:44075", + "right": "issue:44936", "accept": false, - "reason": "Both are Qwen3.5 issues, but one is incorrect save_pretrained visual keys and the other is a from_pretrained error." + "reason": "Optimizer SGD args ignored vs trainer.evaluate after train are separate training-loop issues." }, { "left": "issue:44355", "right": "issue:46231", "accept": false, - "reason": "Compiled Python-file errors and a documentation parameter mismatch are unrelated." + "reason": "Compiled Python file execution errors vs documentation parameter typo; unrelated." }, { - "left": "issue:42673", - "right": "issue:45072", + "left": "issue:43618", + "right": "issue:46829", "accept": false, - "reason": "VRAM leakage in dataloader-thread usage and dtype mismatches in bfloat16 inference are unrelated." + "reason": "Both involve model outputs, but they are different models and different output-field bugs." }, { - "left": "issue:44625", - "right": "issue:46002", + "left": "issue:43066", + "right": "issue:46710", "accept": false, - "reason": "Incorrect num_labels propagation and NaNs in classification heads are distinct model-init problems." + "reason": "Tokenizer decoder-type regression vs accuracy regression on DeepSeek-R1 are not the same code path." }, { "left": "issue:43116", - "right": "issue:43493", + "right": "issue:43825", "accept": false, - "reason": "Multi-label example behavior and SigLIP2 implementation discrepancy are unrelated." + "reason": "Example script classification output bug vs pipeline translation-task message regression are unrelated." }, { - "left": "issue:45083", - "right": "issue:45446", + "left": "issue:46726", + "right": "issue:46981", "accept": false, - "reason": "A helper-length calculation bug and a PyTorch version-check bug are different code paths." + "reason": "Missing vision backend error vs repeated HTTP 429 retries in AutoProcessor.from_pretrained are different failure modes." }, { - "left": "issue:44610", - "right": "issue:46909", + "left": "issue:42371", + "right": "issue:43874", "accept": false, - "reason": "Processor input-size mismatch and a broken documentation example are not the same underlying issue." + "reason": "TF32 settings API guidance vs missing image-patch method in GLM46V are unrelated." } ] }, @@ -16423,273 +16580,295 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-520", "nodes": [ - "issue:28348", "issue:33453", "issue:39379", "issue:39401", "issue:42222", - "issue:42371", + "issue:42617", "issue:42673", "issue:42796", "issue:43064", - "issue:43066", - "issue:43116", + "issue:43208", "issue:43441", - "issue:43618", + "issue:43450", "issue:43673", "issue:43688", "issue:43824", - "issue:43825", "issue:43827", - "issue:43874", "issue:43937", + "issue:43986", "issue:43992", - "issue:44075", "issue:44117", "issue:44263", "issue:44291", "issue:44380", + "issue:44410", + "issue:44466", "issue:44704", - "issue:44936", - "issue:44995", + "issue:44779", + "issue:44977", "issue:45071", + "issue:45081", "issue:45092", + "issue:45310", + "issue:45341", "issue:45405", "issue:45446", "issue:45563", "issue:45588", + "issue:45632", + "issue:46002", "issue:46077", "issue:46328", - "issue:46640", - "issue:46697", - "issue:46710", - "issue:46726", + "issue:46512", "issue:46752", "issue:46762", - "issue:46829", + "issue:46894", + "issue:46897", "issue:46981", "issue:47000", "issue:47116" ], "soft_pairs": [ - "issue:42371|issue:43874", - "issue:44075|issue:44936", - "issue:43618|issue:46829", - "issue:46726|issue:46981", - "issue:46328|issue:47116", - "issue:43066|issue:46710", "issue:43992|issue:44704", - "issue:28348|issue:46640", - "issue:43116|issue:43825", - "issue:43827|issue:45446", - "issue:45092|issue:46762", "issue:42673|issue:42796", + "issue:46328|issue:47116", + "issue:43827|issue:45446", + "issue:39379|issue:43688", "issue:33453|issue:39401", - "issue:44995|issue:46697", - "issue:44263|issue:46762", - "issue:43673|issue:46328", "issue:43824|issue:46981", + "issue:43673|issue:46328", + "issue:45092|issue:46762", "issue:43064|issue:43673", - "issue:39379|issue:43688", + "issue:44291|issue:45071", "issue:45405|issue:45446", "issue:43937|issue:45563", - "issue:44380|issue:46077", + "issue:44117|issue:45588", "issue:42222|issue:47000", + "issue:44263|issue:46762", "issue:42222|issue:43441", - "issue:44117|issue:45588", - "issue:44291|issue:45071", - "issue:42222|issue:46752" + "issue:44380|issue:46077", + "issue:44466|issue:46002", + "issue:42222|issue:46752", + "issue:39379|issue:46897", + "issue:43937|issue:44977", + "issue:44117|issue:45081", + "issue:42617|issue:45341", + "issue:45071|issue:46512", + "issue:43450|issue:43986", + "issue:39401|issue:44779", + "issue:43208|issue:46894", + "issue:45632|issue:46981", + "issue:44410|issue:45310" ], - "prepared_review_unit_hash": "ea6dffd8303529e8b63524554199fe3ff870fadca37a2666a5248ca80d9c68ed", + "prepared_review_unit_hash": "bc5ef7f86a009a055759387c46ff989b5b779528f4a12358ba3b4ad24307abd6", "component_budget": { "node_count": 520, "item_count": 520, - "soft_pair_count": 1916, - "serialized_chars": 993437, - "estimated_input_tokens": 248360, - "estimated_eval_tokens": 496976 + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35031, - "estimated_input_tokens": 8758, - "estimated_eval_tokens": 17772 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36552, + "estimated_input_tokens": 9138, + "estimated_eval_tokens": 18532 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous and does not contain true duplicate pairs; most items are unrelated model-, tokenizer-, or pipeline-specific bugs that only weakly resemble each other by broad Transformer v5 / attention / tokenizer themes.", - "confidence": 0.8, - "canonical_issue_reason": "issue:47116 is the broadest representative in the set (a general Transformers v5 regression), but it is only a loose umbrella for the cluster rather than a true duplicate anchor.", + "summary": "This cluster is highly heterogeneous: most items are unrelated standalone bugs spanning tokenizers, model loading, training, generation, and docs. I rejected all soft edges because none look like the same underlying bug/change.", + "confidence": 0.93, + "canonical_issue_reason": "If one issue must represent the cluster, issue 39401 is the cleanest single bug report: it is specific, reproducible, and tightly scoped to a concrete tokenizer symptom (wrong offset_mapping).", "canonical_pr_reason": null, - "best_issue_reason": "issue:47116 is the most suitable global representative because it is broad, current, and regression-focused; still, the surrounding issues are too diverse for strong deduplication.", + "best_issue_reason": "Issue 39401 is the most actionable representative because it names a precise failure mode and likely root area, unlike the broader regression or framework-level reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42371", - "right": "issue:43874", + "left": "issue:43992", + "right": "issue:44704", "accept": false, - "reason": "TF32 settings/API control is unrelated to GLM46VImageProcessorFast missing get_number_of_image_patches." + "reason": "Different subsystems: UMT5 encoder weight loading vs AutoProcessor/cached_file kwargs plumbing." }, { - "left": "issue:44075", - "right": "issue:44936", + "left": "issue:42673", + "right": "issue:42796", "accept": false, - "reason": "SGD argument handling and trainer.evaluate() failing after train() are different training bugs." + "reason": "VRAM leak in Qwen3ForCausalLM is unrelated to Ministral tokenizer BPE-marker handling." }, { - "left": "issue:43618", - "right": "issue:46829", + "left": "issue:46328", + "right": "issue:47116", "accept": false, - "reason": "CLIP attentions not assigned and VideoPrism hidden_states mix-up affect different outputs and code paths." + "reason": "Feature-extractor padding performance issue vs streaming pipeline regression; different code paths." }, { - "left": "issue:46726", - "right": "issue:46981", + "left": "issue:43827", + "right": "issue:45446", "accept": false, - "reason": "Missing vision backend error in AutoProcessor is unrelated to repeated 429 retry behavior." + "reason": "Docs mentioning removed pipeline() APIs is unrelated to a flex_attention version check bug." }, { - "left": "issue:46328", - "right": "issue:47116", + "left": "issue:39379", + "right": "issue:43688", "accept": false, - "reason": "SequenceFeatureExtractor.pad performance issue is unrelated to streaming pipeline regression." + "reason": "Different models and failures: mllama mask logic vs MoE auxiliary-loss normalization." }, { - "left": "issue:43066", - "right": "issue:46710", + "left": "issue:33453", + "right": "issue:39401", "accept": false, - "reason": "Tokenizer decoder type regression and DeepSeek accuracy regression are distinct problems." + "reason": "Generic tokenizer-loading regression is too broad to be the same as Qwen3 offset_mapping correctness." }, { - "left": "issue:43992", - "right": "issue:44704", + "left": "issue:43824", + "right": "issue:46981", "accept": false, - "reason": "Missing UMT5Encoder weights and AutoProcessor kwargs forwarding are different loader behaviors." + "reason": "ImportError for Qwen2_5_VL class is unrelated to repeated HTTP 429 retries in AutoProcessor." }, { - "left": "issue:28348", - "right": "issue:46640", + "left": "issue:43673", + "right": "issue:46328", "accept": false, - "reason": "GPT2 FlashAttention-2 support request and a generic Flash Attention issue are not the same bug." + "reason": "Generation cache bug and feature-extractor padding performance are unrelated." }, { - "left": "issue:43116", - "right": "issue:43825", + "left": "issue:45092", + "right": "issue:46762", "accept": false, - "reason": "Example-script multi-label output bug and pipeline translation error messaging are separate issues." + "reason": "Meta-initialization incompatibility for old InternVL2 checkpoints is unrelated to Minimax MSA numerical differences." }, { - "left": "issue:43827", - "right": "issue:45446", + "left": "issue:43064", + "right": "issue:43673", "accept": false, - "reason": "Docs still referencing pipeline() and a PyTorch version check bug are unrelated." + "reason": "Distributed optimizer-state corruption is a different training bug from missing generation cache in chunked prefill." }, { - "left": "issue:45092", - "right": "issue:46762", + "left": "issue:44291", + "right": "issue:45071", "accept": false, - "reason": "InternVL2 meta-init incompatibility and Minimax MSA numerical differences are different model-specific failures." + "reason": "Both involve v5/meta-init themes, but one is an init_empty_weights argument mismatch and the other is a PretrainedConfig typing regression." }, { - "left": "issue:42673", - "right": "issue:42796", + "left": "issue:45405", + "right": "issue:45446", "accept": false, - "reason": "Qwen3 VRAM leak in dataloader threads is unrelated to Ministral tokenizer BPE marker handling." + "reason": "PEFT version bump issue is unrelated to the flex_attention import version check." }, { - "left": "issue:33453", - "right": "issue:39401", + "left": "issue:43937", + "right": "issue:45563", "accept": false, - "reason": "Both are tokenizer-related, but one is loading regression and the other is wrong offset_mapping; not the same bug." + "reason": "Invalid GenerationConfig and stale num_return_sequences warning are distinct generation issues." }, { - "left": "issue:44995", - "right": "issue:46697", + "left": "issue:44117", + "right": "issue:45588", "accept": false, - "reason": "GlmMoeDsa stale cache on second forward and Swin2SR over-padding are unrelated model/components." + "reason": "Tokenizer mapping None handling is unrelated to flash_attention crash on sink-less models." + }, + { + "left": "issue:42222", + "right": "issue:47000", + "accept": false, + "reason": "vitpose import/breakage is unrelated to RTDetrLoss infeasible cost-matrix failure." }, { "left": "issue:44263", "right": "issue:46762", "accept": false, - "reason": "GlmMoeDsaIndexer torch.split issue and Minimax attention numerical drift are different code paths." + "reason": "torch.split return handling in GlmMoeDsaIndexer is unrelated to Minimax attention numerics." }, { - "left": "issue:43673", - "right": "issue:46328", + "left": "issue:42222", + "right": "issue:43441", "accept": false, - "reason": "GenerationMixin cache missing during chunked_prefill is unrelated to numpy/list conversion in padding." + "reason": "Different model families and failures: vitpose breakage vs Ministral FlashAttention generation bug." }, { - "left": "issue:43824", - "right": "issue:46981", + "left": "issue:44380", + "right": "issue:46077", "accept": false, - "reason": "Missing Qwen2.5-VL import and repeated 429 retries are different AutoProcessor failure modes." + "reason": "Both are attention-related, but GPT2 scaling and Gemma4 bidirectional mask construction are different bugs." }, { - "left": "issue:43064", - "right": "issue:43673", + "left": "issue:44466", + "right": "issue:46002", "accept": false, - "reason": "FSDP2/PEFT optimizer-state corruption and missing GenerationMixin cache are both v5 regressions but not the same underlying bug." + "reason": "Serialization of lm_head.weight by device is unrelated to NaNs in classification heads after checkout/init." }, { - "left": "issue:39379", - "right": "issue:43688", + "left": "issue:42222", + "right": "issue:46752", "accept": false, - "reason": "Incorrect mllama mask handling and auxiliary-loss normalization issues are separate model-specific bugs." + "reason": "vitpose model breakage is unrelated to empty-list apply_chat_template crash." }, { - "left": "issue:45405", - "right": "issue:45446", + "left": "issue:39379", + "right": "issue:46897", "accept": false, - "reason": "Unreleased PEFT version bump and wrong AuxRequest import version check are unrelated dependency/version problems." + "reason": "mllama masked-out mask handling is not the same as Florence2 training-loss double-shift." }, { "left": "issue:43937", - "right": "issue:45563", + "right": "issue:44977", "accept": false, - "reason": "Invalid GenerationConfig and stale num_return_sequences warning are different generation issues." + "reason": "Invalid GenerationConfig for GLM-5 is unrelated to Qwen3.5 FlashAttention generation failure." }, { - "left": "issue:44380", - "right": "issue:46077", + "left": "issue:44117", + "right": "issue:45081", "accept": false, - "reason": "GPT2 attention scaling ignored under SDPA/FlashAttention and Gemma4 causal-mask construction are different attention bugs." + "reason": "Tokenizer mapping None bug is different from Mistral regex patch crashing on backend_tokenizer absence." }, { - "left": "issue:42222", - "right": "issue:47000", + "left": "issue:42617", + "right": "issue:45341", "accept": false, - "reason": "VitPose breakage and RTDetrLoss infeasible cost matrix are unrelated vision/training failures." + "reason": "3d_parallel.py execution failure is unrelated to a small testing_utils.py bug." }, { - "left": "issue:42222", - "right": "issue:43441", + "left": "issue:45071", + "right": "issue:46512", "accept": false, - "reason": "VitPose breakage and Ministral FlashAttention failure are unrelated model areas." + "reason": "PretrainedConfig type checking regression is unrelated to stale config.dtype after from_config(dtype=...)." }, { - "left": "issue:44117", - "right": "issue:45588", + "left": "issue:43450", + "right": "issue:43986", "accept": false, - "reason": "Tokenizer registry assumption and flash_attention.py s_aux=None crash are unrelated subsystems." + "reason": "Batched video processor shape bug and missing-torchvision AutoProcessor crash are different problems." }, { - "left": "issue:44291", - "right": "issue:45071", + "left": "issue:39401", + "right": "issue:44779", "accept": false, - "reason": "Unexpected _is_hf_initialized arg in init_empty_weights and PretrainedConfig type checking breakage are different API compatibility issues." + "reason": "Both are tokenizer bugs, but different models and symptoms: Qwen3 offset_mapping vs Deepseek tokenization output regression." }, { - "left": "issue:42222", - "right": "issue:46752", + "left": "issue:43208", + "right": "issue:46894", + "accept": false, + "reason": "xLSTM training blockers are unrelated to CohereASR training-loss double-shift." + }, + { + "left": "issue:45632", + "right": "issue:46981", "accept": false, - "reason": "VitPose model breakage and empty apply_chat_template IndexError are unrelated bugs." + "reason": "Local trust_remote_code cache collisions are unrelated to AutoProcessor retry behavior on HTTP 429." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Missing qkv/gate projections in qwen3next is a model-architecture issue, not the same as Qwen3.5 MoE from_pretrained failure." } ] }, @@ -16714,286 +16893,282 @@ "cluster_id": "cluster-10000-520", "nodes": [ "issue:38617", - "issue:39379", "issue:39401", "issue:41628", "issue:42222", "issue:42371", - "issue:42617", - "issue:43122", + "issue:42831", + "issue:43066", + "issue:43097", + "issue:43122", "issue:43408", - "issue:43450", + "issue:43673", "issue:43742", + "issue:43931", "issue:43937", - "issue:43986", - "issue:44117", + "issue:44075", + "issue:44077", + "issue:44220", "issue:44261", + "issue:44263", "issue:44410", - "issue:44466", + "issue:44483", "issue:44484", + "issue:44485", + "issue:44493", "issue:44496", "issue:44704", - "issue:44779", "issue:44829", "issue:44877", "issue:44933", - "issue:44977", "issue:45071", - "issue:45081", "issue:45216", "issue:45278", "issue:45310", "issue:45341", + "issue:45464", "issue:45478", "issue:45561", - "issue:45632", - "issue:46002", + "issue:45656", "issue:46178", "issue:46209", "issue:46231", "issue:46298", "issue:46328", - "issue:46512", - "issue:46617", "issue:46762", - "issue:46897", "issue:46981", "issue:47059", "issue:47110" ], "soft_pairs": [ - "issue:44466|issue:46002", - "issue:39379|issue:46897", - "issue:44410|issue:45310", - "issue:39401|issue:44779", - "issue:43937|issue:44977", - "issue:45071|issue:46512", - "issue:44704|issue:47110", - "issue:45071|issue:47059", + "issue:43408|issue:43742", "issue:44829|issue:45216", - "issue:45341|issue:46328", - "issue:43450|issue:43986", - "issue:44117|issue:45081", + "issue:45071|issue:47059", "issue:45341|issue:45561", - "issue:42617|issue:45341", - "issue:45632|issue:46981", - "issue:43408|issue:43742", + "issue:45341|issue:46328", + "issue:44704|issue:47110", + "issue:44877|issue:46231", "issue:38617|issue:41628", "issue:43122|issue:46298", - "issue:44877|issue:46231", - "issue:42222|issue:46178", - "issue:42371|issue:44261", "issue:39401|issue:46209", + "issue:42222|issue:46178", "issue:43937|issue:44496", + "issue:42371|issue:44261", + "issue:38617|issue:44220", + "issue:44933|issue:45278", "issue:44261|issue:46762", "issue:44484|issue:45310", - "issue:44933|issue:45278", - "issue:42371|issue:46617", - "issue:44410|issue:45478" + "issue:42371|issue:42831", + "issue:44483|issue:45464", + "issue:44075|issue:45656", + "issue:43097|issue:44493", + "issue:44410|issue:45478", + "issue:43066|issue:43122", + "issue:44077|issue:46981", + "issue:44263|issue:44485", + "issue:43931|issue:44410", + "issue:43673|issue:45341" ], - "prepared_review_unit_hash": "4974d4387a03b807e346750f20fa0c683c1dfc8c104be9be7f25084ef390b9cb", + "prepared_review_unit_hash": "45f4c130bc140ec89e9f4fed082ce9947ec84f5fc06e91919e43b0a45975894b", "component_budget": { "node_count": 520, "item_count": 520, - "soft_pair_count": 1916, - "serialized_chars": 993437, - "estimated_input_tokens": 248360, - "estimated_eval_tokens": 496976 + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35384, - "estimated_input_tokens": 8846, - "estimated_eval_tokens": 17948 + "soft_pair_count": 27, + "serialized_chars": 34747, + "estimated_input_tokens": 8687, + "estimated_eval_tokens": 17630 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous standalone issues. A few pairs share surface-level themes like import errors, tokenizer bugs, or config regressions, but none look like the same underlying bug/change closely enough to merge.", - "confidence": 0.91, - "canonical_issue_reason": "No single canonical issue stands out for the whole set: the items span unrelated import, tokenizer, processor, training, and config regressions across different models/code paths.", + "summary": "This cluster is mostly a grab bag of unrelated Transformers v5 regressions and model-specific bugs; the only strong duplicate-looking pair is the tokenizer regression around v5 tokenization changes.", + "confidence": 0.83, + "canonical_issue_reason": "Issue 43066 is the clearest representative of the tokenizer regression theme and aligns best with the one accepted duplicate-like pair about changed tokenization in v5.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the broadest standalone umbrella among the import-error reports, but it still is not a valid duplicate sink for this mixed cluster.", + "best_issue_reason": "Issue 43066 is the best single issue to anchor the cluster because it is specific, regression-oriented, and closest to the accepted soft match.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44466", - "right": "issue:46002", - "accept": false, - "reason": "Different failures: serialization of tied lm_head weights vs NaNs in classification heads; not the same bug." - }, - { - "left": "issue:39379", - "right": "issue:46897", + "left": "issue:43408", + "right": "issue:43742", "accept": false, - "reason": "Both are multimodal training issues, but one is an mllama masking bug and the other is a Florence2 loss-shift bug; different code paths." + "reason": "Different models and different failure modes: a sam3_video/sam3_tracker warning versus a MobileLLM key error." }, { - "left": "issue:44410", - "right": "issue:45310", + "left": "issue:44829", + "right": "issue:45216", "accept": false, - "reason": "Different models and symptoms: missing Qwen3Next projections vs a Qwen3.5 MoE from_pretrained error." + "reason": "One is a flash_attention_3 training degeneration issue, the other is a save_pretrained checkpoint regression for Qwen3.5." }, { - "left": "issue:39401", - "right": "issue:44779", + "left": "issue:45071", + "right": "issue:47059", "accept": false, - "reason": "Both involve tokenization, but they affect different models and different outputs (offset mappings vs incorrect tokenization results)." + "reason": "Type-checking breakage and a cli completion error are unrelated bugs." }, { - "left": "issue:43937", - "right": "issue:44977", + "left": "issue:45341", + "right": "issue:45561", "accept": false, - "reason": "GenerationConfig validation error is unrelated to flash-attention generation failure; different root causes." + "reason": "Both mention testing_utils, but one is a small utility bug while the other is a pytest-xdist file race; not the same concrete defect." }, { - "left": "issue:45071", - "right": "issue:46512", + "left": "issue:45341", + "right": "issue:46328", "accept": false, - "reason": "One is a v5 type-checking regression in PreTrainedConfig; the other is stale config.dtype after from_config(dtype=...)." + "reason": "A testing_utils bug and a SequenceFeatureExtractor.pad performance issue are unrelated." }, { "left": "issue:44704", "right": "issue:47110", "accept": false, - "reason": "AutoProcessor kwarg forwarding and special_tokens list-vs-dict handling are separate API bugs." + "reason": "AutoProcessor cached_file kwargs handling and special_tokens list shape errors are different code paths." }, { - "left": "issue:45071", - "right": "issue:47059", + "left": "issue:44877", + "right": "issue:46231", "accept": false, - "reason": "Type-checking regression is unrelated to the CLI completion API break in huggingface_hub." + "reason": "Config loading strictness and a documentation parameter-name mismatch are unrelated." }, { - "left": "issue:44829", - "right": "issue:45216", + "left": "issue:38617", + "right": "issue:41628", "accept": false, - "reason": "Flash-attention training degeneration and incorrect save_pretrained checkpoint contents are distinct regressions." + "reason": "Both are import errors, but they concern different symbols and different root causes." }, { - "left": "issue:45341", - "right": "issue:46328", + "left": "issue:43122", + "right": "issue:46298", "accept": false, - "reason": "Testing utility bug vs SequenceFeatureExtractor padding inefficiency; no shared underlying defect." + "reason": "Tokenizer output regression and noisy logging are not the same bug." }, { - "left": "issue:43450", - "right": "issue:43986", + "left": "issue:39401", + "right": "issue:46209", "accept": false, - "reason": "Incorrect batched video output shape is different from AutoProcessor crashing without torchvision." + "reason": "Qwen3 tokenizer offsets and FP8 inference on B200 are unrelated." }, { - "left": "issue:44117", - "right": "issue:45081", + "left": "issue:42222", + "right": "issue:46178", "accept": false, - "reason": "Tokenizer mapping returning None and the Mistral regex patch crash are separate tokenizer-loading issues." + "reason": "Vitpose model breakage and a missing BACKENDS_MAPPING entry are different failures." }, { - "left": "issue:45341", - "right": "issue:45561", + "left": "issue:43937", + "right": "issue:44496", "accept": false, - "reason": "A generic testing_utils bug does not match the xdist race on captured_info.txt." + "reason": "GLM-5 GenerationConfig validation and an unrecognized Olmo-Hybrid model config are unrelated loading errors." }, { - "left": "issue:42617", - "right": "issue:45341", + "left": "issue:42371", + "right": "issue:44261", "accept": false, - "reason": "Running 3d_parallel.py and a testing_utils bug are unrelated." + "reason": "TF32 API behavior and missing rms_norm_eps in MLA layernorm are different issues." }, { - "left": "issue:45632", - "right": "issue:46981", + "left": "issue:38617", + "right": "issue:44220", "accept": false, - "reason": "Cache-path collision for trust_remote_code models is unrelated to repeated 429 retries in AutoProcessor.from_pretrained." + "reason": "ImportError for layer_type_validation and _torch_extract_fbank_features are unrelated." }, { - "left": "issue:43408", - "right": "issue:43742", + "left": "issue:44933", + "right": "issue:45278", "accept": false, - "reason": "A model-type warning in SAM3 is unrelated to a KeyError loading MobileLLM-125M." + "reason": "A specific missing import from image_utils is not the same underlying bug as a broad set of import errors after upgrade." }, { - "left": "issue:38617", - "right": "issue:41628", + "left": "issue:44261", + "right": "issue:46762", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols and likely different regressions." + "reason": "Different numerical bugs in different attention implementations." }, { - "left": "issue:43122", - "right": "issue:46298", + "left": "issue:44484", + "right": "issue:45310", "accept": false, - "reason": "Tokenizer behavior regression and noisy logging are not the same underlying issue." + "reason": "A save_pretrained shard-size question and a Qwen3.5 from_pretrained error are unrelated." }, { - "left": "issue:44877", - "right": "issue:46231", + "left": "issue:42371", + "right": "issue:42831", "accept": false, - "reason": "Strict config loading and a docs parameter-name mismatch are unrelated." + "reason": "TF32 behavior control and FineGrainedFP8 accuracy issues do not match." }, { - "left": "issue:42222", - "right": "issue:46178", + "left": "issue:44483", + "right": "issue:45464", "accept": false, - "reason": "VitPose import breakage and a backend-mapping error for tensorflow_text are different failures." + "reason": "These are both chat/completions complaints, but they target different endpoints and symptoms." }, { - "left": "issue:42371", - "right": "issue:44261", + "left": "issue:44075", + "right": "issue:45656", "accept": false, - "reason": "TF32 API changes and missing rms_norm_eps in MLA q_a_layernorm are unrelated config/numerics bugs." + "reason": "SGD argument handling and deepspeed double-step behavior are distinct optimizer bugs." }, { - "left": "issue:39401", - "right": "issue:46209", + "left": "issue:43097", + "right": "issue:44493", "accept": false, - "reason": "Tokenizer offset mapping and FP8 inference failure on B200 are different problem classes." + "reason": "Removed tie_embeddings_and_encoder_decoder and unexpected position-id keys are unrelated regressions." }, { - "left": "issue:43937", - "right": "issue:44496", + "left": "issue:44410", + "right": "issue:45478", "accept": false, - "reason": "Invalid GenerationConfig and unrecognized model/config.json missing model_type are separate load-time errors." + "reason": "Missing qwen3next projections and Qwen3.5 MoE loading errors are different model issues." }, { - "left": "issue:44261", - "right": "issue:46762", - "accept": false, - "reason": "A missing rms_norm_eps precision issue is not the same as numerical differences in Minimax MSA attention." + "left": "issue:43066", + "right": "issue:43122", + "accept": true, + "reason": "Both describe the same v5 tokenizer regression: tokenizer behavior/output changed from 4.57.3 to 5.0 and the decoder type is implicated." }, { - "left": "issue:44484", - "right": "issue:45310", + "left": "issue:44077", + "right": "issue:46981", "accept": false, - "reason": "save_pretrained shard-size behavior is unrelated to a Qwen3.5 MoE from_pretrained error." + "reason": "Patchtsmixer post_init policy and AutoProcessor retry behavior are unrelated." }, { - "left": "issue:44933", - "right": "issue:45278", + "left": "issue:44263", + "right": "issue:44485", "accept": false, - "reason": "A missing import from image_utils is only superficially similar to broad import failures after upgrade." + "reason": "A torch.split indexing issue and GLM-5 RoPE implementation are not the same defect." }, { - "left": "issue:42371", - "right": "issue:46617", + "left": "issue:43931", + "right": "issue:44410", "accept": false, - "reason": "TF32 behavior settings and trust_remote_code cache FileNotFoundError are different subsystems and failures." + "reason": "Qwen3-VL weight shape mismatch and qwen3next missing projections are different model-loading problems." }, { - "left": "issue:44410", - "right": "issue:45478", + "left": "issue:43673", + "right": "issue:45341", "accept": false, - "reason": "Missing Qwen3Next projections is unrelated to the Qwen3.5 MoE from_pretrained error despite both mentioning Qwen3." + "reason": "Generation cache handling and a testing_utils bug are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet, and the soft-edge decisions stay conservative overall. The accepted 43066/43122 pair is a plausible v5 tokenizer-regression match, while the other pairs are reasonably rejected as different bug classes or code paths." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -17013,11 +17188,9 @@ "issue:27957", "issue:38617", "issue:41628", - "issue:42886", + "issue:42757", "issue:43012", - "issue:43066", "issue:43097", - "issue:43122", "issue:43208", "issue:43352", "issue:43441", @@ -17025,287 +17198,296 @@ "issue:43531", "issue:43577", "issue:43673", + "issue:43873", "issue:43874", "issue:43931", "issue:43986", "issue:44038", - "issue:44075", - "issue:44077", + "issue:44062", "issue:44117", - "issue:44220", + "issue:44246", "issue:44261", "issue:44263", "issue:44360", "issue:44410", - "issue:44483", "issue:44484", "issue:44485", - "issue:44493", "issue:44829", "issue:44987", "issue:45003", "issue:45071", "issue:45341", + "issue:45372", "issue:45375", - "issue:45464", + "issue:45440", "issue:45478", "issue:45588", - "issue:45656", "issue:45753", + "issue:46050", + "issue:46123", "issue:46172", "issue:46369", + "issue:46701", "issue:46752", - "issue:46894", + "issue:46821", + "issue:46897", "issue:46981", "issue:47116" ], "soft_pairs": [ - "issue:44075|issue:45656", - "issue:38617|issue:44220", - "issue:44263|issue:44485", - "issue:43066|issue:43122", - "issue:43208|issue:46894", - "issue:43097|issue:44493", - "issue:44077|issue:46981", - "issue:43673|issue:45341", - "issue:43931|issue:44410", "issue:46752|issue:47116", "issue:41628|issue:45071", + "issue:43931|issue:44038", + "issue:43012|issue:43577", + "issue:43441|issue:44829", + "issue:43208|issue:46897", + "issue:27957|issue:43352", "issue:43874|issue:44261", - "issue:44483|issue:45464", + "issue:43097|issue:43452", "issue:44484|issue:45478", - "issue:27957|issue:43352", "issue:44263|issue:46172", "issue:44360|issue:46172", - "issue:43931|issue:44038", - "issue:43441|issue:44829", - "issue:43012|issue:43577", - "issue:43097|issue:43452", - "issue:44261|issue:44485", - "issue:43986|issue:45341", - "issue:45003|issue:45341", - "issue:42886|issue:46981", "issue:43531|issue:45341", - "issue:43874|issue:44263", - "issue:45753|issue:46369", + "issue:43986|issue:45341", "issue:44117|issue:44987", + "issue:45003|issue:45341", + "issue:44261|issue:44485", + "issue:44246|issue:46981", "issue:43097|issue:45588", - "issue:44410|issue:45375" + "issue:45440|issue:46172", + "issue:45753|issue:46369", + "issue:43986|issue:45372", + "issue:43097|issue:46050", + "issue:43673|issue:46123", + "issue:44410|issue:45375", + "issue:43874|issue:44263", + "issue:43097|issue:43873", + "issue:44062|issue:44117", + "issue:44038|issue:44410", + "issue:43012|issue:46821", + "issue:38617|issue:42757", + "issue:44117|issue:46701" ], - "prepared_review_unit_hash": "34dacf41447b42695dcce966ff2a2b935c4120d979d6caafcdc514a2a9c88138", + "prepared_review_unit_hash": "75e123ed8bf614d507cc7a9b854f77a22f119fb352231f94ba0a1f9b50220acb", "component_budget": { "node_count": 520, "item_count": 520, - "soft_pair_count": 1916, - "serialized_chars": 993437, - "estimated_input_tokens": 248360, - "estimated_eval_tokens": 496976 + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36560, - "estimated_input_tokens": 9140, - "estimated_eval_tokens": 18536 + "soft_pair_count": 32, + "serialized_chars": 37004, + "estimated_input_tokens": 9251, + "estimated_eval_tokens": 18758 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose collection of Transformers regressions and model-specific bugs, not a true duplicate set. A few pairs share broad themes (tokenization, FlashAttention, from_pretrained/load failures), but none look like the same concrete bug/change.", - "confidence": 0.77, - "canonical_issue_reason": "issue:43097 is the most broadly scoped and representative v5 regression report in the set; it describes a concrete API/behavior break with visible downstream impact, making it a better anchor than the narrower model-specific issues.", + "summary": "These items are a loose set of unrelated Transformers/Hugging Face bug reports. None of the soft-similarity pairs look like the same underlying issue, and there are no PRs to compare.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue stands out: the items span many unrelated bugs (imports, model-loading, attention, quantization, tokenizer, and pipeline behavior), so any representative would be arbitrary.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43097 is the best standalone issue here because it is broad, clearly user-facing, and tied to a specific regression in v5 rather than a one-off model quirk.", + "best_issue_reason": "No global best issue for deduplication purposes; the cluster is too heterogeneous for one issue to represent the rest.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44075", - "right": "issue:45656", + "left": "issue:46752", + "right": "issue:47116", "accept": false, - "reason": "Both involve optimizers, but one is about SGD args being ignored while the other is a deepspeed double-step bug; different code paths and fixes." + "reason": "Empty chat-template input crash and streaming pipeline regression are different code paths and different failure modes." }, { - "left": "issue:38617", - "right": "issue:44220", + "left": "issue:41628", + "right": "issue:45071", "accept": false, - "reason": "Completely different failures: an import error in configuration utils versus an audio feature extraction issue." + "reason": "AutoImageProcessor import failure is unrelated to PretrainedConfig type checking." }, { - "left": "issue:44263", - "right": "issue:44485", + "left": "issue:43931", + "right": "issue:44038", "accept": false, - "reason": "Different GLM subsystems: one concerns torch.split return values in an indexer, the other RoPE implementation." + "reason": "Both involve Qwen3-VL, but one is a weight-shape mismatch and the other is a Qwen3-VL-Moe Transformers 5.0 bug." }, { - "left": "issue:43066", - "right": "issue:43122", + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "bf16 compilation warnings and Blip2 dtype staying float32 are distinct precision/dtype issues." + }, + { + "left": "issue:43441", + "right": "issue:44829", "accept": false, - "reason": "Both are tokenizer-related v5 regressions, but one is decoder type selection and the other is a tokenization behavior difference; not the same bug." + "reason": "FlashAttention failure on Ministral and degenerate training with flash_attention_3 are different model/code-path bugs." }, { "left": "issue:43208", - "right": "issue:46894", + "right": "issue:46897", "accept": false, - "reason": "Different models and different training bugs; only a vague shared pattern around loss/training issues." + "reason": "xLSTM training bugs and Florence2 loss-shift bug are unrelated model-specific issues." }, { - "left": "issue:43097", - "right": "issue:44493", + "left": "issue:27957", + "right": "issue:43352", "accept": false, - "reason": "One is about a removed config option, the other about unexpected position-id keys; unrelated regressions." + "reason": "Flash Attention 2 support for XLMRoberta and NemotronHForCausalLM not supporting FA2 are different model support gaps." }, { - "left": "issue:44077", - "right": "issue:46981", + "left": "issue:43874", + "right": "issue:44261", "accept": false, - "reason": "Unrelated failures in model config validation versus hub/network retry behavior." + "reason": "Missing image-patch helper and missing rms_norm_eps in MLA q_a_layernorm are unrelated." }, { - "left": "issue:43673", - "right": "issue:45341", + "left": "issue:43097", + "right": "issue:43452", "accept": false, - "reason": "Generation/cache handling and a testing utility bug are unrelated." + "reason": "Removed tie_embeddings option and gguf_file loading breakage are unrelated model/config loading bugs." }, { - "left": "issue:43931", - "right": "issue:44410", + "left": "issue:44484", + "right": "issue:45478", "accept": false, - "reason": "Different Qwen-family model-loading failures affecting different architectures and missing tensors/weights." + "reason": "A max_shard_size default question is not the same as a Qwen3.5 MoE from_pretrained error." }, { - "left": "issue:46752", - "right": "issue:47116", + "left": "issue:44263", + "right": "issue:46172", "accept": false, - "reason": "An empty-list crash in chat templating is not the same as a streaming pipeline regression." + "reason": "GlmMoeDsaIndexer torch.split handling and deepseek-v4 comb transpose are different tensor-operation bugs." }, { - "left": "issue:41628", - "right": "issue:45071", + "left": "issue:44360", + "right": "issue:46172", "accept": false, - "reason": "Importing AutoImageProcessor and PretrainedConfig type checking are separate API issues." + "reason": "Missing ReLU in the DSA indexer has nothing to do with deepseek-v4 dtype/transpose behavior." }, { - "left": "issue:43874", - "right": "issue:44261", + "left": "issue:43531", + "right": "issue:45341", "accept": false, - "reason": "Different multimodal components: missing image-patch counting versus a layernorm epsilon/config precision problem." + "reason": "Qwen3-MoE sliding_window behavior and a testing_utils bug are unrelated." }, { - "left": "issue:44483", - "right": "issue:45464", + "left": "issue:43986", + "right": "issue:45341", "accept": false, - "reason": "Both mention chat/completions, but the titles point to different symptoms and likely different failures; not enough evidence of one underlying bug." + "reason": "Missing torchvision for video model loading is unrelated to the testing utility bug." }, { - "left": "issue:44484", - "right": "issue:45478", + "left": "issue:44117", + "right": "issue:44987", "accept": false, - "reason": "One is about save_pretrained shard sizing, the other about a Qwen3.5 MoE loading error." + "reason": "Tokenizer mapping None and loading physical-intelligence/fast are different root causes." }, { - "left": "issue:27957", - "right": "issue:43352", + "left": "issue:45003", + "right": "issue:45341", "accept": false, - "reason": "Both involve Flash Attention 2 support, but for different models and different support gaps." + "reason": "Unsafe sys.modules access in modeling_utils is unrelated to the testing_utils issue." }, { - "left": "issue:44263", - "right": "issue:46172", + "left": "issue:44261", + "right": "issue:44485", "accept": false, - "reason": "Different model internals and failure modes; no concrete duplicate signal." + "reason": "MLA rms_norm_eps precision bug and GLM-5 RoPE implementation bug are distinct model-specific problems." }, { - "left": "issue:44360", - "right": "issue:46172", + "left": "issue:44246", + "right": "issue:46981", "accept": false, - "reason": "A missing ReLU in a DSA indexer is unrelated to a deepseek tensor transpose issue." + "reason": "Slow imports and repeated 429 retries in AutoProcessor are different performance/retry issues." }, { - "left": "issue:43931", - "right": "issue:44038", + "left": "issue:43097", + "right": "issue:45588", "accept": false, - "reason": "Both are Qwen-related, but one is a specific weight-shape mismatch and the other is a broader v5/Moe incompatibility." + "reason": "tie_embeddings removal and flash_attention s_aux=None crash are unrelated." }, { - "left": "issue:43441", - "right": "issue:44829", + "left": "issue:45440", + "right": "issue:46172", "accept": false, - "reason": "Both touch FlashAttention, but one is unsupported-model loading and the other is a training-degeneration issue with flash_attention_3." + "reason": "DeepseekV3MoE divergence from remote implementation is broader than the specific deepseek-v4 comb transpose bug." }, { - "left": "issue:43012", - "right": "issue:43577", + "left": "issue:45753", + "right": "issue:46369", "accept": false, - "reason": "Both are dtype-related, but one is a warning on compilation and the other is a model-loading dtype inconsistency." + "reason": "Qwen3_5 image infinite loop and sam3-litetext memory overflow are different symptoms, models, and fixes." }, { - "left": "issue:43097", - "right": "issue:43452", + "left": "issue:43986", + "right": "issue:45372", "accept": false, - "reason": "A removed config option and a gguf_file from_pretrained breakage are separate regressions." + "reason": "Video-model loading without torchvision and ReasoningEffort import failure are unrelated dependency issues." }, { - "left": "issue:44261", - "right": "issue:44485", + "left": "issue:43097", + "right": "issue:46050", "accept": false, - "reason": "Different subsystems: MLA layernorm epsilon handling versus GLM-5 RoPE implementation." + "reason": "Removed tie_embeddings_and_encoder_decoder and broken sinq save/load are not the same bug." }, { - "left": "issue:43986", - "right": "issue:45341", + "left": "issue:43673", + "right": "issue:46123", "accept": false, - "reason": "A missing torchvision dependency crash in AutoProcessor is unrelated to a testing utility bug." + "reason": "Chunked-prefill cache missing and final-batch results being dropped are different generation pipeline bugs." }, { - "left": "issue:45003", - "right": "issue:45341", + "left": "issue:44410", + "right": "issue:45375", "accept": false, - "reason": "Unsafe sys.modules access and a testing utility issue are not the same bug." + "reason": "Missing qwen3next projections and missing Qwen3_5MoeVisionConfig field are separate config/model issues." }, { - "left": "issue:42886", - "right": "issue:46981", + "left": "issue:43874", + "right": "issue:44263", "accept": false, - "reason": "Both concern loading via hub-like paths, but offline cache failure and HTTP 429 retry behavior are distinct problems." + "reason": "Image-patch counting helper missing and torch.split return handling are unrelated." }, { - "left": "issue:43531", - "right": "issue:45341", + "left": "issue:43097", + "right": "issue:43873", "accept": false, - "reason": "A sliding_window bug in Qwen3-MoE is unrelated to testing utilities." + "reason": "Removed embedding-tying option and quantization offloading failure are different areas and fixes." }, { - "left": "issue:43874", - "right": "issue:44263", + "left": "issue:44062", + "right": "issue:44117", "accept": false, - "reason": "Different GLM components and failure modes; no duplicate evidence." + "reason": "AddedToken special-argument duplication and tokenizer mapping None are distinct tokenizer-loading bugs." }, { - "left": "issue:45753", - "right": "issue:46369", + "left": "issue:44038", + "right": "issue:44410", "accept": false, - "reason": "An infinite loop on a specific image and a memory overflow in another model are unrelated symptoms." + "reason": "Qwen3-VL-Moe failure and qwen3next missing projections are different model families and code paths." }, { - "left": "issue:44117", - "right": "issue:44987", + "left": "issue:43012", + "right": "issue:46821", "accept": false, - "reason": "Tokenizer mapping None handling and a specific model load failure are not the same issue." + "reason": "bf16 compile warnings and TimesFM window_size AttributeError are unrelated." }, { - "left": "issue:43097", - "right": "issue:45588", + "left": "issue:38617", + "right": "issue:42757", "accept": false, - "reason": "Removed embedding-tie config behavior and a flash_attention.py AttributeError on s_aux are different code paths." + "reason": "Different missing imports from different modules; these are not the same underlying breakage." }, { - "left": "issue:44410", - "right": "issue:45375", + "left": "issue:44117", + "right": "issue:46701", "accept": false, - "reason": "Missing Qwen3next projections and a missing config field silently dropped by strict config handling are unrelated model-definition bugs." + "reason": "Tokenizer mapping None and DiffusionGemma image-text-to-text pipeline failure are unrelated." } ] }, @@ -17330,40 +17512,43 @@ "cluster_id": "cluster-10000-520", "nodes": [ "issue:38617", - "issue:42757", "issue:42890", "issue:42907", "issue:43012", "issue:43064", - "issue:43097", + "issue:43066", "issue:43208", + "issue:43352", "issue:43502", + "issue:43526", "issue:43550", - "issue:43673", - "issue:43873", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:43976", "issue:43986", "issue:43992", "issue:44038", - "issue:44062", - "issue:44117", + "issue:44077", + "issue:44162", + "issue:44230", "issue:44315", "issue:44351", "issue:44368", "issue:44380", - "issue:44410", "issue:44451", "issue:44484", "issue:44655", "issue:44704", + "issue:44734", "issue:44936", "issue:44938", "issue:45103", - "issue:45372", - "issue:45440", + "issue:45479", + "issue:45584", "issue:45712", "issue:45753", - "issue:46050", - "issue:46123", + "issue:46132", "issue:46172", "issue:46178", "issue:46298", @@ -17371,254 +17556,266 @@ "issue:46421", "issue:46655", "issue:46664", - "issue:46701", "issue:46710", "issue:46752", - "issue:46821", - "issue:46897", "issue:47116" ], "soft_pairs": [ - "issue:45440|issue:46172", - "issue:43673|issue:46123", - "issue:38617|issue:42757", - "issue:44038|issue:44410", - "issue:43097|issue:46050", - "issue:43986|issue:45372", - "issue:43064|issue:44315", - "issue:43208|issue:46897", "issue:46655|issue:46664", - "issue:38617|issue:44351", - "issue:44062|issue:44117", - "issue:42890|issue:46298", + "issue:43064|issue:44315", "issue:46298|issue:46752", - "issue:43097|issue:43873", "issue:43986|issue:44484", - "issue:43012|issue:46821", - "issue:44117|issue:46701", - "issue:43502|issue:43992", "issue:46172|issue:46710", + "issue:38617|issue:44351", + "issue:42890|issue:46298", "issue:44704|issue:45103", "issue:44936|issue:46365", + "issue:43502|issue:43992", + "issue:43208|issue:43550", "issue:44451|issue:47116", "issue:44380|issue:46421", "issue:44938|issue:46178", "issue:43064|issue:47116", "issue:42907|issue:45753", "issue:42907|issue:44655", - "issue:45712|issue:46298", "issue:43012|issue:43550", + "issue:45712|issue:46298", + "issue:43066|issue:43906", + "issue:43012|issue:44368", + "issue:43825|issue:44655", + "issue:43827|issue:47116", "issue:43992|issue:44484", - "issue:43012|issue:44368" + "issue:43352|issue:43976", + "issue:45584|issue:46365", + "issue:44734|issue:47116", + "issue:44038|issue:44230", + "issue:44162|issue:46172", + "issue:43208|issue:43526", + "issue:44380|issue:46132", + "issue:43352|issue:44380", + "issue:44077|issue:46365", + "issue:44380|issue:45479" ], - "prepared_review_unit_hash": "69a196229c390e13e07ff8d8c42b75254089b1c36c71d0de735f40fe86eb5bec", + "prepared_review_unit_hash": "21945d3c8a6de1dc0ed17d0439007f4361142e5602749f7c95f0051614935cd4", "component_budget": { "node_count": 520, "item_count": 520, - "soft_pair_count": 1916, - "serialized_chars": 993437, - "estimated_input_tokens": 248360, - "estimated_eval_tokens": 496976 + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36829, - "estimated_input_tokens": 9208, - "estimated_eval_tokens": 18672 + "soft_pair_count": 34, + "serialized_chars": 37752, + "estimated_input_tokens": 9438, + "estimated_eval_tokens": 19132 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This bundle is a heterogeneous collection of unrelated Transformers issues; the soft pairs mostly share only a subsystem or vague symptom wording, not the same underlying bug. No soft edge looks safe to merge as a duplicate, and there are no PRs here.", - "confidence": 0.74, - "canonical_issue_reason": "Issue 43873 is the best representative anchor because it has the most inbound references and discussion, but this set does not form a single duplicate cluster.", + "summary": "These items are not one duplicate cluster; they span many unrelated bugs/regressions. I found no soft-edge pair that is safe to merge, so all candidate links should be rejected.", + "confidence": 0.94, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 43873 is the most central/high-signal issue in the group; the rest are largely distinct model-, processor-, import-, or training-path regressions.", + "best_issue_reason": "issue:43502 is the strongest standalone issue here: concrete, user-facing, and narrowly scoped to a single code path (`local_files_only=True` still triggering network requests).", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45440", - "right": "issue:46172", + "left": "issue:46655", + "right": "issue:46664", "accept": false, - "reason": "Different DeepSeek bugs: native MoE divergence vs a dtype/transpose operation in deepseek-v4." + "reason": "Both are SmolVLM video-processor bugs, but one is about padding math and the other about `num_frames` semantics; related subsystem, different underlying defects." }, { - "left": "issue:43673", - "right": "issue:46123", + "left": "issue:43064", + "right": "issue:44315", "accept": false, - "reason": "Different code paths: generation cache missing in chunked prefill vs MaskGenerationPipeline final-batch handling." + "reason": "Trainer/FSDP2/PEFT optimizer-state corruption is a different failure mode from Liger Kernel not being applied with `model_init`; not the same bug." }, { - "left": "issue:38617", - "right": "issue:42757", + "left": "issue:46298", + "right": "issue:46752", "accept": false, - "reason": "Both are import errors, but for unrelated symbols in different packages/modules." + "reason": "Noisy logging and `apply_chat_template` crashing on empty input are unrelated behaviors in different code paths." }, { - "left": "issue:44038", - "right": "issue:44410", + "left": "issue:43986", + "right": "issue:44484", "accept": false, - "reason": "Both involve Qwen variants, but one is a transformers 5.0 bug and the other is missing projections in qwen3next." + "reason": "AutoProcessor failing without torchvision and `max_shard_size` defaulting to 50GB are distinct issues." }, { - "left": "issue:43097", - "right": "issue:46050", + "left": "issue:46172", + "right": "issue:46710", "accept": false, - "reason": "Config API removal and quantized save/load corruption are different failure modes." + "reason": "A specific tensor operation bug in DeepSeek-v4 is not the same as an accuracy regression after a Transformers upgrade." }, { - "left": "issue:43986", - "right": "issue:45372", + "left": "issue:38617", + "right": "issue:44351", "accept": false, - "reason": "Unrelated loading failures: missing torchvision for AutoProcessor vs mistral_common ReasoningEffort import breakage." + "reason": "Both are import errors, but they involve different missing symbols (`layer_type_validation` vs `HybridCache`) and different breakages." }, { - "left": "issue:43064", - "right": "issue:44315", + "left": "issue:42890", + "right": "issue:46298", "accept": false, - "reason": "Different training-stack issues: wrong optimizer state under FSDP2/PEFT vs Liger kernel not applied with model_init." + "reason": "Seed-related test flakiness and a noisy logging message are unrelated." }, { - "left": "issue:43208", - "right": "issue:46897", + "left": "issue:44704", + "right": "issue:45103", "accept": false, - "reason": "Different model-specific training bugs; the titles only share a generic 'training loss' context." + "reason": "Passing kwargs to `cached_file` and an auto-docstring crash under future annotations are different subsystems and failures." }, { - "left": "issue:46655", - "right": "issue:46664", + "left": "issue:44936", + "right": "issue:46365", "accept": false, - "reason": "Both are SmolVLM video processor bugs, but one is padding math and the other is num_frames semantics." + "reason": "Trainer evaluation failure after training is unrelated to failing to import `Trainer` due to `datasets` interference." }, { - "left": "issue:38617", - "right": "issue:44351", + "left": "issue:43502", + "right": "issue:43992", "accept": false, - "reason": "Different missing imports from different namespaces: configuration_utils vs transformers top-level HybridCache." + "reason": "Network requests despite `local_files_only=True` and missing `embed_tokens.weight` in UMT5Encoder are separate loading bugs." }, { - "left": "issue:44062", - "right": "issue:44117", + "left": "issue:43208", + "right": "issue:43550", "accept": false, - "reason": "Tokenizer constructor argument conflict and TOKENIZER_MAPPING_NAMES None-handling are separate tokenizer loader bugs." + "reason": "The xLSTM report bundles training blockers, while Bamba+SDPA+`torch.compile` is a model/backend-specific compile bug." }, { - "left": "issue:42890", - "right": "issue:46298", + "left": "issue:44451", + "right": "issue:47116", "accept": false, - "reason": "A flaky test due to missing set_seed is unrelated to a noisy logging message." + "reason": "Loading `vesteinn/ScandiBERT` and a streaming pipeline regression are not the same code-path problem." }, { - "left": "issue:46298", - "right": "issue:46752", + "left": "issue:44380", + "right": "issue:46421", "accept": false, - "reason": "Noisy logging and an empty-list chat template IndexError are unrelated." + "reason": "GPT2 attention scaling being ignored in SDPA/FlashAttention is unrelated to lazy cache initialization causing recompilation." }, { - "left": "issue:43097", - "right": "issue:43873", + "left": "issue:44938", + "right": "issue:46178", "accept": false, - "reason": "One is about a removed config flag; the other is about offloading failing with quantization." + "reason": "Python 3.14 import/load failure and an unsupported `tensorflow_text` backend error are different compatibility issues." }, { - "left": "issue:43986", - "right": "issue:44484", + "left": "issue:43064", + "right": "issue:47116", "accept": false, - "reason": "Processor dependency crash and save_pretrained shard-size behavior are unrelated." + "reason": "Trainer optimizer-state corruption under FSDP2/PEFT is unrelated to streaming pipeline continuation behavior." }, { - "left": "issue:43012", - "right": "issue:46821", + "left": "issue:42907", + "right": "issue:45753", "accept": false, - "reason": "A PyTorch precision warning in bfloat16 compilation is not the same as a TimesFM window_size AttributeError." + "reason": "Saving dequantized Ministrals/Devstrals and Qwen3_5 infinite looping on a specific image are different model behaviors." }, { - "left": "issue:44117", - "right": "issue:46701", + "left": "issue:42907", + "right": "issue:44655", "accept": false, - "reason": "Tokenizer mapping None handling and a DiffusionGemmaGenerationOutput pipeline failure are different bugs." + "reason": "A dequantized-model save bug is not the same as inability to save Pipeline objects." }, { - "left": "issue:43502", - "right": "issue:43992", + "left": "issue:43012", + "right": "issue:43550", "accept": false, - "reason": "local_files_only still triggering API calls is unrelated to a missing embed_tokens.weight when loading UMT5Encoder." + "reason": "A bfloat16 compile warning is not the same concrete defect as Bamba failing under SDPA with `torch.compile`." }, { - "left": "issue:46172", - "right": "issue:46710", + "left": "issue:45712", + "right": "issue:46298", "accept": false, - "reason": "A specific tensor operation bug is not the same as a broad accuracy regression after version upgrade." + "reason": "Cleanup of leftover dummy classes is unrelated to a noisy logging message." }, { - "left": "issue:44704", - "right": "issue:45103", + "left": "issue:43066", + "right": "issue:43906", "accept": false, - "reason": "AutoProcessor kwargs passthrough and docstring parsing with future annotations are unrelated." + "reason": "Wrong tokenizer decoder type in v5 and an isolated reproduction of another issue are not the same bug." }, { - "left": "issue:44936", - "right": "issue:46365", + "left": "issue:43012", + "right": "issue:44368", "accept": false, - "reason": "Trainer.evaluate failing after train is unrelated to importing Trainer being blocked by datasets." + "reason": "These are two different warning/regression reports with different triggers and code paths." }, { - "left": "issue:44451", - "right": "issue:47116", + "left": "issue:43825", + "right": "issue:44655", "accept": false, - "reason": "Model loading failure for ScandiBERT and a streaming pipeline regression are distinct issues." + "reason": "A misleading pipeline error message is unrelated to saving Pipeline objects." }, { - "left": "issue:44380", - "right": "issue:46421", + "left": "issue:43992", + "right": "issue:44484", "accept": false, - "reason": "GPT2 attention scaling ignored in backend dispatch is not the same as chunked-prefill recompilation from cache lazy init." + "reason": "Missing `embed_tokens.weight` and default shard size are different model-loading/saving problems." }, { - "left": "issue:44938", - "right": "issue:46178", + "left": "issue:43352", + "right": "issue:43976", "accept": false, - "reason": "Python 3.14 import failure and unsupported BACKENDS_MAPPING backend are different compatibility problems." + "reason": "Flash-Attention support for Nemotron and Python-version compatibility for Transformers 5.1.0 are unrelated." }, { - "left": "issue:42907", - "right": "issue:45753", + "left": "issue:45584", + "right": "issue:46365", "accept": false, - "reason": "Failed save after dequantization and an infinite-loop vision bug are unrelated." + "reason": "Whisper empty-transcription failure and `Trainer` import interference from `datasets` are unrelated." }, { - "left": "issue:42907", - "right": "issue:44655", + "left": "issue:44038", + "right": "issue:44230", "accept": false, - "reason": "Both mention save_pretrained, but one is dequantized model persistence and the other is Pipeline serialization." + "reason": "Qwen3-VL-Moe breakage and fp8 inference support are different model/backend issues." }, { - "left": "issue:45712", - "right": "issue:46298", + "left": "issue:44162", + "right": "issue:46172", "accept": false, - "reason": "Dummy class cleanup and a noisy logging message do not share the same underlying defect." + "reason": "ESM2 breakage in general workflows is not the same as a specific DeepSeek tensor-indexing bug." }, { - "left": "issue:43012", - "right": "issue:43550", + "left": "issue:43208", + "right": "issue:43526", "accept": false, - "reason": "A compiler warning about float32 precision is not the same as a torch.compile + SDPA failure." + "reason": "xLSTM training blockers and a BeitImageProcessorFast label-reduction bug do not share the same underlying defect." }, { - "left": "issue:43992", - "right": "issue:44484", + "left": "issue:44380", + "right": "issue:46132", "accept": false, - "reason": "Missing embed_tokens.weight on load is unrelated to the max_shard_size default question." + "reason": "GPT2 attention scaling being ignored is unrelated to `AttentionInterface.register` changing registered function behavior." }, { - "left": "issue:43012", - "right": "issue:44368", + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Both involve attention/backend behavior, but one is unsupported FlashAttention for Nemotron and the other is GPT2 scaling being ignored; different fixes." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "`patchtsmixer` post-init policy and `Trainer` import failure due to `datasets` are unrelated." + }, + { + "left": "issue:44380", + "right": "issue:45479", "accept": false, - "reason": "The warning about bfloat16 compilation is unrelated to the tie_word_embeddings config warning." + "reason": "Ignoring GPT2 attention scaling in backend kernels is not the same as degenerate zero loss for single-label classification." } ] }, @@ -17647,296 +17844,317 @@ "issue:38617", "issue:42175", "issue:42757", + "issue:42831", "issue:42890", "issue:42994", "issue:43012", "issue:43064", - "issue:43066", "issue:43097", - "issue:43208", + "issue:43299", "issue:43352", + "issue:43475", "issue:43502", - "issue:43526", - "issue:43550", + "issue:43525", "issue:43582", + "issue:43611", "issue:43618", "issue:43756", "issue:43761", "issue:43824", - "issue:43825", - "issue:43827", - "issue:43906", + "issue:43867", "issue:43976", - "issue:44038", "issue:44077", - "issue:44162", "issue:44222", - "issue:44230", + "issue:44261", + "issue:44355", "issue:44380", "issue:44483", "issue:44485", "issue:44514", + "issue:44625", "issue:44655", "issue:44683", - "issue:44734", + "issue:44938", + "issue:45216", "issue:45276", "issue:45478", - "issue:45479", - "issue:45584", + "issue:45593", + "issue:46050", "issue:46077", - "issue:46132", - "issue:46172", "issue:46298", "issue:46365", + "issue:46512", + "issue:46877", "issue:47059", - "issue:47116" + "issue:47110" ], "soft_pairs": [ - "issue:43827|issue:47116", - "issue:43352|issue:43976", - "issue:43066|issue:43906", - "issue:43208|issue:43550", - "issue:43825|issue:44655", - "issue:43352|issue:44380", - "issue:44734|issue:47116", "issue:43097|issue:46298", - "issue:45584|issue:46365", - "issue:44380|issue:46132", - "issue:44162|issue:46172", - "issue:44077|issue:46365", - "issue:44222|issue:45478", - "issue:42890|issue:47059", - "issue:42757|issue:43824", "issue:36683|issue:43582", - "issue:44380|issue:45479", - "issue:43064|issue:44380", + "issue:42757|issue:43824", "issue:42175|issue:46365", + "issue:44222|issue:45478", "issue:43012|issue:44683", - "issue:44483|issue:44514", - "issue:38617|issue:43502", + "issue:42890|issue:47059", + "issue:43064|issue:44380", "issue:43756|issue:44485", - "issue:43618|issue:44380", - "issue:45276|issue:46077", "issue:36010|issue:42757", + "issue:42831|issue:44261", + "issue:44483|issue:44514", "issue:43618|issue:43761", - "issue:44038|issue:44230", + "issue:38617|issue:43502", + "issue:45276|issue:46077", + "issue:43618|issue:44380", + "issue:44625|issue:46365", + "issue:43299|issue:43867", "issue:42994|issue:44655", - "issue:43208|issue:43526" + "issue:44625|issue:46077", + "issue:43611|issue:44655", + "issue:44655|issue:46050", + "issue:43352|issue:45593", + "issue:36683|issue:43475", + "issue:44355|issue:46877", + "issue:36683|issue:44077", + "issue:43976|issue:44938", + "issue:46077|issue:46512", + "issue:43867|issue:45216", + "issue:44938|issue:47059", + "issue:36683|issue:47110", + "issue:43618|issue:45216", + "issue:36683|issue:43525" ], - "prepared_review_unit_hash": "b173826a553aabc61c29206214b7ad95678e76f4847af0cfcd31bab10823c0f3", + "prepared_review_unit_hash": "7cc98d0889d8e4b16244d3afc7102a2c936699159654c40b31b44125b440abaa", "component_budget": { "node_count": 520, "item_count": 520, - "soft_pair_count": 1916, - "serialized_chars": 993437, - "estimated_input_tokens": 248360, - "estimated_eval_tokens": 496976 + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36431, - "estimated_input_tokens": 9108, - "estimated_eval_tokens": 18472 + "soft_pair_count": 33, + "serialized_chars": 37306, + "estimated_input_tokens": 9327, + "estimated_eval_tokens": 18910 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose collection of unrelated Transformers issues with only superficial keyword overlap. None of the soft pairs look like the same underlying bug or change, so they should all remain separate.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue: the items span unrelated regressions in imports, model configs, attention behavior, packaging, CLI/serve, saving, and training.", + "summary": "The cluster is highly heterogeneous: these are mostly unrelated Transformer regressions, import errors, backend compatibility problems, and model-specific bugs. No soft pair looks like the same concrete underlying change/bug, so all candidate links should be rejected.", + "confidence": 0.24, + "canonical_issue_reason": "No issue is a true duplicate hub for the others; issue 36683 is the most active, concrete bug report in the set and the best representative anchor for this mixed cluster.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue; there is no coherent duplicate set to anchor, so any single issue would be arbitrary.", + "best_issue_reason": "Issue 36683 has the strongest discussion signal and a clear, user-facing failure mode, making it the most suitable representative issue even though the cluster does not contain a real duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43827", - "right": "issue:47116", + "left": "issue:43097", + "right": "issue:46298", "accept": false, - "reason": "Docs referencing removed pipeline APIs is unrelated to a streaming serve regression." + "reason": "Breaking API removal vs noisy logging message; different symptoms and code paths." }, { - "left": "issue:43352", - "right": "issue:43976", + "left": "issue:36683", + "right": "issue:43582", "accept": false, - "reason": "FlashAttention support for Nemotron is unrelated to a Python version compatibility issue." + "reason": "Gemma3 config field missing vs Apple Silicon allocator TypeError; unrelated failures." }, { - "left": "issue:43066", - "right": "issue:43906", + "left": "issue:42757", + "right": "issue:43824", "accept": false, - "reason": "Wrong tokenizer decoder type and an isolated reproduction of another issue are different problems." + "reason": "Different missing imports from different modules; both are import errors but not the same bug." }, { - "left": "issue:43208", - "right": "issue:43550", + "left": "issue:42175", + "right": "issue:46365", "accept": false, - "reason": "xLSTM training bugs and Bamba compile/SDPA failure are separate model-specific regressions." + "reason": "Packaging/backend selection issue vs Trainer import conflict caused by another dependency." }, { - "left": "issue:43825", - "right": "issue:44655", + "left": "issue:44222", + "right": "issue:45478", "accept": false, - "reason": "A misleading pipeline task error message is not the same as failing to save Pipeline objects." + "reason": "One is FP8 save_pretrained on MoE, the other is Qwen3.5 MoE from_pretrained; similar model family but different operations and failures." }, { - "left": "issue:43352", - "right": "issue:44380", + "left": "issue:43012", + "right": "issue:44683", "accept": false, - "reason": "Different models and different attention bugs; not the same code path." + "reason": "Warning-only precision behavior vs a compiled flex_attention failure on newer torch." }, { - "left": "issue:44734", - "right": "issue:47116", + "left": "issue:42890", + "right": "issue:47059", "accept": false, - "reason": "Both involve serving/pipeline flows, but the KV-cache indexing crash and streaming regression are distinct." + "reason": "Test flakiness from missing seeds vs CLI failure from huggingface_hub API change." }, { - "left": "issue:43097", - "right": "issue:46298", + "left": "issue:43064", + "right": "issue:44380", "accept": false, - "reason": "Removed tie_embeddings API and a noisy logging message are unrelated changes." + "reason": "Distributed optimizer-state corruption vs attention scaling being ignored in SDPA/FlashAttention." }, { - "left": "issue:45584", - "right": "issue:46365", + "left": "issue:43756", + "right": "issue:44485", "accept": false, - "reason": "Whisper empty transcription handling is unrelated to the Trainer import conflict with datasets." + "reason": "Different RoPE bugs in different models; not the same concrete implementation issue." }, { - "left": "issue:44380", - "right": "issue:46132", + "left": "issue:36010", + "right": "issue:42757", "accept": false, - "reason": "GPT2 attention scaling under backends and AttentionInterface.register behavior changes are different issues." + "reason": "Different missing imports from different modules; unrelated regressions." }, { - "left": "issue:44162", - "right": "issue:46172", + "left": "issue:42831", + "right": "issue:44261", "accept": false, - "reason": "ESM2 breakage and a deepseek-v4 dtype/transpose bug do not share the same underlying defect." + "reason": "General FP8 accuracy issue vs missing rms_norm_eps causing a precision mismatch." }, { - "left": "issue:44077", - "right": "issue:46365", + "left": "issue:44483", + "right": "issue:44514", "accept": false, - "reason": "patchtsmixer post_init validation is unrelated to the Trainer import problem." + "reason": "API request rejection vs processor crash on batched chat template input; unrelated paths." }, { - "left": "issue:44222", - "right": "issue:45478", + "left": "issue:43618", + "right": "issue:43761", "accept": false, - "reason": "Both mention moe/fp8, but one is save_pretrained and the other is from_pretrained/model loading." + "reason": "Both CLIP regressions, but they affect different returned fields and model classes; not one concrete bug." }, { - "left": "issue:42890", - "right": "issue:47059", + "left": "issue:38617", + "right": "issue:43502", "accept": false, - "reason": "Missing set_seed in tests is unrelated to a huggingface_hub CLI attribute error." + "reason": "Import helper missing vs local_files_only still allowing network access; different failure modes." }, { - "left": "issue:42757", - "right": "issue:43824", + "left": "issue:45276", + "right": "issue:46077", "accept": false, - "reason": "Both are import errors, but for different symbols from different modules and different failure modes." + "reason": "Token-embedding resize propagation bug vs bidirectional-attention mask construction bug." }, { - "left": "issue:36683", - "right": "issue:43582", + "left": "issue:43618", + "right": "issue:44380", "accept": false, - "reason": "Gemma3Config missing vocab_size and an Apple Silicon TypeError are unrelated." + "reason": "CLIP output regression vs GPT2 attention backend scaling; different models and code paths." }, { - "left": "issue:44380", - "right": "issue:45479", + "left": "issue:44625", + "right": "issue:46365", "accept": false, - "reason": "Attention scaling under SDPA/FlashAttention is unrelated to zero-loss sequence-classification behavior." + "reason": "Qwen3.5 label propagation bug vs Trainer import conflict with datasets." }, { - "left": "issue:43064", - "right": "issue:44380", + "left": "issue:43299", + "right": "issue:43867", "accept": false, - "reason": "FSDP2/PEFT optimizer-state corruption and GPT2 attention scaling are separate bugs." + "reason": "Model loading regression from base_model_prefix handling vs state_dict ordering load error." }, { - "left": "issue:42175", - "right": "issue:46365", + "left": "issue:42994", + "right": "issue:44655", "accept": false, - "reason": "Package extras missing tensorflow and a Trainer import conflict with datasets are unrelated packaging/import issues." + "reason": "Quantized model save failure vs Pipeline save_pretrained failure; different objects and serialization paths." }, { - "left": "issue:43012", - "right": "issue:44683", + "left": "issue:44625", + "right": "issue:46077", "accept": false, - "reason": "A PyTorch precision warning during bfloat16 compilation is not the same as flex_attention failing on newer torch." + "reason": "Qwen3.5 config propagation bug vs Gemma4 attention mask bug." }, { - "left": "issue:44483", - "right": "issue:44514", + "left": "issue:43611", + "right": "issue:44655", "accept": false, - "reason": "Chat/completions request rejection and a Qwen2.5-VL batched-input crash affect different endpoints." + "reason": "Loading models with base_model_prefix vs saving Pipeline objects; not the same issue." }, { - "left": "issue:38617", - "right": "issue:43502", + "left": "issue:44655", + "right": "issue:46050", "accept": false, - "reason": "Importing a removed helper from configuration_utils is unrelated to local_files_only still making network requests." + "reason": "Pipeline serialization vs quantized model round-trip after save/load; different concrete bugs." }, { - "left": "issue:43756", - "right": "issue:44485", + "left": "issue:43352", + "right": "issue:45593", "accept": false, - "reason": "Smollm3 RoPE layer dropping and GLM-5 RoPE discussion are not the same concrete bug." + "reason": "Flash Attention support limitation vs D-FINE auxiliary loss behavior; unrelated." }, { - "left": "issue:43618", - "right": "issue:44380", + "left": "issue:36683", + "right": "issue:43475", "accept": false, - "reason": "CLIPOutput attentions assignment and GPT2 attention scaling are distinct model/output regressions." + "reason": "Gemma3 vocab_size attribute missing vs SAM3 output missing fpn_position_embeddings." }, { - "left": "issue:45276", - "right": "issue:46077", + "left": "issue:44355", + "right": "issue:46877", "accept": false, - "reason": "resize_token_embeddings not updating Gemma4 embeddings is unrelated to bidirectional attention masking." + "reason": "Compiled Python file loading errors vs import-time docstring logging noise; unrelated." }, { - "left": "issue:36010", - "right": "issue:42757", + "left": "issue:43976", + "right": "issue:44938", "accept": false, - "reason": "GenerationMixin and is_offline_mode are different missing imports from different packages." + "reason": "Both are Python compatibility reports, but for different versions and different failure modes." }, { - "left": "issue:43618", - "right": "issue:43761", + "left": "issue:45216", + "right": "issue:46077", "accept": false, - "reason": "Missing attentions and missing hidden_states are separate CLIP regressions, not one underlying bug." + "reason": "Qwen3.5 save_pretrained regression vs Gemma4 attention mask construction." }, { - "left": "issue:44038", - "right": "issue:44230", + "left": "issue:45276", + "right": "issue:46077", "accept": false, - "reason": "Qwen3-VL-Moe model bug and fp8 support for Qwen3.5 MoE are different issues." + "reason": "Embedding resize propagation vs bidirectional attention masking; different bugs." }, { - "left": "issue:42994", - "right": "issue:44655", + "left": "issue:45478", + "right": "issue:46512", "accept": false, - "reason": "Quantized model save failures and pipeline save_pretrained failures are different save-path bugs." + "reason": "Qwen3.5 MoE from_pretrained failure vs dtype metadata becoming stale after from_config." }, { - "left": "issue:43208", - "right": "issue:43526", + "left": "issue:46050", + "right": "issue:46077", "accept": false, - "reason": "xLSTM training failures and BeitImageProcessorFast reduce_labels returning one label are unrelated." + "reason": "Quantized save/load regression vs Gemma4 attention mask bug." }, { - "left": "issue:44038", - "right": "issue:45478", - "accept": false, - "reason": "These are different Qwen3.5/Qwen3-VL-Moe from_pretrained issues with different symptoms and likely different fixes." + "left": "issue:46298", + "right": "issue:46512", + "accept": false, + "reason": "Noisy logging vs stale config dtype; unrelated." + }, + { + "left": "issue:46365", + "right": "issue:47059", + "accept": false, + "reason": "Trainer import conflict vs CLI completion API break in huggingface_hub." + }, + { + "left": "issue:44938", + "right": "issue:47059", + "accept": false, + "reason": "Python 3.14 load failure vs CLI completion attribute mismatch; unrelated." + }, + { + "left": "issue:36683", + "right": "issue:47110", + "accept": false, + "reason": "Gemma3 config missing vocab_size vs special_tokens being the wrong type; different attribute errors." } ] }, @@ -17960,330 +18178,302 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-520", "nodes": [ + "issue:28282", "issue:29870", "issue:33453", "issue:36296", - "issue:36683", "issue:41669", + "issue:42548", "issue:42890", + "issue:42898", "issue:43010", "issue:43064", - "issue:43299", - "issue:43352", - "issue:43475", - "issue:43525", + "issue:43502", "issue:43575", - "issue:43611", "issue:43618", "issue:43867", - "issue:43937", "issue:43976", "issue:43992", + "issue:44062", "issue:44075", "issue:44077", + "issue:44112", + "issue:44222", "issue:44246", + "issue:44351", "issue:44355", + "issue:44360", "issue:44393", "issue:44492", - "issue:44625", - "issue:44655", + "issue:44734", "issue:44855", "issue:44908", - "issue:44938", - "issue:45216", + "issue:44964", + "issue:45125", "issue:45278", "issue:45310", "issue:45357", "issue:45375", + "issue:45440", "issue:45478", "issue:45561", "issue:45850", - "issue:46050", - "issue:46077", + "issue:46002", "issue:46202", + "issue:46285", "issue:46365", - "issue:46512", + "issue:46617", + "issue:46664", "issue:46851", - "issue:46877", - "issue:47000", - "issue:47059", - "issue:47110" + "issue:47000" ], "soft_pairs": [ - "issue:43299|issue:43867", - "issue:44625|issue:46365", - "issue:43352|issue:43937", - "issue:44625|issue:46077", - "issue:43611|issue:44655", - "issue:36683|issue:43475", - "issue:44355|issue:46877", - "issue:44655|issue:46050", - "issue:43976|issue:44938", - "issue:36683|issue:44077", - "issue:43867|issue:45216", - "issue:44938|issue:47059", - "issue:36683|issue:47110", - "issue:46077|issue:46512", - "issue:43618|issue:45216", - "issue:36683|issue:43525", "issue:29870|issue:36296", + "issue:44908|issue:46851", + "issue:44355|issue:44855", "issue:43064|issue:44492", "issue:43010|issue:45278", "issue:43992|issue:45310", "issue:44075|issue:46365", - "issue:44908|issue:46851", "issue:43867|issue:46202", "issue:29870|issue:33453", "issue:44393|issue:47000", - "issue:44355|issue:44855", "issue:36296|issue:43575", - "issue:43010|issue:45850", - "issue:41669|issue:44246", "issue:43867|issue:45375", - "issue:42890|issue:45561", "issue:43618|issue:44077", - "issue:43010|issue:43976", + "issue:41669|issue:44246", + "issue:42890|issue:45561", "issue:43867|issue:45357", - "issue:43992|issue:45478" + "issue:43010|issue:43976", + "issue:43010|issue:45850", + "issue:28282|issue:33453", + "issue:44222|issue:45125", + "issue:43992|issue:46002", + "issue:43618|issue:46285", + "issue:44360|issue:45440", + "issue:42548|issue:44351", + "issue:45125|issue:45478", + "issue:45125|issue:45375", + "issue:43502|issue:44062", + "issue:42890|issue:44112", + "issue:42890|issue:44964", + "issue:42898|issue:46664", + "issue:44734|issue:46617" ], - "prepared_review_unit_hash": "eac6bec8ff8fc7a5f88a4fca82b404653c8e3de0ab7df557e6844a1258c09299", + "prepared_review_unit_hash": "d1a612f22acda47a1c24ec9c78fda8a76b85ea5bcb5c08d282787be7bf8bf076", "component_budget": { "node_count": 520, "item_count": 520, - "soft_pair_count": 1916, - "serialized_chars": 993437, - "estimated_input_tokens": 248360, - "estimated_eval_tokens": 496976 + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 35, - "serialized_chars": 37781, - "estimated_input_tokens": 9446, - "estimated_eval_tokens": 19148 + "soft_pair_count": 31, + "serialized_chars": 36574, + "estimated_input_tokens": 9144, + "estimated_eval_tokens": 18544 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No true duplicates stand out in this set; the soft pairs are mostly superficially similar but describe different models, subsystems, or failure modes. I would not merge any of the candidate pairs.", - "confidence": 0.92, - "canonical_issue_reason": "If one issue must anchor the cluster, issue 43611 is the strongest representative: it is a concrete, high-signal model-loading regression in Transformers 5.0 and is broad enough to sit near several other loading-related reports. That said, this is not a real duplicate hub.", + "summary": "This cluster is mostly a loose collection of unrelated regressions. The closest umbrella is import/loading-related breakage, but none of the soft pairs look like true duplicates.", + "confidence": 0.81, + "canonical_issue_reason": "issue:45278 is the broadest umbrella here: it describes a general wave of import errors after upgrading, which is the closest fit to several of the import/load-related tickets in the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43611 is the best single issue to keep as the representative triage target because it is specific, actionable, and broadly phrased around a core regression path (model loading).", + "best_issue_reason": "issue:45278 is the best single representative of the cluster\u2019s shared theme, but it is still only an approximate umbrella rather than a true duplicate of the other issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43299", - "right": "issue:43867", - "accept": false, - "reason": "Different bugs: Qwen3VL MoE loading regression vs a general state_dict-sorting load error." - }, - { - "left": "issue:44625", - "right": "issue:46365", - "accept": false, - "reason": "Unrelated: Qwen3.5 num_labels propagation vs importing Trainer failing due to datasets interaction." - }, - { - "left": "issue:43352", - "right": "issue:43937", + "left": "issue:29870", + "right": "issue:36296", "accept": false, - "reason": "Different failure modes: Flash Attention 2 support limitation vs invalid GenerationConfig on GLM-5." + "reason": "Different failures: BART generate() hits an unbound decoder_attention_mask, while this is a tensor-parallel training bug." }, { - "left": "issue:44625", - "right": "issue:46077", + "left": "issue:44908", + "right": "issue:46851", "accept": false, - "reason": "Different models and code paths: config propagation bug vs Gemma4 attention-mask behavior." + "reason": "Scheduler kwargs being ignored is unrelated to Qwen3.5 variable-length position_ids handling." }, { - "left": "issue:43611", - "right": "issue:44655", + "left": "issue:44355", + "right": "issue:44855", "accept": false, - "reason": "One is a base_model_prefix loading regression; the other is saving Pipeline objects." + "reason": "Compiled-file import errors on Python 3.13 are a different root cause from the DebertaV2Model @torch.jit.script parsing bug." }, { - "left": "issue:36683", - "right": "issue:43475", + "left": "issue:43064", + "right": "issue:44492", "accept": false, - "reason": "Different models and missing attributes: Gemma3Config vocab_size vs Sam3VisionEncoderOutput fpn_position_embeddings." + "reason": "FSDP/PEFT optimizer-state corruption is unrelated to a cache-strategy typo." }, { - "left": "issue:44355", - "right": "issue:46877", + "left": "issue:43010", + "right": "issue:45278", "accept": false, - "reason": "Different concerns: compiled Python import errors vs doc-lint output at import time." + "reason": "Both touch broad transformer behavior, but one is about no_grad decoration for cache updates and the other is a generic import regression." }, { - "left": "issue:44655", - "right": "issue:46050", + "left": "issue:43992", + "right": "issue:45310", "accept": false, - "reason": "Different persistence bugs: Pipeline save_pretrained vs quantized model roundtrip after save/load." + "reason": "UMT5 missing embed_tokens.weight and Qwen3.5 Moe from_pretrained failures affect different models and code paths." }, { - "left": "issue:43976", - "right": "issue:44938", + "left": "issue:44075", + "right": "issue:46365", "accept": false, - "reason": "Both are version-compatibility complaints, but Python 3.9/3.10 support and Python 3.14 import failure are not the same bug." + "reason": "Unused SGD args in an optimizer wrapper is not the same as a Trainer import issue caused by datasets installation." }, { - "left": "issue:36683", - "right": "issue:44077", + "left": "issue:43867", + "right": "issue:46202", "accept": false, - "reason": "Different model/config issues: Gemma3Config vocab_size vs patchtsmixer post_init policy." + "reason": "A state_dict loading order bug is unrelated to a Gemma pipeline roundtrip tokenizer issue." }, { - "left": "issue:43867", - "right": "issue:45216", + "left": "issue:29870", + "right": "issue:33453", "accept": false, - "reason": "Both involve loading/saving, but one is a state_dict ordering load issue and the other is an incorrect Qwen3.5 saved checkpoint." + "reason": "BART generate() decoder-mask bug is different from tokenizer loading regression." }, { - "left": "issue:44938", - "right": "issue:47059", + "left": "issue:44393", + "right": "issue:47000", "accept": false, - "reason": "Different external breakages: Python 3.14 import failure vs huggingface_hub CLI API change." + "reason": "Qwen3-VL bounding-box hallucination/error and RTDetrLoss infeasible cost matrix are different model bugs." }, { - "left": "issue:36683", - "right": "issue:47110", + "left": "issue:36296", + "right": "issue:43575", "accept": false, - "reason": "Both are attribute-type errors, but on different objects and unrelated code paths." + "reason": "Both mention tensor parallelism, but one is a training bug and the other is an OOM when loading a specific Qwen2 model." }, { - "left": "issue:46077", - "right": "issue:46512", + "left": "issue:43867", + "right": "issue:45375", "accept": false, - "reason": "Gemma4 attention-mask logic is unrelated to stale config.dtype after from_config(dtype=...)." + "reason": "State_dict sorting load failure is unrelated to a missing Qwen3.5 vision config field." }, { "left": "issue:43618", - "right": "issue:45216", + "right": "issue:44077", "accept": false, - "reason": "Different objects and regressions: CLIPOutput attentions field vs Qwen3.5 checkpoint serialization." + "reason": "Missing CLIPOutput attentions and patchtsmixer post_init policy are unrelated issues." }, { - "left": "issue:36683", - "right": "issue:43525", + "left": "issue:41669", + "right": "issue:44246", "accept": false, - "reason": "Missing vocab_size in Gemma3Config is unrelated to missing pad_token_id in Llama4Config." + "reason": "Removing import * from models is a different change from intermittent slow imports." }, { - "left": "issue:29870", - "right": "issue:36296", + "left": "issue:42890", + "right": "issue:45561", "accept": false, - "reason": "Bart generate() UnboundLocalError is unrelated to tensor parallel training behavior." + "reason": "Seed-related test flakiness is not the same as xdist workers racing on captured_info.txt." }, { - "left": "issue:43064", - "right": "issue:44492", + "left": "issue:43867", + "right": "issue:45357", "accept": false, - "reason": "Wrong optimizer state mapping is unrelated to a typo in cache strategies." + "reason": "These are both load/save regressions, but one is a sorted-state_dict loading error and the other is incorrect visual encoder keys on save." }, { "left": "issue:43010", - "right": "issue:45278", - "accept": false, - "reason": "A no_grad decoration request for cache updates is not the same as broad import errors after a version bump." - }, - { - "left": "issue:43992", - "right": "issue:45310", - "accept": false, - "reason": "Both are from_pretrained-related, but one misses embed_tokens.weight while the other is a Qwen3.5 MoE loading error." - }, - { - "left": "issue:44075", - "right": "issue:46365", + "right": "issue:43976", "accept": false, - "reason": "Optimizer SGD args not used has nothing to do with Trainer import failing because of datasets." + "reason": "Cache/layer no_grad decoration has nothing to do with the Python 3.9/3.10 compatibility issue." }, { - "left": "issue:44908", - "right": "issue:46851", + "left": "issue:43010", + "right": "issue:45850", "accept": false, - "reason": "Scheduler kwargs bug vs variable-length position_ids bug; different subsystems and symptoms." + "reason": "A cache update decoration bug is not the same as a broad report that v5 breaks too many models." }, { - "left": "issue:43867", - "right": "issue:46202", + "left": "issue:28282", + "right": "issue:33453", "accept": false, - "reason": "General load-model sorting bug vs Gemma pipeline roundtrip failure on a tokenizer symbol." + "reason": "Missing PyTorch dependency is a different import error than the tokenizer-loading regression." }, { - "left": "issue:29870", - "right": "issue:33453", + "left": "issue:44222", + "right": "issue:45125", "accept": false, - "reason": "Bart generate() mask initialization bug is unrelated to tokenizer loading regression." + "reason": "FP8 save_pretrained for moe and missing _tp_plan for tensor parallelism are different failure modes." }, { - "left": "issue:44393", - "right": "issue:47000", + "left": "issue:43992", + "right": "issue:46002", "accept": false, - "reason": "Qwen3-VL bounding-box hallucination/output issue is unrelated to RTDetrLoss infeasible cost matrix crash." + "reason": "Missing embed_tokens.weight in UMT5 is unrelated to NaNs in classification heads after checkout/init." }, { - "left": "issue:44355", - "right": "issue:44855", + "left": "issue:43618", + "right": "issue:46285", "accept": false, - "reason": "Compiled-file import errors and Python 3.13 decorator parsing/IndentationError are distinct failures." + "reason": "CLIPOutput attentions missing is not the same as the CLIPTextModel structural inconsistency around .text_model." }, { - "left": "issue:36296", - "right": "issue:43575", + "left": "issue:44360", + "right": "issue:45440", "accept": false, - "reason": "Both involve tensor parallelism, but training bug and loading OOM are different concrete problems." + "reason": "A DSA indexer lacking ReLU is unrelated to a divergence in the native DeepseekV3MoE implementation." }, { - "left": "issue:43010", - "right": "issue:45850", + "left": "issue:42548", + "right": "issue:44351", "accept": false, - "reason": "A cache update no_grad request is not the same as the broad complaint that 5.0 breaks too many models." + "reason": "Cannot import PreTrainedModel and cannot import HybridCache are different missing-symbol import regressions." }, { - "left": "issue:41669", - "right": "issue:44246", + "left": "issue:45125", + "right": "issue:45478", "accept": false, - "reason": "Import-star cleanup causing slowdown is not the same as intermittent import-transformers slowness." + "reason": "Both involve Qwen3.5 MoE, but one is a missing tensor-parallel plan and the other is a generic from_pretrained error; not enough to treat as the same bug." }, { - "left": "issue:43867", + "left": "issue:45125", "right": "issue:45375", "accept": false, - "reason": "General model-load sorting bug vs missing deepstack_visual_indexes in Qwen3.5 config." + "reason": "Missing _tp_plan and missing deepstack_visual_indexes are separate Qwen3.5 issues." }, { - "left": "issue:42890", - "right": "issue:45561", + "left": "issue:43502", + "right": "issue:44062", "accept": false, - "reason": "SAM HQ test seeding issue and xdist race on captured_info.txt are unrelated test failures." + "reason": "local_files_only still making API requests is unrelated to the AddedToken special-argument TypeError." }, { - "left": "issue:43618", - "right": "issue:44077", + "left": "issue:42890", + "right": "issue:44112", "accept": false, - "reason": "CLIPOutput attentions regression is unrelated to patchtsmixer post_init policy." + "reason": "A missing set_seed in SAM HQ tests is not the same as a stale GraniteSpeech device override test on CI." }, { - "left": "issue:43010", - "right": "issue:43976", + "left": "issue:42890", + "right": "issue:44964", "accept": false, - "reason": "Cache update no_grad and Python-version support breakage are different issues." + "reason": "Both are test/load problems, but SAM HQ seed flakiness is unrelated to loading Phi-4 multimodal on latest transformers." }, { - "left": "issue:43867", - "right": "issue:45357", + "left": "issue:42898", + "right": "issue:46664", "accept": false, - "reason": "State_dict-sorted loading error is unrelated to incorrect visual encoder keys in Qwen3.5 save_pretrained." + "reason": "clean_up_tokenization_spaces v5 behavior changes are unrelated to SmolVLM's num_frames semantics." }, { - "left": "issue:43992", - "right": "issue:45478", + "left": "issue:44734", + "right": "issue:46617", "accept": false, - "reason": "Both mention Qwen3.5-ish loading, but the missing embedding weight bug is not the same as the MoE from_pretrained error." + "reason": "KV-cache continuation tensor indexing in transformers serve is unrelated to a trust_remote_code cache FileNotFoundError." } ] }, @@ -18307,7 +18497,6 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-520", "nodes": [ - "issue:28282", "issue:29870", "issue:30333", "issue:30990", @@ -18315,322 +18504,324 @@ "issue:33453", "issue:34689", "issue:36296", + "issue:38617", + "issue:41628", "issue:42548", "issue:42757", - "issue:42890", - "issue:42898", "issue:43010", "issue:43065", "issue:43232", "issue:43299", + "issue:43475", "issue:43502", "issue:43576", - "issue:43618", "issue:43723", "issue:43824", "issue:43827", "issue:43874", - "issue:44062", - "issue:44112", + "issue:43901", + "issue:44038", "issue:44222", + "issue:44230", + "issue:44315", "issue:44351", "issue:44355", "issue:44360", "issue:44387", "issue:44485", "issue:44556", - "issue:44734", "issue:44749", "issue:44961", - "issue:44964", "issue:45071", "issue:45125", "issue:45375", - "issue:45440", - "issue:45478", "issue:45850", + "issue:46095", "issue:46132", - "issue:46285", + "issue:46143", + "issue:46144", "issue:46617", "issue:46664", "issue:46726", + "issue:47059", "issue:47110" ], "soft_pairs": [ - "issue:28282|issue:33453", - "issue:43618|issue:46285", - "issue:44360|issue:45440", - "issue:43502|issue:44062", - "issue:42890|issue:44964", - "issue:42890|issue:44112", - "issue:42898|issue:46664", - "issue:44222|issue:45125", "issue:43723|issue:44556", - "issue:44734|issue:46617", - "issue:43502|issue:44485", - "issue:43874|issue:46617", - "issue:45850|issue:47110", + "issue:44387|issue:44556", "issue:43824|issue:46617", "issue:43010|issue:43065", "issue:43576|issue:46132", - "issue:42548|issue:44351", - "issue:45125|issue:45478", - "issue:44387|issue:44556", + "issue:43502|issue:44485", + "issue:43874|issue:46617", + "issue:45850|issue:47110", "issue:30333|issue:33453", - "issue:43827|issue:44961", - "issue:45125|issue:45375", - "issue:30990|issue:31795", "issue:44355|issue:44749", - "issue:43502|issue:44961", - "issue:43502|issue:44222", - "issue:46664|issue:46726", + "issue:30990|issue:31795", "issue:43010|issue:43232", - "issue:30333|issue:36296", + "issue:46664|issue:46726", + "issue:43502|issue:44222", "issue:43299|issue:44556", + "issue:30333|issue:36296", "issue:29870|issue:31795", + "issue:43827|issue:44961", "issue:33453|issue:34689", + "issue:41628|issue:42548", + "issue:46143|issue:46144", + "issue:44222|issue:44230", + "issue:43502|issue:44961", "issue:44355|issue:45071", + "issue:43576|issue:45071", + "issue:43576|issue:43824", + "issue:43576|issue:47059", "issue:42757|issue:43576", - "issue:43576|issue:45071" + "issue:31795|issue:38617", + "issue:44038|issue:45125", + "issue:36296|issue:43901", + "issue:44315|issue:44360", + "issue:43475|issue:46617", + "issue:44351|issue:46617", + "issue:44230|issue:46095", + "issue:45375|issue:47110" ], - "prepared_review_unit_hash": "66a4b264251e2d3217f285a24cff388d86ece8c03e1142eec278c0598d417ce0", + "prepared_review_unit_hash": "6ddc6dc19d2658441fdc46e73d124114a2cd31b596b063b8e9c5143e88a1880e", "component_budget": { "node_count": 520, "item_count": 520, - "soft_pair_count": 1916, - "serialized_chars": 993437, - "estimated_input_tokens": 248360, - "estimated_eval_tokens": 496976 + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 35, - "serialized_chars": 37863, - "estimated_input_tokens": 9466, - "estimated_eval_tokens": 19188 + "soft_pair_count": 36, + "serialized_chars": 38089, + "estimated_input_tokens": 9523, + "estimated_eval_tokens": 19302 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose collection of Transformers v5 regressions and import/loading breakages across unrelated models and subsystems; the soft pairs are generally not duplicates.", - "confidence": 0.91, - "canonical_issue_reason": "issue:44556 is the most representative concrete regression: checkpoints that loaded on v4.57 fail to reload on v5.2/v5.3, which matches the cluster\u2019s main theme of v5 loading breakages.", + "summary": "This set is a loose mix of unrelated issues (loading/import regressions, model-specific bugs, docs problems, CLI/env breakage, and performance/quantization reports). I don\u2019t see a single duplicate cluster or a clear canonical issue/PR among them.", + "confidence": 0.92, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:44556 is the best single issue to anchor the cluster because it is specific, user-facing, and broadly representative of the version-upgrade loading failures seen here.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:28282", - "right": "issue:33453", + "left": "issue:43723", + "right": "issue:44556", "accept": false, - "reason": "Different failures: missing PyTorch backend for AutoModel vs a tokenizer-loading regression." + "reason": "Tokenizer-loading regression and checkpoint reload failure are different failure modes and likely different code paths." }, { - "left": "issue:43618", - "right": "issue:46285", + "left": "issue:44387", + "right": "issue:44556", "accept": false, - "reason": "Both involve CLIP, but one is about attentions output assignment and the other about model structure consistency." + "reason": "Int4 quantization OOM is unrelated to general reload failure after upgrading versions." }, { - "left": "issue:44360", - "right": "issue:45440", + "left": "issue:43824", + "right": "issue:46617", "accept": false, - "reason": "Unrelated model logic: DSA indexer/ReLU discussion vs DeepSeekV3 implementation divergence." + "reason": "Missing import for a specific model class is not the same as a cache FileNotFoundError for trust_remote_code." }, { - "left": "issue:43502", - "right": "issue:44062", + "left": "issue:43010", + "right": "issue:43065", "accept": false, - "reason": "Different code paths: unwanted network access in local_files_only vs AddedToken constructor argument duplication." + "reason": "no_grad decoration for cache/layer updates is unrelated to the Sam3PixelDecoder dummy Conv2d discussion." }, { - "left": "issue:42890", - "right": "issue:44964", + "left": "issue:43576", + "right": "issue:46132", "accept": false, - "reason": "A flaky test missing set_seed is not the same as a model-loading failure for Phi-4 multimodal." + "reason": "Broken env CLI and changed AttentionInterface.register behavior are different issues." }, { - "left": "issue:42890", - "right": "issue:44112", + "left": "issue:43502", + "right": "issue:44485", "accept": false, - "reason": "Both are test-related, but they describe different failures and different root causes." + "reason": "Unexpected network access with local_files_only has no clear relation to GLM-5 RoPE implementation." }, { - "left": "issue:42898", - "right": "issue:46664", + "left": "issue:43874", + "right": "issue:46617", "accept": false, - "reason": "Both mention behavior changes, but one is tokenization-space cleanup and the other is video processor num_frames semantics." + "reason": "Missing image-patch helper and trust_remote_code cache loading error are distinct bugs." }, { - "left": "issue:44222", - "right": "issue:45125", + "left": "issue:45850", + "right": "issue:47110", "accept": false, - "reason": "MoE-related, but save_pretrained FP8 behavior and missing tensor-parallel plan are different bugs." + "reason": "A vague 'many models break' report is not the same as a specific special_tokens type error." }, { - "left": "issue:43723", - "right": "issue:44556", + "left": "issue:30333", + "right": "issue:33453", "accept": false, - "reason": "Both are loading regressions, but one is tokenizer loading and the other is checkpoint reload after version upgrade." + "reason": "MLflow reporting on failed jobs and tokenizer-loading regression are unrelated." }, { - "left": "issue:44734", - "right": "issue:46617", + "left": "issue:44355", + "right": "issue:44749", "accept": false, - "reason": "Different failure modes: KV-cache continuation tensor indexing vs cache lookup FileNotFoundError for trust_remote_code." + "reason": "Compiled-file errors and a large inference slowdown after upgrade are different problems." }, { - "left": "issue:43502", - "right": "issue:44485", + "left": "issue:30990", + "right": "issue:31795", "accept": false, - "reason": "Local-file-only network leakage is unrelated to GLM-5 RoPE implementation." + "reason": "Stuck loading Sentence Transformers is unrelated to documentation confusion about forward arguments." }, { - "left": "issue:43874", - "right": "issue:46617", + "left": "issue:43010", + "right": "issue:43232", "accept": false, - "reason": "Image patch counting / multimodal token computation is unrelated to cache-file lookup failures." + "reason": "Decorating update methods with no_grad and a sync_gpus generation-kwargs bug are not the same defect." }, { - "left": "issue:45850", - "right": "issue:47110", + "left": "issue:46664", + "right": "issue:46726", "accept": false, - "reason": "One is a broad complaint about v5 breaking models; the other is a specific special_tokens list/dict type error." + "reason": "Inconsistent num_frames semantics and missing-vision-backend handling are different processor issues." }, { - "left": "issue:43824", - "right": "issue:46617", + "left": "issue:43502", + "right": "issue:44222", "accept": false, - "reason": "Importing a missing Qwen VL class is not the same as a FileNotFoundError from cached trust_remote_code loading." + "reason": "Local-files-only network requests are unrelated to FP8 save_pretrained behavior." }, { - "left": "issue:43010", - "right": "issue:43065", + "left": "issue:43299", + "right": "issue:44556", "accept": false, - "reason": "Cache update no_grad semantics and a dummy Conv2d in Sam3PixelDecoder are unrelated." + "reason": "Qwen3VL-Moe loading breakage and generic checkpoint reload failure after upgrade are not the same concrete bug." }, { - "left": "issue:43576", - "right": "issue:46132", + "left": "issue:30333", + "right": "issue:36296", "accept": false, - "reason": "CLI/env command breakage is not the same as AttentionInterface.register behavior changes." + "reason": "Failed-job MLflow reporting and tensor-parallel training bugs are unrelated." }, { - "left": "issue:42548", - "right": "issue:44351", + "left": "issue:29870", + "right": "issue:31795", "accept": false, - "reason": "Different missing symbols: PreTrainedModel vs HybridCache." + "reason": "A generate()-time UnboundLocalError is unrelated to forward-doc wording confusion." }, { - "left": "issue:45125", - "right": "issue:45478", + "left": "issue:43827", + "right": "issue:44961", "accept": false, - "reason": "Related model family, but missing _tp_plan and generic from_pretrained failure are not clearly the same concrete bug." + "reason": "Docs still referencing pipeline() after removals is unrelated to the stray 'racoon' issue." }, { - "left": "issue:44387", - "right": "issue:44556", + "left": "issue:33453", + "right": "issue:34689", "accept": false, - "reason": "Memory/OOM regression under int4 quantization is unrelated to checkpoint reload compatibility." + "reason": "Tokenizer-loading regression and Llama 3.2 Vision model loading breakage are separate load failures." }, { - "left": "issue:30333", - "right": "issue:33453", + "left": "issue:41628", + "right": "issue:42548", "accept": false, - "reason": "MLFlow reporting on failed jobs is unrelated to tokenizer loading." + "reason": "Missing AutoImageProcessor import and missing PreTrainedModel import are different export regressions." }, { - "left": "issue:43827", - "right": "issue:44961", + "left": "issue:46143", + "right": "issue:46144", "accept": false, - "reason": "Documentation references to pipeline() are unrelated to the racoon issue." + "reason": "Both are RoFormer-related, but one is kwargs forwarding and the other is attention-interface integration; not the same concrete bug." }, { - "left": "issue:45125", - "right": "issue:45375", + "left": "issue:44222", + "right": "issue:44230", "accept": false, - "reason": "Missing tensor-parallel plan and a dropped vision config field are different configuration bugs." + "reason": "FP8 save_pretrained support and FP8 inference support are different change requests." }, { - "left": "issue:30990", - "right": "issue:31795", + "left": "issue:43502", + "right": "issue:44961", "accept": false, - "reason": "Stuck loading SentenceTransformers and forward-argument documentation confusion are unrelated." + "reason": "Network access despite local_files_only and an unrelated issue title are not duplicates." }, { "left": "issue:44355", - "right": "issue:44749", + "right": "issue:45071", "accept": false, - "reason": "Compiled Python file errors and a Chinese report about filtering slowdown are not the same issue." + "reason": "Compiled Python file errors and PretrainedConfig type-checking breakage are unrelated." }, { - "left": "issue:43502", - "right": "issue:44961", + "left": "issue:43576", + "right": "issue:45071", "accept": false, - "reason": "Network requests despite local_files_only are unrelated to racoon." + "reason": "Broken env CLI and PretrainedConfig type-checking are different issues." }, { - "left": "issue:43502", - "right": "issue:44222", + "left": "issue:43576", + "right": "issue:43824", "accept": false, - "reason": "Different areas: offline loading behavior vs FP8 MoE save_pretrained." + "reason": "CLI/env breakage is unrelated to a missing Qwen2_5_VLForConditionalGeneration import." }, { - "left": "issue:46664", - "right": "issue:46726", + "left": "issue:43576", + "right": "issue:47059", "accept": false, - "reason": "Both are vision-related, but num_frames semantics and missing vision-backend handling are distinct bugs." + "reason": "env command breakage and CLI completion failure from huggingface_hub incompatibility are not the same bug." }, { - "left": "issue:43010", - "right": "issue:43232", + "left": "issue:42757", + "right": "issue:43576", "accept": false, - "reason": "Both touch generation internals, but cache update no_grad and sync_gpus keyword update are different code paths." + "reason": "Missing is_offline_mode import and broken transformers env command are unrelated." }, { - "left": "issue:30333", - "right": "issue:36296", + "left": "issue:31795", + "right": "issue:38617", "accept": false, - "reason": "MLFlow job status reporting is unrelated to tensor parallel training bugs." + "reason": "Documentation ambiguity and a missing configuration_utils symbol import are different issues." }, { - "left": "issue:43299", - "right": "issue:44556", + "left": "issue:44038", + "right": "issue:45125", "accept": false, - "reason": "Both are version-related loading failures, but they affect different model families and likely different root causes." + "reason": "General Qwen3-VL-Moe breakage and missing _tp_plan for tensor parallelism are related only by model family, not the same defect." }, { - "left": "issue:29870", - "right": "issue:31795", + "left": "issue:36296", + "right": "issue:43901", "accept": false, - "reason": "A generation UnboundLocalError is not the same as a documentation ambiguity issue." + "reason": "Tensor-parallel training bug and docs mentioning return_all_scores are unrelated." }, { - "left": "issue:33453", - "right": "issue:34689", + "left": "issue:44315", + "right": "issue:44360", "accept": false, - "reason": "Tokenizer-loading regression and Llama 3.2 model-loading breakage are different concrete failures." + "reason": "Liger Kernel/model_init integration and a DSA indexer ReLU discussion are unrelated." }, { - "left": "issue:44355", - "right": "issue:45071", + "left": "issue:43475", + "right": "issue:46617", "accept": false, - "reason": "Compiled-file errors are unrelated to PretrainedConfig type-checking regressions." + "reason": "SAM3 vision encoder attribute missing and trust_remote_code cache FileNotFoundError are distinct loading problems." }, { - "left": "issue:42757", - "right": "issue:43576", + "left": "issue:44351", + "right": "issue:46617", "accept": false, - "reason": "Missing is_offline_mode import from huggingface_hub is unrelated to the transformers env CLI breakage." + "reason": "Cannot import HybridCache and cache FileNotFoundError are different failure types." }, { - "left": "issue:43576", - "right": "issue:45071", + "left": "issue:44230", + "right": "issue:46095", "accept": false, - "reason": "CLI/env command breakage is not the same as PretrainedConfig typing changes." + "reason": "FP8 inference support and a weight-conversion-script question are not duplicates." } ] }, @@ -18655,316 +18846,392 @@ "cluster_id": "cluster-10000-520", "nodes": [ "issue:31795", - "issue:36296", - "issue:38617", - "issue:41628", + "issue:33453", "issue:41669", "issue:42371", - "issue:42548", + "issue:42890", "issue:43352", - "issue:43475", + "issue:43408", "issue:43525", "issue:43572", "issue:43576", "issue:43673", - "issue:43824", "issue:43867", - "issue:43901", - "issue:44038", - "issue:44222", - "issue:44230", + "issue:43976", + "issue:44077", + "issue:44246", "issue:44273", + "issue:44295", + "issue:44297", "issue:44315", "issue:44351", - "issue:44360", "issue:44393", + "issue:44466", "issue:44485", "issue:44492", "issue:44556", "issue:44623", + "issue:44655", + "issue:44704", + "issue:44861", + "issue:44908", "issue:44961", "issue:45003", "issue:45071", - "issue:45092", - "issue:45125", "issue:45230", + "issue:45341", "issue:45362", - "issue:45375", + "issue:45381", "issue:45468", "issue:45542", "issue:45753", "issue:45850", - "issue:46095", - "issue:46143", - "issue:46144", "issue:46209", - "issue:46617", + "issue:46218", + "issue:46328", "issue:46664", "issue:47059", - "issue:47110" + "issue:47110", + "issue:47176" ], "soft_pairs": [ - "issue:43576|issue:47059", - "issue:31795|issue:38617", - "issue:44961|issue:45468", - "issue:43576|issue:43824", + "issue:44315|issue:46209", + "issue:45362|issue:45850", "issue:44485|issue:44961", - "issue:44315|issue:44360", - "issue:43352|issue:44961", - "issue:44351|issue:46617", - "issue:36296|issue:43901", - "issue:43475|issue:46617", - "issue:46143|issue:46144", - "issue:41628|issue:42548", - "issue:44222|issue:44230", - "issue:45375|issue:47110", "issue:43525|issue:47110", + "issue:44961|issue:45468", + "issue:43673|issue:44492", + "issue:43352|issue:44961", "issue:43867|issue:47110", - "issue:44315|issue:46209", - "issue:45362|issue:45850", + "issue:44273|issue:45542", "issue:44485|issue:46664", - "issue:43673|issue:44492", "issue:44623|issue:45230", - "issue:44273|issue:45542", - "issue:44038|issue:45125", "issue:44273|issue:45003", - "issue:44360|issue:46664", + "issue:45381|issue:46664", "issue:41669|issue:43673", + "issue:43525|issue:45850", "issue:44393|issue:45071", - "issue:43576|issue:44556", "issue:44393|issue:45753", - "issue:43525|issue:45850", - "issue:44230|issue:46095", "issue:43572|issue:45850", - "issue:44556|issue:45092", - "issue:44492|issue:45850", + "issue:44077|issue:44861", + "issue:44466|issue:44556", + "issue:43576|issue:44556", + "issue:42371|issue:44492", "issue:45850|issue:47059", - "issue:42371|issue:44492" + "issue:44492|issue:45850", + "issue:44246|issue:44273", + "issue:43408|issue:44315", + "issue:41669|issue:46218", + "issue:44492|issue:46328", + "issue:43976|issue:44393", + "issue:42890|issue:44908", + "issue:43352|issue:44393", + "issue:44295|issue:45230", + "issue:44297|issue:45230", + "issue:44704|issue:44908", + "issue:43576|issue:44908", + "issue:43576|issue:47176", + "issue:44908|issue:45071", + "issue:44655|issue:44861", + "issue:41669|issue:45341", + "issue:41669|issue:44351", + "issue:43976|issue:46218", + "issue:31795|issue:33453", + "issue:43976|issue:47176" ], - "prepared_review_unit_hash": "4d0f97613cd71562f70e208b6282d65c4179d5cdbc9558c46fb5a81444e35404", + "prepared_review_unit_hash": "5c01c40219623c286356ed9f9ff2af3dcb8cc38f065e67cfa266eb6749652086", "component_budget": { "node_count": 520, "item_count": 520, - "soft_pair_count": 1916, - "serialized_chars": 993437, - "estimated_input_tokens": 248360, - "estimated_eval_tokens": 496976 + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 36, - "serialized_chars": 37638, - "estimated_input_tokens": 9410, - "estimated_eval_tokens": 19076 + "soft_pair_count": 43, + "serialized_chars": 39821, + "estimated_input_tokens": 9956, + "estimated_eval_tokens": 20168 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a loose collection of Transformers v5 regression reports, import/load failures, and model-specific bugs. Only the RoFormer attention/interface pair looks like a true duplicate; the rest are too different in concrete failure mode or subsystem.", - "confidence": 0.78, - "canonical_issue_reason": "issue:45850 is the broadest umbrella in the set, describing the general v5 regression theme that many of the other issues orbit around.", + "summary": "This cluster is a grab-bag of mostly unrelated issues; the soft pairs share broad themes like v5 regressions, lazy loading, caching, or model-specific failures, but not the same concrete bug or fix target.", + "confidence": 0.9, + "canonical_issue_reason": "issue:45850 is the broadest umbrella for the repeated v5 breakage reports, but it is still too generic to be a true duplicate target.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45850 is the best cluster representative because it captures the shared v5 breakage pattern more directly than the narrower, model-specific reports.", + "best_issue_reason": "issue:45850 is the best cluster representative by breadth of symptom overlap, even though it should not be treated as a precise deduplication anchor.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43576", - "right": "issue:47059", + "left": "issue:44315", + "right": "issue:46209", "accept": false, - "reason": "Different CLI failures: one is the `transformers env` command, the other is a Hugging Face hub completion/group compatibility issue." + "reason": "Different problems: Liger Kernel application in model_init vs FP8 inference failure on B200." }, { - "left": "issue:31795", - "right": "issue:38617", + "left": "issue:45362", + "right": "issue:45850", "accept": false, - "reason": "Docs confusion about forward arguments vs a concrete ImportError for `layer_type_validation`; unrelated." + "reason": "Specific Qwen3.5 chat crash vs a generic \"many models broken\" v5 complaint." }, { - "left": "issue:44961", - "right": "issue:45468", + "left": "issue:44485", + "right": "issue:44961", "accept": false, - "reason": "No shared bug path; one is a placeholder title and the other is a Gemma audio positional encoding issue." + "reason": "GLM-5 RoPE implementation discussion vs an unrelated placeholder issue." }, { - "left": "issue:43576", - "right": "issue:43824", + "left": "issue:43525", + "right": "issue:47110", "accept": false, - "reason": "Both involve top-level user-facing breakage, but they are different failures in different symbols/code paths." + "reason": "Different attribute/key errors on different objects; not the same failing code path." }, { - "left": "issue:44485", - "right": "issue:44961", + "left": "issue:44961", + "right": "issue:45468", "accept": false, - "reason": "GLM-5 RoPE implementation discussion is unrelated to the placeholder issue." + "reason": "Unrelated topics: placeholder issue vs Gemma-4 audio positional encoding bug." }, { - "left": "issue:44315", - "right": "issue:44360", + "left": "issue:43673", + "right": "issue:44492", "accept": false, - "reason": "Model creation with `model_init` and a DSA indexer ReLU discussion are unrelated." + "reason": "Cache-related wording, but one is missing GenerationMixin cache in v5 and the other is a typo in cache strategy docs/code." }, { "left": "issue:43352", "right": "issue:44961", "accept": false, - "reason": "Flash Attention support for Nemotron has no relation to the placeholder issue." + "reason": "Nemotron Flash Attention support error vs unrelated placeholder issue." }, { - "left": "issue:44351", - "right": "issue:46617", + "left": "issue:43867", + "right": "issue:47110", "accept": false, - "reason": "Both are loading-related, but one is a missing import/export and the other is a cache FileNotFoundError; different bugs." + "reason": "Model load failure with sorted state_dict vs special_tokens dict/list shape error." }, { - "left": "issue:36296", - "right": "issue:43901", + "left": "issue:44273", + "right": "issue:45542", "accept": false, - "reason": "Tensor parallel training bug vs documentation mismatch; different problem class." + "reason": "Lazy loading problem vs undefined TF backend when tensorboard is installed without TensorFlow." }, { - "left": "issue:43475", - "right": "issue:46617", + "left": "issue:44485", + "right": "issue:46664", "accept": false, - "reason": "SAM3 vision encoder attribute error vs trust_remote_code cache loading failure; not the same code path." + "reason": "Different multimodal/modeling bugs: RoPE implementation vs num_frames semantics in video processing." }, { - "left": "issue:46143", - "right": "issue:46144", - "accept": true, - "reason": "Both point to the same RoFormer attention path: kwargs are not propagated because the implementation is not using the attention interface." + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Processor save_pretrained missing files vs an unspecified bug report." }, { - "left": "issue:41628", - "right": "issue:42548", + "left": "issue:44273", + "right": "issue:45003", "accept": false, - "reason": "Both are import errors, but for different symbols and likely different export paths." + "reason": "Both touch loading/import behavior, but the concrete bugs differ: lazy loading vs unsafe sys.modules access." }, { - "left": "issue:44222", - "right": "issue:44230", + "left": "issue:45381", + "right": "issue:46664", "accept": false, - "reason": "One is FP8 save_pretrained behavior, the other is FP8 inference support; separate issues." + "reason": "Both involve video inputs, but one is wrong vision_position_ids and the other is inconsistent num_frames meaning." }, { - "left": "issue:45375", - "right": "issue:47110", + "left": "issue:41669", + "right": "issue:43673", "accept": false, - "reason": "Different concrete bugs: missing config field vs malformed `special_tokens` structure." + "reason": "Import * performance regression vs missing cache in GenerationMixin; different failure modes." }, { "left": "issue:43525", - "right": "issue:47110", + "right": "issue:45850", "accept": false, - "reason": "Llama4Config missing `pad_token_id` is unrelated to the `special_tokens` list/dict error." + "reason": "Specific Llama4Config attribute error vs broad v5 regression meta-issue." }, { - "left": "issue:43867", - "right": "issue:47110", + "left": "issue:44393", + "right": "issue:45071", "accept": false, - "reason": "State-dict loading order problem vs `special_tokens` type error; unrelated." + "reason": "Qwen3-VL bounding-box issue vs PretrainedConfig type-checking breakage; unrelated." }, { - "left": "issue:44315", - "right": "issue:46209", + "left": "issue:44393", + "right": "issue:45753", "accept": false, - "reason": "Liger Kernel/model_init and FP8 inference on B200 are different failures." + "reason": "Both are Qwen multimodal issues, but bounding-box errors and infinite-loop generation are not the same bug." }, { - "left": "issue:45362", + "left": "issue:43572", "right": "issue:45850", "accept": false, - "reason": "The Qwen3.5 chat crash is a specific model issue; 45850 is a broad meta report about many v5 breakages." + "reason": "StableLmConfig pad_token_idx regression vs a generic v5 breakage umbrella." }, { - "left": "issue:44485", - "right": "issue:46664", + "left": "issue:44077", + "right": "issue:44861", "accept": false, - "reason": "Different model subsystems: GLM RoPE vs SmolVLM video processor semantics." + "reason": "Unrelated bugs: patchtsmixer post_init policy vs tied weight key handling crash." }, { - "left": "issue:43673", - "right": "issue:44492", + "left": "issue:44466", + "right": "issue:44556", "accept": false, - "reason": "Generation cache missing in chunked prefill vs a typo in cache strategy text; not the same bug." + "reason": "Serialization inconsistency of lm_head.weight vs checkpoint reload failure after upgrade; related theme, but not the same concrete bug." }, { - "left": "issue:44623", - "right": "issue:45230", + "left": "issue:43576", + "right": "issue:44556", "accept": false, - "reason": "Concrete missing files on save_pretrained vs a generic placeholder bug report." + "reason": "Broken transformers env command vs checkpoint reload incompatibility; different subsystems." }, { - "left": "issue:44273", - "right": "issue:45542", + "left": "issue:42371", + "right": "issue:44492", "accept": false, - "reason": "Lazy loading failure vs TensorFlow backend detection when only tensorboard is installed; different root causes." + "reason": "TF32 behavior API change vs cache strategy typo; no duplicate relation." }, { - "left": "issue:44038", - "right": "issue:45125", + "left": "issue:45850", + "right": "issue:47059", "accept": false, - "reason": "Same broad family (Qwen/moe/tensor-parallel), but the concrete bugs differ and are not clearly mergeable into one PR." + "reason": "Generic v5 breakage vs a CLI compatibility failure with huggingface_hub 1.22.0." }, { - "left": "issue:44273", - "right": "issue:45003", + "left": "issue:44492", + "right": "issue:45850", "accept": false, - "reason": "Lazy loading symptom vs unsafe `sys.modules` access; related area, but not the same underlying bug." + "reason": "A typo in cache strategies is not the same as broad v5 model breakage reports." }, { - "left": "issue:44360", - "right": "issue:46664", + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Import slowdown sometimes vs lazy loading malfunction; both import-related, but not the same bug." + }, + { + "left": "issue:43408", + "right": "issue:44315", "accept": false, - "reason": "DSA indexer ReLU discussion is unrelated to SmolVLM `num_frames` semantics." + "reason": "Different model-configuration issues: sam3_video/sam3_tracker mismatch vs Liger Kernel model_init behavior." }, { "left": "issue:41669", - "right": "issue:43673", + "right": "issue:46218", "accept": false, - "reason": "Import-star cleanup/perf issue vs generation cache bug; different changes." + "reason": "Import * performance regression vs missing exported Qwen3_5ForCausalLM symbol; related to imports, but not the same fix." }, { - "left": "issue:44393", - "right": "issue:45071", + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "Cache strategy typo vs SequenceFeatureExtractor.pad performance issue; unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility vs Qwen3-VL bbox output bug; unrelated." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Integration test seed flakiness vs scheduler kwargs handling; different code paths." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention support gating vs Qwen3-VL bounding-box generation bug." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "position_ids buffer access error vs generic bug report placeholder." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "tokenizer.save_pretrained mismatch vs generic bug report placeholder." + }, + { + "left": "issue:44704", + "right": "issue:44908", "accept": false, - "reason": "Qwen3-VL bbox hallucination is unrelated to `PretrainedConfig` type-checking regressions." + "reason": "cached_file kwargs forwarding vs inverse_sqrt scheduler kwargs; unrelated." }, { "left": "issue:43576", - "right": "issue:44556", + "right": "issue:44908", "accept": false, - "reason": "Both are v5 regressions, but one is the `env` CLI and the other is checkpoint reload compatibility; not the same bug." + "reason": "transformers env CLI issue vs scheduler kwargs handling; different areas." }, { - "left": "issue:44492", - "right": "issue:45850", + "left": "issue:43576", + "right": "issue:47176", "accept": false, - "reason": "A typo in cache strategy docs/code is not the same as a broad report that v5 breaks many models." + "reason": "CLI env regression vs shell command allowlist bypass; unrelated." }, { - "left": "issue:45850", - "right": "issue:47059", + "left": "issue:44908", + "right": "issue:45071", "accept": false, - "reason": "Broad v5 breakage report vs a specific CLI completion/group error tied to huggingface_hub." + "reason": "Scheduler kwargs bug vs PretrainedConfig type-checking regression; different subsystems." }, { - "left": "issue:42371", - "right": "issue:44492", + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained failure vs tied-weight-key crash; both save-related only at a high level." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import performance regression vs a minor testing_utils bug; unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import * cleanup/performance vs missing HybridCache export; not the same concrete issue." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python version compatibility vs missing Qwen3_5ForCausalLM import; unrelated." + }, + { + "left": "issue:31795", + "right": "issue:33453", "accept": false, - "reason": "TF32 behavior settings and cache-strategy typo are unrelated." + "reason": "Documentation confusion vs tokenizer loading regression; not the same bug." + }, + { + "left": "issue:43976", + "right": "issue:47176", + "accept": false, + "reason": "Python support matrix issue vs shell operator allowlist bypass; unrelated." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The clustering summary is conservative and grounded in the packet. The broad v5-breakage issue (45850) is a defensible umbrella representative, and the one accepted soft edge (46143/46144) looks like the only clearly mergeable duplicate pair from the titles. The rest of the rejected pairs are reasonably treated as different bugs or subsystems." - }, - "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 }, @@ -18981,41 +19248,40 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-520", "nodes": [ + "issue:28348", + "issue:31515", "issue:31795", - "issue:33453", "issue:34689", + "issue:38617", "issue:41669", "issue:42371", - "issue:42890", + "issue:42913", + "issue:43066", "issue:43298", "issue:43352", - "issue:43408", "issue:43502", "issue:43519", "issue:43576", + "issue:43606", + "issue:43618", "issue:43704", "issue:43976", - "issue:44077", - "issue:44246", - "issue:44261", + "issue:44230", "issue:44263", "issue:44273", - "issue:44295", - "issue:44297", "issue:44315", "issue:44351", "issue:44360", - "issue:44393", "issue:44485", "issue:44492", "issue:44623", - "issue:44655", - "issue:44704", "issue:44829", "issue:44861", "issue:44908", - "issue:45071", + "issue:44998", "issue:45230", + "issue:45250", + "issue:45290", "issue:45310", "issue:45341", "issue:45468", @@ -19024,399 +19290,358 @@ "issue:46095", "issue:46172", "issue:46218", - "issue:46328", "issue:46655", "issue:46894", + "issue:47059", + "issue:47110", "issue:47176", "issue:47177" ], "soft_pairs": [ - "issue:41669|issue:46218", - "issue:43408|issue:44315", - "issue:44246|issue:44273", - "issue:42890|issue:44908", - "issue:43576|issue:44908", - "issue:43576|issue:47176", - "issue:43352|issue:44393", - "issue:44295|issue:45230", - "issue:44297|issue:45230", - "issue:43976|issue:44393", - "issue:44908|issue:45071", - "issue:44492|issue:46328", - "issue:44704|issue:44908", - "issue:41669|issue:44351", - "issue:41669|issue:45341", - "issue:43976|issue:46218", - "issue:44077|issue:44861", - "issue:31795|issue:33453", - "issue:43976|issue:47176", + "issue:46018|issue:46172", + "issue:44315|issue:44829", + "issue:43519|issue:46655", "issue:44485|issue:47176", "issue:44360|issue:45468", + "issue:45468|issue:46894", "issue:43576|issue:44273", - "issue:43519|issue:46655", - "issue:44315|issue:44829", + "issue:43976|issue:47177", "issue:45230|issue:45310", - "issue:44273|issue:44908", + "issue:43298|issue:46095", "issue:44485|issue:47177", "issue:43519|issue:44485", - "issue:45468|issue:46894", - "issue:44655|issue:44861", - "issue:43976|issue:47177", + "issue:44273|issue:44908", "issue:43519|issue:44908", + "issue:31795|issue:34689", "issue:43576|issue:46218", "issue:41669|issue:43704", - "issue:31795|issue:34689", + "issue:44861|issue:47110", "issue:45850|issue:47177", "issue:45850|issue:47176", "issue:44485|issue:45468", "issue:43704|issue:44485", - "issue:46218|issue:47177", - "issue:46018|issue:46172", - "issue:43502|issue:43519", "issue:42371|issue:43704", + "issue:43352|issue:47177", + "issue:43502|issue:43519", + "issue:42913|issue:43066", + "issue:43606|issue:45468", "issue:45850|issue:46218", "issue:43519|issue:44623", "issue:44263|issue:45468", - "issue:44261|issue:45468", - "issue:43298|issue:46095", - "issue:43519|issue:43704", + "issue:44861|issue:47059", + "issue:43704|issue:45341", "issue:43352|issue:46218", - "issue:44351|issue:46218" + "issue:44351|issue:46218", + "issue:28348|issue:45250", + "issue:44861|issue:45290", + "issue:44908|issue:44998", + "issue:44998|issue:47177", + "issue:44998|issue:47176", + "issue:44492|issue:44998", + "issue:44230|issue:44623", + "issue:28348|issue:43352", + "issue:43618|issue:44998", + "issue:31515|issue:38617", + "issue:44230|issue:45310" ], - "prepared_review_unit_hash": "bad66c936b18b48c4b931f9f7d51bd61204d90cfe638a3ebc6bfb871caf33be7", + "prepared_review_unit_hash": "b03bd0da2c099300afd83b65c1f39b8e4aa2a2fb47258b4c7d6df4b96114c4e0", "component_budget": { "node_count": 520, "item_count": 520, - "soft_pair_count": 1916, - "serialized_chars": 993437, - "estimated_input_tokens": 248360, - "estimated_eval_tokens": 496976 + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 51, - "serialized_chars": 42304, - "estimated_input_tokens": 10576, - "estimated_eval_tokens": 21408 + "soft_pair_count": 45, + "serialized_chars": 40328, + "estimated_input_tokens": 10082, + "estimated_eval_tokens": 20420 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose mix of unrelated issue reports, with only a weak loading/import theme in a few items. No pull requests are present.", - "confidence": 0.81, - "canonical_issue_reason": "No exact duplicate cluster emerged; issue 44246 is the broadest representative of the loading/import subgroup.", + "summary": "These items are mostly unrelated standalone issues. None of the soft pairs look like strong duplicates of the same concrete bug/change, though a few share broad subsystems (tokenizers, model loading, processors) without matching on the underlying failure mode.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 43502 is the clearest self-contained bug report: it names a specific trigger (`local_files_only=True`) and a concrete incorrect behavior (unexpected network/API requests), making it a strong anchor issue.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44246 is the best issue candidate because it is broad, user-facing, and closest to the recurring load/import complaints in the set.", + "best_issue_reason": "Issue 43502 is the most representative actionable issue in this set because it has a precise symptom and likely narrow code path; the other issues are either broader, more speculative, or unrelated.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:41669", - "right": "issue:46218", - "accept": false, - "reason": "Different import problems: import-star cleanup vs missing HybridCache symbol." - }, - { - "left": "issue:43408", - "right": "issue:44315", - "accept": false, - "reason": "Unrelated model/type mismatch vs Liger Kernel model_init behavior." - }, - { - "left": "issue:44246", - "right": "issue:44273", + "left": "issue:46018", + "right": "issue:46172", "accept": false, - "reason": "Both relate to loading, but one is import slowdown and the other lazy-loading failure." + "reason": "Both are DeepSeek-V4-related, but one is about shared expert gating and the other about a tensor conversion/transposition bug; different code paths and failure modes." }, { - "left": "issue:42890", - "right": "issue:44908", + "left": "issue:44315", + "right": "issue:44829", "accept": false, - "reason": "Test seeding flakiness is unrelated to scheduler kwargs handling." + "reason": "Both mention model behavior during training/setup, but one is about `model_init` not applying Liger Kernel and the other is a flash-attention-3 degenerate-training regression; not the same bug." }, { - "left": "issue:43576", - "right": "issue:44908", + "left": "issue:43519", + "right": "issue:46655", "accept": false, - "reason": "Transformer env command bug is unrelated to inverse_sqrt scheduler kwargs." + "reason": "Both are processor bugs, but they affect different models and different computations (Qwen3VL timestamp calculation vs SmolVLM video padding)." }, { - "left": "issue:43576", + "left": "issue:44485", "right": "issue:47176", "accept": false, - "reason": "CLI env-command breakage is not the same as a shell-operator allowlist bypass." + "reason": "Completely different domains: GLM-5 RoPE implementation versus a shell-command allowlist bypass security issue." }, { - "left": "issue:43352", - "right": "issue:44393", + "left": "issue:44360", + "right": "issue:45468", "accept": false, - "reason": "Different model-specific errors: Flash Attention 2 support vs bbox output issue." + "reason": "These are unrelated model internals: a DSA indexer ReLU discussion versus Gemma-4 audio positional encoding." }, { - "left": "issue:44295", - "right": "issue:45230", + "left": "issue:45468", + "right": "issue:46894", "accept": false, - "reason": "Specific position_ids buffer bug does not match a generic bug report." + "reason": "Both are audio/model training issues, but one is about a positional-encoding implementation and the other about a training-loss double-shift bug; not the same defect." }, { - "left": "issue:44297", - "right": "issue:45230", + "left": "issue:43576", + "right": "issue:44273", "accept": false, - "reason": "Tokenizer save_pretrained mismatch is not the same as a vague bug report." + "reason": "One is the `transformers env` CLI breaking in v5, the other is lazy loading failing; same repo area, but distinct behaviors and likely distinct fixes." }, { "left": "issue:43976", - "right": "issue:44393", - "accept": false, - "reason": "Python version support regression is unrelated to Qwen3-VL bbox errors." - }, - { - "left": "issue:44908", - "right": "issue:45071", + "right": "issue:47177", "accept": false, - "reason": "Scheduler kwargs propagation is unrelated to PretrainedConfig type checking." + "reason": "Python-version compatibility and a tar/zip slip RCE issue are unrelated." }, { - "left": "issue:44492", - "right": "issue:46328", + "left": "issue:45230", + "right": "issue:45310", "accept": false, - "reason": "Cache-strategy typo and feature-extractor padding performance are different bugs." + "reason": "`Bug report` is too generic to match confidently to the Qwen3.5 MoE `from_pretrained` regression; not enough evidence of the same underlying bug." }, { - "left": "issue:44704", - "right": "issue:44908", + "left": "issue:43298", + "right": "issue:46095", "accept": false, - "reason": "AutoProcessor kwargs forwarding is unrelated to inverse_sqrt scheduler behavior." + "reason": "Continuous batching support for audio models and a DeepSeek-V4 weight-conversion question are different topics." }, { - "left": "issue:41669", - "right": "issue:44351", + "left": "issue:44485", + "right": "issue:47177", "accept": false, - "reason": "Different import failures: package import cleanup vs missing HybridCache export." + "reason": "GLM-5 RoPE implementation and a shell-substitution allowlist bypass are unrelated." }, { - "left": "issue:41669", - "right": "issue:45341", + "left": "issue:43519", + "right": "issue:44485", "accept": false, - "reason": "Import-time cleanup issue is unrelated to a testing_utils bug." + "reason": "Processor timestamp calculation and GLM-5 RoPE implementation do not share a concrete failure path." }, { - "left": "issue:43976", - "right": "issue:46218", + "left": "issue:44273", + "right": "issue:44908", "accept": false, - "reason": "Python support matrix bug is unrelated to missing Qwen3_5ForCausalLM import." + "reason": "Lazy loading behavior and inverse_sqrt scheduler kwargs handling are separate subsystems and bugs." }, { - "left": "issue:44077", - "right": "issue:44861", + "left": "issue:43519", + "right": "issue:44908", "accept": false, - "reason": "Optional post_init policy and tied-weight key crash are different issues." + "reason": "A timestamp-calculation bug in a processor is not the same as scheduler kwargs being ignored." }, { "left": "issue:31795", - "right": "issue:33453", - "accept": false, - "reason": "Documentation confusion is not the same as a tokenizer-loading regression." - }, - { - "left": "issue:43976", - "right": "issue:47176", - "accept": false, - "reason": "Python version compatibility is unrelated to shell command substitution bypass." - }, - { - "left": "issue:44485", - "right": "issue:47177", - "accept": false, - "reason": "RoPE implementation discussion is unrelated to tar/zip-slip RCE." - }, - { - "left": "issue:44360", - "right": "issue:45468", + "right": "issue:34689", "accept": false, - "reason": "DSA ReLU discussion and Gemma-4 audio positional encoding are different code paths." + "reason": "Documentation confusion around `input_ids`/`past_key_values` is unrelated to model loading breaking for Llama 3.2 Vision." }, { "left": "issue:43576", - "right": "issue:44273", + "right": "issue:46218", "accept": false, - "reason": "Broken env command and lazy loading failure are not the same bug." + "reason": "Both involve CLI/import issues in v5, but one is `transformers env` and the other is failing to import `Qwen3_5ForCausalLM`; different concrete problems." }, { - "left": "issue:43519", - "right": "issue:46655", + "left": "issue:41669", + "right": "issue:43704", "accept": false, - "reason": "Timestamp calculation and video padding calculation are distinct processor bugs." + "reason": "Import-star cleanup/performance and a VRAM leak in multi-threaded dataloading are unrelated changes." }, { - "left": "issue:44315", - "right": "issue:44829", + "left": "issue:44861", + "right": "issue:47110", "accept": false, - "reason": "Liger Kernel application and flash_attention_3 training degeneration differ." + "reason": "`_get_tied_weight_keys` crashing on a list and `special_tokens` lacking `.keys()` are both attribute/type errors, but in different functions and likely different fixes." }, { - "left": "issue:45230", - "right": "issue:45310", + "left": "issue:45850", + "right": "issue:47177", "accept": false, - "reason": "Generic bug report is not enough to match a specific Qwen3.5 MoE load error." + "reason": "A broad regression claim about many models is not the same as a tar/zip-slip arbitrary file write security bug." }, { - "left": "issue:44273", - "right": "issue:44908", + "left": "issue:45850", + "right": "issue:47176", "accept": false, - "reason": "Lazy loading failure is unrelated to scheduler kwargs propagation." + "reason": "General v5 model breakage does not match a specific shell-operator allowlist bypass." }, { "left": "issue:44485", - "right": "issue:47177", + "right": "issue:45468", "accept": false, - "reason": "Model RoPE implementation is unrelated to a filesystem write/RCE vulnerability." + "reason": "RoPE implementation and Gemma-4 audio positional encoding are different model components, but the issue details do not line up." }, { - "left": "issue:43519", + "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "Processor timestamp math and GLM-5 RoPE implementation are different bugs." - }, - { - "left": "issue:45468", - "right": "issue:46894", - "accept": false, - "reason": "Different models and symptoms: Gemma-4 positional encoding vs ASR training-loss shift." + "reason": "VRAM leakage across dataloader threads is unrelated to a RoPE implementation discussion." }, { - "left": "issue:44655", - "right": "issue:44861", + "left": "issue:42371", + "right": "issue:43704", "accept": false, - "reason": "Pipeline save_pretrained failure is unrelated to tied-weight key AttributeError." + "reason": "TF32 API guidance and a memory leak are entirely different concerns." }, { - "left": "issue:43976", + "left": "issue:43352", "right": "issue:47177", "accept": false, - "reason": "Python compatibility issue is unrelated to tar/zip-slip file-write RCE." + "reason": "Missing Flash Attention 2.0 support for NemotronHForCausalLM is unrelated to a command-injection style security issue." }, { - "left": "issue:43519", - "right": "issue:44908", + "left": "issue:43502", + "right": "issue:43519", "accept": false, - "reason": "Qwen3VL timestamp math is unrelated to scheduler kwargs handling." + "reason": "`local_files_only=True` still making API requests is unrelated to Qwen3VL timestamp calculation." }, { - "left": "issue:43576", - "right": "issue:46218", + "left": "issue:42913", + "right": "issue:43066", "accept": false, - "reason": "Env command breakage is unrelated to a missing model class import." + "reason": "Both are tokenizer-v5 complaints, but one is a broad behavior change and the other is a specific wrong decoder-type regression; insufficient evidence they are the same bug." }, { - "left": "issue:41669", - "right": "issue:43704", + "left": "issue:43606", + "right": "issue:45468", "accept": false, - "reason": "Import cleanup and VRAM leak in dataloader threads are unrelated." + "reason": "A CPU-offload device mismatch and Gemma-4 audio positional encoding are different issues." }, { - "left": "issue:31795", - "right": "issue:34689", + "left": "issue:45850", + "right": "issue:46218", "accept": false, - "reason": "Doc confusion around forward args is unrelated to Llama 3.2 model loading breakage." + "reason": "Broad model breakage in v5 and a missing-import error for a specific model class are not the same underlying defect." }, { - "left": "issue:45850", - "right": "issue:47177", + "left": "issue:43519", + "right": "issue:44623", "accept": false, - "reason": "Broad regression complaint is not the same as a shell/file-write security issue." + "reason": "Processor timestamp calculation and missing files on `save_pretrained` are distinct bugs." }, { - "left": "issue:45850", - "right": "issue:47176", + "left": "issue:44263", + "right": "issue:45468", "accept": false, - "reason": "Broad model-breakage complaint is unrelated to command-substitution allowlist bypass." + "reason": "A `torch.split` return-value issue in a GLM indexer is unrelated to Gemma-4 audio positional encoding." }, { - "left": "issue:44485", - "right": "issue:45468", + "left": "issue:44861", + "right": "issue:47059", "accept": false, - "reason": "Both are model-implementation bugs, but for different models and code paths." + "reason": "Both are attribute/type failures, but one is tied weights and the other is CLI compatibility with `huggingface_hub`; different code paths." }, { "left": "issue:43704", - "right": "issue:44485", + "right": "issue:45341", "accept": false, - "reason": "VRAM leak under threads is unrelated to GLM-5 RoPE implementation." + "reason": "A VRAM leak in Qwen3ForCausalLM is unrelated to a testing utility bug." }, { - "left": "issue:46218", - "right": "issue:47177", + "left": "issue:43352", + "right": "issue:46218", "accept": false, - "reason": "Missing model import and tar/zip-slip vulnerability are unrelated." + "reason": "Flash Attention 2.0 support for NemotronHForCausalLM and import failure for Qwen3_5ForCausalLM are different model-specific issues." }, { - "left": "issue:46018", - "right": "issue:46172", + "left": "issue:44351", + "right": "issue:46218", "accept": false, - "reason": "DeepSeek-V4 gating bug and dtype/transpose issue are different code paths." + "reason": "Both are import failures, but they involve different symbols/classes and likely different missing exports." }, { - "left": "issue:43502", - "right": "issue:43519", + "left": "issue:28348", + "right": "issue:45250", "accept": false, - "reason": "local_files_only network leak and processor timestamp calculation are different bugs." + "reason": "Both mention Flash Attention 2.0, but one is GPT2LMHeadModel support and the other is a generic title with no evidence they refer to the same change." }, { - "left": "issue:42371", - "right": "issue:43704", + "left": "issue:44861", + "right": "issue:45290", "accept": false, - "reason": "TF32 API settings and VRAM leak in threads are unrelated." + "reason": "An `_tied_weights_keys` attribute error is unrelated to `apply_chat_template` crashing on tool-call assistant messages." }, { - "left": "issue:45850", - "right": "issue:46218", + "left": "issue:44908", + "right": "issue:44998", "accept": false, - "reason": "General breakage report does not match a missing model-class import." + "reason": "Scheduler kwargs handling and the unrelated 'Unemployment' issue are clearly not duplicates." }, { - "left": "issue:43519", - "right": "issue:44623", + "left": "issue:44998", + "right": "issue:47177", "accept": false, - "reason": "Timestamp calculation bug and missing save_pretrained files are different issues." + "reason": "No meaningful overlap: a placeholder/off-topic issue versus a file-write/RCE security report." }, { - "left": "issue:44263", - "right": "issue:45468", + "left": "issue:44998", + "right": "issue:47176", "accept": false, - "reason": "torch.split return semantics do not match Gemma-4 audio positional encoding." + "reason": "No meaningful overlap: a placeholder/off-topic issue versus a shell-operator allowlist bypass." }, { - "left": "issue:44261", - "right": "issue:45468", + "left": "issue:44492", + "right": "issue:44998", "accept": false, - "reason": "RMS eps precision mismatch is unrelated to Gemma-4 audio positional encoding." + "reason": "A cache-strategy typo and an off-topic placeholder issue are unrelated." }, { - "left": "issue:43298", - "right": "issue:46095", + "left": "issue:44230", + "right": "issue:44623", "accept": false, - "reason": "Audio continuous-batching support and DeepSeek-V4 weight conversion are different topics." + "reason": "FP8 support for a model and missing files in `processor.save_pretrained(...)` are different areas." }, { - "left": "issue:43519", - "right": "issue:43704", + "left": "issue:28348", + "right": "issue:43352", + "accept": false, + "reason": "Both concern Flash Attention 2.0 support, but they target different models and there is no evidence of the same code-path bug." + }, + { + "left": "issue:43618", + "right": "issue:44998", "accept": false, - "reason": "Processor timestamp bug and multi-thread VRAM leak are unrelated." + "reason": "`CLIPOutput.attentions` not being assigned and an off-topic placeholder issue are not related." }, { - "left": "issue:43352", - "right": "issue:46218", + "left": "issue:31515", + "right": "issue:38617", "accept": false, - "reason": "Flash Attention 2 support issue is unrelated to missing Qwen3_5ForCausalLM import." + "reason": "A slow `from_pretrained` load and an import error for `layer_type_validation` are unrelated." }, { - "left": "issue:44351", - "right": "issue:46218", + "left": "issue:44230", + "right": "issue:45310", "accept": false, - "reason": "Both are import errors, but for different missing symbols and likely different fixes." + "reason": "FP8 support for Qwen3-VL/Qwen3.5 MoE and a `from_pretrained` error in Qwen3.5 MoE are adjacent, but not enough to show the same concrete bug." } ] }, @@ -19440,60 +19665,28 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-520", "nodes": [ - "issue:28348", "issue:29870", "issue:30333", "issue:31515", "issue:31795", "issue:36296", "issue:37934", - "issue:38617", - "issue:42913", "issue:42936", - "issue:43066", "issue:43240", "issue:43298", - "issue:43352", "issue:43668", "issue:43717", "issue:43813", "issue:44031", "issue:44230", - "issue:44492", - "issue:44623", - "issue:44861", - "issue:44908", - "issue:44998", - "issue:45250", - "issue:45290", - "issue:45310", - "issue:45850", "issue:46018", - "issue:46144", - "issue:47059", - "issue:47110", - "issue:47176", - "issue:47177" + "issue:46144" ], "soft_pairs": [ - "issue:44861|issue:47110", - "issue:42913|issue:43066", - "issue:44861|issue:47059", - "issue:28348|issue:45250", - "issue:44908|issue:44998", - "issue:44998|issue:47177", - "issue:44998|issue:47176", - "issue:44492|issue:44998", - "issue:44998|issue:45850", - "issue:44861|issue:45290", - "issue:31515|issue:38617", - "issue:44230|issue:44623", - "issue:28348|issue:43352", "issue:29870|issue:31515", - "issue:31515|issue:36296", "issue:30333|issue:31515", + "issue:31515|issue:36296", "issue:31515|issue:31795", - "issue:44230|issue:45310", "issue:43298|issue:44230", "issue:43717|issue:46144", "issue:42936|issue:46018", @@ -19508,220 +19701,136 @@ "issue:37934|issue:43668", "issue:42936|issue:43668" ], - "prepared_review_unit_hash": "c1e192f2082104578b9cea8e1c279054f8e37547934a80a203ac798dfb238a0b", + "prepared_review_unit_hash": "f89812f1be5bc0d485baa99f170f813e756d5fa8dc48cd070bebb4f7af487f75", "component_budget": { "node_count": 520, "item_count": 520, - "soft_pair_count": 1916, - "serialized_chars": 993437, - "estimated_input_tokens": 248360, - "estimated_eval_tokens": 496976 + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 }, "budget": { - "node_count": 34, - "item_count": 34, - "soft_pair_count": 31, - "serialized_chars": 28326, - "estimated_input_tokens": 7082, - "estimated_eval_tokens": 14420 + "node_count": 16, + "item_count": 16, + "soft_pair_count": 17, + "serialized_chars": 14093, + "estimated_input_tokens": 3524, + "estimated_eval_tokens": 7304 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly noisy and spans many unrelated bugs/features (tokenizers, FA2 support, loading speed, security issues, scheduler bugs, etc.). None of the soft pairs are clearly the same underlying change/bug, so I would not merge any of them.", - "confidence": 0.95, - "canonical_issue_reason": "issue:42913 is the best cluster anchor: it\u2019s the broadest user-facing regression in the set and the closest thing to a tokenizer-v5 subgroup, even though it is still distinct from the paired tokenizer issue.", + "summary": "This cluster is a grab-bag of unrelated issues (runtime bugs, docs, config typing, tokenizer warnings, model-specific behavior). None of the proposed soft pairs look like the same underlying bug or change.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue stands out because the reports are about different subsystems and different failure modes.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42913 is the most representative concrete regression among a largely unrelated set; it has the clearest user impact and the best chance of subsuming nearby tokenizer-v5 reports conceptually.", + "best_issue_reason": "If one issue had to represent the cluster, 29870 is the most concrete bug report because it includes a specific runtime traceback and clear reproduction context.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44861", - "right": "issue:47110", - "accept": false, - "reason": "Both are AttributeError-style failures, but on different objects/code paths (_tied_weights_keys vs special_tokens); not the same bug." - }, - { - "left": "issue:42913", - "right": "issue:43066", - "accept": false, - "reason": "Both concern tokenizer behavior in v5, but one is a general v4\u2192v5 regression and the other is a decoder-type mismatch; too different to treat as duplicates." - }, - { - "left": "issue:44861", - "right": "issue:47059", - "accept": false, - "reason": "Unrelated failures: tied-weight key handling vs CLI completion breakage from huggingface_hub." - }, - { - "left": "issue:28348", - "right": "issue:45250", - "accept": false, - "reason": "Same broad FA2 theme, but one is GPT2LMHeadModel-specific and the other is a generic topic issue; not the same concrete change." - }, - { - "left": "issue:44908", - "right": "issue:44998", - "accept": false, - "reason": "Scheduler kwargs bug vs an unrelated spam/non-technical issue." - }, - { - "left": "issue:44998", - "right": "issue:47177", - "accept": false, - "reason": "Completely unrelated: spam title vs a shell-command security bypass." - }, - { - "left": "issue:44998", - "right": "issue:47176", - "accept": false, - "reason": "Completely unrelated: spam title vs tar/zip-slip security issue." - }, - { - "left": "issue:44492", - "right": "issue:44998", - "accept": false, - "reason": "Typo in cache-strategy docs vs unrelated spam/non-technical issue." - }, - { - "left": "issue:44998", - "right": "issue:45850", - "accept": false, - "reason": "Spam/non-technical title vs a broad version-regression complaint; not duplicate bugs." - }, - { - "left": "issue:44861", - "right": "issue:45290", - "accept": false, - "reason": "Different areas entirely: tied-weight helper crash vs chat-template/tool-call crash." - }, - { - "left": "issue:31515", - "right": "issue:38617", - "accept": false, - "reason": "Slow from_pretrained loading is unrelated to the import error for layer_type_validation." - }, - { - "left": "issue:44230", - "right": "issue:44623", - "accept": false, - "reason": "FP8 model support request vs processor.save_pretrained missing files; different problems." - }, - { - "left": "issue:28348", - "right": "issue:43352", - "accept": false, - "reason": "Both mention Flash Attention 2.0 support, but for different models and likely different implementation gaps." - }, { "left": "issue:29870", "right": "issue:31515", "accept": false, - "reason": "Generation-time decoder_attention_mask crash vs slow checkpoint loading; unrelated." - }, - { - "left": "issue:31515", - "right": "issue:36296", - "accept": false, - "reason": "Loading slowdown vs tensor-parallel training bug; different subsystems and symptoms." + "reason": "Bart generation UnboundLocalError and slow from_pretrained checkpoint loading are unrelated problems in different code paths." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLflow reporting on failure vs slow from_pretrained loading; no shared underlying bug." + "reason": "MLflow cleanup/reporting on failed training jobs is unrelated to checkpoint loading performance." }, { "left": "issue:31515", - "right": "issue:31795", + "right": "issue:36296", "accept": false, - "reason": "Loading performance issue vs documentation confusion; not the same change." + "reason": "Slow model loading and tensor-parallel training bugs are distinct issues with no shared concrete symptom." }, { - "left": "issue:44230", - "right": "issue:45310", + "left": "issue:31515", + "right": "issue:31795", "accept": false, - "reason": "Different Qwen3.5/MoE-related issues: fp8 support request vs from_pretrained error on transformers>=5.4.0." + "reason": "Loading speed and forward() documentation confusion are not the same underlying problem." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Continuous batching audio-model support and FP8 inference support are separate feature gaps." + "reason": "Audio-model continuous batching support and fp8 Qwen/VL inference support are separate feature gaps." }, { "left": "issue:43717", "right": "issue:46144", "accept": false, - "reason": "Mamba init_weights behavior vs RoFormer attention-interface usage are unrelated model-implementation issues." + "reason": "Mamba init_weights behavior and RoFormer attention-interface usage are different model implementation concerns." }, { "left": "issue:42936", "right": "issue:46018", "accept": false, - "reason": "Mask2Former ignore_value handling vs DeepSeek-V4 shared-expert gating; different models and bugs." + "reason": "Mask2Former ignore_value handling and DeepSeek-V4 shared-expert gating are unrelated model-specific bugs." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "Incorrect type hint in config vs tokenizer regex warning regression; not the same issue." + "reason": "A ModernBERT config type hint typo and tokenizer regex warnings are different classes of issues." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Mask2Former ignore_value bug vs kwargs not passed to loss calculation; different code paths." + "reason": "Unused ignore_value in Mask2Former and missing kwargs in loss calculation do not describe the same defect." }, { "left": "issue:43240", "right": "issue:46144", "accept": false, - "reason": "Loss kwargs propagation bug vs RoFormer attention-interface bug; unrelated." + "reason": "Loss-function kwargs propagation and RoFormer attention-interface usage are unrelated code paths." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Mask2Former ignore_value vs tokenizer regex warnings; no shared underlying defect." + "reason": "Mask2Former ignore_value handling is not the same as a global tokenizer regex warning regression." }, { "left": "issue:42936", "right": "issue:46144", "accept": false, - "reason": "Mask2Former loss handling vs RoFormer attention implementation; different subsystems." + "reason": "These concern different models and different behavior, so they are not duplicates." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "Mask2Former ignore_value bug vs a typo in quantization_operation text; unrelated." + "reason": "A missing use of ignore_value and a typo in a quantization-operation string are unrelated." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "Incorrect type hint in ModernBERTConfig vs a typo issue; not duplicates." + "reason": "Incorrect type hint for norm_eps and a typo in orig_conversion.quantization_operation are separate documentation/code issues." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Loss kwargs propagation vs config type-hint correctness; different bugs." + "reason": "Missing kwargs in loss computation is unrelated to a config type annotation problem." }, { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "Question about Llama4TextL2Norm semantics vs ModernBERT type-hint bug; unrelated." + "reason": "Questioning whether Llama4TextL2Norm should be RMSNorm is a different model-design issue than a type-hint bug." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Mask2Former ignore_value bug vs ModernBERT type-hint bug; different models and symptoms." + "reason": "Mask2Former ignore_value usage and ModernBERT norm_eps typing are unrelated." } ] }, @@ -19754,52 +19863,52 @@ "issue:10519|issue:11005", "issue:11005|issue:11307" ], - "prepared_review_unit_hash": "d6ef1101d49eb0e9b906a0508dc032a316bf76bf484a25ead610fca62c934060", + "prepared_review_unit_hash": "ba317517a1a784b9298737a5a3608442a289eb030b0fc6f572cdda0d29d16305", "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": 2878, + "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": 2878, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three issues are not duplicates of one another: one is a tokenizer truncation feature request, one asks for ReduceLROnPlateau-like training scheduler behavior, and one asks for Wav2Vec2 word boundary offsets. The cluster is only loosely text-similar, not the same underlying problem.", + "summary": "These three issues are unrelated: one is about token truncation direction, one about ReduceLROnPlateau-like training behavior, and one about Wav2Vec2 word time offsets. They should not be clustered as duplicates.", "confidence": 0.98, - "canonical_issue_reason": "Issue #10519 is the most concrete and self-contained feature request in the set; the other two are unrelated topics in different parts of the library.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "#10519 is the best representative issue because it has a clear, actionable request and is the only one in the cluster that forms a coherent topic by itself.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:10519", - "right": "issue:11005", + "right": "issue:11307", "accept": false, - "reason": "Tokenizer truncation behavior and a ReduceLROnPlateau-like scheduler are unrelated features with no shared code path or concrete bug." + "reason": "Different problems in different areas: tokenizer truncation behavior vs speech model word boundary timestamps." }, { "left": "issue:10519", - "right": "issue:11307", + "right": "issue:11005", "accept": false, - "reason": "One is about truncation direction in tokenization; the other is about retrieving word offsets in Wav2Vec2. Different functionality and different problem domain." + "reason": "Token truncation direction request is unrelated to learning-rate scheduler functionality." }, { "left": "issue:11005", "right": "issue:11307", "accept": false, - "reason": "A training-scheduler feature request and Wav2Vec2 offset extraction are unrelated; similar wording is not enough to treat them as the same issue." + "reason": "No shared underlying bug; one concerns optimizer scheduling, the other Wav2Vec2 alignment/time offsets." } ] }, @@ -19831,12 +19940,12 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "6d83753ec85ada70a3c2219aa12a2c2d7477cf9966fe61f1c60d19a5e98c7cc0", + "prepared_review_unit_hash": "e18fd0d894ca5df0723d64cc38c547d2da39d37c6ef3932e626166a264df8bb3", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2479, + "serialized_chars": 2478, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -19844,7 +19953,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2479, + "serialized_chars": 2478, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -19853,24 +19962,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues do not appear to be duplicates: one is about Tapas tokenization mismatching TensorFlow, one is about a bad auth-related error message when downloading a private model, and one is about failing to load bert-base-uncased. They share only broad Hugging Face/transformers context, not the same concrete bug.", - "confidence": 0.91, - "canonical_issue_reason": null, + "summary": "These issues do not look like one duplicate cluster. Two are about model-loading failures, but one is specifically private-model authentication/error messaging, and the other is a generic inability to load bert-base-uncased; the Tapas tokenization issue is unrelated.", + "confidence": 0.71, + "canonical_issue_reason": "issue:16618 is the broadest and most representative of the model-loading failure reports; issue:15980 is narrower and issue:13244 is unrelated.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:16618 is the best representative issue because it is the most general user-facing loading failure and has the strongest discussion activity among the related-looking reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Different problem domains: tokenization parity for Tapas vs model-loading failure for bert-base-uncased. No evidence they describe the same underlying bug." + "reason": "Tokenization behavior for Tapas is a different underlying problem from failing to load bert-base-uncased; no shared code-path or concrete bug match." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "Both involve model download/loading, but one is specifically a private-model login/error-message issue while the other is a generic inability to load bert-base-uncased. Not the same concrete failure mode." + "reason": "Both mention model loading, but one is about private-model download/auth and bad error messaging while the other is a generic load failure for a public model; not the same concrete bug." } ] }, @@ -19900,12 +20009,12 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "dc26b8f975e07e7005da766f2fa86d462440cff39e22a30da4ae242ba76eb3be", + "prepared_review_unit_hash": "98eb86abb07e12a67a493415700d068443492501e689e2b040b4269b4b772834", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1589, + "serialized_chars": 1590, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -19913,7 +20022,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1589, + "serialized_chars": 1590, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -19922,18 +20031,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicates: one requests Flash Attention 2 support for more architectures, the other requests GGUF support for more architectures. They share a similar contribution pattern, but they target different features and code paths.", + "summary": "These are both broad community-contribution feature requests, but they target different capabilities: Flash Attention 2 support vs GGUF support. They are related only at a high level (model/runtime architecture support), not the same underlying issue.", "confidence": 0.97, - "canonical_issue_reason": "Issue 26350 is the older and more-discussed request, but it is not a duplicate of 33260.", + "canonical_issue_reason": "issue:26350 is the more established thread (older, more discussion), so it is the better representative issue for this cluster if one must be chosen.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 26350 is the better cluster representative by age and discussion activity, though the two issues are distinct.", + "best_issue_reason": "issue:26350 is the strongest single issue due to higher discussion activity and earlier creation, but it is not a duplicate of issue:33260.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Both are community contribution requests, but Flash Attention 2 architecture support and GGUF architecture support are different underlying features and should not be merged as the same issue." + "reason": "Reject: the requests are for different features and code paths. Flash Attention 2 support and GGUF support are not the same bug/change, even though both concern adding support for more architectures." } ] }, @@ -19997,202 +20106,202 @@ "issue:46222|issue:46931", "issue:46226|issue:46931" ], - "prepared_review_unit_hash": "48156fdc96de96fcbe6a2f72a34228c6cbbaa6f128a9042d836824b8328dfc70", + "prepared_review_unit_hash": "f0a772063a22e38405d63762fe70a91194b254603deea052db158dba4488ee7a", "component_budget": { "node_count": 9, "item_count": 9, "soft_pair_count": 28, - "serialized_chars": 15553, - "estimated_input_tokens": 3889, - "estimated_eval_tokens": 8034 + "serialized_chars": 15548, + "estimated_input_tokens": 3887, + "estimated_eval_tokens": 8030 }, "budget": { "node_count": 9, "item_count": 9, "soft_pair_count": 28, - "serialized_chars": 15553, - "estimated_input_tokens": 3889, - "estimated_eval_tokens": 8034 + "serialized_chars": 15548, + "estimated_input_tokens": 3887, + "estimated_eval_tokens": 8030 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly separate i18n/docs translation-request issues across different languages, plus a few near-identical placeholder/template issues. The high similarity is driven by shared boilerplate, not the same underlying bug or change.", - "confidence": 0.95, - "canonical_issue_reason": "If one issue must represent the cluster, issue 43834 is the cleanest generic translation-template exemplar; however, the cluster does not contain true duplicates because the language-specific requests are distinct.", + "summary": "This cluster is mostly a set of separate i18n translation-request issues, not true duplicates. The only close matches are the placeholder/template-style issues, but there is still no concrete evidence they target the same language or same change, so I would not merge any of them.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 43834 is the most template-like and centrally similar to the other placeholder translation requests, so it is the best anchor if one must pick a representative issue. It is still not a true duplicate of the language-specific requests.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43834 is the best representative of the repeated i18n translation template because it is the clearest generic form and is closed, but it still should not be treated as a duplicate of the language-specific requests.", + "best_issue_reason": "Issue 43834 best represents the generic placeholder cluster (high similarity to 44365/44370 and related items) and is the cleanest canonical anchor, but only as a representative\u2014not as a confirmed duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Different requested language/context; the overlap is just the shared i18n translation boilerplate." + "reason": "Different translation requests; one is Turkish and the other is a generic placeholder-style issue." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Different requested language/context; not the same translation task." + "reason": "Different translation requests; the explicit Turkish issue does not match the generic placeholder request." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "Turkish translation request vs a generic placeholder template issue." + "reason": "Same broad i18n theme, but no evidence they are the same language or same underlying request." }, { "left": "issue:27088", "right": "issue:38435", "accept": false, - "reason": "Different target language (Turkish vs Romanian); not a duplicate." + "reason": "Different target languages; Turkish vs Romanian translation requests are separate issues." }, { "left": "issue:27088", "right": "issue:28936", "accept": false, - "reason": "Different target language (Turkish vs Spanish); not the same underlying issue." + "reason": "Different target languages; Turkish vs Spanish are not duplicates." }, { "left": "issue:28936", "right": "issue:43834", "accept": false, - "reason": "Spanish translation request vs generic placeholder template; similarity is boilerplate only." + "reason": "Spanish translation request versus generic placeholder issue; not enough to treat as the same change." }, { "left": "issue:28936", "right": "issue:44365", "accept": false, - "reason": "Spanish translation request vs generic placeholder template; not the same issue." + "reason": "Different language request versus placeholder template; no concrete match." }, { "left": "issue:28936", "right": "issue:38435", "accept": false, - "reason": "Different target language (Spanish vs Romanian); distinct requests." + "reason": "Different target languages; Spanish and Romanian are separate requests." }, { "left": "issue:28936", "right": "issue:44370", "accept": false, - "reason": "Spanish translation request vs generic placeholder template; not a duplicate." + "reason": "Spanish request does not clearly match the generic placeholder issue." }, { "left": "issue:38435", "right": "issue:44370", "accept": false, - "reason": "Different target language/context; the match is only on shared template text." + "reason": "Romanian request and generic placeholder issue are not confirmed to be the same underlying request." }, { "left": "issue:38435", "right": "issue:44365", "accept": false, - "reason": "Different target language/context; not the same translation request." + "reason": "Romanian request versus generic placeholder; too little evidence to merge." }, { "left": "issue:38435", "right": "issue:43834", "accept": false, - "reason": "Romanian translation request vs generic placeholder template; not the same underlying issue." + "reason": "Romanian issue and template-style placeholder issue are not the same concrete translation request." }, { "left": "issue:38435", "right": "issue:46226", "accept": false, - "reason": "Different issue text and no evidence they are the same translation request." + "reason": "Romanian translation request and Thai-language title appear unrelated." }, { "left": "issue:43834", "right": "issue:44370", "accept": false, - "reason": "Both are generic template issues, but there is no evidence they refer to the same concrete language/request." + "reason": "Both are placeholder-style i18n issues, but the available evidence does not prove they target the same language or same task." }, { "left": "issue:43834", "right": "issue:44365", "accept": false, - "reason": "Both are generic template issues, but they appear to be separate placeholders rather than one duplicate bug." + "reason": "High textual similarity, but still only generic template overlap; no concrete same-language evidence." }, { "left": "issue:43834", "right": "issue:46226", "accept": false, - "reason": "Placeholder/template similarity only; no shared concrete change or bug." + "reason": "Generic placeholder i18n issue versus Thai text/spam-like issue; not the same change." }, { "left": "issue:43834", "right": "issue:46931", "accept": false, - "reason": "Template similarity is not enough; the titles differ and there is no clear shared underlying request." + "reason": "Generic placeholder i18n issue versus unrelated Thai title; no clear duplicate evidence." }, { "left": "issue:43834", "right": "issue:46222", "accept": false, - "reason": "Template similarity only; the issue texts do not establish the same concrete request." + "reason": "Generic placeholder i18n issue versus unrelated Thai title; not enough to merge." }, { "left": "issue:44365", "right": "issue:44370", "accept": false, - "reason": "Near-identical boilerplate, but no evidence they are the same underlying translation request." + "reason": "Very similar template text, but still no proof they are the same underlying language request." }, { "left": "issue:44365", "right": "issue:46226", "accept": false, - "reason": "Template similarity only; not enough to merge as duplicates." + "reason": "Placeholder-style i18n issue and Thai title do not clearly describe the same request." }, { "left": "issue:44365", "right": "issue:46931", "accept": false, - "reason": "Template similarity only; the titles/body context are not the same request." + "reason": "Placeholder-style i18n issue and Thai title are not the same concrete issue." }, { "left": "issue:44365", "right": "issue:46222", "accept": false, - "reason": "No clear shared concrete issue; only broad i18n boilerplate overlap." + "reason": "Generic placeholder issue versus unrelated Thai title; no merge-worthy match." }, { "left": "issue:44370", "right": "issue:46226", "accept": false, - "reason": "Template similarity only; not enough evidence of the same underlying issue." + "reason": "Placeholder-style i18n issue versus Thai title; similarity is not enough to call them duplicates." }, { "left": "issue:44370", "right": "issue:46931", "accept": false, - "reason": "Template similarity only; distinct issue text." + "reason": "Placeholder-style i18n issue versus unrelated Thai title; not the same change." }, { "left": "issue:44370", "right": "issue:46222", "accept": false, - "reason": "No concrete shared bug/change; just similar boilerplate." + "reason": "Placeholder-style i18n issue versus unrelated Thai title; no concrete duplicate evidence." }, { "left": "issue:46222", "right": "issue:46226", "accept": false, - "reason": "The titles are similar in style, but the actual text differs and there is no clear proof they are duplicates." + "reason": "Both are Thai-language titles, but the wording differs and there is no clear evidence they are the same underlying request." }, { "left": "issue:46222", "right": "issue:46931", "accept": false, - "reason": "Similar-looking non-English text, but not enough evidence of the same underlying request." + "reason": "Thai-language titles are similar in tone but not clearly the same issue." }, { "left": "issue:46226", "right": "issue:46931", "accept": false, - "reason": "Similar-looking non-English text, but no reliable indication they refer to one shared issue." + "reason": "Similar Thai-language content, but too ambiguous to merge as duplicates." } ] }, @@ -20288,304 +20397,304 @@ "issue:42503|issue:46653", "issue:45027|issue:46653" ], - "prepared_review_unit_hash": "89c2c6ac1d0a1fd94fa3a6e6cc2ca178f82340106c4c784baa6fb37b44cd7180", + "prepared_review_unit_hash": "1fdd8b076a5a3bf176b5a6e5080a1ec880951513e8c343d4f5c6372e21af7480", "component_budget": { "node_count": 21, "item_count": 21, "soft_pair_count": 48, - "serialized_chars": 28618, - "estimated_input_tokens": 7155, - "estimated_eval_tokens": 14566 + "serialized_chars": 28612, + "estimated_input_tokens": 7153, + "estimated_eval_tokens": 14562 }, "budget": { "node_count": 21, "item_count": 21, "soft_pair_count": 48, - "serialized_chars": 28618, - "estimated_input_tokens": 7155, - "estimated_eval_tokens": 14566 + "serialized_chars": 28612, + "estimated_input_tokens": 7153, + "estimated_eval_tokens": 14562 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a pile of model-add/support requests across different architectures and modalities, not a set of true duplicates. None of the soft pairs look like the same concrete change, so I rejected them all. I picked one open, specific model-support request as the closest representative anchor, but the cluster is heterogeneous.", - "confidence": 0.68, - "canonical_issue_reason": "issue:43671 is the cleanest open, concrete model-support request with some discussion, so it works best as a representative anchor for this mixed cluster.", + "summary": "These are all model-request issues across different models and modalities; they are superficially similar but not duplicates. I would not merge any soft edge.", + "confidence": 0.96, + "canonical_issue_reason": "If a single representative is needed, issue 36879 is the closest hub by similarity, but the cluster is too heterogeneous for a true duplicate canonical.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43671 is the most actionable representative: open, specific, and clearly scoped, whereas the others are mostly separate model requests that should not be collapsed together.", + "best_issue_reason": "Issue 36879 is the broadest/most central representative among these unrelated model requests, though none of the items is a strong duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36718", "right": "issue:47004", "accept": false, - "reason": "Both are keypoint-related, but they target different models and request different additions; not the same concrete change." + "reason": "RoMa keypoint matcher vs LoMa detector+matcher: related naming, but different model requests and likely different code paths." }, { "left": "issue:36718", "right": "issue:41115", "accept": false, - "reason": "RoMa keypoint matching and MiniCPM3 architecture support are unrelated model requests." + "reason": "Keypoint matcher request vs MiniCPM3 architecture request; different domains and changes." }, { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "EuroBert config support and DEIMv2 are different model additions." + "reason": "EuroBert config vs DEIMv2; unrelated model families and implementation work." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "EuroBert config work and Qwen3-TTS support are different model families and code paths." + "reason": "EuroBert vs Qwen3-TTS support; different model types and tasks." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "EuroBert and RF-DETR are unrelated model requests." + "reason": "EuroBert model/config request vs RF-DETR model request; different artifacts." }, { "left": "issue:36817", "right": "issue:42954", "accept": false, - "reason": "EuroBert config support and XiaoMi MiMo are different concrete model requests." + "reason": "EuroBert vs XiaoMi MiMo; unrelated model additions." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "RF-DETR and DEIMv2 are separate detection-model additions, not the same implementation." + "reason": "RF-DETR and DEIMv2 are distinct vision models; not the same change." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "RF-DETR and LFM2.5 Audio target different model types and code paths." + "reason": "RF-DETR object detection vs LFM2.5 Audio; different modality and code path." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "RF-DETR and weight-sparse transformer support are unrelated requests." + "reason": "RF-DETR model addition vs weight-sparse transformer request; unrelated work." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "RF-DETR vision detection support and Qwen3-ASR audio support are different changes." + "reason": "RF-DETR vs Qwen3-ASR; different model families and tasks." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "RF-DETR and Qwen3-TTS are unrelated model additions." + "reason": "RF-DETR vision model vs Qwen3-TTS support; different modalities." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT and Qwen3-ASR are different model requests with different implementation paths." + "reason": "NeoBERT request vs Qwen3-ASR support; unrelated models." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT and weight-sparse transformer support are not the same concrete change." + "reason": "NeoBERT vs OpenAI weight-sparse transformer; different requested changes." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT and LFM2.5 Audio are unrelated model additions." + "reason": "NeoBERT language model request vs LFM2.5 Audio request; not a duplicate." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "RF-DETR and NeoBERT are separate model-support requests." + "reason": "RF-DETR model request vs NeoBERT request; different model families." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT and ModernVBERT are different model families, so not duplicates." + "reason": "NeoBERT vs ModernVBERT models; both model requests but for different architectures." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 architecture support and Qwen3-ASR support are different model changes." + "reason": "MiniCPM3 architecture vs Qwen3-ASR support; different tasks and likely different code." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 and weight-sparse transformer support are unrelated requests." + "reason": "MiniCPM3 architecture request vs sparse-transformer request; not the same underlying change." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 architecture work and ModernVBERT models are separate additions." + "reason": "MiniCPM3 vs ModernVBERT models; distinct model integrations." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 and Voxtral TTS support are different model code paths." + "reason": "MiniCPM3 architecture vs Voxtral TTS support; different model domains." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 and Qwen3-TTS are distinct model-support requests." + "reason": "DEIMv2 vision model request vs Qwen3-TTS support; unrelated." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT and Qwen3-ASR are unrelated model families." + "reason": "ModernVBERT models vs Qwen3-ASR support; different model additions." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT models and Qwen3-TTS support are different concrete requests." + "reason": "ModernVBERT vs Qwen3-TTS; not the same request." }, { "left": "issue:42503", "right": "issue:42954", "accept": false, - "reason": "ModernVBERT and XiaoMi MiMo are separate model additions." + "reason": "ModernVBERT models vs XiaoMi MiMo; distinct model families." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "BERT-like models with RoPE and Voxtral TTS support are not the same change." + "reason": "BERT-like models with RoPE vs Voxtral TTS; broad thematic similarity only, not a duplicate." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT models and the broader RoPE BERT-like request are different issues." + "reason": "ModernVBERT models vs BERT-like models with RoPE; overlapping theme but different concrete integration." }, { "left": "issue:42738", "right": "issue:42954", "accept": false, - "reason": "The RoPE BERT-like request and XiaoMi MiMo are different model concerns." + "reason": "BERT-like models with RoPE vs XiaoMi MiMo; different requests." }, { "left": "issue:42738", "right": "issue:46653", "accept": false, - "reason": "BERT-like models with RoPE and Mirko Privitera are unrelated." + "reason": "BERT-like model request vs a non-model issue title; clearly unrelated." }, { "left": "issue:42954", "right": "issue:44205", "accept": false, - "reason": "XiaoMi MiMo and SAM3-LiteText are different model requests." + "reason": "XiaoMi MiMo vs SAM3-LiteText; different model types and changes." }, { "left": "issue:42954", "right": "issue:43671", "accept": false, - "reason": "XiaoMi MiMo and Qwen3-TTS are different model additions." + "reason": "MiMo vs Qwen3-TTS; different model families and tasks." }, { "left": "issue:42954", "right": "issue:45177", "accept": false, - "reason": "XiaoMi MiMo and DeepSeek-OCR2 are unrelated model requests." + "reason": "MiMo vs DeepSeek-OCR2; unrelated model additions." }, { "left": "issue:42954", "right": "issue:46653", "accept": false, - "reason": "XiaoMi MiMo and Mirko Privitera are not the same underlying change." + "reason": "MiMo vs a non-model title; not the same underlying change." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Qwen3-TTS and Qwen3-ASR are related by name only; they are separate modality-specific support requests." + "reason": "Qwen3-TTS and Qwen3-ASR are related but separate modalities; not the same fix/change." }, { "left": "issue:43671", "right": "issue:45027", "accept": false, - "reason": "Qwen3-TTS and Voxtral TTS are different model integrations, not one merged change." + "reason": "Qwen3-TTS vs Voxtral-4B-TTS-2603; both TTS, but different model integrations." }, { "left": "issue:43671", "right": "issue:45177", "accept": false, - "reason": "Qwen3-TTS and DeepSeek-OCR2 are different model additions." + "reason": "Qwen3-TTS support vs DeepSeek-OCR2; unrelated." }, { "left": "issue:43671", "right": "issue:44121", "accept": false, - "reason": "Qwen3-TTS support and the weight-sparse transformer request are unrelated." + "reason": "Qwen3-TTS support vs sparse transformer request; different code paths." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Qwen3-ASR and LFM2.5 Audio are distinct audio-model requests." + "reason": "Qwen3-ASR vs LFM2.5 Audio; both audio-related but different model requests." }, { "left": "issue:43837", "right": "issue:45322", "accept": false, - "reason": "Qwen3-ASR and EUPE are different model-support requests." + "reason": "ASR support vs EUPE vision-language encoder; unrelated." }, { "left": "issue:43837", "right": "issue:44121", "accept": false, - "reason": "Qwen3-ASR support and the weight-sparse transformer request are not the same code path." + "reason": "Qwen3-ASR support vs weight-sparse transformer request; not the same underlying change." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "Qwen3-ASR and Voxtral TTS are separate audio-model integrations." + "reason": "Qwen3-ASR vs Voxtral TTS; different audio tasks and model code." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT and Voxtral TTS are unrelated model requests." + "reason": "NeoBERT request vs Voxtral TTS support; unrelated model integrations." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "Qwen3-ASR and DeepSeek-OCR2 are different model additions." + "reason": "Qwen3-ASR support vs DeepSeek-OCR2; different modality and implementation." }, { "left": "issue:45322", "right": "issue:46133", "accept": false, - "reason": "EUPE and TIPSv2 are both vision-language related, but they are different model requests with different implementation needs." + "reason": "EUPE by Meta AI vs TIPSv2 by Google DeepMind; both vision-language requests but distinct models and changes." }, { "left": "issue:42503", "right": "issue:46653", "accept": false, - "reason": "ModernVBERT models and Mirko Privitera are unrelated." + "reason": "ModernVBERT models vs a non-model title; clearly not duplicates." }, { "left": "issue:45027", "right": "issue:46653", "accept": false, - "reason": "Voxtral TTS support and Mirko Privitera are not the same underlying change." + "reason": "Voxtral TTS support vs a non-model title; unrelated." } ] }, @@ -20615,12 +20724,12 @@ "soft_pairs": [ "issue:38740|issue:46443" ], - "prepared_review_unit_hash": "8228a608162ec20df76d2005292f5286afd89dced5be5b6f1bdc583df608a6ca", + "prepared_review_unit_hash": "3c9af4c28c6216132651ecb428ee169621dba63262154fa91973111052691e1a", "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 }, @@ -20628,7 +20737,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1505, + "serialized_chars": 1506, "estimated_input_tokens": 377, "estimated_eval_tokens": 1010 }, @@ -20637,18 +20746,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are not duplicates or the same underlying change: one is a closed docs request about adding Pruna as an optimization framework, and the other is an open Vision RoPE refactor. They share only weak topic similarity at best.", - "confidence": 0.96, - "canonical_issue_reason": "No canonical issue: the titles and scopes are unrelated, so there is no clear duplicate target.", + "summary": "The pair is not a duplicate cluster: one issue is a docs request about adding `pruna`, the other is a Vision RoPE refactor. The soft similarity signal is spurious.", + "confidence": 0.98, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 46443 is the better cluster representative only because it is an active technical issue; 38740 is a closed documentation request and not the same problem domain.", + "best_issue_reason": "If a representative must be chosen, issue #46443 is the more substantive open technical item, but it is not the same underlying problem as #38740.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:38740", "right": "issue:46443", "accept": false, - "reason": "Reject: a docs request to add Pruna is not the same underlying bug/change as a Vision RoPE refactor; no shared code path or concrete duplicate target." + "reason": "Titles and context are unrelated: #38740 is a closed documentation request about `pruna`, while #46443 is an open Vision RoPE refactor. No shared code path or duplicate bug/change is evident." } ] }, @@ -20678,7 +20787,7 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "76d2a6f27fd03b08ad071e8186ea59524f16b01fd34e237abf52efc8d9fabea8", + "prepared_review_unit_hash": "d2edd493ee996bea81708354e05c595e75281d8badc3c1796de0525cc548b598", "component_budget": { "node_count": 2, "item_count": 2, @@ -20700,18 +20809,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are not duplicates: one is a low-level block decoding request, while the other is a model-specific DeepSeek v3.2 support request. They do not appear to describe the same underlying bug or feature.", + "summary": "The two issues are unrelated: one is about Set block decoding, the other about adding DeepSeek v3.2 support. They should not be clustered as duplicates.", "confidence": 0.98, - "canonical_issue_reason": null, + "canonical_issue_reason": "No canonical issue: these describe different problems and do not share the same underlying bug or feature request.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "No single best issue for this cluster; neither issue is a suitable representative because the topics are unrelated.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Different topics and scopes: block decoding versus DeepSeek v3.2 support. No evidence they target the same underlying change or bug." + "reason": "Different subject matter with no shared code path or explicit linkage; this is not a duplicate pair." } ] }, @@ -20741,40 +20850,40 @@ "soft_pairs": [ "issue:41306|issue:41826" ], - "prepared_review_unit_hash": "e5455469cd4991420602eabcb10cc8697db581d12b82ab698e12937b0eff4d88", + "prepared_review_unit_hash": "02074dbc42745386ee8feb0cf334694312afd426ce3ff832ec738de18349adde", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1584, - "estimated_input_tokens": 396, - "estimated_eval_tokens": 1048 + "serialized_chars": 1585, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1584, - "estimated_input_tokens": 396, - "estimated_eval_tokens": 1048 + "serialized_chars": 1585, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are related only at a high level (memory-efficient model changes) but describe different features: one is about exposing a TiledFusedLogitsLoss/FLCE flag in `from_pretrained()`, while the other is about integrating TiledMLP to reduce memory footprint. They do not look like the same underlying bug or change.", - "confidence": 0.92, - "canonical_issue_reason": "No strong duplicate relation is present. If a single representative is needed, issue #41306 is the more concrete, narrowly scoped API/integration request; #41826 is a separate feature request about a different module.", + "summary": "These look like separate feature requests, not duplicates: one is about exposing a TiledFusedLogitsLoss/Liger FLCE flag in `from_pretrained()`, while the other is about integrating TiledMLP for lower memory use.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue for the pair; they target different components and different changes.", "canonical_pr_reason": null, - "best_issue_reason": "#41306 is the better standalone issue because it targets a specific missing `from_pretrained()` flag and has a clearly bounded implementation surface.", + "best_issue_reason": "Issue 41826 is the broader, more central feature request in the cluster theme (memory-footprint reduction), but it is not a duplicate of 41306.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41306", "right": "issue:41826", "accept": false, - "reason": "Different components and changes: FLCE/TiledFusedLogitsLoss flag support vs. TiledMLP integration. Similar memory-optimization theme is too broad to treat as the same issue." + "reason": "Different underlying requests: FLCE flag plumbing in `from_pretrained()` vs. adding TiledMLP integration. They do not describe the same bug or change." } ] }, @@ -20804,7 +20913,7 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "06bbe7034a9a2af21bb2a41fb07e3387f9bd149f2802d51c98250d044ed5996f", + "prepared_review_unit_hash": "498c6dca2f4c4a4b68be5218ccc55da3e95fed976fadacb8ed25d3c3c9a579fc", "component_budget": { "node_count": 2, "item_count": 2, @@ -20826,18 +20935,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both issues concern Trainer assumptions that make custom trainers less flexible, but they target different behaviors: column pruning vs FLOPS estimation. They are related in theme, not duplicates.", + "summary": "These two issues are related to Trainer customizability, but they describe different problems: one concerns `remove_unused_column`, the other FLOP estimation for custom trainers. They should not be clustered as duplicates.", "confidence": 0.9, - "canonical_issue_reason": "issue #43598 is the clearer canonical issue if clustering around Trainer customizability, because it is specific about the `remove_unused_column` behavior and frames a concrete customization problem.", + "canonical_issue_reason": "Neither issue is a clear duplicate of the other; if forced to choose, #43598 is the more specific API/behavior change request around Trainer input handling.", "canonical_pr_reason": null, - "best_issue_reason": "issue #43598 is the better representative issue overall because it describes a concrete Trainer customization gap with a specific mechanism, whereas #43600 is a separate FLOPS-estimation concern.", + "best_issue_reason": "#43598 is the cleaner canonical issue for the cluster because it has a concrete Trainer behavior (`remove_unused_column`) and a clearer customization focus.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "They share the broad theme of custom trainers, but one is about column removal in Trainer and the other is about FLOPS counting. Different code paths and different fixes, so they should not be merged as duplicates." + "reason": "They touch different Trainer internals and different user-visible failures: column removal vs FLOP counting. Similarity is thematic, not the same underlying bug or change." } ] }, @@ -20867,7 +20976,7 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "bb9df9ed8041ad627b5fd09864e43301d7865f4eaa78e4c10b540b143a3cfe12", + "prepared_review_unit_hash": "2cd9854c2f485fadfbe27fc244c587d56a3539cd5a346a2b80fc395897d4acd4", "component_budget": { "node_count": 2, "item_count": 2, @@ -20889,18 +20998,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related only at a high level (both concern Qwen model integration), but they request different API support for different model families and tasks. They should not be treated as duplicates.", - "confidence": 0.95, + "summary": "The two issues are related only at a broad theme level (Qwen model support) but describe different requests: one adds Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration, the other requests AutoModelForSequenceClassification support for Qwen3.5 (Qwen3_5Config). They are not the same underlying bug or change.", + "confidence": 0.96, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue #43684 is the broader anchor if one issue must represent the cluster, but it is about AutoModel/AutoModelForConditionalGeneration registration for Qwen3-Omni, while #44405 is a separate AutoModelForSequenceClassification request for Qwen3.5.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Different concrete requests and code paths: model registration for Qwen3-Omni vs sequence-classification support for Qwen3.5. Shared Qwen context is too broad to imply duplication." + "reason": "Different model families and different auto classes; one is registration for Qwen3-Omni generation models, the other is sequence-classification support for Qwen3.5. They would not plausibly be merged as one fix." } ] }, @@ -20937,76 +21046,76 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "0e4dccb11d3798c92d92e40d2595e4ddbde857f481a51bc1d8250a5dbf3424db", + "prepared_review_unit_hash": "99f969b8749d6c7e29df32f47f64d1e18927d174d3926b7bee6498b6611308de", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4264, - "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": 4264, - "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": "Three issues share the exact title \"huggingface \" and are very likely duplicates; \"Fett\" looks unrelated. I\u2019d anchor the duplicate set on the earliest huggingface issue.", - "confidence": 0.83, - "canonical_issue_reason": "issue:43845 is the earliest of the exact-title \"huggingface \" issues, so it is the cleanest representative for that duplicate group.", + "summary": "The three issues titled \"huggingface \" look like duplicates of the same underlying report and can be clustered together; the \"Fett\" issue does not have enough evidence to join that cluster.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 43845 is the earliest of the near-identical \"huggingface \" reports, so it is the best canonical representative among the likely duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43845 is the best issue representative because it predates the other matching issues and has the same exact title, while 43835 appears unrelated.", + "best_issue_reason": "43845 is the strongest issue representative because it is earliest and matches the same title pattern as 43846 and 43859.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Different titles and no other evidence tying \"Fett\" to the \"huggingface \" issues." + "reason": "Only weak soft similarity; the title \"Fett\" does not clearly match the repeated \"huggingface \" reports, and there is no body/detail evidence of the same bug." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Different titles and no supporting body/link evidence; likely unrelated." + "reason": "Same as above: no concrete indication that \"Fett\" is the same issue as the huggingface reports." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "Different titles and no supporting evidence for the same underlying bug." + "reason": "Insufficient evidence that \"Fett\" refers to the same underlying problem as the huggingface issues." }, { "left": "issue:43845", "right": "issue:43846", "accept": true, - "reason": "Exact same title, created minutes apart, with no contrary evidence; strong duplicate signal." + "reason": "Near-identical titles and no contrary evidence; these appear to be duplicate reports of the same issue." }, { "left": "issue:43845", "right": "issue:43859", "accept": true, - "reason": "Exact same title and close timing make these look like the same issue report." + "reason": "Same repeated title pattern with no distinguishing evidence, so they likely describe the same issue." }, { "left": "issue:43846", "right": "issue:43859", "accept": true, - "reason": "Exact same title with near-identical context; likely duplicates of the same report." + "reason": "Near-identical \"huggingface \" issue reports with no evidence of different bugs." } ] }, "evaluator_result": { "accept": true, - "feedback": "The assessment is grounded in the packet: 43845, 43846, and 43859 share the exact same title, and 43845 is the earliest of that set. The non-match calls involving 43835 are also conservative given the title mismatch and lack of supporting evidence. No soft-edge verdict overstates the available evidence." + "feedback": "The clustering is grounded in the packet: 43845/43846/43859 share the exact same title, and selecting 43845 as the canonical representative is supported by its earliest timestamp among that set. The exclusion of 43835 is also conservative given only weak soft similarity and no stronger shared evidence. The soft-edge verdicts are appropriately hedged and do not overstate beyond the available packet data." }, "evaluator_used": true, "retried": false, @@ -21048,106 +21157,106 @@ "issue:44573|issue:47036", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "2426811570b1f441e831bbaf4b3629a90254cca835e9a853c7a97269849c0ce7", + "prepared_review_unit_hash": "1713b501cd4232d6874bd354215c23df8a48806ff2d7440c28d259153fc6efca", "component_budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 12, - "serialized_chars": 7355, - "estimated_input_tokens": 1839, - "estimated_eval_tokens": 3934 + "serialized_chars": 7352, + "estimated_input_tokens": 1838, + "estimated_eval_tokens": 3932 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 12, - "serialized_chars": 7355, - "estimated_input_tokens": 1839, - "estimated_eval_tokens": 3934 + "serialized_chars": 7352, + "estimated_input_tokens": 1838, + "estimated_eval_tokens": 3932 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are mostly low-signal or spam-like issues with no clear duplicate relationship. 44418 is the only somewhat substantive item and is the best placeholder canonical issue, but no pair looks like a true same-issue match.", - "confidence": 0.41, - "canonical_issue_reason": "Issue 44418 is the only non-spam, potentially actionable report (\u201cDocumentation Enhancement Suggestion\u201d), so it is the least-bad canonical representative among otherwise weak items.", + "summary": "These are low-content spam/generic placeholder issues with no credible shared bug or feature to deduplicate. No soft pair looks like the same underlying problem.", + "confidence": 0.88, + "canonical_issue_reason": "No canonical issue: the cluster is just spam/generic placeholder issues with no shared concrete bug or feature.", "canonical_pr_reason": null, - "best_issue_reason": "44418 is the most plausible issue to keep as the cluster representative because it has an actual request-like title instead of spam text, even though it is still vague.", + "best_issue_reason": "issue:47036 has the most discussion activity, but it still doesn't look like a substantive duplicate target or representative issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Both are spam placeholders, not evidence of the same underlying bug or change." + "reason": "Both are generic spam placeholders; no evidence they describe the same concrete issue or change." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "Identical spam-like titles do not establish a shared concrete issue." + "reason": "Both are generic spam placeholders; no evidence they describe the same concrete issue or change." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "Spam placeholder versus documentation enhancement suggestion; no same underlying problem." + "reason": "One is spam and the other is a vague documentation suggestion; not the same underlying problem." }, { "left": "issue:44371", "right": "issue:47036", "accept": false, - "reason": "Spam placeholder and \u201cCommunity benchmark tip\u201d are unrelated." + "reason": "Spam placeholder versus a vague community benchmark tip; no shared concrete issue." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder versus a \u201cGoogle LLC\u201d check-out issue; unrelated." + "reason": "Spam placeholder versus an unrelated title; no sign of the same bug/change." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "Documentation enhancement request and spam placeholder are not the same issue." + "reason": "A vague documentation suggestion and spam placeholder are not the same underlying issue." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "Documentation enhancement request and spam placeholder are not the same issue." + "reason": "A vague documentation suggestion and spam placeholder are not the same underlying issue." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "Both are spam placeholders, but there is no evidence they describe the same underlying bug/change." + "reason": "Both are spam placeholders, but there is no concrete bug/change to establish a real duplicate." }, { "left": "issue:44572", "right": "issue:47036", "accept": false, - "reason": "Spam placeholder versus benchmark tip; unrelated." + "reason": "Spam placeholder versus a benchmark tip; unrelated content and no shared fix target." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder versus \u201cGoogle LLC\u201d check-out issue; unrelated." + "reason": "Spam placeholder versus unrelated content; no evidence of the same underlying issue." }, { "left": "issue:44573", "right": "issue:47036", "accept": false, - "reason": "Spam placeholder versus benchmark tip; unrelated." + "reason": "Spam placeholder versus a benchmark tip; unrelated content and no shared fix target." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder versus \u201cGoogle LLC\u201d check-out issue; unrelated." + "reason": "Spam placeholder versus unrelated content; no evidence of the same underlying issue." } ] }, @@ -21177,12 +21286,12 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "f01946d7263865a780d57089cff548bf03caf376f60e57a52affc812890efb2a", + "prepared_review_unit_hash": "32470db5e4184db51133716a4ac367021613359369606620a2c28b1e6f721329", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1646, + "serialized_chars": 1645, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -21190,7 +21299,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1646, + "serialized_chars": 1645, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -21199,24 +21308,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues share the same title and very similar body size/metadata, with no distinguishing links or files, so they are very likely duplicates of the same report. The evidence is stronger for deduplication than for treating them as separate issues, but it is still mostly metadata-based.", - "confidence": 0.91, - "canonical_issue_reason": "Issue #45145 is the better canonical issue because it was created first and already has an inbound reference, making it the slightly more central deduplication target.", + "summary": "The two issues are highly similar: they have the same title, close body lengths, and a soft-similarity link, so they likely describe the same report/request. The evidence is enough to treat them as duplicates, but not enough to be highly certain about underlying details beyond that.", + "confidence": 0.86, + "canonical_issue_reason": "Issue #45145 is a reasonable canonical choice because it was created first and has slightly more inbound reference activity, so it can serve as the primary duplicate target.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #45145 is the best representative issue for the cluster because it is the earliest item and has the only inbound reference, so it is the most natural anchor for the duplicate set.", + "best_issue_reason": "Issue #45145 is the better global issue choice on the available evidence because it is the earliest of the near-duplicate pair and already has a bit more discussion/reference activity.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", "accept": true, - "reason": "Same title, very similar body length, and no distinguishing issue links, files, or targets; this is consistent with the same underlying issue report." + "reason": "Same title, very similar body size, and a soft-similarity link make these look like likely duplicate issue reports for the same topic." } ] }, "evaluator_result": { "accept": false, - "feedback": "The duplicate-issue judgment is plausible from the packet, but the summary overstates the evidence by calling them \"duplicate reports of the same proposal/article rather than distinct bugs\"\u2014the packet only supports same title, similar body size, and soft similarity. Please keep the conclusion more conservative and avoid inferring the content type. The canonical/best-issue rationale is otherwise grounded." + "feedback": "The packet supports that these two issues are very similar: same title, close body lengths, and a soft-similarity link. However, the analyst overstates certainty by giving 0.99 confidence and by asserting they describe the same underlying problem rather than saying they likely/appear to be duplicates. The canonical/best-issue rationale also goes beyond the evidence by calling #45145 the most representative without additional support. Please tone this down and keep the soft-edge language more cautious." }, "evaluator_used": true, "retried": true, @@ -21297,7 +21406,7 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "4ddcf4df629887270680893783b89a464b709492e0abe0413bfdf7201d64c267", + "prepared_review_unit_hash": "ea14112d6366d39705e7a96dfb3088e89e7d33d23d2b7c2099d45b224aedc3c9", "component_budget": { "node_count": 2, "item_count": 2, @@ -21319,18 +21428,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated low-signal issues with only superficial name/date similarity; there is no clear duplicate relationship or actionable bug report here.", + "summary": "The two closed issues are unrelated-looking standalone entries with different personal names and dates; there is no evidence they describe the same bug or request, so the soft duplicate link should be rejected.", "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "If one must be chosen, issue 45762 is only marginally preferable because it was created first; otherwise neither issue is a meaningful canonical representative.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "The titles are just different personal names with dates and do not describe the same bug, request, or code path; this looks like superficial similarity only." + "reason": "Titles are different names and birthdates with no shared problem statement, code context, or explicit linkage; they do not appear to describe the same underlying issue." } ] }, @@ -21360,7 +21469,7 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "01ad44ff6293d00274e262c845c768a65d037a28510ffd4fa3e3377902586413", + "prepared_review_unit_hash": "03ad1cd3930dac28bb7adec13e2457a0fe81417402ff3b7ac8a2bcccfbb44185", "component_budget": { "node_count": 2, "item_count": 2, @@ -21382,18 +21491,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster contains two unrelated closed issues with only title-level similarity; they do not appear to describe the same bug or change.", + "summary": "The two closed issues are unrelated individual-name/title entries with no body, links, or shared targets; they do not look like duplicates or parts of the same bug report.", "confidence": 0.98, - "canonical_issue_reason": "No canonical issue: the two issues have different names and dates in their titles, no body content, and no shared links or context.", - "canonical_pr_reason": "No PRs are present in this cluster.", - "best_issue_reason": "Neither issue is a strong global representative; both are title-only and appear unrelated/spam-like rather than describing a reusable bug report.", - "best_pr_reason": "No PRs are present in this cluster.", + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue has meaningful diagnostic content or any evidence of being a better canonical representative; they appear equally non-technical and unrelated.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "Reject: the issues mention different people and dates, with no evidence they refer to the same underlying problem." + "reason": "Only weak textual similarity in a personal-name/date format; no shared problem statement, targets, or discussion evidence indicating the same underlying issue." } ] }, @@ -21423,12 +21532,12 @@ "soft_pairs": [ "issue:45810|issue:46295" ], - "prepared_review_unit_hash": "0e55603996fb4968450bad7a000f0d896e4a71ea161aecfe157e67b44b643e2c", + "prepared_review_unit_hash": "3eeb88654d4a4c87eb9a59f34a73b734bb240bfb1af2db52dd9e3bf7a6dc2269", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1542, + "serialized_chars": 1541, "estimated_input_tokens": 386, "estimated_eval_tokens": 1028 }, @@ -21436,7 +21545,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1542, + "serialized_chars": 1541, "estimated_input_tokens": 386, "estimated_eval_tokens": 1028 }, @@ -21445,18 +21554,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are unrelated: one requests a new token-classification model class for value modeling, while the other asks for FP8 training support. No duplicate or same-change signal beyond a weak soft similarity.", + "summary": "The two issues are unrelated feature requests: one asks for a new Qwen3_5 token-classification model class, while the other requests FP8 training support. They do not describe the same underlying bug or change, so the soft pair should be rejected.", "confidence": 0.97, - "canonical_issue_reason": "Issue 45810 is the more concrete feature request, asking for a specific new class (`Qwen3_5ForTokenClassification`) with a clear intended use. Issue 46295 is a broader training-capability request and does not appear to target the same code path.", + "canonical_issue_reason": "No single canonical issue stands out; the requests cover different areas of the codebase and different feature work.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45810 is better suited as a canonical issue because it names the exact missing API and use case, making it easier to track and implement than the general FP8 training support request.", + "best_issue_reason": "Neither issue is a better duplicate target for the other because they are orthogonal enhancements with no shared implementation path.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45810", "right": "issue:46295", "accept": false, - "reason": "Reject: the requests concern different features and code paths. Adding a token-classification model head for value modeling is not the same as implementing FP8 training support, and they would not plausibly be merged as one fix." + "reason": "Different feature requests: adding a specific model head vs enabling FP8 training. They do not appear to be the same underlying bug or change." } ] }, @@ -21496,12 +21605,12 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "8ba93d7cc91bf65a88ddbac8f22d9469144569c712ca6978c32c9696c97e5505", + "prepared_review_unit_hash": "b503b2311403dee036cc35be28c6a24c5811b4518d6b7e1a3c36677a6b5fdce4", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5726, + "serialized_chars": 5728, "estimated_input_tokens": 1432, "estimated_eval_tokens": 3120 }, @@ -21509,7 +21618,7 @@ "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5726, + "serialized_chars": 5728, "estimated_input_tokens": 1432, "estimated_eval_tokens": 3120 }, @@ -21518,69 +21627,69 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster looks like two separate near-identical issue pairs\u201445870/45871 and 45872/45873\u2014plus one loosely related finance dataset promo (45869). The evidence supports deduping each pair, but not collapsing all five into one set.", - "confidence": 0.91, - "canonical_issue_reason": "No single canonical issue for the whole cluster: it contains two separate near-identical issue pairs, so a cluster-wide canonical would overcollapse distinct requests.", + "summary": "The set splits into two exact-duplicate issue pairs: 45870/45871 and 45872/45873. Issue 45869 is unrelated and should not be merged with either pair.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue for the whole cluster: there are two separate exact-duplicate pairs (45870/45871 and 45872/45873), plus an unrelated dataset issue (45869).", "canonical_pr_reason": null, - "best_issue_reason": "45870 is a clean representative for the 'Example: Financial time series prediction with DataForge' pair because it is one of the near-identical duplicates and is the earlier issue in that pair.", + "best_issue_reason": "If one issue must be selected as the overall representative, 45870 is the best fallback because it is an exact duplicate pair member with the earliest timestamp and the cleanest generic title.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45869", "right": "issue:45870", "accept": false, - "reason": "Both are finance-related, but one is a dataset bundle promo and the other is a DataForge example request; only topical overlap." + "reason": "Different topics: a financial dataset bundle versus an example time-series prediction issue." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Different intent and artifact type: dataset listing versus example/use-case request." + "reason": "Different topics: a financial dataset bundle versus an example time-series prediction issue." }, { "left": "issue:45870", "right": "issue:45871", "accept": true, - "reason": "Near-identical issues: same title and matching body length, with strong soft-similarity; safe to treat as the same request, though not enough to prove the same thread." + "reason": "Exact title match and same underlying example issue; these are duplicates." }, { "left": "issue:45870", "right": "issue:45872", "accept": false, - "reason": "Related DataForge/financial theme, but one is a prediction example and the other adds a scraping-service component; distinct request." + "reason": "Related keywords, but one is an example prediction issue and the other is a scraping-service issue; not the same concrete request." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Same as 45870/45872: broad theme overlap only, not the same underlying request." + "reason": "Different concrete issue: example prediction versus scraping-service request." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "Only broad finance/DataForge overlap; the prediction example and scraping-service request are different." + "reason": "Same broad theme, but different requested change/issue scope." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "Topical overlap only; the scraping-service request is distinct from the prediction example." + "reason": "Same broad theme, but different requested change/issue scope." }, { "left": "issue:45872", "right": "issue:45873", "accept": true, - "reason": "Near-identical issues: same title and matching body length, with strong soft-similarity; safe to treat as the same request, though not enough to prove the same thread." + "reason": "Exact title match and same underlying request; these are duplicates." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The cluster read is a bit too strong for the evidence available. The packet shows same titles and matching body lengths, plus high soft-similarity, but it does not prove the pairs are exact duplicates or the same thread. In particular, calling 45870/45871 and 45872/45873 \"exact duplicate issues\" overstates what is grounded here. A more conservative summary would describe them as near-identical / highly similar pairs, with 45869 only loosely related." + "accept": true, + "feedback": "Grounded in the packet: 45870/45871 and 45872/45873 are identical-title pairs with matching body lengths, while 45869 has a clearly different title. The soft-edge rejections are conservative, and the only acceptances are for the strongest duplicate signals." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -21604,46 +21713,46 @@ "soft_pairs": [ "issue:46439|issue:46441" ], - "prepared_review_unit_hash": "f0ef64593e13e37027d3ac6025ac4ed62344ad03d6a2944d268e61666f4cef7e", + "prepared_review_unit_hash": "6ffc72039bc70025ab976f0e94570b3693303186803854fb8862de88ef8805f5", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1641, - "estimated_input_tokens": 411, - "estimated_eval_tokens": 1078 + "serialized_chars": 1640, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1641, - "estimated_input_tokens": 411, - "estimated_eval_tokens": 1078 + "serialized_chars": 1640, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related static-cache/linear-attention reports, but the evidence is too thin to treat them as the same defect. With only titles and soft similarity, the `RuntimeError` and `KeyError` look like possibly adjacent symptoms, not a confident duplicate pair.", - "confidence": 0.46, - "canonical_issue_reason": "Issue 46439 is the better anchor because it states the broader failure mode more directly (`early_initialization` corrupting linear-attention shapes) and gives the clearer root-cause framing among the two reports.", + "summary": "The two issues are related at the subsystem level (`cache_implementation=\"static\"` and linear-attention), but the packet only supports a potential relationship, not a confident duplicate judgment. I would keep them clustered cautiously while treating them as separate reports for now.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 46439 is the better canonical issue because it describes the broader and more diagnostic failure mode: static-cache early initialization corrupting linear-attention layers and causing shape/runtime errors. Issue 46441 reads like a narrower symptom report for a specific model.", "canonical_pr_reason": null, - "best_issue_reason": "46439 is the most useful representative for this small cluster: it is broader, more diagnostic, and reads like the cleaner summary of the underlying static-cache/linear-attention problem.", + "best_issue_reason": "Issue 46439 is the strongest representative of the cluster because it names the likely underlying mechanism rather than only the surfaced exception, making it the better anchor for deduping and linking follow-up reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46439", "right": "issue:46441", "accept": false, - "reason": "Reject: we only have titles and a soft-similarity signal, with no body text, shared targets, or shared files to confirm the same bug. A shape-corruption `RuntimeError` and a `KeyError: 'linear_attention'` may be related, but not enough to merge as one issue." + "reason": "Reject as a duplicate edge: the evidence is limited to title-level overlap on `cache_implementation=\"static\"` and linear-attention plus a generic `soft_similarity` signal. That suggests relatedness, but not enough to conclude the same bug or same code path." } ] }, "evaluator_result": { "accept": false, - "feedback": "The clustering is a bit too strong for the packet. We only have titles and a soft-similarity signal here; there\u2019s no body text or shared targets/files to confirm the two reports are the same defect. Treating the `RuntimeError` and `KeyError` as manifestations of one underlying bug goes beyond the available evidence. A more conservative read would be that they are related static-cache/linear-attention reports, but not confidently the same issue." + "feedback": "The summary is mostly grounded, but the soft-edge verdict is too strong for the evidence in the packet. The two issues share `cache_implementation=\"static\"` and linear-attention context, but the packet only provides title-level signals plus a generic `soft_similarity` link. That supports a possible relationship, not a confident acceptance that they are the same bug or same code path. Please downgrade the pair verdict to something more conservative." }, "evaluator_used": true, "retried": true, @@ -21670,7 +21779,7 @@ "soft_pairs": [ "issue:46551|issue:46552" ], - "prepared_review_unit_hash": "babd1d246e98909cc8c9c86be163dd6b20d5914a86329c9ab631a2d46cfd7c3a", + "prepared_review_unit_hash": "0dc0642de50d74e252e2ee710abee629ea9df48a49568a8091c01852ccede232", "component_budget": { "node_count": 2, "item_count": 2, @@ -21692,27 +21801,27 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two items are near-perfect duplicates: same title, same described Wav2Vec2CTCTokenizer v5 bug, and identical content. The open issue is the better canonical record.", - "confidence": 0.99, - "canonical_issue_reason": "Issue 46552 is the better canonical issue because it is the active/open report and already has inbound references, while 46551 is the closed duplicate.", + "summary": "These two issues are highly likely duplicates/near-duplicates: they have identical titles, the same reported body length, and a perfect soft-similarity score. The open issue with inbound references is the better canonical tracker for the likely duplicate report.", + "confidence": 0.93, + "canonical_issue_reason": "issue:46552 is the better canonical issue because it is still open and already has inbound references, so it is the active tracker for this likely duplicate report.", "canonical_pr_reason": null, - "best_issue_reason": "46552 is the best issue choice: same bug report, currently open, and likely the one to track for follow-up and fixes.", + "best_issue_reason": "issue:46552 is the best issue candidate overall for the same reason: it is the live, referenced report of this likely duplicate tokenizer bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46551", "right": "issue:46552", "accept": true, - "reason": "Same title and same underlying tokenizer bug; this is a direct duplicate pair." + "reason": "Identical titles and perfect soft similarity make these appear to be the same report; the body text is not shown, so this is best treated as a highly likely duplicate/near-duplicate rather than a proven exact match." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The assessment is well grounded in the packet: both issues have the same title and equal body length, with soft similarity/jaccard=1.0 supporting a duplicate relationship. Choosing the open issue 46552 as the canonical record is conservative and consistent with its inbound references. The soft-edge duplicate verdict is also appropriately cautious; no overstatement is needed." + "accept": false, + "feedback": "The duplicate call is plausible, but the summary overstates the evidence. The packet shows identical titles and a soft-similarity score of 1.0, plus the open issue has inbound references, but it does not provide the body text, so 'identical bodies' and 'exact same bug' are stronger than the evidence supports. Please phrase this as a highly likely duplicate/near-duplicate and keep the canonical-target reasoning tied to the open state and inbound references." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -21736,7 +21845,7 @@ "soft_pairs": [ "issue:46657|issue:46692" ], - "prepared_review_unit_hash": "1b0a03cc9e045a013d2767480fd60f7131769f20116a2a800dfe71254d95494c", + "prepared_review_unit_hash": "5fe84fdb459f8800920f22092f0d1ae853ac76df9a3b26278addff8d93bbb4e3", "component_budget": { "node_count": 2, "item_count": 2, @@ -21758,18 +21867,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues do not look like duplicates: one reports a tensor shape mismatch during object detection training, while the other reports GPU OOM after several epochs in RT-DETR v2 training. They affect different failure modes and likely different code paths.", - "confidence": 0.96, - "canonical_issue_reason": "Issue #46657 is the better canonical candidate only if a shape-mismatch defect cluster is being tracked, because it describes a concrete, reproducible tensor-size error rather than a resource exhaustion symptom.", + "summary": "These two issues do not look like duplicates: one reports a tensor size mismatch during object-detection training, while the other reports an out-of-memory failure after several epochs in RT-DETR v2 training. They describe different failure modes and likely different root causes.", + "confidence": 0.94, + "canonical_issue_reason": "Issue #46657 is the cleaner canonical issue candidate if forced, because it describes a concrete, well-scoped runtime error rather than a broader training-stability symptom.", "canonical_pr_reason": null, - "best_issue_reason": "#46657 is more specific and actionable, with a clear code-path symptom (tensor size mismatch) that is easier to canonicalize than a broad OOM report.", + "best_issue_reason": "Issue #46657 is the better standalone representative because it names a specific error class and is more likely to map to a single fixable code path.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46657", "right": "issue:46692", "accept": false, - "reason": "Reject: these are different classes of training failures. A tensor shape mismatch and an out-of-memory condition are not the same underlying bug, and the titles suggest different root causes." + "reason": "The reports concern different problems: a tensor shape mismatch versus an out-of-memory condition after some epochs. They are not the same underlying bug." } ] }, @@ -21799,12 +21908,12 @@ "soft_pairs": [ "issue:46822|issue:46823" ], - "prepared_review_unit_hash": "93993774720cc8ae905401b60e6e1e2816628eef8ae6396ffdba9a31fa3262d2", + "prepared_review_unit_hash": "b010c2669e4cca54497abb92953392f54fcde9931f2d5c1512b0b5e84b306fcf", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1674, + "serialized_chars": 1673, "estimated_input_tokens": 419, "estimated_eval_tokens": 1094 }, @@ -21812,7 +21921,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1674, + "serialized_chars": 1673, "estimated_input_tokens": 419, "estimated_eval_tokens": 1094 }, @@ -21821,18 +21930,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These look like two distinct model-loading bugs that only share a broad theme of memory/device placement. One is about ZeRO-3 zero.Init failing to partition a composite submodule, the other about 4-bit quantized loading with device_map='auto' and max_memory incorrectly offloading to CPU.", - "confidence": 0.95, - "canonical_issue_reason": "Issue 46822 is the more representative cluster anchor because it describes a concrete ZeRO-3 partitioning failure with a clear OOM symptom and a specific composite submodule path.", + "summary": "These two issues both concern model loading failures, but they describe different code paths and different bugs: ZeRO-3 partitioning during `zero.Init` versus 4-bit `device_map='auto'` CPU dispatch despite `max_memory`. Not a duplicate pair.", + "confidence": 0.96, + "canonical_issue_reason": "No true canonical issue across the pair; they are separate bugs. If one must be chosen for the cluster, issue 46822 is the more representative loading/OOM report.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46822 is the best issue candidate overall because it is a direct, focused bug report about a single code path and reads like the core underlying problem rather than a broader loading symptom.", + "best_issue_reason": "Issue 46822 is the stronger representative of a concrete upstream bug report and has a focused failure mode; issue 46823 is a distinct quantized dispatch regression.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46822", "right": "issue:46823", "accept": false, - "reason": "Reject: these are different bugs. 46822 is a ZeRO-3 zero.Init partitioning failure for a composite submodule, while 46823 is a 4-bit quantized device_map/max_memory dispatch bug that wrongly sends modules to CPU." + "reason": "Different underlying mechanisms and symptoms: ZeRO-3 composite-module partitioning OOM vs 4-bit auto device mapping incorrectly offloading to CPU. Same broad area, but not the same bug." } ] }, @@ -21924,12 +22033,12 @@ "issue:47102|issue:47256", "issue:47102|issue:47265" ], - "prepared_review_unit_hash": "8c205d3e8bf4505646e879f00268ced6f2ce551eb7113c6d0bc7798dbbcdf5e0", + "prepared_review_unit_hash": "fd5f0270984ea471afda72817afa980da5f0d08700a697756b38574910f81edc", "component_budget": { "node_count": 16, "item_count": 16, "soft_pair_count": 49, - "serialized_chars": 26577, + "serialized_chars": 26578, "estimated_input_tokens": 6645, "estimated_eval_tokens": 13546 }, @@ -21937,7 +22046,7 @@ "node_count": 16, "item_count": 16, "soft_pair_count": 49, - "serialized_chars": 26577, + "serialized_chars": 26578, "estimated_input_tokens": 6645, "estimated_eval_tokens": 13546 }, @@ -21946,318 +22055,330 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are recurring date-stamped Serge integration failure triage issues, not clear duplicates of one underlying bug. They look like separate daily reports in the same triage series, and there are no PRs in the cluster.", + "summary": "This looks like a series of recurring daily '[serge] integration failure triage' issues, not true duplicates of one underlying bug. The similarity is mostly the shared template and naming pattern, so I would not merge any of the soft-edge pairs.", "confidence": 0.91, - "canonical_issue_reason": "issue:47120 is the most central triage ticket in the series, with the highest inbound reference count and discussion activity among these issues.", + "canonical_issue_reason": "issue:47120 has the strongest cross-reference and discussion signal, so it's the best representative of this recurring triage series.", "canonical_pr_reason": null, - "best_issue_reason": "issue:47265 is the latest open triage report, so it is the most useful live tracker for the ongoing integration failures.", + "best_issue_reason": "issue:47120 is the most suitable cluster representative because it has the highest inbound references and activity among these near-identical triage reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46906", "right": "issue:46940", "accept": false, - "reason": "Same triage template, but different dates suggest separate daily failures rather than one duplicate bug." + "reason": "Same triage template, but the date-stamped issues indicate separate daily runs rather than one shared bug instance." }, { "left": "issue:46906", "right": "issue:46948", "accept": false, - "reason": "Date-stamped triage reports for different days; not the same underlying incident." + "reason": "High textual similarity from the template; no evidence these are the same concrete failure." }, { "left": "issue:46906", "right": "issue:46969", "accept": false, - "reason": "These are separate daily integration triage entries, not one shared bug report." + "reason": "These appear to be separate daily triage entries, not duplicate reports of one bug." }, { "left": "issue:46906", "right": "issue:46985", "accept": false, - "reason": "Different report dates; likely separate runs/failures, so do not merge." + "reason": "Shared wording only; the differing dates suggest distinct integration-failure occurrences." }, { "left": "issue:46906", "right": "issue:47037", "accept": false, - "reason": "Recurring triage thread, but each issue appears to cover a different day\u2019s failure." + "reason": "The similarity is superficial and tied to the recurring triage format, not the same underlying issue." }, { "left": "issue:46940", "right": "issue:46948", "accept": false, - "reason": "Same series, but the date progression indicates distinct incidents." + "reason": "Same template, but no concrete evidence they describe the same failure instance." }, { "left": "issue:46940", "right": "issue:46969", "accept": false, - "reason": "They are daily triage snapshots, not duplicate records of one bug." + "reason": "Date-separated triage reports; likely separate incidents." }, { "left": "issue:46940", "right": "issue:46985", "accept": false, - "reason": "Separate triage days; no evidence they describe the same failure instance." + "reason": "These look like repeated triage placeholders rather than one duplicate bug report." }, { "left": "issue:46940", "right": "issue:46998", "accept": false, - "reason": "Same template/subsystem, but different dates mean different underlying runs." + "reason": "Shared subsystem wording is not enough to treat them as duplicates." }, { "left": "issue:46948", "right": "issue:46969", "accept": false, - "reason": "The issues look parallel, not duplicate; each is tied to a different day." + "reason": "No evidence of the same concrete bug; just the same daily triage pattern." }, { "left": "issue:46948", "right": "issue:46985", "accept": false, - "reason": "Different triage dates indicate separate incidents." + "reason": "The matching title format is too generic to merge these issues." }, { "left": "issue:46948", "right": "issue:46998", "accept": false, - "reason": "No sign of the same concrete failure; these are day-specific reports." + "reason": "These likely track different daily failures, not one repeated report." }, { "left": "issue:46969", "right": "issue:46985", "accept": false, - "reason": "Both are integration triage issues, but for different dates/runs." + "reason": "Separate dated triage issues; similarity is from the repeated template." }, { "left": "issue:46969", "right": "issue:47037", "accept": false, - "reason": "Separate daily triage entries rather than one underlying bug." + "reason": "No concrete overlap beyond the recurring integration triage label." }, { "left": "issue:46969", "right": "issue:47091", "accept": false, - "reason": "Different report dates and likely different CI runs; do not combine." + "reason": "These appear to be distinct daily reports rather than the same bug." }, { "left": "issue:46985", "right": "issue:46998", "accept": false, - "reason": "Same recurring triage pattern, but not the same incident." + "reason": "High similarity is expected from the template; not enough to dedupe." }, { "left": "issue:46985", "right": "issue:47037", "accept": false, - "reason": "The date-stamped titles indicate distinct failures, not duplicates." + "reason": "Different dates and no shared concrete failure details shown." }, { "left": "issue:46985", "right": "issue:47049", "accept": false, - "reason": "Separate daily integration triage reports." + "reason": "These look like separate integration-failure triage entries." }, { - "left": "issue:46998", - "right": "issue:47053", + "left": "issue:46985", + "right": "issue:47091", + "accept": false, + "reason": "Same recurring format, but no evidence of the same underlying bug." + }, + { + "left": "issue:46985", + "right": "issue:47102", "accept": false, - "reason": "These appear to be different days\u2019 triage notes, not one bug." + "reason": "Date-stamped triage reports are not enough to call these duplicates." }, { "left": "issue:46998", "right": "issue:47037", "accept": false, - "reason": "Same broad tracker, but not the same concrete failure instance." + "reason": "The overlap is generic template similarity, not a shared concrete failure." }, { "left": "issue:46998", "right": "issue:47049", "accept": false, - "reason": "Different dates imply separate incidents." + "reason": "Distinct daily triage items; no sign they were the same incident." + }, + { + "left": "issue:46998", + "right": "issue:47053", + "accept": false, + "reason": "These are likely separate runs of the same triage process, not duplicates." }, { "left": "issue:46998", "right": "issue:47091", "accept": false, - "reason": "Recurring triage series, but no evidence of one shared underlying bug." + "reason": "No concrete bug identity is shared beyond the title pattern." }, { "left": "issue:47037", "right": "issue:47049", "accept": false, - "reason": "Adjacent daily triage tickets, but still distinct reports." + "reason": "Same recurring triage naming, but not the same underlying issue." }, { "left": "issue:47037", "right": "issue:47053", "accept": false, - "reason": "Different day/run; not a duplicate merge candidate." + "reason": "These appear to be different date-specific reports." }, { "left": "issue:47037", "right": "issue:47091", "accept": false, - "reason": "Same template, separate incident dates." + "reason": "Generic similarity only; insufficient for duplicate merging." }, { "left": "issue:47037", "right": "issue:47102", "accept": false, - "reason": "No indication these describe the exact same failure." + "reason": "No evidence these are the same failure instance." }, { "left": "issue:47049", "right": "issue:47053", "accept": false, - "reason": "Different triage dates; likely separate CI failures." + "reason": "Separate dated triage issues with only template-level similarity." }, { "left": "issue:47049", "right": "issue:47091", "accept": false, - "reason": "Day-specific reports, not one underlying bug." + "reason": "The shared title pattern is not enough to merge them." }, { "left": "issue:47049", "right": "issue:47102", "accept": false, - "reason": "Same recurring series, but distinct incidents." + "reason": "These look like independent triage entries, not one bug report." }, { "left": "issue:47053", "right": "issue:47091", "accept": false, - "reason": "Separate daily integration triage entries." + "reason": "No concrete code-path or failure identity is shared here." }, { "left": "issue:47053", "right": "issue:47102", "accept": false, - "reason": "Different dates/runs; not the same concrete problem." + "reason": "Likely separate daily failures, despite the same subsystem label." }, { "left": "issue:47091", "right": "issue:47102", "accept": false, - "reason": "Both are triage reports, but for different days." + "reason": "The similarity is from the recurring triage template, not a shared bug." }, { "left": "issue:46985", "right": "issue:47091", "accept": false, - "reason": "The reports are date-specific and do not look like duplicate bug filings." + "reason": "Duplicate of the same generic pattern only; not enough evidence of one underlying failure." }, { "left": "issue:47037", "right": "issue:47102", "accept": false, - "reason": "Recurring triage thread only; separate underlying incidents." + "reason": "Different date-stamped triage entries; no sign of the same incident." }, { "left": "issue:46985", "right": "issue:47102", "accept": false, - "reason": "Different integration runs are being tracked here." + "reason": "These are separate daily triage reports, not a single duplicate issue." }, { "left": "issue:47049", "right": "issue:47102", "accept": false, - "reason": "These are not the same failure instance; just the same triage pattern." + "reason": "Same recurring format, but the reports do not identify one concrete bug." }, { "left": "issue:47120", "right": "issue:47182", "accept": false, - "reason": "Same integration-triage template, but different dates indicate separate reports." + "reason": "Same triage series, but different dates indicate separate reports rather than one duplicate." }, { "left": "issue:47120", "right": "issue:47256", "accept": false, - "reason": "Different day\u2019s triage issue; not enough to treat as a duplicate." + "reason": "No evidence these are the same underlying integration failure." }, { "left": "issue:47120", "right": "issue:47265", "accept": false, - "reason": "Latest report in the series, but still a distinct daily triage ticket." + "reason": "Distinct date-stamped triage entries; the match is only template-level." }, { "left": "issue:47102", "right": "issue:47120", "accept": false, - "reason": "Adjacent dates, but still separate triage reports for different runs." + "reason": "Separate daily triage issues, not a merged concrete bug report." }, { "left": "issue:47120", "right": "issue:47227", "accept": false, - "reason": "Date-stamped daily triage items, not one shared bug." + "reason": "The titles are similar, but there is no proof of a shared failure instance." }, { "left": "issue:47182", "right": "issue:47256", "accept": false, - "reason": "Separate daily integration failure reports." + "reason": "These look like successive triage reports, not duplicates." }, { "left": "issue:47182", "right": "issue:47265", "accept": false, - "reason": "Different dates and likely different CI runs; do not merge." + "reason": "Shared wording only; the underlying failure is not shown to be the same." }, { "left": "issue:47182", "right": "issue:47227", "accept": false, - "reason": "Same tracker pattern, but distinct incidents." + "reason": "No concrete overlap beyond the recurring integration triage label." }, { "left": "issue:47102", "right": "issue:47182", "accept": false, - "reason": "These are day-by-day triage reports, not duplicates." + "reason": "Likely different daily occurrences of a similar problem, not one bug." }, { "left": "issue:47227", "right": "issue:47256", "accept": false, - "reason": "Different date-specific triage tickets." + "reason": "Same recurring triage pattern; not enough evidence to treat as duplicates." }, { "left": "issue:47227", "right": "issue:47265", "accept": false, - "reason": "Same series, but each issue appears to cover a different day\u2019s failure." + "reason": "Different date-specific triage reports with only generic similarity." }, { "left": "issue:47102", "right": "issue:47227", "accept": false, - "reason": "No evidence these are the same underlying bug/change." + "reason": "No concrete shared failure path is visible here." }, { "left": "issue:47256", "right": "issue:47265", "accept": false, - "reason": "Different daily triage entries; not the same incident." + "reason": "Adjacent daily triage entries, but not the same underlying bug." }, { "left": "issue:47102", "right": "issue:47256", "accept": false, - "reason": "Recurring integration triage, but separate underlying runs." + "reason": "Template similarity only; do not merge without the same concrete failure." }, { "left": "issue:47102", "right": "issue:47265", "accept": false, - "reason": "Distinct date-stamped reports rather than duplicate issues." + "reason": "These appear to be separate integration-failure triage instances." } ] }, @@ -22287,12 +22408,12 @@ "soft_pairs": [ "issue:46983|issue:46984" ], - "prepared_review_unit_hash": "fb408613fa9ec098d16a12539618fdb613bb32380f9b40e82512b58a4881a958", + "prepared_review_unit_hash": "0f495fef63bfd732f3bfbb88089a71af36134d9fee630328d6f1a6f166a49568", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1491, + "serialized_chars": 1492, "estimated_input_tokens": 373, "estimated_eval_tokens": 1002 }, @@ -22300,7 +22421,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1491, + "serialized_chars": 1492, "estimated_input_tokens": 373, "estimated_eval_tokens": 1002 }, @@ -22309,24 +22430,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues are near-identical duplicates: same title, similar body length, and both request RWKV7 model support. Issue 46984 has slightly more discussion and is the better canonical representative.", - "confidence": 0.98, - "canonical_issue_reason": "Issue 46984 is the better canonical issue because it has the same request but slightly more discussion activity, suggesting it captured the thread more fully.", + "summary": "The two issues are near-identical duplicates: same title, highly similar bodies, and no distinguishing targets or files. They should be clustered together, with the earlier issue as canonical.", + "confidence": 0.99, + "canonical_issue_reason": "Issue #46983 is the earliest created item and matches #46984 in title and apparent request, so it is the best canonical issue.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46984 is the strongest issue candidate overall because it is the same underlying request and appears to be the more engaged duplicate.", + "best_issue_reason": "Issue #46983 is the cleanest representative because it was opened first and has the same request as the duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46983", "right": "issue:46984", "accept": true, - "reason": "Same title and same requested feature (RWKV7 model support); these look like duplicate issues for the same underlying request." + "reason": "Same exact title and highly similar problem statement; both ask for RWKV7 model support, with no evidence of different scope." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: both issues share the same title, have highly similar bodies, and the only activity difference is that issue 46984 has discussion activity while 46983 does not. The duplicate verdict is conservative and supported by the soft-similarity evidence." + "feedback": "The judgment is grounded in the packet: both issues have the exact same title, very similar text similarity evidence, close body lengths, and no distinguishing targets/files. Treating #46983 as canonical because it was opened first is reasonable, and the soft-edge acceptance is conservative enough here." }, "evaluator_used": true, "retried": false, @@ -22353,7 +22474,7 @@ "soft_pairs": [ "issue:47007|issue:47015" ], - "prepared_review_unit_hash": "03fef2c6987461cb2c7cdb2cb9f0ac1edeb2a3b639467e53fa75956519882df2", + "prepared_review_unit_hash": "45c3612dffa212666b8d918f33b2648d523a621f8e0104e5eb367fe84cf794dc", "component_budget": { "node_count": 2, "item_count": 2, @@ -22375,18 +22496,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are thematically similar but read like distinct writeups/proposals rather than the same concrete bug or change. I would not merge them as duplicates.", - "confidence": 0.42, - "canonical_issue_reason": "47015 is the broader, more generic title; 47007 is a narrower 'lessons from using' variant.", + "summary": "Both items are closely related AI/cybersecurity topic posts, but they do not look like the same underlying issue; they read more like separate discussion/proposal threads than duplicates.", + "confidence": 0.59, + "canonical_issue_reason": "Issue 47015 is the cleaner, more general formulation of the theme and is the better representative if these must be clustered.", "canonical_pr_reason": null, - "best_issue_reason": "47015 is the most representative umbrella issue for the shared AI-vulnerability-discovery topic.", + "best_issue_reason": "47015 has the most direct and concise title for the shared topic; 47007 is more retrospective/lesson-oriented and less canonical.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:47007", "right": "issue:47015", "accept": false, - "reason": "High-level topic overlap, but the titles frame different content: one is a lessons/experience piece and the other is a novel-application proposal. No evidence they describe the same underlying issue." + "reason": "High topical overlap, but the titles suggest different focuses ('lessons from using advanced LLMs' vs 'novel application of transformers') rather than the same concrete issue." } ] }, @@ -22416,7 +22537,7 @@ "soft_pairs": [ "issue:47138|issue:47139" ], - "prepared_review_unit_hash": "4d82c8ffd110de12127bbc56cfd8c363e4a6086e73a054c7adec7f71975df795", + "prepared_review_unit_hash": "f576d00c3647ea7da01bdb7257891295e6191898a60401d392b139f6059535bd", "component_budget": { "node_count": 2, "item_count": 2, @@ -22438,35 +22559,35 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are very likely duplicates: they have identical titles, identical body lengths, and are only minutes apart. Since we do not have the full bodies, this should be treated as a strong similarity/likely duplicate call rather than a confirmed same-report statement.", - "confidence": 0.9, - "canonical_issue_reason": "issue:47138 is the earlier report, so it is the cleanest canonical target for a likely duplicate pair.", + "summary": "The two issues are highly similar and likely related, but the packet does not prove they are exact duplicates: it only shows identical titles and body length, not identical body content, and issue 47139 has 2 inbound references versus 47138's 0. Issue 47138 is the better canonical candidate because it is the earlier issue and has no extra inbound linkage.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 47138 is the earliest apparent candidate and is the cleaner canonical representative of the near-identical issue pair.", "canonical_pr_reason": null, - "best_issue_reason": "issue:47139 is the better hub because it already has inbound references, so it is more likely to be the discussion anchor.", + "best_issue_reason": "Issue 47138 is the strongest cluster representative because it was created first and does not have additional inbound references that distinguish it from 47139.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:47138", "right": "issue:47139", - "accept": true, - "reason": "Identical title and very close metadata make this a likely duplicate pair, even though the full issue bodies are not shown." + "accept": false, + "reason": "The issues look very similar, but the packet does not establish identical body content, and 47139 has different inbound-reference metadata. That is enough to treat them as likely duplicates rather than confirmed duplicates." } ] }, "evaluator_result": { "accept": false, - "feedback": "The clustering is plausible, but the writeup is a bit too strong for the packet. We can support the identical titles and the earlier/later ordering, and issue:47139 having inbound references makes it a reasonable hub. However, the packet does not show the issue bodies, so claims like \"same reported problem\" and \"no distinguishing content beyond metadata\" are overstated. The soft-edge verdict should be framed more conservatively as a likely duplicate based on identical title/strong similarity, not a confirmed same report." + "feedback": "Reject: the summary overstates what the packet supports. The two issues do have the same title and body_length, but the packet does not show identical body content, so 'duplicates' / 'indistinguishable' is too strong. Also, there is distinguishing metadata: issue 47139 has 2 inbound_references while 47138 has 0. A more conservative framing would be that they are highly similar / likely duplicates, with 47138 as the earlier candidate canonical issue." }, "evaluator_used": true, "retried": true, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, { "label": "pull_request", "component_index": 1, - "component_count": 30, + "component_count": 29, "review_unit_index": 1, "review_unit_count": 4, "status": "reviewed", @@ -22474,7 +22595,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-71", + "cluster_id": "cluster-40546-78", "nodes": [ "pull_request:44517", "pull_request:46174", @@ -22490,9 +22611,6 @@ "pull_request:46957", "pull_request:46958", "pull_request:46974", - "pull_request:46995", - "pull_request:47003", - "pull_request:47069", "pull_request:47072", "pull_request:47077", "pull_request:47078", @@ -22502,8 +22620,11 @@ "pull_request:47105", "pull_request:47108", "pull_request:47113", + "pull_request:47122", + "pull_request:47123", + "pull_request:47124", "pull_request:47129", - "pull_request:47163", + "pull_request:47150", "pull_request:47166", "pull_request:47173", "pull_request:47179", @@ -22511,19 +22632,19 @@ "pull_request:47184", "pull_request:47202", "pull_request:47204", - "pull_request:47210", "pull_request:47212", "pull_request:47218", "pull_request:47223", + "pull_request:47224", "pull_request:47229", "pull_request:47232", "pull_request:47234", - "pull_request:47239", "pull_request:47241", "pull_request:47243", - "pull_request:47255", "pull_request:47260", - "pull_request:47263" + "pull_request:47263", + "pull_request:47266", + "pull_request:47268" ], "soft_pairs": [ "pull_request:46174|pull_request:46780", @@ -22532,6 +22653,16 @@ "pull_request:46834|pull_request:47223", "pull_request:46903|pull_request:47090", "pull_request:46903|pull_request:46958", + "pull_request:47124|pull_request:47150", + "pull_request:47122|pull_request:47150", + "pull_request:47123|pull_request:47150", + "pull_request:47150|pull_request:47266", + "pull_request:47122|pull_request:47224", + "pull_request:47123|pull_request:47124", + "pull_request:47122|pull_request:47266", + "pull_request:47124|pull_request:47266", + "pull_request:47122|pull_request:47124", + "pull_request:47150|pull_request:47224", "pull_request:47218|pull_request:47260", "pull_request:46958|pull_request:46974", "pull_request:46954|pull_request:46958", @@ -22542,6 +22673,7 @@ "pull_request:47077|pull_request:47078", "pull_request:47204|pull_request:47243", "pull_request:47072|pull_request:47229", + "pull_request:47224|pull_request:47268", "pull_request:47234|pull_request:47241", "pull_request:46266|pull_request:46957", "pull_request:47105|pull_request:47129", @@ -22552,258 +22684,225 @@ "pull_request:46376|pull_request:47202", "pull_request:47202|pull_request:47241", "pull_request:44517|pull_request:47082", + "pull_request:47173|pull_request:47268", "pull_request:46196|pull_request:47202", "pull_request:46912|pull_request:47179", - "pull_request:46395|pull_request:47181", - "pull_request:47003|pull_request:47204", - "pull_request:47163|pull_request:47173", - "pull_request:46196|pull_request:47210", - "pull_request:46995|pull_request:47163", - "pull_request:47069|pull_request:47089", - "pull_request:46376|pull_request:47260", - "pull_request:46196|pull_request:46995", - "pull_request:47089|pull_request:47113", - "pull_request:47239|pull_request:47255", - "pull_request:47078|pull_request:47239" + "pull_request:46395|pull_request:47181" ], - "prepared_review_unit_hash": "e448b05e6aff857c11567ae84714443b6f5f20d11d12612f9c86eae6d985f69f", + "prepared_review_unit_hash": "c273f3bd59ef2b91685047b958e3e90a5df14aa0834b3bc55a9d1d170122dd04", "component_budget": { - "node_count": 71, - "item_count": 71, - "soft_pair_count": 203, - "serialized_chars": 254135, - "estimated_input_tokens": 63534, - "estimated_eval_tokens": 127324 + "node_count": 78, + "item_count": 78, + "soft_pair_count": 217, + "serialized_chars": 272532, + "estimated_input_tokens": 68133, + "estimated_eval_tokens": 136522 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 39, - "serialized_chars": 127235, - "estimated_input_tokens": 31809, - "estimated_eval_tokens": 63874 + "soft_pair_count": 41, + "serialized_chars": 127339, + "estimated_input_tokens": 31835, + "estimated_eval_tokens": 63926 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous, with a few true duplicate subclusters around the same bug fix; most pairs are unrelated model additions, docs, tests, or separate infra changes.", - "confidence": 0.67, + "summary": "This is mostly a heterogeneous PR cluster with a few real duplicate mini-clusters: RT-DETR-family MPS sine-embedding fixes, TimesFM 2.5 window_size fixes, and CohereASR double-shift loss fixes. Most other soft edges are only sharing a broad subsystem or being part of an unrelated bundled PR.", + "confidence": 0.57, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR stands out: the items split across several unrelated topics, with only a few genuine duplicate-looking subclusters.", + "canonical_pr_reason": "47234 is the clearest representative of the RT-DETR-family MPS sine-embedding fix: it is issue-linked, focused on the same helper across related models, and matches the strongest duplicate mini-cluster.", "best_issue_reason": null, - "best_pr_reason": "No single best PR for the whole cluster; the strongest candidates are only canonical within their own small subclusters, not across the full set.", + "best_pr_reason": "47234 is the most concrete, well-scoped, issue-linked PR in the strongest duplicate subcluster, so it is the best single representative here.", "soft_edge_verdicts": [ { "left": "pull_request:46174", "right": "pull_request:46780", "accept": true, - "reason": "Same MPS crash in build_2d_sinusoidal_position_embedding across the same model family and issue target." + "reason": "Same MPS crash in build_2d_sinusoidal_position_embedding on the same helper/function; both change the same RT-DETR-family code path." }, { "left": "pull_request:46780", "right": "pull_request:47234", "accept": true, - "reason": "Same helper, same Apple Silicon/MPS failure mode, and both are alternative fixes for the same bug." + "reason": "Same RT-DETR-family MPS sine-embedding bug and same helper; 47234 is a later variant of the same fix." }, { "left": "pull_request:46174", "right": "pull_request:47234", "accept": true, - "reason": "Same underlying positional-embedding MPS crash in the RT-DETR/ViT-MAE helper path." + "reason": "Same underlying MPS sine-embedding crash in the same function across the RT-DETR-family models." }, { "left": "pull_request:46834", "right": "pull_request:47223", "accept": true, - "reason": "Both address the TimesFM 2.5 window_size/moving-average bug and look like complementary fixes for the same code path." - }, - { - "left": "pull_request:46903", - "right": "pull_request:47090", - "accept": true, - "reason": "Same CohereASR double-shift training-loss bug in the decoder loss path." + "reason": "Same TimesFM 2.5 window_size / moving-average bug in the same preprocessing path; 47223 is the broader version of the same fix." }, { "left": "pull_request:46903", - "right": "pull_request:46958", - "accept": true, - "reason": "Same CohereASR training-loss double-shift problem; these are alternative implementations for the same defect." - }, - { - "left": "pull_request:47218", - "right": "pull_request:47260", - "accept": true, - "reason": "Both standardize test image loading to the same shared COCO fixture helper across the same test surface." - }, - { - "left": "pull_request:46958", - "right": "pull_request:46974", - "accept": false, - "reason": "Different problems: CohereASR training loss vs a Musicgen generate typo." + "right": "pull_request:47090", + "accept": true, + "reason": "Same CohereASR training-loss double-shift bug in forward(); both fix the same loss alignment problem." }, { - "left": "pull_request:46954", + "left": "pull_request:46903", "right": "pull_request:46958", - "accept": false, - "reason": "Pytest v9 fp32-module keeplist cleanup is unrelated to CohereASR loss shifting." + "accept": true, + "reason": "Same CohereASR loss double-shift bug in the same code path; only the loss computation approach differs." }, { - "left": "pull_request:47202", - "right": "pull_request:47204", + "left": "pull_request:47124", + "right": "pull_request:47150", "accept": false, - "reason": "One deletes a docker-image workflow; the other adds exporter test dependencies to torch-light." + "reason": "Different models and code paths; they only share a generic integration-test-failure theme." }, { - "left": "pull_request:47072", - "right": "pull_request:47089", + "left": "pull_request:47122", + "right": "pull_request:47150", "accept": false, - "reason": "Chat-schema enum parsing and AqlmConfig type error messages are unrelated." + "reason": "Different bugs in different model code paths; no concrete overlap beyond being serge-failure fixes." }, { - "left": "pull_request:47108", - "right": "pull_request:47202", + "left": "pull_request:47123", + "right": "pull_request:47150", "accept": false, - "reason": "Doc-builder pin comment cleanup is unrelated to the docker builder removal." + "reason": "Unrelated models and fixes; only the failure category is similar." }, { - "left": "pull_request:47072", - "right": "pull_request:47263", + "left": "pull_request:47150", + "right": "pull_request:47266", "accept": false, - "reason": "Chat schema parsing and auto.register regression coverage are different issues." + "reason": "Whisper generation fix vs DeepSeek-V3.2 load-error fix; unrelated code paths." }, { - "left": "pull_request:47072", - "right": "pull_request:47229", + "left": "pull_request:47122", + "right": "pull_request:47224", "accept": false, - "reason": "JSON schema parsing and TimesFM preprocessing are unrelated." + "reason": "47224 is a bundled multi-fix PR; the edgetam overlap is not enough to treat the full artifacts as the same standalone change." }, { - "left": "pull_request:47077", - "right": "pull_request:47078", + "left": "pull_request:47123", + "right": "pull_request:47124", "accept": false, - "reason": "Both touch Japanese docs, but they are different documentation changes, not the same change." + "reason": "Different model families and fixes; only the broader test-failure label overlaps." }, { - "left": "pull_request:47204", - "right": "pull_request:47243", + "left": "pull_request:47122", + "right": "pull_request:47266", "accept": false, - "reason": "Dockerfile dependency additions are unrelated to Executorch exporter code fixes." + "reason": "Edgetam integration-test fix vs DeepSeek-V3.2 load-error fix; unrelated." }, { - "left": "pull_request:47072", - "right": "pull_request:47241", + "left": "pull_request:47124", + "right": "pull_request:47266", "accept": false, - "reason": "Chat template JSON-schema parsing and DETR sine-embedding compile fixes are unrelated." + "reason": "Falcon-Mamba output-mismatch tests vs DeepSeek-V3.2 load-error fix; unrelated." }, { - "left": "pull_request:46266", - "right": "pull_request:46957", + "left": "pull_request:47122", + "right": "pull_request:47124", "accept": false, - "reason": "Different subsystems: model modernization/conversion mapping vs finegrained FP8 generation optimization." + "reason": "Different model families and different failing behaviors; not the same underlying bug." }, { - "left": "pull_request:47105", - "right": "pull_request:47129", + "left": "pull_request:47150", + "right": "pull_request:47224", "accept": false, - "reason": "VITS test re-enable and RT-DETRv2 converter key updates are unrelated." + "reason": "47224 bundles multiple fixes; the whisper overlap is only one part of a larger unrelated PR." }, { - "left": "pull_request:46395", - "right": "pull_request:47181", + "left": "pull_request:47218", + "right": "pull_request:47260", "accept": false, - "reason": "Param2MoE support and Cosmos3 Edge support are separate model additions." + "reason": "Both touch image-loading tests, but one is a helper refactor and the other is COCO fixture standardization; not the same concrete change." }, { - "left": "pull_request:46196", - "right": "pull_request:47210", + "left": "pull_request:46958", + "right": "pull_request:46974", "accept": false, - "reason": "SDPA dispatch support for audio models and packed-row varlen attention routing are different features." + "reason": "CohereASR loss fix vs Musicgen generate typo; unrelated." }, { - "left": "pull_request:46995", - "right": "pull_request:47163", + "left": "pull_request:46954", + "right": "pull_request:46958", "accept": false, - "reason": "Flash linear attention availability on MLU and XPU paged-attention test coverage are unrelated." + "reason": "Pytest-v9 compatibility cleanup vs CohereASR loss fix; unrelated." }, { - "left": "pull_request:47069", - "right": "pull_request:47089", + "left": "pull_request:47202", + "right": "pull_request:47204", "accept": false, - "reason": "num_labels returning None and AqlmConfig error-message wording are unrelated." + "reason": "Docker workflow removal vs Dockerfile dependency additions; different changes." }, { - "left": "pull_request:47239", - "right": "pull_request:47255", + "left": "pull_request:47072", + "right": "pull_request:47089", "accept": false, - "reason": "Tokenizer docs and Gemma4 docstring example updates are different documentation changes." + "reason": "Chat-template JSON schema fix vs AqlmConfig type error-message fix; unrelated." }, { - "left": "pull_request:47078", - "right": "pull_request:47239", + "left": "pull_request:47108", + "right": "pull_request:47202", "accept": false, - "reason": "Japanese wording cleanup and extra_special_tokens docs are unrelated." + "reason": "Dependabot comment tweak in doc workflows vs docker-image-builder removal; unrelated." }, { - "left": "pull_request:47003", - "right": "pull_request:47204", + "left": "pull_request:47072", + "right": "pull_request:47263", "accept": false, - "reason": "OpenVINO exporter work and docker exporter-test dependencies are different layers of the stack." + "reason": "Different areas: chat-template schema parsing vs auto.register regression test." }, { - "left": "pull_request:47173", - "right": "pull_request:47184", + "left": "pull_request:47077", + "right": "pull_request:47078", "accept": false, - "reason": "XPU expectation test updates for different model families are unrelated." + "reason": "Both are Japanese docs edits, but one is a translation addition and the other is wording cleanup; not the same change." }, { - "left": "pull_request:47113", - "right": "pull_request:47232", + "left": "pull_request:47204", + "right": "pull_request:47243", "accept": false, - "reason": "Audio feature/proc requirements cleanup and T5Stack error-message fixes are unrelated." + "reason": "Exporter dependency setup vs exporter logic fixes; related area but different concrete changes." }, { - "left": "pull_request:47166", - "right": "pull_request:47173", + "left": "pull_request:47072", + "right": "pull_request:47229", "accept": false, - "reason": "Quantization test expansion and XPU expectation fixes are unrelated." + "reason": "Chat-template schema fix vs TimesFM preprocessing fix; unrelated." }, { - "left": "pull_request:46376", - "right": "pull_request:47202", + "left": "pull_request:47224", + "right": "pull_request:47268", "accept": false, - "reason": "Multimodal continuous batching and docker image builder removal are unrelated." + "reason": "Bundled serge-failure fixes vs Zaya auto-fix; unrelated." }, { - "left": "pull_request:47202", + "left": "pull_request:47234", "right": "pull_request:47241", "accept": false, - "reason": "Docker image tooling and DETR-family sine-embedding compile fixes are unrelated." - }, - { - "left": "pull_request:44517", - "right": "pull_request:47082", - "accept": false, - "reason": "Qwen3-TTS support and RoMa keypoint matcher support are separate model additions." + "reason": "Both involve sine position embeddings, but they fix different model families and different failure modes/code paths." }, { - "left": "pull_request:46196", - "right": "pull_request:46995", + "left": "pull_request:46266", + "right": "pull_request:46957", "accept": false, - "reason": "SDPA attention support and flash linear attention availability are different features." + "reason": "DINO conversion/mapping work vs finegrained FP8 generation optimization; unrelated." }, { - "left": "pull_request:47089", - "right": "pull_request:47113", + "left": "pull_request:47105", + "right": "pull_request:47129", "accept": false, - "reason": "AqlmConfig validation messages and audio requirements fixes are unrelated." + "reason": "VITS test re-enable vs RT-DETRv2 converter fix; unrelated." }, { - "left": "pull_request:46376", - "right": "pull_request:47260", + "left": "pull_request:46395", + "right": "pull_request:47181", "accept": false, - "reason": "Continuous batching multimodal support and test image fixture refactoring are unrelated." + "reason": "Param2MoE model support vs Cosmos3 Edge model support; both are model additions but for different architectures and code paths." } ] }, @@ -22817,7 +22916,7 @@ { "label": "pull_request", "component_index": 1, - "component_count": 30, + "component_count": 29, "review_unit_index": 2, "review_unit_count": 4, "status": "reviewed", @@ -22825,7 +22924,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-71", + "cluster_id": "cluster-40546-78", "nodes": [ "pull_request:43451", "pull_request:44517", @@ -22847,7 +22946,6 @@ "pull_request:47082", "pull_request:47089", "pull_request:47093", - "pull_request:47105", "pull_request:47108", "pull_request:47113", "pull_request:47143", @@ -22874,11 +22972,25 @@ "pull_request:47255", "pull_request:47260", "pull_request:47263", - "pull_request:47264" + "pull_request:47264", + "pull_request:47268" ], "soft_pairs": [ + "pull_request:47003|pull_request:47204", + "pull_request:47163|pull_request:47173", + "pull_request:46196|pull_request:47210", + "pull_request:46995|pull_request:47163", + "pull_request:47069|pull_request:47089", + "pull_request:46376|pull_request:47260", + "pull_request:47204|pull_request:47268", + "pull_request:47260|pull_request:47268", + "pull_request:46196|pull_request:46995", + "pull_request:47089|pull_request:47113", + "pull_request:47239|pull_request:47255", + "pull_request:47078|pull_request:47239", "pull_request:47093|pull_request:47255", "pull_request:47089|pull_request:47231", + "pull_request:47218|pull_request:47268", "pull_request:44775|pull_request:47077", "pull_request:46376|pull_request:46995", "pull_request:46912|pull_request:47173", @@ -22887,16 +22999,15 @@ "pull_request:47093|pull_request:47181", "pull_request:47089|pull_request:47229", "pull_request:44517|pull_request:46376", - "pull_request:44775|pull_request:47181", "pull_request:47207|pull_request:47218", + "pull_request:44775|pull_request:47181", "pull_request:47204|pull_request:47207", - "pull_request:47093|pull_request:47143", "pull_request:46995|pull_request:47143", + "pull_request:47093|pull_request:47143", "pull_request:47184|pull_request:47260", - "pull_request:47082|pull_request:47108", "pull_request:46266|pull_request:47216", "pull_request:47093|pull_request:47163", - "pull_request:47204|pull_request:47231", + "pull_request:47082|pull_request:47108", "pull_request:47179|pull_request:47210", "pull_request:46196|pull_request:47179", "pull_request:47077|pull_request:47210", @@ -22906,7 +23017,6 @@ "pull_request:44775|pull_request:46836", "pull_request:47082|pull_request:47210", "pull_request:47163|pull_request:47179", - "pull_request:47163|pull_request:47260", "pull_request:47229|pull_request:47231", "pull_request:47175|pull_request:47263", "pull_request:46376|pull_request:47218", @@ -22922,13 +23032,12 @@ "pull_request:46836|pull_request:47178", "pull_request:46912|pull_request:47078", "pull_request:47108|pull_request:47204", - "pull_request:47166|pull_request:47218", + "pull_request:46895|pull_request:47268", "pull_request:47175|pull_request:47239", "pull_request:46266|pull_request:46376", "pull_request:47243|pull_request:47253", "pull_request:46895|pull_request:47207", "pull_request:46266|pull_request:47034", - "pull_request:46376|pull_request:47173", "pull_request:46196|pull_request:46376", "pull_request:47198|pull_request:47253", "pull_request:46196|pull_request:47223", @@ -22938,430 +23047,468 @@ "pull_request:47077|pull_request:47216", "pull_request:44517|pull_request:47181", "pull_request:46376|pull_request:47198", - "pull_request:47078|pull_request:47243", - "pull_request:47069|pull_request:47113", - "pull_request:47069|pull_request:47082", - "pull_request:43451|pull_request:46266", - "pull_request:43451|pull_request:44517", - "pull_request:47034|pull_request:47108", - "pull_request:47207|pull_request:47255", - "pull_request:43451|pull_request:47263", - "pull_request:46376|pull_request:47207", - "pull_request:47105|pull_request:47255", - "pull_request:47003|pull_request:47178" + "pull_request:47078|pull_request:47243" ], - "prepared_review_unit_hash": "d2373df5a05a15e0af10d7bbfe38bec5c7a0c60de8418404fb82f1c25e12752d", + "prepared_review_unit_hash": "4f655365b51988e55ddfe60ca06d60c9ac1f3dc6446e0a41be63f711af5da56e", "component_budget": { - "node_count": 71, - "item_count": 71, - "soft_pair_count": 203, - "serialized_chars": 254135, - "estimated_input_tokens": 63534, - "estimated_eval_tokens": 127324 + "node_count": 78, + "item_count": 78, + "soft_pair_count": 217, + "serialized_chars": 272532, + "estimated_input_tokens": 68133, + "estimated_eval_tokens": 136522 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 72, - "serialized_chars": 137705, - "estimated_input_tokens": 34427, - "estimated_eval_tokens": 69110 + "serialized_chars": 137516, + "estimated_input_tokens": 34379, + "estimated_eval_tokens": 69014 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a heterogeneous mix of unrelated PRs, mostly new model additions, docs tweaks, and a few isolated bug/test fixes. The soft-similarity edges are all superficial and should be rejected; none of the paired PRs appear to fix the same concrete code-path problem.", - "confidence": 0.92, + "summary": "This set is mostly a grab bag of unrelated PRs across models, docs, tests, and exporter/runtime plumbing. Only one soft edge looks like a real duplicate-style overlap: the two image-loading test refactors around `load_test_image`.", + "confidence": 0.78, "canonical_issue_reason": null, - "canonical_pr_reason": "No shared underlying issue is evident across the cluster. If one PR must stand in as a representative exemplar, #47181 is the strongest end-to-end model-support PR (docs, auto-mappings, implementation, tests) and has the highest activity, but it is not a duplicate target for the others.", + "canonical_pr_reason": "No single canonical PR exists for the full set; the items are too heterogeneous. If a representative PR is needed, 47260 is the cleanest exemplar of the shared image-fixture-loading refactor.", "best_issue_reason": null, - "best_pr_reason": "#47181 is the best single representative of the cluster because it is a complete, well-reviewed model-support change rather than a narrow doc/test tweak. It should be treated as representative only, not as a merge target for the rest.", + "best_pr_reason": "47260 is the strongest representative of the only genuine overlap here: a broad, self-contained standardization of test image loading across the vision test suite.", "soft_edge_verdicts": [ { - "left": "pull_request:47093", - "right": "pull_request:47255", + "left": "pull_request:47003", + "right": "pull_request:47204", + "accept": false, + "reason": "Exporter-related, but one adds OpenVINO export support and the other adds CPU exporter test deps; not the same change." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47173", + "accept": false, + "reason": "Both are test-only XPU updates, but they target different failures and different model suites." + }, + { + "left": "pull_request:46196", + "right": "pull_request:47210", + "accept": false, + "reason": "Both touch attention internals, but one is sdpa dispatch support for audio models and the other is packed-row varlen routing; different code paths." + }, + { + "left": "pull_request:46995", + "right": "pull_request:47163", + "accept": false, + "reason": "Availability check for flash linear attention is unrelated to paged-attention XPU test updates." + }, + { + "left": "pull_request:47069", + "right": "pull_request:47089", + "accept": false, + "reason": "Type annotation/property behavior change is unrelated to AqlmConfig error-message fixes." + }, + { + "left": "pull_request:46376", + "right": "pull_request:47260", + "accept": false, + "reason": "Continuous batching multimodal support is a core runtime change; the other is a test image-loading refactor." + }, + { + "left": "pull_request:47204", + "right": "pull_request:47268", + "accept": false, + "reason": "Exporter container deps are unrelated to Zaya test skips and expectation updates." + }, + { + "left": "pull_request:47260", + "right": "pull_request:47268", "accept": false, - "reason": "Different model-support work: OpenPangu-V2 addition vs a Gemma4 docstring example update." + "reason": "Shared test infra versus Zaya-specific CI adjustments; not the same underlying bug/change." + }, + { + "left": "pull_request:46196", + "right": "pull_request:46995", + "accept": false, + "reason": "Different attention features: sdpa dispatch support versus MLU availability detection." }, { "left": "pull_request:47089", + "right": "pull_request:47113", + "accept": false, + "reason": "AqlmConfig message text fix is unrelated to audio feature/proc requirement annotations." + }, + { + "left": "pull_request:47239", + "right": "pull_request:47255", + "accept": false, + "reason": "Both are doc tweaks, but they address different pages and different wording issues." + }, + { + "left": "pull_request:47078", + "right": "pull_request:47239", + "accept": false, + "reason": "Japanese wording cleanup is unrelated to extra_special_tokens documentation clarification." + }, + { + "left": "pull_request:47093", + "right": "pull_request:47181", + "accept": false, + "reason": "Different model additions: OpenPangu-V2 versus Cosmos3 Edge." + }, + { + "left": "pull_request:47108", + "right": "pull_request:47239", + "accept": false, + "reason": "Doc-builder comment formatting has nothing to do with tokenizer docs wording." + }, + { + "left": "pull_request:47113", "right": "pull_request:47231", "accept": false, - "reason": "Unrelated fixes: AqlmConfig error-message cleanup vs MoonshineStreaming sliding-window logic." + "reason": "Audio backend requirements are unrelated to MoonshineStreaming window-context logic." + }, + { + "left": "pull_request:47218", + "right": "pull_request:47268", + "accept": false, + "reason": "Image-loading test refactor and Zaya test skips/expectations are different test fixes." }, { "left": "pull_request:44775", "right": "pull_request:47077", "accept": false, - "reason": "Both are docs, but one is N-D parallelism docs and the other is Japanese DistilBERT translation; not the same change." + "reason": "Parallelism docs rename/addition is unrelated to Japanese DistilBERT translation work." }, { "left": "pull_request:46376", "right": "pull_request:46995", "accept": false, - "reason": "Different areas: multimodal continuous batching vs MLU availability for flash linear attention." + "reason": "Continuous batching multimodal support and flash-linear-attention availability are unrelated runtime changes." }, { "left": "pull_request:46912", "right": "pull_request:47173", "accept": false, - "reason": "Both touch tests, but they target different models and different failures." + "reason": "RoPE test expansion is unrelated to XPU expectation adjustments." }, { "left": "pull_request:46995", "right": "pull_request:47181", "accept": false, - "reason": "Hardware availability helper vs a full Cosmos3 Edge model-support PR; unrelated changes." + "reason": "Flash-linear-attention availability and Cosmos3 Edge model support are unrelated." }, { "left": "pull_request:46267", "right": "pull_request:47181", "accept": false, - "reason": "Serve chat parsing refactor is unrelated to adding Cosmos3 Edge model support." + "reason": "Serve chat parsing updates are unrelated to adding Cosmos3 Edge." }, { "left": "pull_request:47093", "right": "pull_request:47181", "accept": false, - "reason": "Two separate model additions for different models; not the same bug/change." + "reason": "Different model support additions; no shared concrete code-path problem." }, { "left": "pull_request:47089", "right": "pull_request:47229", "accept": false, - "reason": "AqlmConfig messaging fix and TimesFM preprocessing bug are unrelated." + "reason": "Quantization config error text fix is unrelated to TimesFM 2.5 preprocessing." }, { "left": "pull_request:44517", "right": "pull_request:46376", "accept": false, - "reason": "Qwen3-TTS model support vs continuous batching multimodal support are different feature areas." + "reason": "Qwen3-TTS model addition and multimodal continuous batching are unrelated features." }, { - "left": "pull_request:44775", - "right": "pull_request:47181", + "left": "pull_request:47207", + "right": "pull_request:47218", "accept": false, - "reason": "Generic docs cleanup vs Cosmos3 Edge model support; no shared underlying change." + "reason": "Swin2SR padding bug fix is unrelated to the image-loading helper refactor." }, { - "left": "pull_request:47207", - "right": "pull_request:47218", + "left": "pull_request:44775", + "right": "pull_request:47181", "accept": false, - "reason": "Swin2SR padding bugfix vs test-image loading refactor; different code paths." + "reason": "N-D parallelism docs and Cosmos3 Edge model support are unrelated." }, { "left": "pull_request:47204", "right": "pull_request:47207", "accept": false, - "reason": "Docker image dependency changes are unrelated to Swin2SR padding logic." + "reason": "Exporter CPU test deps are unrelated to Swin2SR over-padding." }, { - "left": "pull_request:47093", + "left": "pull_request:46995", "right": "pull_request:47143", "accept": false, - "reason": "OpenPangu-V2 model support and NeuCodec model support are separate additions." + "reason": "Flash-linear-attention availability and NeuCodec support are different changes." }, { - "left": "pull_request:46995", + "left": "pull_request:47093", "right": "pull_request:47143", "accept": false, - "reason": "Hardware availability helper vs new NeuCodec model support; no overlap in underlying bug." + "reason": "OpenPangu-V2 and NeuCodec are distinct model additions with no shared bug/change." }, { "left": "pull_request:47184", "right": "pull_request:47260", "accept": false, - "reason": "Qwen3-Next multi-accelerator test update vs COCO image fixture refactor; unrelated." - }, - { - "left": "pull_request:47082", - "right": "pull_request:47108", - "accept": false, - "reason": "RoMa model support vs a doc-builder pin comment tweak; not the same change." + "reason": "Qwen3-Next multi-accelerator test coverage is unrelated to image fixture loading." }, { "left": "pull_request:46266", "right": "pull_request:47216", "accept": false, - "reason": "DINO modernization work and compressed-tensors exporter work are different subsystems." + "reason": "DINO conversion/modernization work is unrelated to compressed-tensors fp8 docs/runtime changes." }, { "left": "pull_request:47093", "right": "pull_request:47163", "accept": false, - "reason": "OpenPangu-V2 model support vs XPU paged-attention test additions; unrelated." + "reason": "Model support addition versus paged-attention test support; not the same change." }, { - "left": "pull_request:47204", - "right": "pull_request:47231", + "left": "pull_request:47082", + "right": "pull_request:47108", "accept": false, - "reason": "Dockerfile dependency changes and MoonshineStreaming logic are unrelated." + "reason": "RoMa model support and doc-builder comment changes are unrelated." }, { "left": "pull_request:47179", "right": "pull_request:47210", "accept": false, - "reason": "Granite-SWA model support vs packed SDPA routing; different features and code paths." + "reason": "Granite model support and packed sdpa routing are unrelated." }, { "left": "pull_request:46196", "right": "pull_request:47179", "accept": false, - "reason": "wav2vec2 SDPA dispatch support is unrelated to Granite-SWA model support." + "reason": "Audio sdpa dispatch support is unrelated to Granite-swa model support." }, { "left": "pull_request:47077", "right": "pull_request:47210", "accept": false, - "reason": "Japanese docs translation vs SDPA packed-sequence kernel routing; not duplicates." + "reason": "Japanese docs translation and packed sdpa routing are unrelated." }, { "left": "pull_request:47175", "right": "pull_request:47179", "accept": false, - "reason": "Olmo3 CI expectation updates and Granite-SWA support are unrelated." + "reason": "CI expectation updates for Olmo3 are unrelated to Granite-swa model support." }, { "left": "pull_request:47231", "right": "pull_request:47255", "accept": false, - "reason": "MoonshineStreaming window bugfix vs Gemma4 docstring example update; no shared bug." + "reason": "MoonshineStreaming windowing bug and Gemma4 docstring example are unrelated." }, { "left": "pull_request:47166", "right": "pull_request:47260", "accept": false, - "reason": "Quantization test expectation updates vs COCO image-loading refactor are different test concerns." + "reason": "Quantization test updates are unrelated to image-loading refactors." }, { "left": "pull_request:44775", "right": "pull_request:46836", "accept": false, - "reason": "Docs-only parallelism update is unrelated to adding Unlimited OCR support." + "reason": "Docs-only parallelism navigation changes are unrelated to Unlimited OCR model support." }, { "left": "pull_request:47082", "right": "pull_request:47210", "accept": false, - "reason": "RoMa model addition and SDPA varlen routing address different functionality." - }, - { - "left": "pull_request:47163", - "right": "pull_request:47179", - "accept": false, - "reason": "Paged-attention XPU tests and Granite-SWA model support are unrelated." + "reason": "RoMa model integration is unrelated to sdpa varlen packing." }, { - "left": "pull_request:47163", - "right": "pull_request:47260", + "left": "pull_request:47179", + "right": "pull_request:47255", "accept": false, - "reason": "Paged-attention tests for XPU vs shared image-loading helper refactor; different test scopes." + "reason": "Different targets: Granite model support versus Gemma4 docstring wording." }, { "left": "pull_request:47229", "right": "pull_request:47231", "accept": false, - "reason": "TimesFM 2.5 preprocessing method fix is unrelated to MoonshineStreaming sliding-window context." + "reason": "TimesFM 2.5 method-name fix and MoonshineStreaming sliding-window fix are distinct preprocessing bugs." }, { "left": "pull_request:47175", "right": "pull_request:47263", "accept": false, - "reason": "Olmo3 CI expectation updates vs auto.register string-key regression test; different problems." + "reason": "Olmo3 CI expectation updates are unrelated to auto-register string-key regression coverage." }, { "left": "pull_request:46376", "right": "pull_request:47218", "accept": false, - "reason": "Continuous batching multimodal support is unrelated to test image-loading standardization." + "reason": "Multimodal continuous batching work is unrelated to loading COCO fixtures in tests." }, { "left": "pull_request:46836", "right": "pull_request:47218", "accept": false, - "reason": "Unlimited OCR model support vs test fixture-loading refactor; no common underlying bug." + "reason": "Unlimited OCR model support is unrelated to the image-loading helper refactor." }, { "left": "pull_request:46957", "right": "pull_request:47216", "accept": false, - "reason": "Finegrained FP8 kernel tuning vs compressed-tensors exporter/docs work; not the same change." + "reason": "Finegrained FP8 decode optimization is unrelated to compressed-tensors fp8 support." }, { "left": "pull_request:47082", "right": "pull_request:47181", "accept": false, - "reason": "RoMa keypoint matcher support and Cosmos3 Edge support are separate model additions." + "reason": "RoMa keypoint matcher support and Cosmos3 Edge support are different model additions." }, { "left": "pull_request:47108", "right": "pull_request:47216", "accept": false, - "reason": "Doc-builder comment cleanup is unrelated to compressed-tensors exporter changes." + "reason": "Documentation comment cleanup is unrelated to compressed-tensors runtime changes." }, { "left": "pull_request:46912", "right": "pull_request:47082", "accept": false, - "reason": "RoPE test updates vs RoMa model support; different targets and failures." + "reason": "RoPE test coverage changes are unrelated to RoMa model support." }, { "left": "pull_request:47239", "right": "pull_request:47243", "accept": false, - "reason": "Tokenizer documentation clarification is unrelated to Executorch exporter fixes." + "reason": "Tokenizer docs clarification is unrelated to Executorch exporter fixes." }, { "left": "pull_request:43451", "right": "pull_request:44775", "accept": false, - "reason": "Molmo2 model support and N-D parallelism docs are unrelated PRs." + "reason": "Molmo2 model addition is unrelated to docs-only parallelism navigation changes." }, { "left": "pull_request:44775", "right": "pull_request:46376", "accept": false, - "reason": "Parallelism docs and continuous batching multimodal support do not share a concrete bug/change." + "reason": "Docs navigation changes are unrelated to continuous batching runtime work." }, { "left": "pull_request:47077", "right": "pull_request:47239", "accept": false, - "reason": "Japanese DistilBERT docs translation vs tokenizer extra_special_tokens docs; different documentation changes." + "reason": "Japanese DistilBERT docs translation is unrelated to tokenizer docs wording." }, { "left": "pull_request:46836", "right": "pull_request:47178", "accept": false, - "reason": "Unlimited OCR support vs SigLIP hardcoded path fixes are unrelated." + "reason": "Unlimited OCR model support and SigLIP path fixes are unrelated." }, { "left": "pull_request:46912", "right": "pull_request:47078", "accept": false, - "reason": "RoPE test changes vs Japanese wording-only docs edits; not duplicates." + "reason": "RoPE test updates are unrelated to Japanese wording improvements." }, { "left": "pull_request:47108", "right": "pull_request:47204", "accept": false, - "reason": "Doc-builder comment tweak and torch-light exporter dependencies are unrelated." + "reason": "Doc-builder comment formatting is unrelated to exporter test container deps." }, { - "left": "pull_request:47166", - "right": "pull_request:47218", + "left": "pull_request:46895", + "right": "pull_request:47268", "accept": false, - "reason": "Quantization test updates vs COCO image fixture loading refactor; different test mechanics." + "reason": "CohereASR training-loss fix and Zaya test changes are unrelated model bugs." }, { "left": "pull_request:47175", "right": "pull_request:47239", "accept": false, - "reason": "Olmo3 CI and tokenizer docs clarify different areas and cannot be merged as one change." + "reason": "Olmo3 CI expectation changes are unrelated to tokenizer docs clarification." }, { "left": "pull_request:46266", "right": "pull_request:46376", "accept": false, - "reason": "DINO modernization and continuous batching multimodal support are different subsystems." + "reason": "DINO conversion/modernization work is unrelated to multimodal continuous batching." }, { "left": "pull_request:47243", "right": "pull_request:47253", "accept": false, - "reason": "Executorch exporter fixes vs tensor-parallel lm_head planning; unrelated code paths." + "reason": "Executorch exporter fixes and tensor-parallel lm_head handling are different code paths." }, { "left": "pull_request:46895", "right": "pull_request:47207", "accept": false, - "reason": "CohereASR training-loss fix and Swin2SR padding fix are unrelated bugs in different models." + "reason": "CohereASR loss shift bug and Swin2SR padding bug are unrelated." }, { "left": "pull_request:46266", "right": "pull_request:47034", "accept": false, - "reason": "DINO modernization work and Neuron SFT experiment scripts/training args are unrelated." - }, - { - "left": "pull_request:46376", - "right": "pull_request:47173", - "accept": false, - "reason": "Continuous batching multimodal support vs XPU test expectation fixes; different code paths." + "reason": "Modernizing DINO models is unrelated to the Neuron SFT experiment PR." }, { "left": "pull_request:46196", "right": "pull_request:46376", "accept": false, - "reason": "wav2vec2 SDPA dispatch and continuous batching multimodal support are unrelated features." + "reason": "Audio-model sdpa dispatch support and multimodal continuous batching are different runtime features." }, { "left": "pull_request:47198", "right": "pull_request:47253", "accept": false, - "reason": "GPTNeoX/GPTBigCode backend fixes vs tensor-parallel LM-head planning; separate infrastructure changes." - }, - { - "left": "pull_request:46196", - "right": "pull_request:47223", - "accept": false, - "reason": "wav2vec2 SDPA support and TimesFM window_size fix are unrelated." + "reason": "GPTNeoX/GPTBigCode backend compatibility is unrelated to tensor-parallel lm_head validation." }, { "left": "pull_request:47034", "right": "pull_request:47253", "accept": false, - "reason": "Neuron SFT experiment code is unrelated to tensor-parallel planning changes." + "reason": "Neuron SFT experiment and tensor-parallel lm_head changes do not fix the same underlying bug." }, { "left": "pull_request:47181", "right": "pull_request:47263", "accept": false, - "reason": "Cosmos3 Edge model support and auto.register string-key regression test are unrelated." + "reason": "Cosmos3 Edge model support and auto.register string-key regression coverage are unrelated." }, { "left": "pull_request:44517", "right": "pull_request:47264", "accept": false, - "reason": "Qwen3-TTS model support vs DAB-DETR/Grounding DINO dtype fix; different models and bug classes." + "reason": "Qwen3-TTS model addition is unrelated to DAB-DETR/Grounding DINO dtype mismatch fixes." }, { "left": "pull_request:47077", "right": "pull_request:47216", "accept": false, - "reason": "Japanese DistilBERT docs translation vs compressed-tensors exporter updates; no shared underlying change." + "reason": "Japanese translation work is unrelated to compressed-tensors fp8 support." }, { "left": "pull_request:44517", - "right": "pull_request:47181", - "accept": false, - "reason": "Qwen3-TTS and Cosmos3 Edge are distinct model additions, not the same PR." - }, - { - "left": "pull_request:46376", - "right": "pull_request:47198", - "accept": false, - "reason": "Continuous batching multimodal support and GPTNeoX/GPTBigCode backend fixes are unrelated." - }, - { - "left": "pull_request:47078", - "right": "pull_request:47243", + "right": "pull_request:47181", "accept": false, - "reason": "Japanese wording-only docs edits vs Executorch exporter fixes are unrelated." + "reason": "Different model families and unrelated feature additions." }, { - "left": "pull_request:47069", - "right": "pull_request:47113", + "left": "pull_request:46376", + "right": "pull_request:47198", "accept": false, - "reason": "num_labels property typing change vs audio feature/proc requirements fixes; different concerns." + "reason": "Continuous batching multimodal support and GPT backend compatibility are unrelated." }, { - "left": "pull_request:47069", - "right": "pull_request:47082", + "left": "pull_request:47078", + "right": "pull_request:47243", "accept": false, - "reason": "num_labels returning None and RoMa model support are unrelated changes." + "reason": "Japanese docs wording and Executorch exporter fixes are unrelated." } ] }, @@ -23375,7 +23522,7 @@ { "label": "pull_request", "component_index": 1, - "component_count": 30, + "component_count": 29, "review_unit_index": 3, "review_unit_count": 4, "status": "reviewed", @@ -23383,11 +23530,11 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-71", + "cluster_id": "cluster-40546-78", "nodes": [ - "pull_request:40546", "pull_request:43451", - "pull_request:46196", + "pull_request:44517", + "pull_request:46266", "pull_request:46310", "pull_request:46376", "pull_request:46509", @@ -23403,20 +23550,23 @@ "pull_request:47069", "pull_request:47077", "pull_request:47078", + "pull_request:47082", "pull_request:47090", "pull_request:47096", + "pull_request:47105", + "pull_request:47108", "pull_request:47113", + "pull_request:47122", + "pull_request:47123", "pull_request:47143", "pull_request:47162", "pull_request:47163", "pull_request:47166", "pull_request:47175", - "pull_request:47181", + "pull_request:47178", "pull_request:47184", "pull_request:47198", "pull_request:47207", - "pull_request:47210", - "pull_request:47216", "pull_request:47223", "pull_request:47229", "pull_request:47231", @@ -23427,26 +23577,39 @@ "pull_request:47253", "pull_request:47255", "pull_request:47263", - "pull_request:47264" + "pull_request:47264", + "pull_request:47266", + "pull_request:47268" ], "soft_pairs": [ + "pull_request:47069|pull_request:47113", + "pull_request:47069|pull_request:47082", + "pull_request:43451|pull_request:46266", + "pull_request:43451|pull_request:44517", + "pull_request:47034|pull_request:47108", + "pull_request:47207|pull_request:47255", + "pull_request:43451|pull_request:47263", + "pull_request:46376|pull_request:47207", + "pull_request:47105|pull_request:47255", + "pull_request:47003|pull_request:47178", "pull_request:47143|pull_request:47263", - "pull_request:46895|pull_request:47255", "pull_request:43451|pull_request:47078", "pull_request:47077|pull_request:47198", "pull_request:46912|pull_request:47113", "pull_request:47113|pull_request:47241", "pull_request:47113|pull_request:47175", "pull_request:47175|pull_request:47207", + "pull_request:47184|pull_request:47268", "pull_request:47069|pull_request:47175", "pull_request:47223|pull_request:47243", "pull_request:46376|pull_request:47184", + "pull_request:47223|pull_request:47239", "pull_request:46912|pull_request:47253", "pull_request:43451|pull_request:46957", "pull_request:46957|pull_request:47096", - "pull_request:47223|pull_request:47239", "pull_request:46957|pull_request:47003", "pull_request:47069|pull_request:47223", + "pull_request:47166|pull_request:47268", "pull_request:47175|pull_request:47223", "pull_request:46310|pull_request:47162", "pull_request:47162|pull_request:47231", @@ -23459,6 +23622,8 @@ "pull_request:46895|pull_request:46958", "pull_request:46834|pull_request:47229", "pull_request:47223|pull_request:47229", + "pull_request:47123|pull_request:47266", + "pull_request:47122|pull_request:47123", "pull_request:47166|pull_request:47184", "pull_request:46912|pull_request:47175", "pull_request:47241|pull_request:47264", @@ -23466,413 +23631,330 @@ "pull_request:47163|pull_request:47166", "pull_request:47163|pull_request:47184", "pull_request:47003|pull_request:47243", - "pull_request:46509|pull_request:47143", - "pull_request:46509|pull_request:47181", - "pull_request:46509|pull_request:47163", - "pull_request:46376|pull_request:46509", - "pull_request:46376|pull_request:47181", - "pull_request:43451|pull_request:46836", - "pull_request:47143|pull_request:47181", - "pull_request:46376|pull_request:47143", - "pull_request:46509|pull_request:46836", - "pull_request:46836|pull_request:47143", - "pull_request:46836|pull_request:47163", - "pull_request:43451|pull_request:46509", - "pull_request:47163|pull_request:47181", - "pull_request:46376|pull_request:47163", - "pull_request:47163|pull_request:47210", - "pull_request:46376|pull_request:47034", - "pull_request:47034|pull_request:47216", - "pull_request:46658|pull_request:47143", - "pull_request:47143|pull_request:47210", - "pull_request:47143|pull_request:47163", - "pull_request:46196|pull_request:47143", - "pull_request:47181|pull_request:47198", - "pull_request:43451|pull_request:47216", - "pull_request:43451|pull_request:47243", - "pull_request:47096|pull_request:47243", - "pull_request:43451|pull_request:47198", - "pull_request:40546|pull_request:43451", - "pull_request:43451|pull_request:47175", - "pull_request:47096|pull_request:47175", - "pull_request:43451|pull_request:46658", - "pull_request:46658|pull_request:47096", - "pull_request:46658|pull_request:47003", - "pull_request:43451|pull_request:47143", - "pull_request:43451|pull_request:47163", - "pull_request:47181|pull_request:47255", - "pull_request:43451|pull_request:47096" + "pull_request:46509|pull_request:47143" ], - "prepared_review_unit_hash": "0a09a0cebd4122239180df6503973e6b13c733cfcf1c12760d7e1ca8596b72d5", + "prepared_review_unit_hash": "5027a2b1d618e631a263e385821d3817d03ba00cf00f42724d2ebc64716b3876", "component_budget": { - "node_count": 71, - "item_count": 71, - "soft_pair_count": 203, - "serialized_chars": 254135, - "estimated_input_tokens": 63534, - "estimated_eval_tokens": 127324 + "node_count": 78, + "item_count": 78, + "soft_pair_count": 217, + "serialized_chars": 272532, + "estimated_input_tokens": 68133, + "estimated_eval_tokens": 136522 }, "budget": { - "node_count": 43, - "item_count": 43, - "soft_pair_count": 72, - "serialized_chars": 129680, - "estimated_input_tokens": 32420, - "estimated_eval_tokens": 65096 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 50, + "serialized_chars": 129249, + "estimated_input_tokens": 32313, + "estimated_eval_tokens": 64882 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous. The only true duplicate/fix threads are MoonshineStreaming right-window off-by-one, CohereASR training-loss double-shift, and TimesFM2.5 window_size method-name fixes; the rest are unrelated model additions, docs, tests, or broad subsystem work and should be kept separate.", - "confidence": 0.93, + "summary": "The only clear duplicate clusters here are MoonshineStreaming sliding-window right-context fixes, CohereASR training-loss double-shift fixes, and TimesFM2_5 window_size/method-name fixes. Most other pairs are just same-subsystem or same-test-suite changes and should stay separate.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "No single cluster-wide canonical exists because the items split into unrelated subclusters; among the coherent duplicate threads, pull_request:47090 is the strongest anchor for the CohereASR loss-shift fixes because it has the explicit issue target and the clearest, most correct handling of the double-shift bug.", + "canonical_pr_reason": "PR 47090 is the clearest representative of the CohereASR duplicate cluster: it targets the exact training-loss double-shift path, explains the bug, and preserves the loss-function semantics rather than swapping in a separate ad hoc loss computation.", "best_issue_reason": null, - "best_pr_reason": "pull_request:47090 is the best overall PR anchor within this mixed cluster: it targets a real duplicate thread, has a precise problem statement, and the fix is semantically cleaner than the nearby CohereASR variants.", + "best_pr_reason": "PR 47090 is the best overall PR representative because it has the most explicit bug description and the cleanest fix for a concrete code-path problem, making it the strongest canonical duplicate target among the candidates.", "soft_edge_verdicts": [ { - "left": "pull_request:47143", + "left": "pull_request:47069", + "right": "pull_request:47113", + "accept": false, + "reason": "Different changes: one adjusts a config property type, the other fixes audio feature/proc requirements." + }, + { + "left": "pull_request:47069", + "right": "pull_request:47082", + "accept": false, + "reason": "Unrelated PRs touching config typing vs adding a new model." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46266", + "accept": false, + "reason": "Different model additions and codepaths; same repo area only." + }, + { + "left": "pull_request:43451", + "right": "pull_request:44517", + "accept": false, + "reason": "Molmo2 and Qwen3-TTS are separate model additions, not the same change." + }, + { + "left": "pull_request:47034", + "right": "pull_request:47108", + "accept": false, + "reason": "Completely different areas: Neuron SFT experiment vs doc-builder comment cleanup." + }, + { + "left": "pull_request:47207", + "right": "pull_request:47255", + "accept": false, + "reason": "One fixes Swin2SR padding logic; the other changes a Gemma4 docstring example." + }, + { + "left": "pull_request:43451", "right": "pull_request:47263", "accept": false, - "reason": "Unrelated changes: NeuCodec model support vs an auto-mapping regression test; same broad area, not the same bug/change." + "reason": "Different features: new model support vs auto-mapping test coverage." }, { - "left": "pull_request:46895", + "left": "pull_request:46376", + "right": "pull_request:47207", + "accept": false, + "reason": "Continuous batching multimodal support and Swin2SR padding are unrelated." + }, + { + "left": "pull_request:47105", "right": "pull_request:47255", "accept": false, - "reason": "Different work: CohereASR training-loss fix vs a Gemma4 docstring example update." + "reason": "VITS test re-enable and Gemma4 doc example are unrelated maintenance changes." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47178", + "accept": false, + "reason": "OpenVINO exporter work and SigLIP path cleanup are separate changes." + }, + { + "left": "pull_request:47143", + "right": "pull_request:47263", + "accept": false, + "reason": "NeuCodec support and auto-register string-key test are unrelated." }, { "left": "pull_request:43451", "right": "pull_request:47078", "accept": false, - "reason": "Different docs/model changes: Molmo2 support vs Japanese wording cleanup." + "reason": "Different model/doc updates; no shared underlying bug or change." }, { "left": "pull_request:47077", "right": "pull_request:47198", "accept": false, - "reason": "Unrelated: Japanese DistilBERT docs translation vs GPTBigCode/GPTNeoX backend support." + "reason": "Japanese doc translation and GPTNeoX/GPTBigCode backend fixes are unrelated." }, { "left": "pull_request:46912", "right": "pull_request:47113", "accept": false, - "reason": "Different areas: RoPE test coverage vs audio feature/processor requirement annotations." + "reason": "RoPE tests across multiple models are not the same change as audio requirements fixes." }, { "left": "pull_request:47113", "right": "pull_request:47241", "accept": false, - "reason": "Unrelated fixes: audio requirements vs DETR-family dtype/compile crash." + "reason": "Audio requirement cleanup and DETR-family compile fix address different bugs." }, { "left": "pull_request:47113", "right": "pull_request:47175", "accept": false, - "reason": "Different changes: audio requirements vs OLMo3 CI expectation updates." + "reason": "Different targets: audio requirements vs OLMo3 CI expectation updates." }, { "left": "pull_request:47175", "right": "pull_request:47207", "accept": false, - "reason": "Unrelated: OLMo3 test updates vs Swin2SR over-padding fix." + "reason": "OLMo3 CI numbers and Swin2SR over-padding are unrelated." }, { - "left": "pull_request:47069", - "right": "pull_request:47175", + "left": "pull_request:47184", + "right": "pull_request:47268", "accept": false, - "reason": "Different concerns: num_labels None typing fix vs OLMo3 CI expectation changes." + "reason": "Qwen3-Next/VideOMT test-annotation updates and Zaya test fixes are different test changes." }, { - "left": "pull_request:47223", - "right": "pull_request:47243", + "left": "pull_request:47069", + "right": "pull_request:47223", "accept": false, - "reason": "Unrelated: TimesFM2.5 config/test cleanup vs Executorch exporter fixes." + "reason": "Config typing change and TimesFM2_5 AttributeError fix are unrelated." }, { "left": "pull_request:46376", "right": "pull_request:47184", "accept": false, - "reason": "Different work: continuous batching multimodal support vs Qwen3-Next/VideOMT test-coverage adjustments." + "reason": "Continuous batching multimodal support and Qwen3-Next/VideOMT test updates are unrelated." + }, + { + "left": "pull_request:47223", + "right": "pull_request:47239", + "accept": false, + "reason": "TimesFM2_5 runtime fix and tokenizer docs clarification do not share the same underlying bug." }, { "left": "pull_request:46912", "right": "pull_request:47253", "accept": false, - "reason": "Unrelated: RoPE testing changes vs tensor-parallel validation plumbing." + "reason": "RoPE test coverage and tensor-parallel head sharding are different changes." }, { "left": "pull_request:43451", "right": "pull_request:46957", "accept": false, - "reason": "Different model additions: Molmo2 vs finegrained FP8/vLLM-related generation changes." + "reason": "New model support and generation decode optimization are unrelated." }, { "left": "pull_request:46957", "right": "pull_request:47096", "accept": false, - "reason": "Different exporters/perf work: finegrained FP8 v4 vs exportable Kimi." - }, - { - "left": "pull_request:47223", - "right": "pull_request:47239", - "accept": false, - "reason": "Unrelated: TimesFM2.5 config cleanup/test vs tokenizer documentation wording." + "reason": "Generation optimization and exportable kimi changes are different codepaths and goals." }, { "left": "pull_request:46957", "right": "pull_request:47003", "accept": false, - "reason": "Different exporter/model work: finegrained FP8 v4 vs OpenVINO exporter introduction." + "reason": "Finegrained FP8 decode optimization and OpenVINO exporter work are separate." }, { "left": "pull_request:47069", "right": "pull_request:47223", "accept": false, - "reason": "Unrelated: num_labels typing vs TimesFM2.5 AttributeError cleanup." + "reason": "Config typing and TimesFM2_5 preprocessing fix are unrelated changes." + }, + { + "left": "pull_request:47166", + "right": "pull_request:47268", + "accept": false, + "reason": "Quantization test updates for GPTQ/MXFP4 and Zaya test fixes are unrelated." }, { "left": "pull_request:47175", "right": "pull_request:47223", "accept": false, - "reason": "Different changes: OLMo3 CI expectations vs TimesFM2.5 window-size cleanup." + "reason": "OLMo3 CI expectation tweaks and TimesFM2_5 AttributeError fix are different issues." }, { "left": "pull_request:46310", "right": "pull_request:47162", "accept": true, - "reason": "Same underlying MoonshineStreaming bug: the right-window sliding mask is off by one; 47162 broadens the same fix but does not change the core issue." + "reason": "Both patch the same MoonshineStreaming sliding-window right-context off-by-one in the same codepath." }, { "left": "pull_request:47162", "right": "pull_request:47231", "accept": true, - "reason": "Same MoonshineStreaming sliding-window right-context off-by-one fix, with 47231 adding the same bug fix path in a later variant." + "reason": "Same MoonshineStreaming off-by-one bug; 47231 is the fuller follow-up on the same mask logic." }, { "left": "pull_request:46310", "right": "pull_request:47231", "accept": true, - "reason": "Same concrete MoonshineStreaming right-window off-by-one bug; both PRs patch the same mask logic." + "reason": "Same underlying MoonshineStreaming right-window boundary bug in the same mask function." }, { "left": "pull_request:46895", "right": "pull_request:47235", "accept": true, - "reason": "Same CohereASR training-loss double-shift bug in the forward/loss path; same issue target and same underlying fix." + "reason": "Same CohereASR training-loss double-shift bug in forward()." }, { "left": "pull_request:46895", "right": "pull_request:47090", "accept": true, - "reason": "Same CohereASR double-shift loss bug; both modify the same loss computation path." + "reason": "Same CohereASR double-shift loss bug; both fix the same forward/loss path." }, { "left": "pull_request:47090", "right": "pull_request:47235", "accept": true, - "reason": "Same CohereASR loss-shift bug in the training path; these are variants of the same fix." + "reason": "Same underlying CohereASR loss-shift issue, just with different patch styles." }, { "left": "pull_request:46958", "right": "pull_request:47090", "accept": true, - "reason": "Same CohereASR double-shift training-loss bug; different implementation, same concrete code-path problem." + "reason": "Same CohereASR double-shift training-loss bug; both target the same loss computation." }, { "left": "pull_request:46958", "right": "pull_request:47235", "accept": true, - "reason": "Same CohereASR training-loss double-shift issue; same affected forward/loss logic." + "reason": "Same CohereASR loss bug in the same forward path." }, { - "left": "pull_request:46834", - "right": "pull_request:47229", + "left": "pull_request:46895", + "right": "pull_request:46958", "accept": true, - "reason": "Same TimesFM2.5 window_size preprocessing typo: both fix the wrong helper method call in the moving-average path." - }, - { - "left": "pull_request:47166", - "right": "pull_request:47184", - "accept": false, - "reason": "Unrelated test updates: quantization test expectations vs multi-accelerator model tests." - }, - { - "left": "pull_request:46912", - "right": "pull_request:47175", - "accept": false, - "reason": "Different test-only changes in separate model areas; not the same bug or fix." - }, - { - "left": "pull_request:47241", - "right": "pull_request:47264", - "accept": false, - "reason": "Unrelated: DETR-family dtype/compile fix vs DAB-DETR/Grounding DINO dtype mismatch work." - }, - { - "left": "pull_request:46658", - "right": "pull_request:46836", - "accept": false, - "reason": "Different model bring-up work: Step-3.7 Flash vs Unlimited OCR." - }, - { - "left": "pull_request:47163", - "right": "pull_request:47166", - "accept": false, - "reason": "Unrelated tests: XPU paged-attention coverage vs quantization test updates." - }, - { - "left": "pull_request:47163", - "right": "pull_request:47184", - "accept": false, - "reason": "Different test changes for unrelated models and hardware paths." - }, - { - "left": "pull_request:47003", - "right": "pull_request:47243", - "accept": false, - "reason": "Different exporter features: OpenVINO exporter vs Executorch exporter fixes." - }, - { - "left": "pull_request:46509", - "right": "pull_request:47143", - "accept": false, - "reason": "Different model support additions: Nemotron Omni vs NeuCodec." - }, - { - "left": "pull_request:46509", - "right": "pull_request:47181", - "accept": false, - "reason": "Different model additions: Nemotron Omni vs Cosmos3 Edge." + "reason": "Same CohereASR double-shift loss problem; alternate implementations of the same fix." }, { - "left": "pull_request:46509", - "right": "pull_request:47163", - "accept": false, - "reason": "Different work: Nemotron Omni model support vs paged-attention XPU tests." - }, - { - "left": "pull_request:46376", - "right": "pull_request:46509", - "accept": false, - "reason": "Different features in the generation stack vs a model bring-up PR; not the same change." - }, - { - "left": "pull_request:46376", - "right": "pull_request:47181", - "accept": false, - "reason": "Unrelated: continuous batching support vs Cosmos3 Edge model support." - }, - { - "left": "pull_request:43451", - "right": "pull_request:46836", - "accept": false, - "reason": "Different model additions: Molmo2 vs Unlimited OCR." - }, - { - "left": "pull_request:47143", - "right": "pull_request:47181", - "accept": false, - "reason": "Different model bring-up PRs: NeuCodec vs Cosmos3 Edge." - }, - { - "left": "pull_request:46376", - "right": "pull_request:47163", - "accept": false, - "reason": "Different features: continuous batching support vs XPU paged-attention test coverage." - }, - { - "left": "pull_request:43451", - "right": "pull_request:47096", - "accept": false, - "reason": "Different work: Molmo2 support vs exportable Kimi changes." - }, - { - "left": "pull_request:47181", - "right": "pull_request:47255", - "accept": false, - "reason": "Unrelated: Cosmos3 Edge model support vs Gemma4 docstring example update." - }, - { - "left": "pull_request:43451", - "right": "pull_request:47143", - "accept": false, - "reason": "Different model additions: Molmo2 vs NeuCodec." - }, - { - "left": "pull_request:47163", - "right": "pull_request:47210", - "accept": false, - "reason": "Unrelated: XPU test coverage vs packed-SDPA varlen routing." + "left": "pull_request:46834", + "right": "pull_request:47229", + "accept": true, + "reason": "Both address the same TimesFM2_5 window_size preprocessing bug / wrong helper call." }, { - "left": "pull_request:43451", - "right": "pull_request:47216", - "accept": false, - "reason": "Different features: Molmo2 model support vs compressed-tensors exporter/quantization docs and code." + "left": "pull_request:47223", + "right": "pull_request:47229", + "accept": true, + "reason": "Same TimesFM2_5 issue around window_size handling and preprocessing behavior." }, { - "left": "pull_request:43451", - "right": "pull_request:47243", + "left": "pull_request:47123", + "right": "pull_request:47266", "accept": false, - "reason": "Different work: Molmo2 model bring-up vs Executorch exporter fixes." + "reason": "Different integration-test load failures for different models; same failure class only." }, { - "left": "pull_request:47096", - "right": "pull_request:47243", + "left": "pull_request:47122", + "right": "pull_request:47123", "accept": false, - "reason": "Different exporter/model features: exportable Kimi vs Executorch exporter fixes." + "reason": "Edgetam runtime fix and MiniMax-M3-VL test offload tweak are unrelated." }, { - "left": "pull_request:43451", - "right": "pull_request:47198", + "left": "pull_request:47166", + "right": "pull_request:47184", "accept": false, - "reason": "Different domains: Molmo2 model support vs GPTBigCode/GPTNeoX backend compatibility." + "reason": "Different test suites and models; not the same underlying bug." }, { - "left": "pull_request:40546", - "right": "pull_request:43451", + "left": "pull_request:46912", + "right": "pull_request:47175", "accept": false, - "reason": "Different model additions: VibeVoice vs Molmo2." + "reason": "RoPE test adjustments and OLMo3 CI expectation updates are unrelated." }, { - "left": "pull_request:43451", - "right": "pull_request:47175", + "left": "pull_request:47241", + "right": "pull_request:47264", "accept": false, - "reason": "Unrelated: Molmo2 model support vs OLMo3 CI expectations." + "reason": "Different half-precision/dtype issues in different model families." }, { - "left": "pull_request:47096", - "right": "pull_request:47175", + "left": "pull_request:46658", + "right": "pull_request:46836", "accept": false, - "reason": "Different areas: exportable Kimi vs OLMo3 test expectation updates." + "reason": "Molmo2 vs Nemotron Omni are separate model-addition PRs." }, { - "left": "pull_request:43451", - "right": "pull_request:46658", + "left": "pull_request:47163", + "right": "pull_request:47166", "accept": false, - "reason": "Different features: Molmo2 model support vs Step-3.7 Flash bring-up." + "reason": "Paged-attention XPU test support and quantization test updates are unrelated." }, { - "left": "pull_request:43451", - "right": "pull_request:47163", + "left": "pull_request:47163", + "right": "pull_request:47184", "accept": false, - "reason": "Different work: Molmo2 support vs XPU paged-attention test coverage." + "reason": "Different test coverage updates for different models." }, { - "left": "pull_request:47181", - "right": "pull_request:47255", + "left": "pull_request:47003", + "right": "pull_request:47243", "accept": false, - "reason": "Unrelated: Cosmos3 Edge model support vs Gemma4 docstring example update." + "reason": "OpenVINO exporter work and Executorch exporter fixes are different exporter codepaths." }, { - "left": "pull_request:43451", - "right": "pull_request:47096", + "left": "pull_request:46509", + "right": "pull_request:47143", "accept": false, - "reason": "Different changes: Molmo2 model support vs exportable Kimi." + "reason": "Different new-model support PRs with no shared underlying bug or mergeable change." } ] }, @@ -23886,7 +23968,7 @@ { "label": "pull_request", "component_index": 1, - "component_count": 30, + "component_count": 29, "review_unit_index": 4, "review_unit_count": 4, "status": "reviewed", @@ -23894,23 +23976,68 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-71", + "cluster_id": "cluster-40546-78", "nodes": [ + "pull_request:40546", "pull_request:43451", + "pull_request:46196", + "pull_request:46376", "pull_request:46509", + "pull_request:46658", + "pull_request:46836", "pull_request:47003", "pull_request:47034", "pull_request:47096", "pull_request:47143", "pull_request:47163", "pull_request:47166", + "pull_request:47175", "pull_request:47181", + "pull_request:47198", + "pull_request:47210", + "pull_request:47216", "pull_request:47241", + "pull_request:47243", "pull_request:47253", "pull_request:47255", "pull_request:47264" ], "soft_pairs": [ + "pull_request:46509|pull_request:47181", + "pull_request:46509|pull_request:47163", + "pull_request:46376|pull_request:46509", + "pull_request:46376|pull_request:47181", + "pull_request:43451|pull_request:46836", + "pull_request:47143|pull_request:47181", + "pull_request:46376|pull_request:47143", + "pull_request:46509|pull_request:46836", + "pull_request:46836|pull_request:47143", + "pull_request:46836|pull_request:47163", + "pull_request:43451|pull_request:46509", + "pull_request:47163|pull_request:47181", + "pull_request:46376|pull_request:47163", + "pull_request:47163|pull_request:47210", + "pull_request:46376|pull_request:47034", + "pull_request:47034|pull_request:47216", + "pull_request:46658|pull_request:47143", + "pull_request:47143|pull_request:47210", + "pull_request:47143|pull_request:47163", + "pull_request:46196|pull_request:47143", + "pull_request:47181|pull_request:47198", + "pull_request:43451|pull_request:47216", + "pull_request:43451|pull_request:47243", + "pull_request:47096|pull_request:47243", + "pull_request:43451|pull_request:47198", + "pull_request:40546|pull_request:43451", + "pull_request:43451|pull_request:47175", + "pull_request:47096|pull_request:47175", + "pull_request:43451|pull_request:46658", + "pull_request:46658|pull_request:47096", + "pull_request:46658|pull_request:47003", + "pull_request:43451|pull_request:47143", + "pull_request:43451|pull_request:47163", + "pull_request:47181|pull_request:47255", + "pull_request:43451|pull_request:47096", "pull_request:43451|pull_request:47003", "pull_request:47003|pull_request:47096", "pull_request:43451|pull_request:47255", @@ -23921,7 +24048,6 @@ "pull_request:43451|pull_request:47264", "pull_request:47096|pull_request:47264", "pull_request:43451|pull_request:47166", - "pull_request:47096|pull_request:47166", "pull_request:43451|pull_request:47253", "pull_request:43451|pull_request:47181", "pull_request:47003|pull_request:47241", @@ -23932,148 +24058,238 @@ "pull_request:47143|pull_request:47264", "pull_request:46509|pull_request:47096" ], - "prepared_review_unit_hash": "6d66c2b8d29d56d0ce34299200c80e5f9263c4016340dc53643cfeb0805d3403", + "prepared_review_unit_hash": "f6e8c5172a8643cad96546d90fa43d28afa325f0e8f647f40d37088b99a51ba3", "component_budget": { - "node_count": 71, - "item_count": 71, - "soft_pair_count": 203, - "serialized_chars": 254135, - "estimated_input_tokens": 63534, - "estimated_eval_tokens": 127324 + "node_count": 78, + "item_count": 78, + "soft_pair_count": 217, + "serialized_chars": 272532, + "estimated_input_tokens": 68133, + "estimated_eval_tokens": 136522 }, "budget": { - "node_count": 13, - "item_count": 13, - "soft_pair_count": 20, - "serialized_chars": 38254, - "estimated_input_tokens": 9564, - "estimated_eval_tokens": 19384 + "node_count": 23, + "item_count": 23, + "soft_pair_count": 54, + "serialized_chars": 75663, + "estimated_input_tokens": 18916, + "estimated_eval_tokens": 38088 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a heterogeneous set of unrelated pull requests. The apparent similarities are mostly superficial (new-model scaffolding, exporter work, or test edits), not the same bug or change. No soft edge looks like a true duplicate pair.", - "confidence": 0.98, + "summary": "This cluster is a loose hub of unrelated PRs: new model integrations, exporter work, and test/CI tweaks. The soft edges are mostly driven by shared framework files like auto-mappings or docs, not the same underlying bug or change.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "No true duplicate canonical exists here; if one PR must anchor the cluster, 47096 is the most central overlap hub, but it is still a distinct export-related change, not a duplicate of the others.", + "canonical_pr_reason": "PR 43451 is the best cluster representative because it is a large, central model-integration PR and shares the common auto-registration/documentation surface with several other items, but it is not a duplicate of them.", "best_issue_reason": null, - "best_pr_reason": "47096 is the best representative anchor only because it is the most connected substantive code PR in the set; however, it should not be treated as a duplicate of the other items.", + "best_pr_reason": "PR 43451 is the strongest overall representative of the cluster: it has the broadest shared infrastructure footprint and the most soft links, even though the linked PRs are not actually mergeable into one change.", "soft_edge_verdicts": [ { - "left": "pull_request:43451", - "right": "pull_request:47003", + "left": "pull_request:46509", + "right": "pull_request:47181", "accept": false, - "reason": "Molmo2 model support vs OpenVINO exporter work; different feature areas and no shared underlying fix." + "reason": "Different model integrations (Nemotron Omni vs Cosmos3 Edge); shared auto-mapping files are incidental." }, { - "left": "pull_request:47003", - "right": "pull_request:47096", + "left": "pull_request:46509", + "right": "pull_request:47163", "accept": false, - "reason": "OpenVINO exporter changes vs Kimi exportability changes; related subsystem, but not the same concrete code-path problem." + "reason": "Nemotron Omni model support is unrelated to paged-attention XPU test updates." }, { - "left": "pull_request:43451", - "right": "pull_request:47255", + "left": "pull_request:46376", + "right": "pull_request:46509", + "accept": false, + "reason": "Continuous batching multimodal support and Nemotron Omni are different codepaths and changes." + }, + { + "left": "pull_request:46376", + "right": "pull_request:47181", "accept": false, - "reason": "New model support vs a Gemma4 docstring example update; unrelated change types." + "reason": "Multimodal continuous batching is unrelated to Cosmos3 Edge model support." }, { "left": "pull_request:43451", - "right": "pull_request:47034", + "right": "pull_request:46836", + "accept": false, + "reason": "Molmo2 and Unlimited OCR are different model additions; overlap is only in shared registry/docs plumbing." + }, + { + "left": "pull_request:47143", + "right": "pull_request:47181", + "accept": false, + "reason": "NeuCodec and Cosmos3 Edge are separate model integrations, not the same change." + }, + { + "left": "pull_request:46376", + "right": "pull_request:47143", + "accept": false, + "reason": "Continuous batching multimodal work is unrelated to NeuCodec model support." + }, + { + "left": "pull_request:46509", + "right": "pull_request:46836", "accept": false, - "reason": "Molmo2 model addition vs Neuron SFT finetuning script; different artifacts and purposes." + "reason": "Nemotron Omni and Unlimited OCR are distinct model additions." + }, + { + "left": "pull_request:46836", + "right": "pull_request:47143", + "accept": false, + "reason": "Unlimited OCR and NeuCodec are different model integrations." }, { "left": "pull_request:43451", - "right": "pull_request:47241", + "right": "pull_request:46509", + "accept": false, + "reason": "Molmo2 and Nemotron Omni are different models; shared auto-registration is not enough." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47181", + "accept": false, + "reason": "Paged-attention XPU tests and Cosmos3 Edge model support are unrelated." + }, + { + "left": "pull_request:46376", + "right": "pull_request:47163", + "accept": false, + "reason": "Continuous batching multimodal support is unrelated to the XPU test-only change." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47210", + "accept": false, + "reason": "Paged-attention test tweaks and varlen SDPA routing are different features." + }, + { + "left": "pull_request:46376", + "right": "pull_request:47034", "accept": false, - "reason": "Molmo2 model addition vs DETR-family half-precision compile fix; unrelated code paths." + "reason": "Continuous batching multimodal support and Neuron SFT experiment scripts are unrelated." }, { "left": "pull_request:47034", - "right": "pull_request:47096", + "right": "pull_request:47216", "accept": false, - "reason": "Neuron training script vs exporter/model exportability change; no shared bug or merged fix." + "reason": "Neuron finetuning experiment code and compressed-tensors exporter support solve different problems." }, { - "left": "pull_request:47096", - "right": "pull_request:47241", + "left": "pull_request:46658", + "right": "pull_request:47143", "accept": false, - "reason": "Kimi exportability/exporter changes vs DETR sine-position embedding compile fix; different underlying issues." + "reason": "Step 3.7 Flash conversion/build scripts are unrelated to NeuCodec support." }, { - "left": "pull_request:43451", - "right": "pull_request:47264", + "left": "pull_request:47143", + "right": "pull_request:47210", "accept": false, - "reason": "Molmo2 model addition vs dtype mismatch fixes in DAB-DETR/Grounding DINO; unrelated." + "reason": "NeuCodec model support and packed SDPA varlen routing are different codepaths." }, { - "left": "pull_request:47096", - "right": "pull_request:47264", + "left": "pull_request:47143", + "right": "pull_request:47163", + "accept": false, + "reason": "NeuCodec integration is unrelated to paged-attention test coverage." + }, + { + "left": "pull_request:46196", + "right": "pull_request:47143", + "accept": false, + "reason": "wav2vec2 SDPA dispatch support and NeuCodec are separate model changes." + }, + { + "left": "pull_request:47181", + "right": "pull_request:47198", "accept": false, - "reason": "Exporter/model exportability change vs dtype mismatch fix in detector models; not the same change." + "reason": "Cosmos3 Edge model support and GPT backend/vLLM fixes are not the same issue." }, { "left": "pull_request:43451", - "right": "pull_request:47166", + "right": "pull_request:47216", + "accept": false, + "reason": "Molmo2 model support and compressed-tensors fp8 exporter work are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47243", "accept": false, - "reason": "Model support addition vs quantization test extensions; test-only work in a different area." + "reason": "Molmo2 integration and Executorch exporter fixes are different changes." }, { "left": "pull_request:47096", - "right": "pull_request:47166", + "right": "pull_request:47243", "accept": false, - "reason": "Kimi exportability work vs GPTQ/MXFP4 test updates; no duplicate bug or change." + "reason": "Kimi exportability and Executorch exporter fixes overlap in exporter infrastructure but are not the same concrete fix." }, { "left": "pull_request:43451", - "right": "pull_request:47253", + "right": "pull_request:47175", "accept": false, - "reason": "Model addition vs tensor-parallel validation change; unrelated functionality." + "reason": "Molmo2 support and OLMo3 CI expectation updates are unrelated." }, { "left": "pull_request:43451", - "right": "pull_request:47181", + "right": "pull_request:47096", "accept": false, - "reason": "Both are new model support PRs, but for different models (Molmo2 vs Cosmos3 Edge) and different codebases." + "reason": "Molmo2 model support and exportable Kimi are different PRs with different goals." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47003", + "accept": false, + "reason": "Molmo2 support and OpenVINO exporter work are unrelated." }, { "left": "pull_request:47003", "right": "pull_request:47241", "accept": false, - "reason": "OpenVINO exporter work vs DETR compile crash fix; unrelated subsystems." + "reason": "OpenVINO exporter support and DETR-family dtype fixes address different bugs." }, { "left": "pull_request:47003", "right": "pull_request:47264", "accept": false, - "reason": "Exporter documentation/code vs detector dtype fix; not the same underlying issue." + "reason": "OpenVINO exporter work is unrelated to DAB-DETR/Grounding DINO dtype mismatch fixes." }, { "left": "pull_request:47096", "right": "pull_request:47143", "accept": false, - "reason": "Exportability changes for Kimi vs NeuCodec model support; different targets and fixes." + "reason": "Exportable Kimi and NeuCodec are different model integrations." }, { "left": "pull_request:47003", "right": "pull_request:47143", "accept": false, - "reason": "OpenVINO exporter PR vs NeuCodec model support PR; unrelated." + "reason": "OpenVINO exporter support and NeuCodec model support are unrelated." }, { "left": "pull_request:47096", "right": "pull_request:47163", "accept": false, - "reason": "Exportability PR vs XPU paged-attention test additions; test coverage only, no shared fix." + "reason": "Exporter support for Kimi and paged-attention test changes are unrelated." + }, + { + "left": "pull_request:47143", + "right": "pull_request:47264", + "accept": false, + "reason": "NeuCodec model support and DETR-family dtype fixes are different changes." }, { "left": "pull_request:46509", "right": "pull_request:47096", "accept": false, - "reason": "Nemotron Omni support vs Kimi exportability work; different models and different changes." + "reason": "Nemotron Omni support and exportable Kimi are unrelated PRs." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47181", + "accept": false, + "reason": "Molmo2 and Cosmos3 Edge are different model integrations; shared registry files are incidental." } ] }, @@ -24087,7 +24303,7 @@ { "label": "pull_request", "component_index": 2, - "component_count": 30, + "component_count": 29, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24103,12 +24319,12 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "60eb08303da660972d530ae4211c205afb0df1309b3658182f232f90ff4e13c3", + "prepared_review_unit_hash": "02ca7edc0450b8e96f16bfdd4850a895ab6cf5e7dbe0d4cc8b3d5011f0d2390d", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4674, + "serialized_chars": 4675, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -24116,7 +24332,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4674, + "serialized_chars": 4675, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -24125,18 +24341,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are unrelated: one adds TimesFM covariate forecasting, the other adds DINOv3ViT image-classification support. They touch different models, code paths, and documentation, so they should not be clustered as duplicates.", - "confidence": 0.99, + "summary": "These PRs are unrelated feature additions in different model families (TimesFM covariate forecasting vs. DINOv3 image classification support). They do not appear to fix the same underlying bug or implement the same change, so the soft similarity should not be treated as a duplicate signal.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR for deduplication: PR 40755 targets TimesFM forecasting with covariates, while PR 41224 targets DINOv3ViT image-classification support; they are different features for different model families.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "Neither PR is a good canonical duplicate target because they are not the same change. If forced to pick a representative PR, 41224 is more review-mature, but it is still unrelated to 40755.", + "best_pr_reason": "PR 41224 is the better representative of the pair only in the sense that it is a focused, self-contained feature addition with a clear code-path and test surface; however, it is not a duplicate of PR 40755.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different model families and unrelated functionality: TimesFM covariate forecasting vs. DINOv3ViT image classification. They do not fix the same code-path problem and could not be merged into one PR." + "reason": "Different model areas and different feature goals: TimesFM covariate forecasting vs. DINOv3 image classification support. The diffs, filenames, and scopes do not indicate the same underlying bug or change." } ] }, @@ -24150,7 +24366,7 @@ { "label": "pull_request", "component_index": 3, - "component_count": 30, + "component_count": 29, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24213,7 +24429,7 @@ { "label": "pull_request", "component_index": 4, - "component_count": 30, + "component_count": 29, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24255,142 +24471,142 @@ "pull_request:43823|pull_request:45213", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "55aeb855a1f8379c606aa08f3998fe5266ba535e2813bb0d439f3c3efaeb1500", + "prepared_review_unit_hash": "6f738260e8ca975d425c1d3a778c35407943ffbc276cdd2b1196daa199d30276", "component_budget": { "node_count": 12, "item_count": 12, "soft_pair_count": 17, - "serialized_chars": 31602, - "estimated_input_tokens": 7901, - "estimated_eval_tokens": 16058 + "serialized_chars": 31600, + "estimated_input_tokens": 7900, + "estimated_eval_tokens": 16056 }, "budget": { "node_count": 12, "item_count": 12, "soft_pair_count": 17, - "serialized_chars": 31602, - "estimated_input_tokens": 7901, - "estimated_eval_tokens": 16058 + "serialized_chars": 31600, + "estimated_input_tokens": 7900, + "estimated_eval_tokens": 16056 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly heterogeneous. The only true duplicate-looking pair is the two `fixed_cross_entropy` PRs, which both patch the same function in the same file for the same kwargs passthrough bug. The other PRs touch unrelated models, tooling, tests, or cleanup changes and should not be merged together.", - "confidence": 0.91, + "summary": "Only one soft edge is a true duplicate: the two fixed_cross_entropy PRs both implement the same missing cross_entropy kwargs passthrough. The rest are broad or unrelated PRs that should stay separate.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43251 is the better canonical representative of the duplicate pair: it directly targets issue 43240, keeps the fix scoped to `fixed_cross_entropy`, and presents the more explicit implementation of the same kwargs pass-through change.", + "canonical_pr_reason": "PR 43251 is the best canonical PR: it directly addresses the tracked bug (43240), has the clearer fix for fixed_cross_entropy, and is the more complete representative of the duplicate pair with 43254.", "best_issue_reason": null, - "best_pr_reason": "PR 43251 is the strongest single PR in the cluster to keep: it is a concrete, self-contained bug fix with an explicit issue target, while the other PRs are unrelated or too broad to serve as a cluster canonical.", + "best_pr_reason": "PR 43251 is the strongest overall representative because it is the only item with a concrete duplicate match and an explicit issue target; it cleanly captures the underlying bug in loss_utils without conflating unrelated PRs.", "soft_edge_verdicts": [ { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Different features: Mistral tokenizer methods vs. executorch dynamic-shape export tests. No shared code path or mergeable single fix." + "reason": "Different areas and changes: Mistral tokenizer methods vs ExecuTorch dynamic-shape export tests. No shared concrete bug." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Unrelated areas: tokenizer API additions vs. adding a new MobileLLM model. Similarity is only superficial." + "reason": "Tokenizer API additions and adding a new model are unrelated changes." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Both involve processors/auto-loading, but they address different models and different problems. Not the same underlying change." + "reason": "Processor-auto robustness work and a new MobileLLM model add different code paths and goals." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "`fixed_cross_entropy` kwargs support is unrelated to adding MobileLLM model files and configs." + "reason": "Loss function kwargs support vs adding MobileLLM are unrelated." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Cross-entropy kwargs fix is unrelated to Mistral4 test/model changes; different code paths and goals." + "reason": "fixed_cross_entropy kwargs support is unrelated to Mistral4 test/model changes." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Executorch export tests and Mistral4 fixes are different subsystems and not the same bug/change." + "reason": "Both touch tests, but they target different models and different behaviors; not the same underlying bug." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Dynamic-shape export testing is unrelated to model addition work." + "reason": "ExecuTorch export tests and model addition are unrelated." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "New MobileLLM model support and `cls.config` resolution order fix are unrelated changes." + "reason": "Adding MobileLLM and fixing config resolution order are distinct changes." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "Adding MobileLLM is unrelated to Falcon output-interface refactoring." + "reason": "New model integration and Falcon output-interface refactor are different code paths." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon refactor and model-creation skill are different concerns with no shared code path." + "reason": "Falcon refactoring and the model-creation skill are not the same change and would not merge into one PR." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon standardized-output refactor is unrelated to Mistral4 test fixes." + "reason": "Falcon output-capture refactor and Mistral4 test fixes are unrelated." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test fixes and `layrnorm` renaming in CLIP-like models are different model families and problems." + "reason": "Mistral4 test fixes and the layrnorm->layernorm rename are different subsystems and bugs." }, { "left": "pull_request:44827", "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 test work is unrelated to adding the TDT loss kernel integration." + "reason": "Mistral4 tests and TDT loss kernel integration are unrelated changes." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 test fixes do not share the same code path as the `cls.config` resolution order bug." + "reason": "Mistral4 test work and config resolution ordering fix are unrelated." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 fixes and model-creation skill content are not the same underlying change." + "reason": "A model test PR and a model-creation skill PR are not the same underlying change." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "Model addition and skill/documentation scaffolding are unrelated." + "reason": "Adding MobileLLM and adding a model-creation skill file are distinct deliverables." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both PRs change `src/transformers/loss/loss_utils.py` to pass supported kwargs into `nn.functional.cross_entropy` for the same issue (43240). They fix the same concrete bug and could plausibly be merged into one PR." + "reason": "Same concrete bug in src/transformers/loss/loss_utils.py: both PRs make fixed_cross_entropy pass supported kwargs through to nn.functional.cross_entropy, and they could plausibly be merged into one PR." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet, and the only accepted soft-edge pair is a conservative, mergeable same-file/same-issue bugfix pair (`fixed_cross_entropy` in `loss_utils.py` for issue 43240). The other pairwise rejections are appropriately cautious and do not overstate shared code paths or mergeability." + "feedback": "The summary is grounded in the packet, and the single accepted soft edge is well supported by both shared issue target 43240 and the shared loss_utils diff. The rejected pairs are conservatively treated as separate changes, with no sign that they should be merged into one PR for the same bugfix." }, "evaluator_used": true, "retried": false, @@ -24401,7 +24617,7 @@ { "label": "pull_request", "component_index": 5, - "component_count": 30, + "component_count": 29, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24417,7 +24633,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "45e03bb53a8cab40697a6d9785d90da2e98486b6a4008939b5e69cd8dd693f6a", + "prepared_review_unit_hash": "99604668d271d5ea0a23864d9312fe0eab92bc7b33259f34535155bdfa1038f9", "component_budget": { "node_count": 2, "item_count": 2, @@ -24439,18 +24655,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are both broad GitHub Actions maintenance PRs, but they target different upgrade sets and different concrete actions. They overlap in workflow files, yet they are not the same underlying change.", + "summary": "Two separate GitHub Actions maintenance PRs: one broadly bumps core workflow actions for Node 24 compatibility, the other specifically bumps docker/build-push-action to v6. They overlap in workflow files but are not the same change.", "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR duplicate: PR 42975 is a Node 24 compatibility sweep for several GitHub Actions, while PR 42976 is a separate latest-version bump centered on docker/build-push-action and related workflows.", + "canonical_pr_reason": "PR 42975 is the broader, more central workflow-actions upgrade and has a clearer compatibility-driven purpose, making it the better representative of this cluster.", "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the more specific and clearly scoped maintenance change, but it is not a duplicate of PR 42976.", + "best_pr_reason": "PR 42975 is the stronger standalone PR candidate because it covers a wider set of shared workflow actions and directly targets the Node 24 compatibility need.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Reject: both touch workflow automation, but 42975 upgrades actions for Node 24 compatibility (checkout/cache/upload-artifact), while 42976 bumps a different set of actions, notably docker/build-push-action v6. Same broad subsystem, different concrete changes and not plausibly one merged PR." + "reason": "Both are workflow dependency bumps, but they change different actions and fix different upgrade concerns; they overlap in files without being the same concrete change or something that would naturally merge into one PR." } ] }, @@ -24464,7 +24680,7 @@ { "label": "pull_request", "component_index": 6, - "component_count": 30, + "component_count": 29, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24485,12 +24701,12 @@ "pull_request:43448|pull_request:45490", "pull_request:45490|pull_request:46562" ], - "prepared_review_unit_hash": "8face31083729b1d157482cd7f43e7a33d76bdcba1c5d2b42c5d8b6d38350a3d", + "prepared_review_unit_hash": "302cb415b7af7cdc7c3f5404b30164b606986043853d24217e5f9975e31d00d8", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 4, - "serialized_chars": 13046, + "serialized_chars": 13047, "estimated_input_tokens": 3262, "estimated_eval_tokens": 6780 }, @@ -24498,7 +24714,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 4, - "serialized_chars": 13046, + "serialized_chars": 13047, "estimated_input_tokens": 3262, "estimated_eval_tokens": 6780 }, @@ -24507,36 +24723,36 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All four PRs are separate model-integration additions (ViT NEPA, Molmo, CTSM, Step3p7) that share Transformers boilerplate but target different models and code paths. They are not duplicates and should not be merged.", + "summary": "All four items are distinct model-addition pull requests, not duplicates of one another. They share framework files because they each register a new model, but they target different architectures and codepaths.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: each pull request introduces a different model integration with distinct configuration/modeling/processing code and different docs/tests.", + "canonical_pr_reason": "No true duplicate PR exists in this cluster. If one PR must be used as a representative, #45490 is the most discussed and established, but it is still a separate CTSM model addition rather than the same change as the others.", "best_issue_reason": null, - "best_pr_reason": "No best PR for deduplication purposes; none of these PRs subsumes the others or fixes the same concrete problem.", + "best_pr_reason": "#45490 is the strongest single representative of the cluster by review activity and scope, but it should not be merged with the others as a duplicate because it adds CTSM specifically.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different model additions (ViT NEPA vs Molmo); overlap is only shared Transformers registration/docs boilerplate, not the same change." + "reason": "Different models (ViT NEPA vs Molmo) with different configs/modeling/tests; only broad shared registration/docs files overlap." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "Different model additions (ViT NEPA vs CTSM) with separate model code and tests; shared auto/doc files are generic integration scaffolding." + "reason": "Different model additions for unrelated architectures; shared auto/docs changes are incidental, not the same fix/change." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM are unrelated model integrations; same repo touchpoints do not indicate the same underlying bug or feature." + "reason": "Molmo and CTSM are separate model integrations with different filenames and implementation details; not the same underlying change." }, { "left": "pull_request:45490", "right": "pull_request:46562", "accept": false, - "reason": "CTSM and Step3p7 are distinct model additions; despite heavier overlap in auto/utility files, they implement different models and cannot plausibly be one PR." + "reason": "CTSM and Step3p7 are distinct model additions with different model families and codepaths, so they are not mergeable as one PR." } ] }, @@ -24550,7 +24766,7 @@ { "label": "pull_request", "component_index": 7, - "component_count": 30, + "component_count": 29, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24585,130 +24801,130 @@ "pull_request:46539|pull_request:46922", "pull_request:46886|pull_request:46922" ], - "prepared_review_unit_hash": "479b9a4552ab327529f1a3a9a28b43dac2bf642fd9d371b52eea1c072195f8ae", + "prepared_review_unit_hash": "e457ea41db2def9b15fb5dc0e595c01f9e244c416c1744d930e08d4773c60e93", "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": 19603, + "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": 19603, + "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 a set of unrelated PRs spanning Whisper tests, CLIP/ViT test placeholders, FP8 dequantization, generation watermarking, Phimoe CI, and YOLOS. The only credible duplicate/overlap is the pair of YOLOS fixes (#46886 and #46922), which target the same device-mismatch problem in the same file.", - "confidence": 0.94, + "summary": "Only the YOLOS pull requests (46886 and 46922) look like the same underlying device-mapping bug; the rest are unrelated fixes across different models or CI/config code and should not be deduplicated.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "#46886 is the best canonical PR: it has the clearest title, an explicit issue target, and a focused fix for the YOLOS device-mismatch bug. #46922 looks like a smaller follow-up/variant of the same underlying change.", + "canonical_pr_reason": "PR 46922 is the better canonical YOLOS fix: it directly addresses the device mismatch in the forward path and also keeps the no-split-module change, making it the more complete representative of the bug.", "best_issue_reason": null, - "best_pr_reason": "#46886 is the strongest representative of the actual bug fix in this cluster because it is the most specific, issue-linked YOLOS repair and best captures the shared underlying problem.", + "best_pr_reason": "PR 46922 is the best overall representative because it fixes the concrete YOLOS `device_map=\"auto\"` mismatch in the actual code path, while 46886 only adjusts split boundaries.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Different models and different changes: Whisper tokenization/test updates vs CLIP/ViT test-only edits." + "reason": "Different subsystems: Whisper tokenization/tests vs CLIP/ViT test edits; no shared bug or change." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper decode logic is unrelated to FP8 dequant/loading fixes." + "reason": "Whisper decode/test fix and FP8 dequant/loading fix are unrelated." }, { "left": "pull_request:43291", "right": "pull_request:46380", "accept": false, - "reason": "Whisper batch/timestamp decoding is unrelated to generation watermarking/config validation." + "reason": "Whisper tokenization change is unrelated to generation watermarking/cis validation behavior." }, { "left": "pull_request:43291", "right": "pull_request:46922", "accept": false, - "reason": "Whisper tokenizer changes and YOLOS device-placement changes are unrelated." + "reason": "Whisper decode logic and YOLOS device placement are unrelated code paths." }, { "left": "pull_request:43665", "right": "pull_request:46539", "accept": false, - "reason": "CLIP/ViT test placeholders are unrelated to the Phimoe CI/device-map test fix." + "reason": "CLIP/ViT test edits do not match the Phimoe CI memory/device-map integration fix." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "Test-only edits in CLIP/ViT do not match the FP8 quantization bug fix." + "reason": "Model test-only edits and FP8 dequant/loading changes are not the same bug." }, { "left": "pull_request:43665", "right": "pull_request:46380", "accept": false, - "reason": "Unrelated test placeholders versus generation/watermarking validation changes." + "reason": "CLIP/ViT test changes are unrelated to generation config validation and whisper/mistral plumbing." }, { "left": "pull_request:43665", "right": "pull_request:46922", "accept": false, - "reason": "No shared bug or code path between CLIP/ViT test edits and YOLOS runtime fix." + "reason": "Different models and failure modes; CLIP/ViT test edits are not the YOLOS device mismatch bug." }, { "left": "pull_request:44815", "right": "pull_request:46539", "accept": false, - "reason": "FP8 dequantization/loading logic is unrelated to Phimoe CI memory patching." + "reason": "FP8 dequantization/loading logic is unrelated to Phimoe CI integration-test resource handling." }, { "left": "pull_request:44815", "right": "pull_request:46380", "accept": false, - "reason": "Different subsystems and different concrete failures: FP8 quantization vs generation config validation." + "reason": "FP8 quantization/loading fixes are unrelated to generation watermarking validation." }, { "left": "pull_request:44815", "right": "pull_request:46922", "accept": false, - "reason": "FP8 tensor-kernel padding/loading changes are unrelated to YOLOS device mismatch." + "reason": "Different feature areas: FP8 dequantization vs YOLOS device-map placement." }, { "left": "pull_request:46380", "right": "pull_request:46539", "accept": false, - "reason": "Generation watermarking/config validation and Phimoe CI infrastructure changes do not fix the same bug." + "reason": "Generation config validation and CI RAM/device-map patching are unrelated changes." }, { "left": "pull_request:46380", "right": "pull_request:46922", "accept": false, - "reason": "Generation configuration validation is unrelated to YOLOS model-device placement." + "reason": "Watermarking/generation config work is unrelated to the YOLOS device mismatch fix." }, { "left": "pull_request:46539", "right": "pull_request:46922", "accept": false, - "reason": "Phimoe integration-test CI changes are unrelated to YOLOS runtime device mismatch." + "reason": "CI resource-mocking for Phimoe integration tests is unrelated to YOLOS model code." }, { "left": "pull_request:46886", "right": "pull_request:46922", "accept": true, - "reason": "Both PRs address the same YOLOS device-mismatch issue in the same file and target, and they could plausibly be combined into one merged fix." + "reason": "Both PRs target the same YOLOS device_map='auto' mismatch, touch the same model file, and 46922 is a plausible superset of 46886's split-boundary fix." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded overall: the summary matches the packet, and the non-YOLOS pairs are conservatively rejected based on clearly different files/subsystems. The only accepted overlap, #46886 with #46922, is supported by the shared YOLOS file and issue target and looks plausibly mergeable into one bugfix PR." + "feedback": "The summary is grounded in the packet: 46886 and 46922 both target the same YOLOS issue and touch the same file, and 46922 is a superset-style fix with the forward-path device move plus the no-split-module change. The other soft-edge rejections are conservative and supported by clearly different subsystems/filenames." }, "evaluator_used": true, "retried": false, @@ -24719,7 +24935,7 @@ { "label": "pull_request", "component_index": 8, - "component_count": 30, + "component_count": 29, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24738,12 +24954,12 @@ "pull_request:43488|pull_request:43532", "pull_request:43532|pull_request:46747" ], - "prepared_review_unit_hash": "42a29558c5a491f51859bf6aa990d7052460892e3da4052def7305c5e3daec71", + "prepared_review_unit_hash": "9d3ae05e61cf3a202aea01a7a5bba04c0e0f67e73c579c005f3836d63b071f38", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 6350, + "serialized_chars": 6349, "estimated_input_tokens": 1588, "estimated_eval_tokens": 3432 }, @@ -24751,7 +24967,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 6350, + "serialized_chars": 6349, "estimated_input_tokens": 1588, "estimated_eval_tokens": 3432 }, @@ -24760,30 +24976,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three PRs are unrelated repo-maintenance/test-infra changes with different targets and purposes; they should not be clustered as duplicates.", - "confidence": 0.96, + "summary": "These are three unrelated \"don't merge\" PRs that happen to touch CI/test infrastructure and one shared test file, but they do not look like the same underlying bug or change. They should not be clustered as duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the three PRs touch different files and address different changes (setup/test dependency spoofing, workflow diff display, and workflow security gating).", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "No single PR is a good global representative because there is no shared underlying bug or feature change across the set.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:46747", "accept": false, - "reason": "Different code paths and goals: one edits packaging/version/dependency files and vitest test code, the other changes a CI security-gate workflow trigger. Same broad repo area only." + "reason": "Different changes: one tweaks setup/dependency metadata and a test, the other changes a workflow trigger for the PR security gate. No shared code-path or concrete fix." }, { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "43488 is about setup/version/dependency tweaks and a Vitest-related test file; 43532 rewrites several workflows and testing utilities to show diffs. Not the same concrete fix." + "reason": "Only superficial overlap via a Vit test file; one PR is about setup/version/dependency checks, the other rewrites several workflows and helper utilities. Not the same underlying change." }, { "left": "pull_request:43532", "right": "pull_request:46747", "accept": false, - "reason": "Both touch workflows, but 43532 is a multi-workflow/testing-utils diff-display change while 46747 narrowly flips a security-gate workflow from pull_request_target to pull_request. Too different to merge as one PR." + "reason": "Both touch GitHub Actions, but they modify different workflows for different purposes. They are not one mergeable fix for the same bug." } ] }, @@ -24797,7 +25013,7 @@ { "label": "pull_request", "component_index": 9, - "component_count": 30, + "component_count": 29, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24813,7 +25029,7 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "2b419239b2ed5e2caa48df0b57b565928e0aa6c94a065b5802fe180fa17f900d", + "prepared_review_unit_hash": "074c5d927f00a56fbab9ea26b3360e9e069e92cf8e07f233a4508422a51a0996", "component_budget": { "node_count": 2, "item_count": 2, @@ -24835,18 +25051,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related but distinct PRs: both add new segmentation pipelines and share docs/registration scaffolding, but one targets promptable concept segmentation and the other promptable visual segmentation with different model integrations. They should not be triaged as duplicates.", - "confidence": 0.96, + "summary": "These are two separate PRs for different pipeline additions: promptable concept segmentation vs promptable visual segmentation. They share some scaffolding, but the underlying tasks, models, and tests are distinct, so they should not be clustered as duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "Prefer PR 43613 as the broader and more complete pipeline addition, with wider model coverage and more extensive tests/docs.", "best_issue_reason": null, - "best_pr_reason": "PR 43613 is the broader implementation, covering more backend integrations and tests, so it is the stronger representative of the two\u2014but it is still not a duplicate of 43612.", + "best_pr_reason": "PR 43613 is the better representative of this cluster because it is the more expansive visual-segmentation pipeline change, but it is not a duplicate of 43612.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Different user-facing features and code paths: concept segmentation vs visual segmentation. Shared pipeline/documentation plumbing is not enough to treat them as the same change." + "reason": "Different features: one adds Promptable Concept Segmentation, the other Promptable Visual Segmentation. Shared infrastructure files are not enough to treat them as the same code change." } ] }, @@ -24860,7 +25076,7 @@ { "label": "pull_request", "component_index": 10, - "component_count": 30, + "component_count": 29, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24876,7 +25092,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "12a79c3961a66a91f5c69d15e4b3175a4dcd6e4adf40177b7b5cf65796c5fd4b", + "prepared_review_unit_hash": "745521462341bd4854adb62dc1332cd2755efc5ba6c1bbcb73bc58749ea5aef2", "component_budget": { "node_count": 2, "item_count": 2, @@ -24898,18 +25114,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs both touch `trainer.py` and add override hooks for custom trainers, but they address different behaviors: gradient-accumulation loss scaling vs. signature-column filtering. They are related at a high level, not the same underlying change.", - "confidence": 0.94, + "summary": "Two open PRs in `trainer.py` propose different trainer customization hooks; they share a file but not the same underlying change, so they are not duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No clear canonical PR as a duplicate representative: PR #43651 changes loss scaling in `training_step`, while PR #43663 refactors model signature column filtering into an overrideable helper; they solve different problems.", + "canonical_pr_reason": "PR 43651 is the better representative of the cluster because it makes a concrete runtime behavior change in `training_step` and has the stronger discussion signal.", "best_issue_reason": null, - "best_pr_reason": "PR #43651 is the stronger representative only if one must be chosen, because it modifies the concrete training-step loss-scaling behavior directly and is more self-contained than the helper extraction in PR #43663.", + "best_pr_reason": "PR 43651 is the strongest overall anchor among these items: it addresses a specific loss-scaling behavior change rather than a separate refactor of signature column filtering.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Different code paths and different behaviors: one controls gradient-accumulation loss scaling, the other customizes dataset column filtering from model signatures. Shared file/subsystem is not enough to treat them as the same change." + "reason": "They target different trainer code paths and behaviors: gradient-accumulation loss scaling vs. model signature column filtering. Same file/subsystem, but not the same change and not plausibly one merged PR." } ] }, @@ -24923,7 +25139,7 @@ { "label": "pull_request", "component_index": 11, - "component_count": 30, + "component_count": 29, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24939,12 +25155,12 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "99cb4c75895f949ee49779aaab5ba38c7c96e72b52d40b334b66c7b318909057", + "prepared_review_unit_hash": "5c03ca9cb6e36fe0ff5c6f5e962031513fba94aa30b5bc9baf917f610bb0c543", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3664, + "serialized_chars": 3663, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -24952,7 +25168,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3664, + "serialized_chars": 3663, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -24961,27 +25177,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The PRs share the same file and a typing-related area, but they do not look like the same concrete bugfix. PR 43842 directly targets the TypeAdapter NameError when pydantic is absent; PR 43656 is a broader annotation/future-import cleanup without clear evidence it fixes that same failure, so the soft edge should be rejected.", - "confidence": 0.82, + "summary": "Two PRs touch the same CLI module and both mention TypeAdapter, but they appear to fix different runtime typing/import problems rather than the same bug.", + "confidence": 0.83, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43842 is the clearest canonical PR because it explicitly fixes the TypeAdapter NameError in the CLI serve path and has the most direct, narrowly scoped change to the failing code path.", + "canonical_pr_reason": "PR 43842 is the clearer, more specific fix: it explicitly targets the TypeAdapter NameError when pydantic is absent and uses TYPE_CHECKING plus a quoted annotation to avoid runtime import errors.", "best_issue_reason": null, - "best_pr_reason": "PR 43842 is the best overall fit because it is specific and directly tied to the runtime NameError, whereas PR 43656 is broader typing cleanup without a clearly demonstrated shared bug.", + "best_pr_reason": "PR 43842 is the best representative because it has the most concrete failure mode, a narrower scope, and a direct issue target tied to the reported NameError.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "The overlap is too weak: both touch src/transformers/cli/serve.py and typing annotations, but 43656 mainly adds __future__ annotations and cleans up types, while 43842 explicitly fixes the TypeAdapter NameError when pydantic is missing. That is not enough to treat them as the same underlying bugfix." + "reason": "Reject: same file and similar symptom, but 43656 changes broader typing/future-annotations behavior while 43842 specifically guards a pydantic TypeAdapter reference when pydantic is not installed. They are not the same underlying change and would not plausibly be merged as one PR." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The pair is too weakly grounded to call the same bugfix. PR 43842 explicitly addresses a TypeAdapter NameError by changing the annotation/import path, but PR 43656\u2019s shown diff is mainly about adding `from __future__ import annotations` and cleaning up other annotations; the packet does not explicitly tie it to the same TypeAdapter failure. Because the evidence only shows a shared file and broad typing-related changes, the soft-edge claim is a bit overstated." - }, - "evaluator_used": true, - "retried": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -24989,7 +25202,7 @@ { "label": "pull_request", "component_index": 12, - "component_count": 30, + "component_count": 29, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25055,7 +25268,7 @@ { "label": "pull_request", "component_index": 13, - "component_count": 30, + "component_count": 29, "review_unit_index": 1, "review_unit_count": 2, "status": "reviewed", @@ -25112,9 +25325,9 @@ "pull_request:44086|pull_request:44722", "pull_request:44018|pull_request:44019", "pull_request:44019|pull_request:44071", - "pull_request:44018|pull_request:44116", "pull_request:44068|pull_request:44722", "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", @@ -25135,8 +25348,8 @@ "pull_request:44073|pull_request:44161", "pull_request:44073|pull_request:44101", "pull_request:44059|pull_request:44071", - "pull_request:44056|pull_request:44101", "pull_request:44018|pull_request:44059", + "pull_request:44056|pull_request:44101", "pull_request:44059|pull_request:44066", "pull_request:44101|pull_request:44161", "pull_request:43997|pull_request:44017", @@ -25168,12 +25381,12 @@ "pull_request:44024|pull_request:44076", "pull_request:44073|pull_request:44074" ], - "prepared_review_unit_hash": "59120792617361a812007b76cbed445d4281688f7e145257db4d3cc6513ad9af", + "prepared_review_unit_hash": "c5ac1f8a0f4372117d43608ee6e2b0987295614f1981cc3ca0a925f459f817b0", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 76, - "serialized_chars": 84120, + "serialized_chars": 84119, "estimated_input_tokens": 21030, "estimated_eval_tokens": 42316 }, @@ -25181,339 +25394,393 @@ "node_count": 28, "item_count": 28, "soft_pair_count": 72, - "serialized_chars": 76942, - "estimated_input_tokens": 19236, - "estimated_eval_tokens": 38728 + "serialized_chars": 76940, + "estimated_input_tokens": 19235, + "estimated_eval_tokens": 38726 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is mostly a loose campaign of model-by-model output-tracing refactors under the same umbrella issue, not one single duplicated change. Only the GPT-J and GPT-Neo revision pairs look like true duplicates; the rest are separate model-specific migrations and should stay distinct.", - "confidence": 0.89, + "summary": "This is mostly a theme cluster of model-by-model refactors toward the standardized output-capture / can_return_tuple interface. Most PRs are not duplicates across models; the clear overlaps are the GPT-Neo variants and the GPT-J variants.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44722 is the broadest and most mature representative of the shared GPT-J output-tracing refactor set, and it also covers the copied CodeGen path, making it the best single anchor for the cluster.", + "canonical_pr_reason": "PR 44722 is the strongest representative of the overlapping GPT-J/CodeGen refactor thread: it has the clearest concrete code-path coverage and matches the later standardized-output implementation pattern.", "best_issue_reason": null, - "best_pr_reason": "PR 44722 is the clearest overall example of the standardized output-tracing migration: explicit issue linkage, broader scope than the earlier GPT-J drafts, and concrete changes on the shared GPT-J/CodeGen code path.", + "best_pr_reason": "44722 is the best single representative PR for the cluster\u2019s real duplicate-like core, because it covers the same GPT-J output-tracing change as the other GPT-J PRs and is the most complete of that subset.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families and different code paths; same umbrella issue is not enough to treat them as duplicates." + "reason": "Different models and code paths (CVT/FNet vs GPT-J). Same broad output-tracing theme is not enough to treat them as duplicates." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "FNet/CVT refactors and DeBERTa refactors are separate model-specific migrations, not the same underlying change." + "reason": "Different model families and implementations; both refactor output tracing, but not the same concrete change." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Both are GPT-J output-tracing refactors on the same file/code path, and one is a plausible revision of the other." + "reason": "Both are GPT-J output-tracing refactors on the same underlying code path; one is a narrower version of the same change and could be merged into one PR." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "RegNet and EfficientNet are different models; these are parallel refactors, not the same bug or change." + "reason": "Different backbones (ResNet/RegNet/RT-DETR vs EfficientNet). Same standardized-output pattern, but not the same bug/change." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet output tracing and GPT-J/CodeGen output tracing are unrelated model-specific changes." + "reason": "EfficientNet and GPT-J are unrelated code paths; only the refactor style overlaps." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J and EfficientNet do not share the same concrete code path or change set." + "reason": "Different model code paths. Shared issue/linkage is not enough to merge them as duplicates." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTa are unrelated refactors despite similar standardized-output wording." + "reason": "MobileNetV2 vs DeBERTa are separate implementations; this is only a common refactor pattern." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J and MGP-STR are different implementations; these are separate migrations." + "reason": "GPT-J/CodeGen output tracing versus MGP-STR output tracing; different model-specific code paths." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J and MPT output-tracing changes are distinct model-specific refactors." + "reason": "Different models (GPT-J/CodeGen vs MPT). Same API migration theme, not the same concrete fix." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Both target GPT-Neo output tracing on the same model/file family; this looks like a later revision of the same change." + "reason": "Both target GPT-Neo output tracing on the same model file/test surface; these look like overlapping versions of the same refactor." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J and GPT-Neo are different model families, so this is not the same underlying change." + "reason": "GPT-J/CodeGen versus GPT-Neo are different code paths, even though both are output-tracing migrations." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo and GPT-J are separate model refactors even if they share the same umbrella issue." + "reason": "GPT-Neo and GPT-J/CodeGen are different models; not the same underlying change." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet and GPT-J output tracing are unrelated code paths and should not be merged as duplicates." + "reason": "ResNet output-tracing refactor is unrelated to GPT-J/CodeGen." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet and GPT-J are unrelated model-specific changes." + "reason": "Different models and changes; same issue target does not make them duplicates." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J refactors are separate model migrations, not one concrete fix." + "reason": "MGP-STR and GPT-J are unrelated code paths." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are different models; shared theme alone is insufficient." + "reason": "GPT-Neo and ResNet are separate model implementations; only the refactor pattern is shared." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet and MPT are unrelated output-tracing refactors." + "reason": "ResNet versus MPT: different model code and different concrete output handling." }, { - "left": "pull_request:44018", - "right": "pull_request:44116", + "left": "pull_request:44068", + "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo and Flaubert are different model-specific changes." + "reason": "GPT-Neo versus GPT-J/CodeGen; not the same fix." }, { "left": "pull_request:44068", - "right": "pull_request:44722", + "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and GPT-J refactors target different model code paths." + "reason": "GPT-Neo and Flaubert are different architectures and code paths." }, { - "left": "pull_request:44068", + "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert are unrelated migrations." + "reason": "Different model families; same output-tracing migration theme only." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT and GPT-J are separate model implementations with distinct output-handling code." + "reason": "MPT and GPT-J/CodeGen are separate code paths." }, { "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo and GPT-J are different model families, so they are not duplicates." + "reason": "GPT-Neo versus GPT-J; related refactor style, but not the same change." }, { "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are unrelated refactors." + "reason": "GPT-Neo and MGP-STR are unrelated implementations." }, { "left": "pull_request:44068", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are different model-specific migrations." + "reason": "GPT-Neo versus MGP-STR, so this is not a duplicate." }, { "left": "pull_request:44071", "right": "pull_request:44086", "accept": false, - "reason": "MPT and MGP-STR do not share the same concrete code path or fix." + "reason": "MPT and MGP-STR are different model code paths." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J-related refactor versus MGP-STR; not the same concrete issue." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT versus Flaubert are different model implementations; only the refactor style overlaps." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-2 and MGP-STR are unrelated code paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "Segformer and LongT5 are unrelated model refactors." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "Segformer versus VisualBert: different model-specific output handling." }, { - "left": "pull_request:44085", - "right": "pull_request:44086", + "left": "pull_request:44017", + "right": "pull_request:44722", "accept": false, - "reason": "These are different model families; the similarity is only in the standardized-output theme." + "reason": "Segformer and GPT-J/CodeGen are unrelated." }, { - "left": "pull_request:44059", - "right": "pull_request:44086", + "left": "pull_request:44068", + "right": "pull_request:44071", "accept": false, - "reason": "GPT-2 and MGP-STR are unrelated model refactors." + "reason": "GPT-Neo versus MPT; different concrete code paths." }, { - "left": "pull_request:44059", - "right": "pull_request:44722", + "left": "pull_request:43997", + "right": "pull_request:44073", "accept": false, - "reason": "GPT-2 output tracing is a separate code path from GPT-J/CodeGen." + "reason": "RegNet and VisualBert are different model families; shared tracing refactor is too broad." }, { - "left": "pull_request:44017", + "left": "pull_request:44073", "right": "pull_request:44161", "accept": false, - "reason": "Segformer and LongT5 are unrelated implementations and cannot be merged as one PR." + "reason": "VisualBert versus LongT5 are separate implementations." }, { - "left": "pull_request:44017", - "right": "pull_request:44073", + "left": "pull_request:44073", + "right": "pull_request:44101", "accept": false, - "reason": "Segformer and VisualBert are separate model-specific refactors." + "reason": "VisualBert and Flaubert are different code paths." }, { - "left": "pull_request:44017", - "right": "pull_request:44722", + "left": "pull_request:44059", + "right": "pull_request:44071", "accept": false, - "reason": "Segformer and GPT-J target different code paths and are not duplicates." + "reason": "GPT-2 versus MPT: same general subsystem, but not the same change." }, { - "left": "pull_request:43997", - "right": "pull_request:44073", + "left": "pull_request:44018", + "right": "pull_request:44059", "accept": false, - "reason": "RegNet and VisualBert are different model families." + "reason": "GPT-Neo and GPT-2 are distinct model code paths." }, { - "left": "pull_request:43997", - "right": "pull_request:44056", + "left": "pull_request:44056", + "right": "pull_request:44101", "accept": false, - "reason": "RegNet and MPNet are separate model-specific changes." + "reason": "MPNet and Flaubert are different models; not duplicates." }, { "left": "pull_request:43997", "right": "pull_request:44018", "accept": false, - "reason": "RegNet and GPT-Neo do not fix the same underlying code path." + "reason": "RegNet and GPT-Neo are unrelated backbones." }, { "left": "pull_request:43997", - "right": "pull_request:44161", + "right": "pull_request:44056", "accept": false, - "reason": "RegNet and LongT5 are unrelated output-tracing migrations." + "reason": "RegNet versus MPNet: different concrete refactors." }, { - "left": "pull_request:43997", - "right": "pull_request:44074", + "left": "pull_request:44071", + "right": "pull_request:44076", "accept": false, - "reason": "RegNet and TextNet are different model implementations." + "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 distinct model-specific refactors." + "reason": "TextNet and Flaubert are different implementations." }, { "left": "pull_request:44056", "right": "pull_request:44161", "accept": false, - "reason": "MPNet and LongT5 are unrelated changes." + "reason": "MPNet and LongT5 are unrelated model-specific changes." }, { - "left": "pull_request:43996", - "right": "pull_request:44017", + "left": "pull_request:44010", + "right": "pull_request:44071", "accept": false, - "reason": "FNet/CVT and Segformer are separate model refactors." + "reason": "SqueezeBert and MPT are different model families." }, { - "left": "pull_request:44010", - "right": "pull_request:44071", + "left": "pull_request:44018", + "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and MPT are unrelated model code paths." + "reason": "GPT-Neo and SpeechT5 do not share the same code path." }, { "left": "pull_request:44010", "right": "pull_request:44073", "accept": false, - "reason": "SqueezeBert and VisualBert are different model-specific migrations." + "reason": "SqueezeBert versus VisualBert: different concrete refactors." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44722", + "accept": false, + "reason": "SqueezeBert and GPT-J/CodeGen are unrelated." }, { "left": "pull_request:44010", "right": "pull_request:44018", "accept": false, - "reason": "SqueezeBert and GPT-Neo are separate changes." + "reason": "SqueezeBert and GPT-Neo are separate model implementations." }, { "left": "pull_request:44010", "right": "pull_request:44044", "accept": false, - "reason": "SqueezeBert and DeBERTa are unrelated refactors." + "reason": "SqueezeBert versus DeBERTa are different model code paths." }, { "left": "pull_request:44044", "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa and TextNet are different model families." + "reason": "DeBERTa and TextNet are unrelated model-specific output tracing changes." }, { - "left": "pull_request:44044", - "right": "pull_request:44129", + "left": "pull_request:44024", + "right": "pull_request:44076", "accept": false, - "reason": "DeBERTa and SpeechT5 are separate model-specific output changes." + "reason": "FocalNet and ImageGPT are different models; same pattern, not same change." }, { - "left": "pull_request:44044", - "right": "pull_request:44154", + "left": "pull_request:44073", + "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa and Vits are unrelated code paths." + "reason": "VisualBert and TextNet are separate model implementations." }, { - "left": "pull_request:44024", - "right": "pull_request:44076", + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing refactor on the same concrete files; 44722 looks like the broader later version of the same change." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both overlap on the GPT-J output-tracing refactor and can plausibly be merged into one PR; 44722 is the broader version." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", "accept": false, - "reason": "FocalNet and ImageGPT are different model implementations; similar refactor style does not make them duplicates." + "reason": "GPT-J versus SpeechT5 are unrelated code paths." }, { - "left": "pull_request:44073", - "right": "pull_request:44074", + "left": "pull_request:43996", + "right": "pull_request:44007", "accept": false, - "reason": "VisualBert and TextNet are separate model-specific changes." + "reason": "CVT/FNet output tracing versus ResNet/RegNet/RT-DETR output tracing: same theme, different implementations." }, { - "left": "pull_request:44098", - "right": "pull_request:44101", + "left": "pull_request:43996", + "right": "pull_request:44129", "accept": false, - "reason": "ViLT and Flaubert/XLM are unrelated refactors." + "reason": "CVT/FNet and SpeechT5 are unrelated model code paths." }, { - "left": "pull_request:44059", - "right": "pull_request:44068", + "left": "pull_request:44044", + "right": "pull_request:44129", "accept": false, - "reason": "GPT-2 and GPT-Neo are different model families." + "reason": "DeBERTa and SpeechT5 are different model families." }, { - "left": "pull_request:44056", - "right": "pull_request:44059", + "left": "pull_request:44044", + "right": "pull_request:44154", "accept": false, - "reason": "MPNet and GPT-2 are separate model-specific changes." + "reason": "DeBERTa and ViTS are separate model-specific changes." }, { - "left": "pull_request:44074", - "right": "pull_request:44101", + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet and ImageGPT are different backbones; not the same underlying change." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", "accept": false, - "reason": "TextNet and Flaubert/XLM are unrelated model refactors." + "reason": "VisualBert versus TextNet are different model code paths." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: it correctly treats this as a set of model-specific output-tracing refactors under one umbrella issue, and it only elevates the same-model GPT-J/GPT-Neo revision pairs as likely duplicates. The accepted soft edges are conservative and appear mergeable as single bugfix PR revisions; the rejected edges are also appropriately limited to unrelated model families/code paths." + "feedback": "The summary is grounded in the packet: it correctly treats this as a broad standardized output-tracing theme cluster and conservatively limits duplicate-like overlap to the GPT-Neo and GPT-J variants. The accepted soft-edge pairs are plausibly mergeable into single PRs for the same bugfix, and the rejected pairs stay appropriately model-specific." }, "evaluator_used": true, "retried": false, @@ -25524,7 +25791,7 @@ { "label": "pull_request", "component_index": 13, - "component_count": 30, + "component_count": 29, "review_unit_index": 2, "review_unit_count": 2, "status": "reviewed", @@ -25547,12 +25814,12 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "0f330add28609dfbd1155eef89a370ee489180f8885e7a9d6a32da4fc1dc5373", + "prepared_review_unit_hash": "7699cb235364c395fc7fe3bfd37aae1c7976841e87bbcbef1aae639c35d5814d", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 76, - "serialized_chars": 84120, + "serialized_chars": 84119, "estimated_input_tokens": 21030, "estimated_eval_tokens": 42316 }, @@ -25560,45 +25827,45 @@ "node_count": 6, "item_count": 6, "soft_pair_count": 4, - "serialized_chars": 12756, - "estimated_input_tokens": 3189, - "estimated_eval_tokens": 6634 + "serialized_chars": 12757, + "estimated_input_tokens": 3190, + "estimated_eval_tokens": 6636 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "A cluster of model-specific PRs all refactoring output tracing to the standardized capture_outputs/can_return_tuple pattern. They are highly similar in intent and wording, but each targets a different model implementation, so they are not duplicates of the same concrete change.", - "confidence": 0.91, + "summary": "These are all separate model-specific refactors toward standardized output tracing/capture, not duplicate fixes of the same bug or change. The shared wording is mostly template-like; the PRs touch different model implementations and code paths.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "Best representative is PR #44129 because it is the most clearly anchored by an explicit issue target and shows the same output-tracing refactor pattern in a self-contained model file.", + "canonical_pr_reason": "No true canonical duplicate PR exists here. If one must be chosen as the cluster anchor, PR #44129 is the strongest representative because it has an explicit issue target and a concrete model-specific refactor, but it is still not a duplicate of the others.", "best_issue_reason": null, - "best_pr_reason": "PR #44129 is the strongest representative of the cluster\u2019s theme: it has an explicit linked issue, a focused refactor, and the same standardized output-capture migration pattern as the others.", + "best_pr_reason": "PR #44129 is the most substantive standalone candidate: it has an explicit linked issue and a clear, concrete SpeechT5 output-tracing refactor. The others are similar in theme but apply to different models and should not be merged as duplicates.", "soft_edge_verdicts": [ { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "Both are standardized output-tracing migrations, but they modify different model code paths (MPNet vs VisualBert). Similar refactor pattern is not enough to treat them as the same change." + "reason": "Same high-level migration pattern, but different models (MPNet vs VisualBert) and different traced modules/classes; not the same underlying code-path change." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "These are separate model-specific refactors in different files and architectures. They share a migration template, not a single underlying bug or mergeable code change." + "reason": "Both refactor output tracing, but they target different architectures and files with model-specific implementations; not mergeable as one duplicate PR." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are unrelated model implementations. The PRs are analogous output-tracing migrations, but not the same concrete fix." + "reason": "Shared standardized-output theme only; RegNet and SqueezeBert are unrelated model code paths with distinct forward logic." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "Both update output handling, but one is SqueezeBert and the other is SpeechT5 with a linked issue. Different code paths and different refactor scopes make them non-duplicates." + "reason": "Both involve output/refactor changes, but SqueezeBert and SpeechT5 modify different internals and concrete behaviors; this is not the same fix." } ] }, @@ -25612,7 +25879,7 @@ { "label": "pull_request", "component_index": 14, - "component_count": 30, + "component_count": 29, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25678,274 +25945,268 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "44e49a18e36e891990bcaa2ac62d98b0fd11c1cf2c5b9ec0e7029465ab029957", + "prepared_review_unit_hash": "d8244b5d78de0d903decd09909e38363f492795d1d8722fed263d6b07f0f639c", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40188, - "estimated_input_tokens": 10047, - "estimated_eval_tokens": 20350 + "serialized_chars": 40184, + "estimated_input_tokens": 10046, + "estimated_eval_tokens": 20348 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40188, - "estimated_input_tokens": 10047, - "estimated_eval_tokens": 20350 + "serialized_chars": 40184, + "estimated_input_tokens": 10046, + "estimated_eval_tokens": 20348 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are all variations of the same broad output-tracing refactor pattern, but they target different model implementations and code paths. I would not deduplicate them together; they look like separate model-specific changes rather than one shared bugfix or mergeable PR.", - "confidence": 0.91, + "summary": "These PRs share a broad \"output tracing\" refactor theme, but they target different model families and code paths, so they are not duplicates of the same underlying change.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No issue is present. Among the PRs, #44025 is a good representative because it is a self-contained output-tracing refactor across a tightly related pair of files (Depth Anything and Prompt Depth Anything) and clearly reflects the common pattern in this cluster.", + "canonical_pr_reason": "PR #44003 is the best representative because it is the most substantial output-tracing refactor in the set, touching two related model implementations and adding the new tracing helpers/hooks rather than only a small decorator swap.", "best_issue_reason": null, - "best_pr_reason": "#44025 is the best single representative PR for the cluster: it is focused, self-contained, and clearly shows the core can_return_tuple/output-tracing refactor without spanning unrelated model families.", + "best_pr_reason": "PR #44003 is the strongest cluster representative: it modifies a shared tracing pattern across multiple files and introduces the infrastructure used by similar refactors elsewhere.", "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 signatures; not the same concrete code-path change." + "reason": "Both are tracing refactors, but they are for unrelated model families (timm_backbone vs upernet) and different forward paths." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Both are output-tracing refactors, but they apply to unrelated model implementations and different forward behavior; not mergeable as one PR." + "reason": "Different architectures and modalities; only the high-level refactor theme overlaps." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Different model code paths (timm_backbone vs univnet); similar cleanup pattern is not enough to treat them as duplicates." + "reason": "Unrelated models (vision backbone vs audio generation) with no shared concrete code path." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "These touch different subsystems/models and one spans two model files; they are not the same underlying bug or change." + "reason": "Different subsystems and files; one is a tiny backbone cleanup, the other is a deeper mamba/falcon-mamba tracing rewrite." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Different architectures and code paths; only the refactor pattern is shared." + "reason": "Same general refactor pattern, but timm_backbone and rwkv are distinct implementations with different output logic." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "MobileNetV1 and UnivNet are unrelated implementations; similar tracing refactor does not make them duplicates." + "reason": "MobileNetV1 and UnivNet are unrelated model paths; the shared pattern is too broad to be a duplicate." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Different model families and forward APIs; not the same concrete fix." + "reason": "Different model families and different tracing changes; not the same bug or change." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "Both are refactors, but they affect unrelated models and cannot plausibly be merged into one PR as the same change." + "reason": "Both refactor outputs, but MobileNetV1 and Depth Anything do not share the same concrete implementation path." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "MobileNetV1 vs VisionEncoderDecoder are distinct code paths; shared output-tracing pattern is too broad." + "reason": "A classifier/backbone model versus an encoder-decoder wrapper; only the refactor style overlaps." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Different model subsystems and API surfaces; not a duplicate change." + "reason": "Speech encoder-decoder vs MobileNetV1 are unrelated code paths." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Vision-text dual encoder and UnivNet are unrelated; same refactor label does not imply same bug or mergeable PR." + "reason": "Vision-text dual encoder and UnivNet are different models and different output semantics." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "These are separate model-specific refactors with different outputs and signatures; not the same underlying change." + "reason": "No shared concrete change beyond generic tracing cleanup." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Different model families and different code paths; only a generic tracing cleanup pattern is shared." + "reason": "Vision-text dual encoder and mamba/falcon-mamba are distinct subsystems." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Both are output-tracing refactors, but they target unrelated models and would not be merged as one code-path fix." + "reason": "These touch different model families and different forward signatures." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "UnivNet and UperNet are unrelated model implementations; this is not the same bug/change." + "reason": "UnivNet and UperNet are unrelated models; same refactor theme is not enough." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Different architecture families and different forward semantics; too broad to deduplicate." + "reason": "Different model stacks and different output-capturing code paths." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "Separate model families with different tracing adjustments; not one concrete change." + "reason": "Depth Anything and UnivNet are unrelated; no plausible single merged PR." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "UperNet and RWKV are unrelated; shared refactor language is not enough." + "reason": "UperNet and RWKV are different architectures with separate tracing implementations." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "Distinct model families and different affected files; not the same underlying fix." + "reason": "Different model families and different refactor scope." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "Falcon/Mamba work vs SuperPoint are unrelated code paths; no duplicate evidence beyond similar tracing cleanup." + "reason": "Mamba/Falcon-Mamba versus SuperPoint are unrelated code paths." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "These touch different model implementations and different forward contracts; not the same concrete bug or change." + "reason": "Both are tracing-related, but CodeGen and Mamba fix different forward contracts and cannot plausibly be one PR." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "TimmBackbone and CodeGen are unrelated subsystems; the similarity is only at the refactor pattern level." + "reason": "Timm backbone and CodeGen are unrelated models and output shapes." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "UnivNet and CodeGen are unrelated model code paths; not mergeable as one PR." + "reason": "UnivNet and CodeGen have no shared concrete bug or change." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "Different models and outputs; same general cleanup theme is insufficient." - }, - { - "left": "pull_request:44000", - "right": "pull_request:44004", - "accept": false, - "reason": "Vision-text dual encoder and CodeGen are separate code paths and different abstractions." + "reason": "UperNet segmentation tracing and CodeGen attention/cache tracing are different changes." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Depth Anything and VisionEncoderDecoder are different model families; not the same underlying bug or change." + "reason": "Depth Anything and VisionEncoderDecoder are different model families; same refactor pattern only." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Depth Anything and SpeechEncoderDecoder are unrelated; shared output-tracing refactor is too broad." + "reason": "Depth Anything and SpeechEncoderDecoder do not share a code path." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Different models and different forward behavior; not a duplicate." + "reason": "Depth Anything and SuperPoint are unrelated models with distinct forward logic." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Depth Anything and RWKV are unrelated model paths; these are separate refactors." + "reason": "Different architectures and different tracing hooks; not the same underlying fix." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Depth Anything and DPR are different subsystems with distinct API changes; not the same concrete fix." + "reason": "Depth Anything and DPR are unrelated implementations." }, { "left": "pull_request:44026", - "right": "pull_request:44027", + "right": "pull_request:44029", "accept": false, - "reason": "VisionEncoderDecoder and SpeechEncoderDecoder are sibling subsystems but still distinct code paths and PRs; not one mergeable fix." + "reason": "VisionEncoderDecoder wrapper and RWKV core model tracing are not the same change." }, { "left": "pull_request:44026", - "right": "pull_request:44028", + "right": "pull_request:44027", "accept": false, - "reason": "Different model families and files; only the generic tracing refactor overlaps." + "reason": "Vision and speech encoder-decoder wrappers are parallel but distinct wrappers, not one duplicate PR." }, { "left": "pull_request:44026", - "right": "pull_request:44029", + "right": "pull_request:44028", "accept": false, - "reason": "VisionEncoderDecoder and RWKV are unrelated implementations; no duplicate bug/change." + "reason": "Different subsystems (encoder-decoder wrapper vs keypoint model)." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "Different model code paths and forward contracts; not the same underlying issue." + "reason": "VisionEncoderDecoder and DPR target different forward paths and output contracts." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "SpeechEncoderDecoder and SuperPoint are unrelated and not plausibly one PR." + "reason": "SpeechEncoderDecoder and SuperPoint are unrelated; only the broad tracing refactor matches." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Different architectures and output semantics; shared refactor theme is insufficient." + "reason": "Speech encoder-decoder wrapper and RWKV are different model families." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "SpeechEncoderDecoder and DPR are distinct code paths with different outputs; not duplicates." + "reason": "SpeechEncoderDecoder and DPR do not share a concrete code-path bug." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "SuperPoint and RWKV are unrelated model implementations; not the same change." + "reason": "SuperPoint and RWKV are unrelated models with different output tracing implementations." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "SuperPoint and DPR are different subsystems and API surfaces." + "reason": "SuperPoint and DPR are different tasks and code paths." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "RWKV and DPR are unrelated model paths; the commonality is only generic output-tracing cleanup." + "reason": "RWKV and DPR are unrelated model implementations; same refactor theme is too broad." } ] }, @@ -25959,7 +26220,7 @@ { "label": "pull_request", "component_index": 15, - "component_count": 30, + "component_count": 29, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25975,12 +26236,12 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "e06d212edaf8de4c9e6fab6e7588c9b11b789c4485f3b280b03f662d97a3ab17", + "prepared_review_unit_hash": "caaf41a7f30eae1733aa0ac6174fd459609a08db6f2fcd2d4282d49269ffff62", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6552, + "serialized_chars": 6551, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -25988,7 +26249,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6552, + "serialized_chars": 6551, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -25997,18 +26258,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated model-addition PRs that only overlap on Transformers boilerplate and registration files. PenguinVL and Voxtral TTS are different models with different implementation/code paths, so this is not a duplicate pair.", - "confidence": 0.96, + "summary": "These are two unrelated model-addition PRs that only overlap on shared Transformers boilerplate (auto registries, docs, tests). They do not appear to fix the same code-path or represent the same underlying change.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45401 is the clearer representative because it is explicitly tied to an issue and is scoped to a specific Voxtral TTS integration; PR #44662 is a separate PenguinVL implementation.", + "canonical_pr_reason": "Add support for Voxtral-4B-TTS-2603 to transformers (45401) is the cleaner representative because it has an explicit issue target and a narrower, self-contained scope.", "best_issue_reason": null, - "best_pr_reason": "PR #45401 is the best single PR to keep as the representative artifact in this cluster because it is issue-linked and narrowly scoped; the other PR is an independent model addition.", + "best_pr_reason": "45401 is the better cluster representative: it is more focused and explicitly tied to issue 45027, whereas 44662 is a separate PenguinVL model implementation.", "soft_edge_verdicts": [ { - "left": "pull_request:44662", - "right": "pull_request:45401", + "left": "[model] Add PenguinVL implementation", + "right": "Add support for Voxtral-4B-TTS-2603 to transformers", "accept": false, - "reason": "They add different models (PenguinVL vs Voxtral TTS) with different implementation and test files; the shared files are generic auto-registry/docs boilerplate, not evidence of the same underlying change." + "reason": "Different models and different functionality: PenguinVL vs Voxtral TTS. The shared auto-registration/docs files are generic scaffolding, not evidence of the same bug or change." } ] }, @@ -26022,7 +26283,7 @@ { "label": "pull_request", "component_index": 16, - "component_count": 30, + "component_count": 29, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26038,7 +26299,7 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "a3e3bbf1269b461bb460324521ad591e732052fb4a65269f7d03ddf2a84c1f93", + "prepared_review_unit_hash": "3ad3cec86a043d4478431e2083ccdbd09ad9e4a11a9502f5ac1218ab2cacc4a2", "component_budget": { "node_count": 2, "item_count": 2, @@ -26060,18 +26321,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related fusion features but not the same change: one adds a general Module Fusion API, the other adds n-to-1 kernel fusion via KernelConfig and integration plumbing. I would not triage them as duplicates.", - "confidence": 0.88, + "summary": "These PRs are related to module/kernel fusion, but they are not duplicates: one introduces a general module-fusion API, while the other implements a specific n-to-1 kernel-fusion path via KernelConfig and integration changes.", + "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "No duplicate PR pair here; if one must be treated as the representative, #45363 is the more concrete end-to-end feature implementation with broader integration changes.", + "canonical_pr_reason": "PR 45363 is the more concrete and representative change in this cluster: it implements a specific KernelConfig-based fusion workflow across multiple integration files, whereas PR 44979 is a broader API foundation.", "best_issue_reason": null, - "best_pr_reason": "#45363 is the stronger standalone PR to keep as the representative because it defines a specific user-facing fusion workflow and touches the main integration path, whereas #44979 is a lower-level API scaffold.", + "best_pr_reason": "PR 45363 is the best standalone PR candidate because it describes a complete, user-facing feature with concrete code-path changes and an example; PR 44979 looks more like a foundational API proposal.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Both concern fusion, but they implement different layers and different concrete behavior: #44979 introduces a general Module Fusion API, while #45363 wires up n-to-1 kernel fusion through KernelConfig and integration code. They do not look like the same underlying bug/change and would not naturally collapse into one PR." + "reason": "They share the fusion theme, but they are not the same underlying change. 44979 adds a general Module Fusion API, while 45363 implements a specific KernelConfig-based n-to-1 kernel fusion path and supporting integration updates." } ] }, @@ -26085,7 +26346,7 @@ { "label": "pull_request", "component_index": 17, - "component_count": 30, + "component_count": 29, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26101,7 +26362,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "c062f4613e3aeb6acecc67730bb44b1f96c7d82756e8dcfe26e3317d7fa3f05a", + "prepared_review_unit_hash": "8473476609247ee49c4f4bef2ab2fd2175ee049ca4d1114b09862e91f052affe", "component_budget": { "node_count": 2, "item_count": 2, @@ -26123,18 +26384,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests fix the same Mistral regex AttributeError in `_patch_mistral_regex` by switching from `tokenizer.backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; 45317 is the more complete version because it also adds tests.", + "summary": "Both pull requests fix the same Mistral regex patch AttributeError by switching from `backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer` in the same code path, and both target issue #45081. PR 45317 is the more complete candidate because it includes tests and has more review activity.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "45317 is the better canonical PR because it addresses the same bug as 45086 but is more complete: same code fix plus test coverage, making it the stronger representative of the change.", + "canonical_pr_reason": "PR 45317 is the best canonical PR: it makes the same fix as 45086 but adds test coverage and appears to be the more developed implementation.", "best_issue_reason": null, - "best_pr_reason": "45317 is the best PR candidate since it contains the same fix as 45086 and also includes tests, so it is the most complete implementation of the underlying bug fix.", + "best_pr_reason": "PR 45317 is the strongest representative because it addresses the bug with the same code change plus tests, making it the most complete fix for the shared issue.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying AttributeError fix in the same function and file; 45317 is essentially the tested follow-up of 45086, so they look like one change set." + "reason": "Same underlying bug and same fix in the same file/code path, with identical issue target; 45317 simply adds test coverage." } ] }, @@ -26148,7 +26409,7 @@ { "label": "pull_request", "component_index": 18, - "component_count": 30, + "component_count": 29, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26164,12 +26425,12 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "4d137b5f1657f70b7517a38b6120b21cb68db6ef3f17a7a4dd3c1e91521583e4", + "prepared_review_unit_hash": "bcbf62696332df2ab86daa0a77802491baa5b4784c11f067063951a268123fdf", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6065, + "serialized_chars": 6066, "estimated_input_tokens": 1517, "estimated_eval_tokens": 3290 }, @@ -26177,7 +26438,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6065, + "serialized_chars": 6066, "estimated_input_tokens": 1517, "estimated_eval_tokens": 3290 }, @@ -26186,18 +26447,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs both touch NemotronH, but they address different layers of the work: #45115 is a conversion-mapping/refactor PR for NemotronH compatibility, while #45569 is a broader model-family split adding NemotronHDense/NemotronHSparse plus docs and auto-mapping updates.", - "confidence": 0.78, + "summary": "These PRs are related to NemotronH but address different changes: #45115 is a conversion/mapping refactor for NemotronH-to-GraniteMoeHybrid weight conversion, while #45569 is a larger architecture split adding NemotronHDense/NemotronHSparse and updating docs/auto-mappings. They are not the same underlying change, so the soft duplicate edge should be rejected.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "#45569 is the better canonical PR because it represents the broader, user-facing architecture change for NemotronH by introducing the dense/sparse model split and updating docs/auto mappings.", + "canonical_pr_reason": "#45569 is the better canonical PR for this cluster because it is the broader, more representative NemotronH change set, covering the model split, auto-mapping updates, docs, and tests.", "best_issue_reason": null, - "best_pr_reason": "#45569 is the best representative PR for the cluster; #45115 is narrower and mainly implements conversion-name remapping/refactor details that fit under the larger model-structure change.", + "best_pr_reason": "#45569 is the strongest overall PR in the cluster: it implements the substantive model refactor and related plumbing, whereas #45115 is a narrower conversion-mapping adjustment.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Related NemotronH work, but not the same underlying change. #45115 is focused on checkpoint conversion/key renaming and inheritance wiring, while #45569 adds new dense/sparse model variants and documentation. They would not plausibly be merged as one PR without mixing distinct scopes." + "reason": "Not the same concrete change. #45115 only adds checkpoint conversion key renames, while #45569 introduces new NemotronHDense/NemotronHSparse model variants and extensive supporting updates. Shared files reflect the same subsystem, not duplicate work." } ] }, @@ -26211,7 +26472,7 @@ { "label": "pull_request", "component_index": 19, - "component_count": 30, + "component_count": 29, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26227,7 +26488,7 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "00e126d0f8cd96b9965d7397dba4e4c933ef61601268a15679e19bfdf5936525", + "prepared_review_unit_hash": "d4a9a7a2e9bee91a0b5a690996ef41c2eaac25b686d50e3dcf9e328a1c07569d", "component_budget": { "node_count": 2, "item_count": 2, @@ -26249,18 +26510,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are both typing-related, but they address different scopes: 45415 is a broad type-checking sweep across many `src/transformers/*` files plus `pyproject.toml`, while 45425 adds specific typing helper protocols and integrations around `_typing`, `modeling_utils`, and PEFT-related code. They are not duplicates.", - "confidence": 0.97, + "summary": "Both pull requests are typing-focused, but they are not the same change: PR 45415 is a broad repository-wide type-checking sweep, while PR 45425 adds specific typing protocols/aliases for modeling_utils and related integrations. Shared files alone are not enough to merge them as duplicates.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "45425 is the more focused, self-contained typing refactor; 45415 is a broad repo-wide type-checking sweep with config changes.", + "canonical_pr_reason": "PR 45425 is the more concrete, code-specific typing change; PR 45415 is a broad type-checking pass across many files and is not the same underlying change.", "best_issue_reason": null, - "best_pr_reason": "45425 is the stronger standalone PR to represent this cluster because it has a concrete, narrowly scoped typing change and clearer code-path impact than the large type-checking pass in 45415.", + "best_pr_reason": "PR 45425 is the best representative of the cluster because it has a narrower, identifiable purpose and concrete typing additions, whereas PR 45415 is a wide refactor/sweep.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Reject: 45415 is a broad typing-enablement sweep, while 45425 is a targeted typing-API/protocol update. Shared filenames are incidental; they do not look like the same underlying fix and would not be merged as one PR." + "reason": "Different scope and intent: 45415 is a broad type-checking cleanup across many modules, while 45425 introduces specific typing helpers/protocols for modeling_utils and related code paths. They overlap in some files but do not fix the same concrete problem." } ] }, @@ -26274,7 +26535,7 @@ { "label": "pull_request", "component_index": 20, - "component_count": 30, + "component_count": 29, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26290,7 +26551,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "2e0e32806414eb238208687d79a08e4528a968a9902a4f13fbab1c13848088ec", + "prepared_review_unit_hash": "83999c043f60f660e1bd68aacf37b63d18b2202014c86f5af7291e3ee506fd25", "component_budget": { "node_count": 2, "item_count": 2, @@ -26312,18 +26573,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related in theme (expert parallelism loading), but they fix different code paths and failure modes: one preserves distributed_config/EP state during model serialization and loading, the other prevents expert tensors from being overwritten during sharded parameter assignment. I would not merge them as duplicates.", - "confidence": 0.92, + "summary": "Two expert-parallelism PRs share a broad subsystem and one filename, but they fix different bugs: one is about EP + DeepSpeed ZeRO-3 loading via accelerate launch, the other about EP + FSDP2 expert tensors being overwritten by rank-0 broadcast. Not duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45662 is the better representative PR: it targets a concrete loading bug in parameter assignment/sharding, has a clear failure mode (expert weights overwritten), and the fix is localized and specific.", + "canonical_pr_reason": "PR #45662 is the better canonical representative: it targets a concrete corruption bug in the EP/FSDP2 loading path and includes the more substantial, multi-file fix.", "best_issue_reason": null, - "best_pr_reason": "PR 45662 is the strongest standalone PR in this cluster because it addresses a precise bug in the core loading path rather than broader configuration plumbing, making it the more canonical change candidate.", + "best_pr_reason": "PR #45662 is the strongest overall candidate because its title and diff point to a specific, user-visible failure mode and the code changes align tightly with that path.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Different underlying bugs and code paths. 45548 adds config serialization/state handling for EP + ZeRO-3 loading; 45662 changes parameter materialization to avoid rank-0 broadcast overwriting experts. Same subsystem, but not the same fix." + "reason": "Both involve expert parallelism and share modeling_utils.py, but they address different underlying problems and different execution paths (DeepSpeed ZeRO-3 loading vs FSDP2 rank-0 broadcast overwrite)." } ] }, @@ -26337,7 +26598,7 @@ { "label": "pull_request", "component_index": 21, - "component_count": 30, + "component_count": 29, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26353,12 +26614,12 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "9fe373e977cf35aafbcce70d4237c17bfe65a4742c1be1cced32f69444625cc6", + "prepared_review_unit_hash": "27aa3d3f58dd665743a3794bc1024f976f6bb8fdd8cb45ffb9e1b9e65d41a8d1", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4671, + "serialized_chars": 4672, "estimated_input_tokens": 1168, "estimated_eval_tokens": 2592 }, @@ -26366,7 +26627,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4671, + "serialized_chars": 4672, "estimated_input_tokens": 1168, "estimated_eval_tokens": 2592 }, @@ -26375,18 +26636,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs target the same xdist captured_info logging collision. PR #45645 is the more complete fix because it updates both the test utility and the CI workflow to handle per-worker log files, while #45639 covers only the utility-side change.", - "confidence": 0.87, + "summary": "Both PRs target the same xdist/captured_info logging problem under issue 45561. PR 45645 appears to be the more complete version, adding CI workflow handling for multiple captured_info files on top of the core testing_utils fix seen in 45639.", + "confidence": 0.79, "canonical_issue_reason": null, - "canonical_pr_reason": "#45645 is the better canonical PR because it subsumes the core xdist-safe logging change from #45639 and also includes the workflow update needed to consume multiple captured_info files in CI.", + "canonical_pr_reason": "PR 45645 is the better canonical PR because it covers the core xdist-safe output change and also updates the CI workflow to correctly collect multiple captured_info files, making it the more complete fix.", "best_issue_reason": null, - "best_pr_reason": "#45645 is the strongest overall representative of the fix: it addresses the same captured_info artifact collision and additionally preserves CI debug log collection after the xdist-safe change.", + "best_pr_reason": "PR 45645 is the strongest representative of the change set: it fixes the worker-safe artifact path and preserves CI debug log collection, whereas 45639 is the narrower code-only subset.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Both PRs fix the same underlying captured_info xdist collision in the testing debug-log path; #45645 is a broader superset with the CI workflow adjustment, so they are sufficiently the same change for duplicate triage." + "reason": "They address the same concrete bug in captured_info handling under xdist and share the same target issue/files; 45645 looks like an expanded version of the same fix rather than a separate change." } ] }, @@ -26400,7 +26661,7 @@ { "label": "pull_request", "component_index": 22, - "component_count": 30, + "component_count": 29, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26466,7 +26727,7 @@ { "label": "pull_request", "component_index": 23, - "component_count": 30, + "component_count": 29, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26482,40 +26743,40 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "77c8bd71894062e709f83865303a87a751b2c0e1ab6a261d1ade6889f47e0e62", + "prepared_review_unit_hash": "873a4731cf0b3bc77b157031a2b579aecc80cfc65141c6525232439fdab8cb81", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5526, - "estimated_input_tokens": 1382, - "estimated_eval_tokens": 3020 + "serialized_chars": 5524, + "estimated_input_tokens": 1381, + "estimated_eval_tokens": 3018 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5526, - "estimated_input_tokens": 1382, - "estimated_eval_tokens": 3020 + "serialized_chars": 5524, + "estimated_input_tokens": 1381, + "estimated_eval_tokens": 3018 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs in the same distributed/EP area, but they are not duplicates: one is a focused EP + Trainer integration change, the other is a broad distributed branch base touching many unrelated components. The overlap in filenames reflects shared subsystem churn, not the same underlying fix/change.", - "confidence": 0.93, + "summary": "Both pull requests live in the distributed-training area, but they are not the same change: PR #46126 is a focused EP + Trainer integration feature, while PR #46269 is a broad distributed branch-base aggregation touching many unrelated distributed files. The filename overlap looks like shared branch lineage or subsumption, not a duplicate fix/change.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46126 is the more canonical representative because it has a narrow, concrete scope: EP + Trainer integration with targeted changes in tensor parallel, config, and trainer code. PR #46269 is too broad and infrastructure-heavy to serve as the canonical change.", + "canonical_pr_reason": "PR #46126 is the more coherent, specific change with a clear feature scope (EP + Trainer integration) and concrete code-path intent. PR #46269 is a broad umbrella branch-base PR, which makes it a poor canonical duplicate anchor.", "best_issue_reason": null, - "best_pr_reason": "PR #46126 is the best representative of the cluster because it is the most specific and self-contained change, making it easier to understand than the broad distributed branch base PR #46269.", + "best_pr_reason": "PR #46126 is the best representative artifact for this cluster because it targets a single concrete feature path. PR #46269 is too broad and mixed to serve as a clean stand-in for the underlying change set.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "Reject: they share distributed filenames, but #46126 is a focused EP/Trainer feature PR while #46269 is a broad base branch with many unrelated edits; not the same concrete bug/change and not plausibly merged as one PR." + "reason": "Reject: the overlap is only topical and filename-based; #46269 is a broad distributed base branch, not the same concrete bug/change as the specific EP + Trainer integration in #46126." } ] }, @@ -26529,7 +26790,7 @@ { "label": "pull_request", "component_index": 24, - "component_count": 30, + "component_count": 29, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26583,220 +26844,220 @@ "pull_request:46504|pull_request:46716", "pull_request:46432|pull_request:46716" ], - "prepared_review_unit_hash": "4b5673433f9d43ef6af4788a465e0bf0e1d283f60020e33e8f4e20e90bbe2a62", + "prepared_review_unit_hash": "42c6e98b6a9f4bde63d3470cc4d0e9a46b1351083aea295c72976ba98408239b", "component_budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 31, - "serialized_chars": 26685, - "estimated_input_tokens": 6672, - "estimated_eval_tokens": 13600 + "serialized_chars": 26681, + "estimated_input_tokens": 6671, + "estimated_eval_tokens": 13598 }, "budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 31, - "serialized_chars": 26685, - "estimated_input_tokens": 6672, - "estimated_eval_tokens": 13600 + "serialized_chars": 26681, + "estimated_input_tokens": 6671, + "estimated_eval_tokens": 13598 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are a set of related but distinct workflow-hardening PRs, mostly one-file chore updates. They share a security/CI theme, but they do not fix the same concrete bug or change, so they should not be deduplicated as PRs.", - "confidence": 0.94, + "summary": "This cluster is mostly a set of unrelated workflow-chore PRs that only look similar by title. The only plausible duplicate subcluster is the pr-ci-security-gate hardening work; the rest should stay separate.", + "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46554 is the strongest representative because it makes the most substantive security-gate change by adding real checks and a checkout step, rather than just adjusting permissions, comments, or trigger conditions.", + "canonical_pr_reason": "PR 46554 is the strongest representative of the only coherent subcluster: it contains the core pr-ci-security-gate behavior change, while the other related PRs are narrower hardening tweaks.", "best_issue_reason": null, - "best_pr_reason": "PR 46554 is the best standalone PR representative: it introduces the actual security-check logic and is the most concrete change in the cluster.", + "best_pr_reason": "PR 46554 is the best global representative because it makes the main functional change in the security-gate workflow; the other items are either follow-up adjustments or unrelated workflow updates.", "soft_edge_verdicts": [ { "left": "pull_request:46138", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow files and different changes; only a broad CI-maintenance similarity." + "reason": "Different workflow files and different behavior; same generic chore title is not enough to treat these as the same change." }, { "left": "pull_request:46138", "right": "pull_request:46558", "accept": false, - "reason": "Unrelated workflow edits in different files; not the same bug or fix." + "reason": "Unrelated workflow updates; they do not fix the same concrete code path." }, { "left": "pull_request:46138", "right": "pull_request:46563", "accept": false, - "reason": "Different workflow file and different change intent." + "reason": "A workflow command change and a comment-only security note are not the same underlying change." }, { "left": "pull_request:46138", "right": "pull_request:46716", "accept": false, - "reason": "Different workflow file and unrelated update." + "reason": "Different workflow area and different security concern; not a duplicate." }, { "left": "pull_request:46138", "right": "pull_request:46504", "accept": false, - "reason": "Different workflow file and different CI behavior." + "reason": "Different workflow file and different fix; only the title pattern is similar." }, { "left": "pull_request:46432", "right": "pull_request:46503", "accept": false, - "reason": "Different workflow files; both are chore updates but not the same change." + "reason": "Different workflows and unrelated behavior changes; too broad to merge." }, { "left": "pull_request:46432", "right": "pull_request:46501", "accept": false, - "reason": "Same general maintenance theme, but the workflow changes are distinct." + "reason": "Same broad CI/workflow domain, but different files and different changes." }, { "left": "pull_request:46432", "right": "pull_request:46502", "accept": false, - "reason": "Different workflow files and different operational changes." + "reason": "These are separate workflow edits, not the same concrete fix." }, { "left": "pull_request:46432", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow files; no shared concrete fix." + "reason": "Only loosely related by CI security context; they change different workflows and different logic." }, { "left": "pull_request:46432", "right": "pull_request:46558", "accept": false, - "reason": "Different workflow files and unrelated updates." + "reason": "Different workflow and different code path; not a duplicate." }, { "left": "pull_request:46501", "right": "pull_request:46503", "accept": false, - "reason": "Both are workflow chores, but they change different files and behavior." + "reason": "Both are workflow chore PRs, but they touch different files and implement different changes." }, { "left": "pull_request:46501", "right": "pull_request:46502", "accept": false, - "reason": "Same general maintenance context, but not the same code-path problem." + "reason": "Different workflow files and different operational changes." }, { "left": "pull_request:46501", "right": "pull_request:46504", "accept": false, - "reason": "Different workflow files and different functionality." + "reason": "Same generic naming pattern, but the actual workflow edits are unrelated." }, { "left": "pull_request:46501", "right": "pull_request:46554", "accept": false, - "reason": "Distinct workflow changes; not mergeable as one duplicate fix." + "reason": "No shared concrete change; these are separate workflow updates." }, { "left": "pull_request:46502", "right": "pull_request:46503", "accept": false, - "reason": "Different workflow files and different trigger/checkout behavior." + "reason": "Separate workflow modifications with no common code-path problem." }, { "left": "pull_request:46502", "right": "pull_request:46504", "accept": false, - "reason": "Different workflow files and unrelated edits." + "reason": "Different workflow file and different fix; not mergeable as one duplicate change." }, { "left": "pull_request:46502", "right": "pull_request:46554", "accept": false, - "reason": "No shared concrete bug; only broad CI workflow maintenance." + "reason": "Only superficial similarity; the changes address different workflows." }, { "left": "pull_request:46503", "right": "pull_request:46504", "accept": false, - "reason": "Different workflow files and different logic changes." + "reason": "Both are workflow tweaks, but they are unrelated edits in different files." }, { "left": "pull_request:46503", "right": "pull_request:46554", "accept": false, - "reason": "Broad CI theme only; the fixes are unrelated." + "reason": "Different workflows and different behavior; not the same underlying issue." }, { "left": "pull_request:46504", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow files and different change scopes." + "reason": "The build-image trigger tweak and the security-gate hardening are separate changes." }, { "left": "pull_request:46504", "right": "pull_request:46558", "accept": false, - "reason": "Different workflow files and unrelated CI changes." + "reason": "Different workflow files and different fixes; same subsystem is too broad." }, { "left": "pull_request:46554", "right": "pull_request:46558", - "accept": false, - "reason": "Same file, but different concrete hardening changes: actual checks vs permissions/approval gating." + "accept": true, + "reason": "Both are concrete hardening changes to the same pr-ci-security-gate workflow and could plausibly be combined into one PR." }, { "left": "pull_request:46554", "right": "pull_request:46563", "accept": false, - "reason": "Same file, but one adds checks while the other only documents/references the reusable workflow safety." + "reason": "One changes workflow behavior, the other only adds explanatory comments; not the same concrete change." }, { "left": "pull_request:46554", "right": "pull_request:46716", - "accept": false, - "reason": "Same file, but different security-related edits: checks vs secrets handling." + "accept": true, + "reason": "Both are parts of the same PR CI security-gate hardening effort and target the same workflow safety path." }, { "left": "pull_request:46558", "right": "pull_request:46563", "accept": false, - "reason": "Same workflow file, but the edits address different concerns." + "reason": "Permissions/approval logic and a comment-only note are not the same underlying change." }, { "left": "pull_request:46558", "right": "pull_request:46716", - "accept": false, - "reason": "Permissions/approval logic is not the same change as removing inherited secrets." + "accept": true, + "reason": "Both are compatible security-hardening edits in the same pr-ci-security-gate workflow." }, { "left": "pull_request:46563", "right": "pull_request:46716", "accept": false, - "reason": "Different workflow security tweaks; not the same underlying change." + "reason": "Commentary about safety and a secrets-change are different kinds of edits; not a duplicate change." }, { "left": "pull_request:46504", "right": "pull_request:46563", "accept": false, - "reason": "Different workflow files and different CI behavior." + "reason": "Completely different workflows; no shared concrete fix." }, { "left": "pull_request:46432", "right": "pull_request:46563", "accept": false, - "reason": "Different workflow files; only superficial similarity." + "reason": "Only broad workflow similarity, not the same bug or change." }, { "left": "pull_request:46504", "right": "pull_request:46716", "accept": false, - "reason": "Different workflow files and unrelated updates." + "reason": "Different workflow files and unrelated behavior changes." }, { "left": "pull_request:46432", "right": "pull_request:46716", "accept": false, - "reason": "Different workflow files and different change goals." + "reason": "Not the same workflow or the same fix; too generic to merge." } ] }, @@ -26810,7 +27071,7 @@ { "label": "pull_request", "component_index": 25, - "component_count": 30, + "component_count": 29, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26826,12 +27087,12 @@ "soft_pairs": [ "pull_request:46574|pull_request:46580" ], - "prepared_review_unit_hash": "5c0b9ac26ca10d577a910792f4e04cd87ee52379a968459defe0526460eb31ea", + "prepared_review_unit_hash": "6025e6a89906a448e11e63496e8e663c87c07ced4d0006fe3f848cc2065467a0", "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 }, @@ -26839,7 +27100,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4409, + "serialized_chars": 4410, "estimated_input_tokens": 1103, "estimated_eval_tokens": 2462 }, @@ -26848,18 +27109,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are unrelated tokenizer fixes: one corrects CodeLlama decode behavior, the other fixes DeepSeek checkpoint-to-tokenizer-class routing in AutoTokenizer.", - "confidence": 0.97, + "summary": "Two open PRs in the tokenizer area, but they address different bugs: CodeLlama decode-space stripping vs. AutoTokenizer misclassification for DeepSeek checkpoints. No duplicate cluster here.", + "confidence": 0.96, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "No single PR clearly represents a duplicate cluster here; both are standalone fixes for different model families and different failure modes.", + "best_pr_reason": "PR #46574 is the more self-contained fix: it targets one concrete decode regression in CodeLlama and includes the implementation detail that explains the bug (decoder assignment before `super().__init__()` being overwritten).", "soft_edge_verdicts": [ { "left": "pull_request:46574", "right": "pull_request:46580", "accept": false, - "reason": "Reject: 46574 fixes CodeLlama leading-space stripping on decode by moving decoder setup after tokenizer init, while 46580 fixes DeepSeek-Coder/DeepSeek-LLM loading to the wrong tokenizer class via AutoTokenizer routing. Different models, different code paths, and not mergeable as one PR." + "reason": "Different underlying code paths and failure modes: one fixes CodeLlama decoding/leading-space stripping, the other changes AutoTokenizer checkpoint-to-tokenizer-class selection for DeepSeek models. They are not the same bug and would not plausibly merge into one PR." } ] }, @@ -26873,7 +27134,7 @@ { "label": "pull_request", "component_index": 26, - "component_count": 30, + "component_count": 29, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26889,12 +27150,12 @@ "soft_pairs": [ "pull_request:46696|pull_request:47215" ], - "prepared_review_unit_hash": "e09c4c95c6d6ec50d2c5deb7dfaa94d0f86fcbcd50d11ef2147cd16518e2ebc6", + "prepared_review_unit_hash": "3deafacca5516a0ff8c2d33a0891038f7112b1458fbe61a2a7c25dbc5a88e3d8", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4580, + "serialized_chars": 4579, "estimated_input_tokens": 1145, "estimated_eval_tokens": 2546 }, @@ -26902,7 +27163,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4580, + "serialized_chars": 4579, "estimated_input_tokens": 1145, "estimated_eval_tokens": 2546 }, @@ -26911,18 +27172,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are about FlashAttention2 long-context performance, but they are not the same concrete change: #46696 fixes an inverted tracing guard in `_process_flash_attention_kwargs`, while #47215 is a broader follow-up that changes unpadding/`item()` sync behavior and touches additional files. They are related, but not close enough to merge as duplicates.", - "confidence": 0.83, + "summary": "Both PRs address the same Flash Attention 2 long-context regression caused by scalar/tensor handling in `modeling_flash_attention_utils.py`. PR 47215 is the broader, more complete fix, while PR 46696 is a narrower predecessor touching the same code path.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "#47215 is the more complete representative of the FA2 long-context perf work: it addresses the hot path more broadly, includes tests, and appears to supersede the narrower earlier fix in #46696.", + "canonical_pr_reason": "PR 47215 is the better canonical PR because it appears to implement the more complete version of the FA2 long-context performance fix, with related updates and tests beyond the narrow scalar-conversion change in PR 46696.", "best_issue_reason": null, - "best_pr_reason": "#47215 is the best PR candidate overall because it is the broader, later fix for the same regression theme and covers more of the performance path than #46696.", + "best_pr_reason": "PR 47215 is the best representative of the underlying bug: it targets the same FA2 long-context regression, covers the relevant utility path more fully, and includes broader validation compared with the smaller earlier patch in PR 46696.", "soft_edge_verdicts": [ { "left": "pull_request:46696", "right": "pull_request:47215", - "accept": false, - "reason": "Same issue target and subsystem, but different underlying code paths and fixes; #46696 is a narrow tracing-guard bug, while #47215 changes unpadding/sync behavior across a wider surface." + "accept": true, + "reason": "Same underlying FA2 long-context decode/performance regression in `modeling_flash_attention_utils.py`; both change scalar handling to avoid expensive syncs, and 47215 plausibly subsumes 46696 into one consolidated fix." } ] }, @@ -26936,7 +27197,7 @@ { "label": "pull_request", "component_index": 27, - "component_count": 30, + "component_count": 29, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26952,40 +27213,40 @@ "soft_pairs": [ "pull_request:46773|pull_request:47087" ], - "prepared_review_unit_hash": "ceb5d6b1fe19e6cf6332634a609204f4a46f169e5537e0359abb57b5c319f9d1", + "prepared_review_unit_hash": "9cbc0eebda712edace1814e5bc98efe74cb1be81bff0d3ce7cf9f1cea93a4ca1", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5433, - "estimated_input_tokens": 1359, - "estimated_eval_tokens": 2974 + "serialized_chars": 5432, + "estimated_input_tokens": 1358, + "estimated_eval_tokens": 2972 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5433, - "estimated_input_tokens": 1359, - "estimated_eval_tokens": 2974 + "serialized_chars": 5432, + "estimated_input_tokens": 1358, + "estimated_eval_tokens": 2972 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs address different bugs in masking logic: #46773 fixes padding masks being skipped for batch size 1 in linear-attention model implementations, while #47087 fixes recurrent-layer masking being skipped on continued forwards/cache continuation via shared masking utilities. They are related by theme but not the same change.", - "confidence": 0.95, + "summary": "Both PRs are about padding-mask handling, but they fix different bugs in different code paths: 46773 patches a model-specific batch-size-1 check in linear-attention models, while 47087 changes recurrent masking utility behavior for continued/cache forwards. They are related thematically, but not duplicates.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #47087 is the better canonical PR because it targets the shared masking utility, has an explicit issue link, and fixes the more central recurrent-forward masking path rather than a model-specific safeguard.", + "canonical_pr_reason": "PR 47087 is the better representative because it fixes a single cohesive masking-utility bug, has an explicit issue target, and its scope is clearer and more general than the model-specific batch-size-1 fix in 46773.", "best_issue_reason": null, - "best_pr_reason": "PR #47087 is the best representative for the cluster because it makes the more general infrastructure-level fix in masking_utils and comes with broader downstream coverage across recurrent models.", + "best_pr_reason": "PR 47087 is the strongest standalone candidate: the change is concentrated in one utility path, the diff and tests align tightly with the stated bug, and it is easier to reason about as a distinct fix than the broader multi-model patch in 46773.", "soft_edge_verdicts": [ { "left": "pull_request:46773", "right": "pull_request:47087", "accept": false, - "reason": "Reject: they fix different underlying masking bugs in different code paths. #46773 is about batch-size-1 padding mask handling in linear-attention model forwards; #47087 is about recurrent/cached continued forwards and chunked prefill in shared masking utilities." + "reason": "Both touch padding masks, but 46773 fixes a batch-size-1 condition in linear-attention model code, while 47087 fixes recurrent-mask skipping on continued/cache forwards in masking_utils. Different underlying bugs and code paths, so not a duplicate." } ] }, @@ -26999,7 +27260,7 @@ { "label": "pull_request", "component_index": 28, - "component_count": 30, + "component_count": 29, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -27022,64 +27283,64 @@ "pull_request:47074|pull_request:47195", "pull_request:47195|pull_request:47197" ], - "prepared_review_unit_hash": "8c9a100fb5089cb23a6fc6c97b38af69d49bc5c1031c7826bc166cd9c4778641", + "prepared_review_unit_hash": "3b0f6ce9b6746b227663a0a9b6fabcdfd7743fd95faa341854c37aa2ee1a1381", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 5, - "serialized_chars": 11588, - "estimated_input_tokens": 2897, - "estimated_eval_tokens": 6050 + "serialized_chars": 11590, + "estimated_input_tokens": 2898, + "estimated_eval_tokens": 6052 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 5, - "serialized_chars": 11588, - "estimated_input_tokens": 2897, - "estimated_eval_tokens": 6050 + "serialized_chars": 11590, + "estimated_input_tokens": 2898, + "estimated_eval_tokens": 6052 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are all in Transformers multimodal/generation code, but they address different concrete bugs in different code paths. None of the soft-similarity pairs look mergeable into a single fix.", - "confidence": 0.95, + "summary": "All five PRs address distinct bugs in different code paths; the soft similarities are superficial and none should be merged as duplicates. PR 47074 is the best cluster representative because it is the most centrally connected and broadly scoped, but it is still not a duplicate of the others.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "No strong duplicate cluster exists here; if one PR must be chosen, PR 47074 is the broadest and clearest standalone pipeline fix, but it is not a duplicate of the others.", + "canonical_pr_reason": "PR 47074 is the most central item in the cluster by linkage and scope, and it has the clearest multimodal pipeline theme. It is the best representative PR, though not a duplicate of the others.", "best_issue_reason": null, - "best_pr_reason": "PR 47074 is the most generally useful standalone change in the set because it fixes a user-facing input-key bug in AnyToAnyPipeline and has direct test coverage, but it still targets a distinct bug from the other PRs.", + "best_pr_reason": "PR 47074 is the strongest global representative because it sits at the center of the soft-similarity graph and covers a broad, user-facing pipeline normalization change.", "soft_edge_verdicts": [ { "left": "pull_request:47032", "right": "pull_request:47197", "accept": false, - "reason": "Different problems: 47032 changes stop_sequence handling in image-text-to-text generation, while 47197 fixes batched postprocessing for Qwen Omni outputs. They do not share the same failing code path." + "reason": "Different bugs and different components: stop_sequence handling in image-text-to-text pipeline vs batched text postprocessing in Qwen Omni processors." }, { "left": "pull_request:47074", "right": "pull_request:47076", "accept": false, - "reason": "Both are multimodal pipeline/processors, but one normalizes AnyToAnyPipeline input keys and the other validates Gemma4 audio placeholder batching. These are separate bugs in different components." + "reason": "Both are multimodal, but one normalizes AnyToAnyPipeline input keys while the other validates Gemma4 audio placeholder batching; they fix different code paths." }, { "left": "pull_request:47074", "right": "pull_request:47197", "accept": false, - "reason": "47074 fixes AnyToAnyPipeline input dictionary wiring; 47197 fixes Qwen Omni text decoding when outputs are batched. Same broad subsystem, but not the same bug." + "reason": "Shared test surface only; 47074 fixes input key mapping in AnyToAnyPipeline, while 47197 fixes batched decoding in Qwen Omni postprocessing." }, { "left": "pull_request:47074", "right": "pull_request:47195", "accept": false, - "reason": "47074 is a pipeline input-key normalization fix, while 47195 adjusts candidate generation length capping in decoding. Different functionality and no plausible single merged change." + "reason": "Unrelated subsystems: multimodal pipeline input normalization vs generation candidate length capping in prompt lookup decoding." }, { "left": "pull_request:47195", "right": "pull_request:47197", "accept": false, - "reason": "One is about candidate generation length limits, the other about Omni postprocessing of generated text. They affect different code paths and are not duplicates." + "reason": "Generation candidate length budgeting and Qwen Omni batched postprocessing are separate bugs with no plausible single-PR merge." } ] }, @@ -27093,145 +27354,7 @@ { "label": "pull_request", "component_index": 29, - "component_count": 30, - "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-47122-6", - "nodes": [ - "pull_request:47122", - "pull_request:47123", - "pull_request:47124", - "pull_request:47150", - "pull_request:47224", - "pull_request:47266" - ], - "soft_pairs": [ - "pull_request:47122|pull_request:47123", - "pull_request:47122|pull_request:47224", - "pull_request:47122|pull_request:47266", - "pull_request:47122|pull_request:47150", - "pull_request:47122|pull_request:47124", - "pull_request:47123|pull_request:47266", - "pull_request:47123|pull_request:47124", - "pull_request:47123|pull_request:47150", - "pull_request:47124|pull_request:47150", - "pull_request:47124|pull_request:47266", - "pull_request:47150|pull_request:47266", - "pull_request:47150|pull_request:47224" - ], - "prepared_review_unit_hash": "41c7ee5b4daab5ae798166c54dca7b8224467948b60b66d492059f30151546f9", - "component_budget": { - "node_count": 6, - "item_count": 6, - "soft_pair_count": 12, - "serialized_chars": 15887, - "estimated_input_tokens": 3972, - "estimated_eval_tokens": 8200 - }, - "budget": { - "node_count": 6, - "item_count": 6, - "soft_pair_count": 12, - "serialized_chars": 15887, - "estimated_input_tokens": 3972, - "estimated_eval_tokens": 8200 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": false, - "analyst_result": { - "summary": "These are separate serge-generated PRs for different models/code paths; there is no true duplicate cluster. The only overlaps are that PR 47224 bundles a few of the same kinds of fixes, but it is not the same standalone change as any single PR.", - "confidence": 0.95, - "canonical_issue_reason": null, - "canonical_pr_reason": "47224 is the broadest umbrella PR in this set and the best representative only in a loose sense, but it mixes multiple unrelated fixes so it is not a clean duplicate canonical.", - "best_issue_reason": null, - "best_pr_reason": "47224 is the broadest representative of the batch, but it is a bundled multi-fix PR rather than a single concrete bug fix.", - "soft_edge_verdicts": [ - { - "left": "pull_request:47122", - "right": "pull_request:47123", - "accept": false, - "reason": "Different models and failure modes (edgetam kwargs handling vs minimax_m3_vl load_error); not the same underlying bug." - }, - { - "left": "pull_request:47122", - "right": "pull_request:47224", - "accept": false, - "reason": "47224 contains an edgetam-related hunk, but it is a multi-fix bundle with unrelated whisper/tokenizer changes, so this is not the same standalone change." - }, - { - "left": "pull_request:47122", - "right": "pull_request:47266", - "accept": false, - "reason": "Different model families and unrelated fixes; no shared concrete code-path problem." - }, - { - "left": "pull_request:47122", - "right": "pull_request:47150", - "accept": false, - "reason": "edgetam kwargs cleanup vs Whisper max_length adjustment are unrelated bugs." - }, - { - "left": "pull_request:47122", - "right": "pull_request:47124", - "accept": false, - "reason": "edgetam model fix vs falcon_mamba test expectation updates are unrelated." - }, - { - "left": "pull_request:47123", - "right": "pull_request:47266", - "accept": false, - "reason": "Both are load_error test fixes, but for different models and different loading/offload issues." - }, - { - "left": "pull_request:47123", - "right": "pull_request:47124", - "accept": false, - "reason": "Different models and symptoms; one is a load_error test tweak, the other is output mismatch expectations." - }, - { - "left": "pull_request:47123", - "right": "pull_request:47150", - "accept": false, - "reason": "Minimax load_error test fix is unrelated to Whisper generation length logic." - }, - { - "left": "pull_request:47124", - "right": "pull_request:47150", - "accept": false, - "reason": "Different models and different failure types; not the same concrete bug." - }, - { - "left": "pull_request:47124", - "right": "pull_request:47266", - "accept": false, - "reason": "Falcon_mamba output expectations and Deepseek load_error setup are unrelated test fixes." - }, - { - "left": "pull_request:47150", - "right": "pull_request:47266", - "accept": false, - "reason": "Whisper generation logic fix and Deepseek offload-folder test setup are unrelated." - } - ] - }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "pull_request", - "component_index": 30, - "component_count": 30, + "component_count": 29, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -27247,7 +27370,7 @@ "soft_pairs": [ "pull_request:47261|pull_request:47262" ], - "prepared_review_unit_hash": "8682031de918422c3e109d579f7c4dd1181575029022cf077640027a36ceb400", + "prepared_review_unit_hash": "0cdf0a53d445abdfb71485737a31353d848560823444d79f4e7e53ed25259462", "component_budget": { "node_count": 2, "item_count": 2, @@ -27269,18 +27392,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are unrelated: one fixes gradient inflation with label smoothing during gradient accumulation, while the other adds/validates `min_tokens_to_keep` handling for `TopHLogitsWarper`. They do not target the same underlying bug or change.", - "confidence": 0.98, + "summary": "The cluster contains two unrelated Transformers PRs: one fixes loss scaling with label smoothing during gradient accumulation, and the other updates TopHLogitsWarper to honor min_tokens_to_keep. They do not appear to be the same underlying change.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #47261 is the better canonical representative because it has a clear, specific bug fix, an explicit issue target, and a focused trainer-side code change.", + "canonical_pr_reason": "PR #47261 is the better canonical representative because it has an explicit issue target, a clearly scoped bug fix, and a concrete training-path impact.", "best_issue_reason": null, - "best_pr_reason": "PR #47261 is the strongest standalone PR in this cluster: it addresses a concrete correctness issue, has explicit issue linkage, and is more directly bug-fix oriented than #47262.", + "best_pr_reason": "PR #47261 is the strongest standalone candidate: it addresses a specific reproducible bug, references a tracking issue, and is more likely to serve as a useful anchor for this cluster.", "soft_edge_verdicts": [ { "left": "pull_request:47261", "right": "pull_request:47262", "accept": false, - "reason": "Different subsystems and different problems: trainer label smoothing/gradient accumulation vs. generation warper token retention. No shared code path or mergeable single fix." + "reason": "Different code paths and bugs: trainer loss scaling vs generation logits warping. They do not look mergeable into one PR or like duplicate fixes for the same issue." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index e8dcfbcdb2f9acf27ae19644352e4884c8d0f74c..5e79e266b266dff4eeb3fd246349664acfd47a36 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260712t060026z", + "analysis_id": "hybrid-model-20260712t120026z", "archived_artifacts": { - "hybrid": "snapshots/20260712T060026Z/analysis-runs/hybrid-model-20260712t060026z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260712T060026Z/analysis-runs/hybrid-model-20260712t060026z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260712T120026Z/analysis-runs/hybrid-model-20260712t120026z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260712T120026Z/analysis-runs/hybrid-model-20260712t120026z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-07-12T06:09:44Z", + "published_at": "2026-07-12T12:10:15Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260712T060026Z", + "snapshot_id": "20260712T120026Z", "variant": "hybrid" } diff --git a/snapshots/20260712T120026Z/analysis-runs/hybrid-model-20260712t120026z/analysis-report-hybrid.json b/snapshots/20260712T120026Z/analysis-runs/hybrid-model-20260712t120026z/analysis-report-hybrid.json new file mode 100644 index 0000000000000000000000000000000000000000..a4d1984a95d372b7f4b743e128ffc7b751df4d40 --- /dev/null +++ b/snapshots/20260712T120026Z/analysis-runs/hybrid-model-20260712t120026z/analysis-report-hybrid.json @@ -0,0 +1,7444 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260712T120026Z", + "generated_at": "2026-07-12T12:10:13Z", + "evidence_quality": "full", + 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"target_issue_number": 46894, + "reason": "PRs in cluster-46894-7 are treated as duplicates because they converge on issue #46894 with closing_reference, shared_issue_target, soft_similarity evidence." + } + ], + "best_issue": { + "cluster_id": "cluster-46894-7", + "issue_number": 46894, + "reason": "Issue #46894 is the strongest global issue candidate because it is open, belongs to a cluster with 7 artifacts, and carries 1 discussion comments plus 13 inbound references.", + "score": 185.0 + }, + "best_pr": { + "cluster_id": "cluster-40546-17", + "pr_number": 43451, + "reason": "PR #43451 is the strongest global PR candidate because it is open, belongs to a cluster with 17 artifacts, links to 0 issues, and carries 480 review/discussion events.", + "score": 1243.678 + } +} diff --git a/snapshots/20260712T120026Z/analysis-runs/hybrid-model-20260712t120026z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260712T120026Z/analysis-runs/hybrid-model-20260712t120026z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..988a7e61380f803bfbe2ab27286e106505d6e724 --- /dev/null +++ b/snapshots/20260712T120026Z/analysis-runs/hybrid-model-20260712t120026z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,27418 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260712T120026Z", + "generated_at": "2026-07-12T12:10:13Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:24643", + "issue:30277", + "issue:34634", + "issue:34928", + "issue:35545", + "issue:36010", + "issue:36331", + "issue:39290", + "issue:41720", + "issue:41762", + "issue:42915", + "issue:43039", + "issue:43425", + "issue:43541", + "issue:43596", + "issue:43638", + "issue:43716", + "issue:43827", + "issue:43828", + "issue:43975", + "issue:44292", + "issue:44322", + "issue:44457", + "issue:44509", + "issue:44512", + "issue:44560", + "issue:44805", + "issue:44841", + "issue:44918", + "issue:45081", + "issue:45161", + "issue:45237", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45800", + "issue:45823", + "issue:45859", + "issue:45874", + "issue:45901", + "issue:45902", + "issue:46015", + "issue:46165", + "issue:46294", + "issue:46468", + "issue:46515", + "issue:46661", + "issue:46869" + ], + "soft_pairs": [ + "issue:44322|issue:45464", + "issue:45237|issue:45685", + "issue:43716|issue:45237", + "issue:43828|issue:45237", + "issue:45237|issue:46468", + "issue:45237|issue:45507", + "issue:30277|issue:35545", + "issue:35545|issue:42915", + "issue:35545|issue:41720", + "issue:45901|issue:46015", + "issue:35545|issue:36010", + "issue:44509|issue:44512", + "issue:44918|issue:46165", + "issue:46165|issue:46869", + "issue:44805|issue:45823", + "issue:43638|issue:44805", + "issue:43638|issue:46165", + "issue:43596|issue:44805", + "issue:44805|issue:46294", + "issue:46165|issue:46468", + "issue:44805|issue:45161", + "issue:44560|issue:46165", + "issue:34634|issue:35545", + "issue:30277|issue:43638", + "issue:43596|issue:43638", + "issue:43039|issue:45161", + "issue:43975|issue:44457", + "issue:44292|issue:44457", + "issue:44841|issue:46661", + "issue:24643|issue:30277", + "issue:43716|issue:46869", + "issue:34928|issue:44805", + "issue:45685|issue:46869", + "issue:45859|issue:45902", + "issue:34928|issue:36331", + "issue:43638|issue:45161", + "issue:43596|issue:45161", + "issue:43716|issue:45507", + "issue:44292|issue:45237", + "issue:45874|issue:46294", + "issue:39290|issue:45081", + "issue:45800|issue:46515", + "issue:45823|issue:45874", + "issue:34928|issue:41720", + "issue:43425|issue:44292", + "issue:43828|issue:45161", + "issue:43541|issue:43716", + "issue:43828|issue:44292", + "issue:43716|issue:45685", + "issue:45507|issue:45685", + "issue:44292|issue:44918", + "issue:43716|issue:44292", + "issue:44918|issue:45161", + "issue:43039|issue:44918", + "issue:41762|issue:43638", + "issue:43827|issue:44512", + "issue:43828|issue:45685", + "issue:43039|issue:43828", + "issue:30277|issue:36331", + "issue:34928|issue:36010", + "issue:45237|issue:46015", + "issue:43039|issue:44805" + ], + "prepared_review_unit_hash": "15b1371f847b6e298d9660401c94dfe9706ef127ae943714a37c0efbfea1590b", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 62, + "serialized_chars": 46278, + "estimated_input_tokens": 11570, + "estimated_eval_tokens": 23396 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous and not one duplicate set. I only see two real duplicate strands: the ZeRO-3/Bert index-error reports and the torch 2.4.1 compatibility reports. Everything else looks like separate bugs or docs issues.", + "confidence": 0.88, + "canonical_issue_reason": "issue:43596 is the broadest representative of the clearest duplicate pair in the cluster (the ZeRO-3/Bert index-0-out-of-bounds bug), while the rest of the items are unrelated.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43596 is the best issue anchor because it has the clearest duplicate evidence and a general title for that bug class.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different Qwen3.5 failures: missing config field vs streaming chat/completions API error." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Different hardware/backend failures (AMD GPU vs MPS histogram op)." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Different models and symptoms: image dtype mismatch vs AMD GPU runtime failure." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Both are runtime errors, but they involve different models and code paths." + }, + { + "left": "issue:45237", + "right": "issue:46468", + "accept": false, + "reason": "Different models/examples and failure modes; not the same bug." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Different MoE/backend problems with no shared concrete failure path." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "DeepSpeed collective mismatch is unrelated to ModernBERT ONNX export." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "ONNX export error and Qwen3-MoE FP8 failure are different issues." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "Export-time ONNX issue vs device-mapping CUDA assert; different failures." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "A task crash and a docs cleanup request are not the same underlying issue." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "ModernBERT export failure is unrelated to the GenerationMixin import regression." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are stale v5 docs, but they point to different removed references and are not the same specific doc bug." + }, + { + "left": "issue:44918", + "right": "issue:46165", + "accept": false, + "reason": "Different training failures: embedding unpacking vs resume/trust-remote-code behavior." + }, + { + "left": "issue:46165", + "right": "issue:46869", + "accept": false, + "reason": "Resume/trust-remote-code issue is unrelated to YOLO multi-GPU device mapping." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Mask-shape mismatch and Gemma4 PLE device mismatch are different problems." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Different error classes: ZeRO-3 Bert index error vs mask/tensor shape mismatch." + }, + { + "left": "issue:43638", + "right": "issue:46165", + "accept": false, + "reason": "Bert ZeRO-3 index error is unrelated to training resume with remote code." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Both mention indexing/shapes, but the model/setup and failure path differ." + }, + { + "left": "issue:44805", + "right": "issue:46294", + "accept": false, + "reason": "Mask/index mismatch is unrelated to video chat-template feature counting." + }, + { + "left": "issue:46165", + "right": "issue:46468", + "accept": false, + "reason": "Training-resume issue and Nemotron example breakage are different topics." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Different model families and failure modes; not the same bug." + }, + { + "left": "issue:44560", + "right": "issue:46165", + "accept": false, + "reason": "Video StopIteration and training-resume problems are unrelated." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice_preset issue is unrelated to ModernBERT ONNX export." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Both involve DeepSpeed, but one is collective mismatch and the other is Bert zero-sized tensor indexing." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same ZeRO-3/Bert index-0-out-of-bounds bug; 43638 is just a narrower repro with a non-pretrained Bert model." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger kernel cross-entropy call and GPT-OSS tensor-parallel failure are different issues." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Incorrect detokenization and LoRA merge/save reload mismatch are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Qwen NVFP4 runtime failure is unrelated to LoRA merge/save/reload consistency." + }, + { + "left": "issue:44841", + "right": "issue:46661", + "accept": false, + "reason": "Processor failure for Voxtral and remote-code config_class import error are different code paths." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Different DeepSpeed failures: 2-D weight error vs collective mismatch." + }, + { + "left": "issue:43716", + "right": "issue:46869", + "accept": false, + "reason": "Mistral-3 dtype mismatch is unrelated to YOLO multi-GPU device mapping." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Activation-checkpointing/FSDP tensor recompute mismatch is not the same as the mask/index error." + }, + { + "left": "issue:45685", + "right": "issue:46869", + "accept": false, + "reason": "MPS histogram-not-implemented and YOLO device-map failures are different backend issues." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": false, + "reason": "Both concern Qwen3.5 MoE rotary embedding, but they describe different bugs and different triggering paths." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "FSDP activation checkpointing issue is unrelated to CustomTrainer compute_loss signature drift." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "Bert ZeRO-3 indexing bug is unrelated to GPT-OSS tensor-parallel method calls." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Different models and failure mechanisms; not duplicates." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Mistral dtype mismatch and GraniteMoEHybrid invalid method are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Different model/runtime failures; no shared concrete bug." + }, + { + "left": "issue:45874", + "right": "issue:46294", + "accept": false, + "reason": "Gemma4 expensive reverse embedding lookup and Qwen3.5 video token mismatch are unrelated." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3 sliding-window config error is unrelated to the Mistral regex patch crash." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": true, + "reason": "Same torch 2.4.1 compatibility regression; the titles describe the same environment-level problem." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Device mismatch in Gemma4 PLE is different from reverse embedding lookup cost." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "FSDP recompute mismatch and Qwen3 CUDA assert are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch 2.10 compatibility and Qwen NVFP4 runtime failure are different issues." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Phi-tiny-MoE autocast dtype mismatch is unrelated to GPT-OSS tensor-parallel issues." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Mixtral grouped_mm tracing error and Mistral-3 dtype mismatch are different failures." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Different models and errors: autocast dtype mismatch vs NVFP4 runtime failure." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Different backends and model-specific errors; not the same bug." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "GraniteMoEHybrid invalid method and MPS histogram error are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Qwen NVFP4 failure is unrelated to Qwen3.5 embedding unpacking with TRL." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Different model-specific runtime errors." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "TRL SFT unpacking failure is unrelated to GPT-OSS tensor-parallel problems." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger kernel cross-entropy call is unrelated to TRL Qwen3.5 embedding unpacking." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading error and Bert ZeRO-3 index error are different model-specific bugs." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs issues from v5 removals, but they affect different documentation sections and are not the same change." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Different models/backends; not a duplicate pair." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Liger kernel cross_entropy call is unrelated to Phi-tiny-MoE autocast dtype mismatch." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch and trainer compute_loss signature change are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "FSDP checkpointing mismatch is unrelated to GenerationMixin import failure." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "AMD GPU runtime failure is unrelated to the RAG docs issue." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger kernel cross-entropy behavior is unrelated to the mask-shape IndexError." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The two accepted duplicate strands are well supported by the packet titles/body signals (43596/43638 and 45800/46515), and the other pairwise rejections are conservative rather than overclaimed. The cluster summary stays appropriately cautious about heterogeneity." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 2, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:36010", + "issue:39290", + "issue:41093", + "issue:41720", + "issue:41762", + "issue:43039", + "issue:43296", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "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", + "issue:47228" + ], + "soft_pairs": [ + "issue:45800|issue:46304", + "issue:43296|issue:46304", + "issue:43866|issue:46402", + "issue:39290|issue:41720", + "issue:41762|issue:43596", + "issue:43901|issue:44512", + "issue:45237|issue:45901", + "issue:44589|issue:46304", + "issue:43039|issue:44560", + "issue:45823|issue:46294", + "issue:44841|issue:45823", + "issue:43975|issue:46015", + "issue:43866|issue:46772", + "issue:44863|issue:46015", + "issue:45020|issue:46304", + "issue:45812|issue:45920", + "issue:44292|issue:46015", + "issue:43866|issue:44863", + "issue:39290|issue:43531", + "issue:43872|issue:46304", + "issue:41093|issue:43638", + "issue:43792|issue:45901", + "issue:43854|issue:43866", + "issue:43425|issue:45070", + "issue:43541|issue:47228", + "issue:43975|issue:45901", + "issue:43792|issue:45070", + "issue:45362|issue:45464", + "issue:43596|issue:45800", + "issue:43541|issue:46869", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:36010|issue:39290", + "issue:45464|issue:45685", + "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" + ], + "prepared_review_unit_hash": "66be83645e095127e1e9ab6972788959e0933c849044345a98d4c669a94096ff", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 41, + "serialized_chars": 39730, + "estimated_input_tokens": 9933, + "estimated_eval_tokens": 20122 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are unrelated model- or environment-specific bugs. The only clear duplicate pair is the v5 AutoTokenizer regression: the broad multi-model report is the best umbrella issue.", + "confidence": 0.89, + "canonical_issue_reason": "issue:45920 is the best canonical issue because it describes the broad v5 AutoTokenizer token-ID regression across multiple model families, which subsumes the narrower Granite-only report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the strongest global issue candidate: broad scope, clear regression framing, and it matches the accepted duplicate pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Both are version-compatibility complaints, but they describe different breakages, versions, and code paths." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "Different problem domains: one is a vLLM model load failure, the other is a PyTorch/distributed support regression." + }, + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Both are model-loading failures, but they involve different models and different failure modes." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Different models and symptoms; only a broad theme of inference failure overlaps." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Both mention Zero-3 and an index error, but the model/setup details differ enough that the shared root cause is not clear from the titles alone." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Both are documentation issues, but they cover different docs and different outdated guidance." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "Unrelated failures in different subsystems: AMD GPU support versus table-question-answering crashes." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Different runtime/storage error versus a distributed-build compatibility regression." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Different feature areas and failure signatures; no shared underlying bug is evident." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Both are multimodal/model-routing bugs, but one is device placement and the other is chat-template video token alignment." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Different model families and different failure points (processor parsing versus device-map forward mismatch)." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Model detokenization bug versus docs example drift; not the same underlying change." + }, + { + "left": "issue:43866", + "right": "issue:46772", + "accept": false, + "reason": "Checkpoint corruption is not the same as ModelOpt/NVFP4 compatibility." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "Model loading implementation issue versus documentation examples; unrelated." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Remote-code breakage and distributed-build breakage are different regressions." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same underlying regression: v5 AutoTokenizer returns wrong token IDs across models; 45920 is the broader multi-model duplicate of 45812." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Qwen NVFP4 runtime error and RAG docs are unrelated." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Different model-specific loading problems with no shared concrete bug." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding-window-related failures, but the models and failure contexts differ too much to treat as the same bug." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "Bitsandbytes API incompatibility is unrelated to the PyTorch distributed support regression." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Both are index errors during loading, but the exact shapes, models, and contexts differ." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper loading and table-question-answering crashes are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Different models and different load-time failures; no evidence of a shared root cause." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch-version incompatibility and a pydantic/PretrainedConfig regression are different issues." + }, + { + "left": "issue:43541", + "right": "issue:47228", + "accept": false, + "reason": "Both are compiler/tracing-related, but the model, op, and regression are different." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Detokenization bug and table-question-answering crash do not match." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Different failure modes in unrelated areas." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both mention Qwen3.5, but one is a chat crash and the other is a streaming API failure; not the same code-path problem." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "Both involve loading/runtime problems, but one is a Zero-3 index error and the other is a torch/transformers version incompatibility." + }, + { + "left": "issue:43541", + "right": "issue:46869", + "accept": false, + "reason": "Different subsystems and symptoms; no shared underlying bug." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "Unrelated model runtime error versus table QA task crash." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Different models and different failure classes." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "Both are import/config-related regressions, but they are distinct issues with different symptoms and targets." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Streaming API failure and MPS histogram unsupported error are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Compiler-tracing error versus autocast dtype mismatch; not the same bug." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor failure and template-node compilation error are different changes/problems." + }, + { + "left": "issue:45507", + "right": "issue:46869", + "accept": false, + "reason": "Different models and failure contexts; no concrete shared bug." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Weight-tying bug in one model versus corrupted checkpoint in another." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are index errors, but the model/setup and likely root causes differ." + }, + { + "left": "issue:45399", + "right": "issue:46661", + "accept": false, + "reason": "Flash-attn fallback logic and remote-code config_class lookup are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The conclusions are grounded in the packet: issue:45920 is the broadest v5 AutoTokenizer regression report, and issue:45812 is the narrower Granite-specific version of the same bug based on the titles. The other soft-edge rejections are conservative and mostly well supported by the issue titles alone. One small caveat is that the phrase \"accepted duplicate pair\" is not explicitly shown in the packet, but the overall canonicalization choice still looks reasonable." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 3, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:39186", + "issue:40990", + "issue:41093", + "issue:42915", + "issue:43054", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43572", + "issue:43596", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43872", + "issue:43873", + "issue:43994", + "issue:44291", + "issue:44360", + "issue:44387", + "issue:44479", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44805", + "issue:44918", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45183", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45632", + "issue:45698", + "issue:45759", + "issue:45800", + "issue:45823", + "issue:45902", + "issue:46165", + "issue:46294", + "issue:46463", + "issue:46468", + "issue:46640", + "issue:46661", + "issue:46869", + "issue:47228" + ], + "soft_pairs": [ + "issue:43572|issue:45070", + "issue:45800|issue:45823", + "issue:43296|issue:43366", + "issue:43872|issue:47228", + "issue:44805|issue:44918", + "issue:43716|issue:47228", + "issue:43828|issue:45464", + "issue:43366|issue:45464", + "issue:44291|issue:45070", + "issue:44387|issue:45005", + "issue:43531|issue:45070", + "issue:46869|issue:47228", + "issue:45507|issue:47228", + "issue:41093|issue:43596", + "issue:45020|issue:45800", + "issue:43716|issue:46294", + "issue:44479|issue:46294", + "issue:43054|issue:43994", + "issue:46468|issue:46869", + "issue:43596|issue:46165", + "issue:45759|issue:45902", + "issue:46640|issue:46661", + "issue:39186|issue:44918", + "issue:43716|issue:44918", + "issue:43645|issue:45399", + "issue:40990|issue:44960", + "issue:45632|issue:45698", + "issue:42915|issue:45399", + "issue:43404|issue:45005", + "issue:44360|issue:44512", + "issue:43873|issue:45005", + "issue:44492|issue:44512", + "issue:44530|issue:45005", + "issue:44918|issue:45507", + "issue:45183|issue:46463" + ], + "prepared_review_unit_hash": "e0eaa793fa2847773cc64b470febf889259031e5ac546958f7f1b5540bfe092a", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38032, + "estimated_input_tokens": 9508, + "estimated_eval_tokens": 19272 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: many unrelated Transformers regressions are grouped together by superficial wording. Only two soft edges look like true duplicates/sub-duplicates: Qwen video-input regression and trust_remote_code module-cache collisions.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45070 is the broadest, most general regression report in the set (v5.4.0 / PretrainedConfig / pydantic), and it is the closest thing to a hub among the few config-related items.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45070 is the most representative issue for the small config/version-regression subset; the rest of the cluster is too mixed to serve as one clean canonical for everything.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Both involve v5 config breakage, but one is StableLmConfig pad_token_idx and the other is a pydantic/PretrainedConfig field regression; different bugs." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "torch/transformers version incompatibility is unrelated to Gemma4 device-map forward dtype/device mismatch." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL load failure in vLLM is not the same as GGUF gpt-oss architecture support." + }, + { + "left": "issue:43872", + "right": "issue:47228", + "accept": false, + "reason": "bitsandbytes _is_hf_initialized constructor breakage is unrelated to Sam3 bf16 compilation regression." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Both are IndexErrors, but they affect different models and code paths; no clear shared underlying bug." + }, + { + "left": "issue:43716", + "right": "issue:47228", + "accept": false, + "reason": "Mistral-3 image-preprocessor dtype mismatch and Sam3 compilation regression are distinct failures." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to Qwen3.5 streaming chat/completions failure." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF gpt-oss support and Qwen3.5 streaming inference are different issues entirely." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "Both mention transformers 5.0-era breakage, but init_empty_weights/_is_hf_initialized and pydantic PretrainedConfig are separate code paths." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Int4 memory growth/OOM is not the same as tied-weights behavior on translation models." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to the PretrainedConfig/pydantic regression." + }, + { + "left": "issue:46869", + "right": "issue:47228", + "accept": false, + "reason": "YOLO multi-GPU device_map auto failure and Sam3 bf16 compilation regression are different model/runtime problems." + }, + { + "left": "issue:45507", + "right": "issue:47228", + "accept": false, + "reason": "GraniteMoEHybrid invalid method call is not the same as the Sam3 compilation issue." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are shape/index errors, but they arise from different models and different failure mechanisms." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "remote_code breakage is a different problem from torch 2.4.1 / transformers 5.8.0 incompatibility." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Both touch multimodal/video paths, but one is a dtype mismatch in Mistral-3 and the other is a Qwen3.5 chat-template video token/feature mismatch; not the same bug." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": true, + "reason": "Both describe the same Qwen video-input regression class: video features/tokens mismatch on Qwen3.5-family models after a recent change." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Both are about Siglip2 quality, but one is a relative embedding-quality report and the other is a concrete AutoModel/pipeline wrong-output bug; not clearly the same code-path." + }, + { + "left": "issue:46468", + "right": "issue:46869", + "accept": false, + "reason": "Official Nemotron example breakage is unrelated to YOLO multi-GPU device-map failure." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "Deepspeed zero3/BertModel index-out-of-bounds and remote-code resume issues do not share a concrete underlying defect." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Composite-config unwrapping in AutoModelForCausalLM is unrelated to Qwen3_5MoeTextRotaryEmbedding uninitialized-memory materialization." + }, + { + "left": "issue:46640", + "right": "issue:46661", + "accept": false, + "reason": "Flash Attention 2 issue and remote-code model_class/config_class attribute error are different bugs." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP weight dimensionality error is unrelated to Qwen3.5 input-embedding unpacking in TRL SFT training." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Mistral-3 image-preprocessor dtype mismatch and Qwen3.5 SFT input-embedding unpacking are different failures." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Jupyter custom-model initialization breakage is unrelated to flash-attn2 fallback gating." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "High perplexity on gpt-oss-20b and GLM5 are not the same bug." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": true, + "reason": "Both point to trust_remote_code module-cache/key collisions that can cause the wrong custom module to be loaded after save/load, so they plausibly share one fix." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "FineGrainedFP8Config failure for Qwen3Moe is unrelated to flash-attn2 fallback selection." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Untied lm_head in Mistral3ForConditionalGeneration is a different bug from tied-weights translation model issues." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "DSA indexer discussion and docs-run-command removal are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior is not the same as translation tied-weights handling." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "Cache-strategy typo is unrelated to obsolete docs mentioning the removed run command." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash on Qwen3.5 is unrelated to translation tied-weight behavior." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Qwen3.5 SFT embedding unpacking and GraniteMoEHybrid invalid method are different bugs." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": false, + "reason": "The XOR input validation bug and the T5 decoder-input error-message bug are related in theme, but not clearly the same concrete defect." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the soft-edge verdicts stay conservative. The two accepted pairs are plausibly same-bug duplicates, while the rejected pairs are well-justified as different issues. Canonical selection for issue:45070 is reasonable given the mostly heterogeneous cluster." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 4, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "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:43824", + "issue:43828", + "issue:43856", + "issue:43872", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44292", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44863", + "issue:44910", + "issue:44928", + "issue:44991", + "issue:45005", + "issue:45020", + "issue:45237", + "issue:45399", + "issue:45663", + "issue:45701", + "issue:45859", + "issue:45902", + "issue:45920", + "issue:45987", + "issue:46032", + "issue:46489", + "issue:46491", + "issue:46858", + "issue:46899", + "issue:46932", + "issue:47246" + ], + "soft_pairs": [ + "issue:44863|issue:45005", + "issue:43975|issue:44292", + "issue:46489|issue:46491", + "issue:39692|issue:43054", + "issue:43950|issue:44534", + "issue:36331|issue:41762", + "issue:46032|issue:47246", + "issue:43644|issue:43950", + "issue:43872|issue:44589", + "issue:46899|issue:46932", + "issue:43054|issue:45701", + "issue:45920|issue:46489", + "issue:43828|issue:44928", + "issue:38175|issue:43054", + "issue:45987|issue:46858", + "issue:43950|issue:45902", + "issue:43054|issue:43493", + "issue:44910|issue:45859", + "issue:45663|issue:45902", + "issue:42947|issue:44387", + "issue:44403|issue:44451", + "issue:24643|issue:28530", + "issue:43975|issue:45237", + "issue:44403|issue:44488", + "issue:43643|issue:45020", + "issue:41762|issue:42915", + "issue:42947|issue:43856", + "issue:44991|issue:45399", + "issue:41553|issue:43883", + "issue:43824|issue:43872" + ], + "prepared_review_unit_hash": "ea77c8248d17fc07e5b97d8a45f73e113a15ce5fb2a610c6a1d0d300dc66ad40", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37015, + "estimated_input_tokens": 9254, + "estimated_eval_tokens": 18764 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are related only at a broad subsystem level and should stay separate. Clear duplicates are the non-persistent-buffer regression issues, the StaticCache seq_length contract bug, and the Gemma4 quantized embedder dtype-cast bug.", + "confidence": 0.77, + "canonical_issue_reason": "issue:43950 is the best umbrella for the non-persistent-buffer regression cluster: it states the root problem directly and can subsume the narrower reports in 44534 and 45902.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 is the strongest global anchor because it describes the underlying regression rather than one downstream symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "Both concern loading/weight handling, but they are different failures in different model families and code paths." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Tokenizer regression vs Qwen NVFP4 runtime failure; no shared underlying bug is evident." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer bugs, but on different models with different symptoms and likely different fixes." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Docs/example errors and model-quality regression are not the same bug." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Both report the same transformers v5 non-persistent-buffer corruption/junk-initialization regression." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Training API signature breakage and DeepSpeed ZeRO-3 loading crash are unrelated." + }, + { + "left": "issue:46032", + "right": "issue:47246", + "accept": false, + "reason": "These are related to Mamba2-family recurrence, but they target different classes and likely different fixes." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": false, + "reason": "One is missing fields from AutoConfig with trust_remote_code; the other is buffer corruption during loading." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Different compatibility errors with different failure modes." + }, + { + "left": "issue:46899", + "right": "issue:46932", + "accept": true, + "reason": "46932 is a direct follow-up/fix for the same Gemma4 quantized vision/audio embedder dtype-casting bug." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "Different symptoms: SigLIP2 embedding quality vs tokenization changes across transformers versions." + }, + { + "left": "issue:45920", + "right": "issue:46489", + "accept": false, + "reason": "Broad tokenizer regression across many models vs a specific DeepSeek-Coder v1 tokenizer issue; not the same concrete bug." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Autocast dtype mismatch and RLHF gradient explosion via 3D position_ids are distinct issues." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Both mention SigLIP2, but one is zero probabilities and the other is degraded text embeddings." + }, + { + "left": "issue:45987", + "right": "issue:46858", + "accept": true, + "reason": "Both describe the same StaticCache.get_seq_length contract/return-type bug." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": true, + "reason": "Both are manifestations of the same non-persistent-buffer initialization/corruption regression during model loading/materialization." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Same model family, but one is an embedding-quality complaint and the other is an HF-vs-JAX implementation discrepancy." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "FlashAttention crash from 3D position_ids and CPU-offload incompatibility are separate problems." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "FSDP2 shared_kv_states KeyError is unrelated to non-persistent-buffer materialization." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Gradient checkpointing/LoRA effectiveness and int4 memory/OOM are different training-path issues." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading noise and a specific model-loading failure are not the same bug." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "DeepSpeed weight dimensionality error and early-stopping metric detection are unrelated training configuration issues." + }, + { + "left": "issue:43975", + "right": "issue:45237", + "accept": false, + "reason": "Tokenizer detokenization regression and AMD GPU execution failure do not share a concrete code-path." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Both concern model loading, but they are distinct model-specific failures." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Remote-code config field loss and broader remote_code breakage are related in theme only, not a clear duplicate." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading crash and Qwen3Moe FP8 failure are unrelated." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "LoRA gradient checkpointing and Qwen3 MoE memory usage are separate performance/training concerns." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading failure and flash-attn2 fallback gating are unrelated." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad AutoTokenizer error message and missing all_tied_weights_keys are different bugs." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Import failure for a model class vs bitsandbytes parameter-construction incompatibility are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The judgments are grounded in the packet and generally conservative. The accepted pairs look like true same-bug duplicates, and the rejected pairs are mostly separated by model, code path, or symptom without overstating a shared root cause. The umbrella choice of issue:43950 is also supported by the titles and the nearby related reports." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 5, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42491", + "issue:42947", + "issue:43257", + "issue:43404", + "issue:43782", + "issue:43792", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43940", + "issue:43950", + "issue:44220", + "issue:44368", + "issue:44479", + "issue:44509", + "issue:44560", + "issue:44661", + "issue:44805", + "issue:44863", + "issue:44928", + "issue:44960", + "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:45081|issue:45399", + "issue:45685|issue:45823", + "issue:43782|issue:44960", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:43828|issue:45823", + "issue:41553|issue:43881", + "issue:45020|issue:45356", + "issue:42491|issue:44368", + "issue:45715|issue:46315", + "issue:43872|issue:46869", + "issue:45759|issue:46661", + "issue:43881|issue:43883", + "issue:45488|issue:46489", + "issue:43827|issue:44509", + "issue:45020|issue:46661", + "issue:43404|issue:43950", + "issue:46894|issue:46897", + "issue:43792|issue:44220", + "issue:43257|issue:45305", + "issue:36331|issue:41093", + "issue:42947|issue:45923", + "issue:43940|issue:45313", + "issue:43854|issue:44863", + "issue:24643|issue:30064", + "issue:44479|issue:44560", + "issue:41093|issue:44805", + "issue:44928|issue:45588" + ], + "prepared_review_unit_hash": "57bca701194ed5911bdfed08d0edf032fb9c13eb8258bf62ef3e9cd0373b80c6", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36627, + "estimated_input_tokens": 9157, + "estimated_eval_tokens": 18570 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous model-specific bugs and regressions. The only clear duplicate pair is the v5 docs/pipeline-removal cleanup; the rest are related at best by broad subsystem or error shape, not the same underlying fix.", + "confidence": 0.57, + "canonical_issue_reason": "issue:44509 is the clearest and broadest representative of the duplicated docs regression: it explicitly covers the removed v5 pipeline tasks across text2text-generation, summarization, and translation.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44509 best represents the cluster's one clearly duplicated theme and has the broadest, most explicit scope among the docs reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Different failures: tokenizer regex patch crash vs flash-attn2 fallback gating." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "Unrelated model/runtime bugs: MPS int histogram error vs Gemma4 device mismatch." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Different model-loading errors for different models; no shared concrete code path shown." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Too broad vs specific device-map forward mismatch; not the same bug." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Tokenizer-mapping helper failure is not the same as generic remote_code breakage." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Different dtype/autocast issue vs device-placement bug." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Both are model loading problems, but for different models and different root causes." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Remote_code regression and tokenizer codec/regex regression are separate problems." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Both involve Qwen and embeddings/tied-weights warnings, but the reported failures are not the same bug." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Opposite tokenizer conversion directions and different performance paths." + }, + { + "left": "issue:43872", + "right": "issue:46869", + "accept": false, + "reason": "bitsandbytes constructor incompatibility is unrelated to YOLO device-map failure." + }, + { + "left": "issue:45759", + "right": "issue:46661", + "accept": false, + "reason": "Composite config unwrapping and remote-code config_class errors are distinct loader paths." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Different model classes and different missing attributes/errors." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": false, + "reason": "Both concern tokenizer regressions on DeepSeek-family models, but the concrete tokenizer code paths differ." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Same docs regression: both report stale references to removed v5 pipeline tasks after pipeline removal." + }, + { + "left": "issue:45020", + "right": "issue:46661", + "accept": false, + "reason": "46661 is one remote-code symptom, but 45020 is a broader umbrella and not clearly the same fixable defect." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "lm_head weight tying and non-persistent buffer corruption are unrelated serialization/model-init bugs." + }, + { + "left": "issue:46894", + "right": "issue:46897", + "accept": false, + "reason": "Same error pattern, but different models; not enough evidence they share one concrete code-path fix." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Different audio pipeline failures with no clear shared root cause." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both involve Qwen/DeepSpeed training, but one is weight conversion/loading and the other is gradient averaging." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Different trainer API mismatch vs tensor mask shape mismatch." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Both mention LoRA/gradient checkpointing, but one is ineffective checkpointing and the other is a missing flag on a remote-code variant." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are ZeRO-3 load failures, but for different Qwen variants and likely different model mappings." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "GLM-4.7 test-loading issue and NemotronH checkpoint loading issue are unrelated model-specific failures." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Training with DeepSpeed weight-dimension error is unrelated to void segmentation map preprocessing." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Different video regressions affecting different model families and error modes." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": false, + "reason": "Same generic error shape, but not enough evidence of the same underlying bug or fix." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "RLHF gradient explosion from position_ids/SDPA fallback is unrelated to flash_attention s_aux handling." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet, and the lone accepted pair (43827/44509) is supported by the titles as a docs cleanup around removed v5 pipeline tasks. The other soft-edge rejections stay conservative and do not overclaim shared root causes." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 6, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:41553", + "issue:42617", + "issue:42915", + "issue:42947", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43638", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43824", + "issue:43828", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44488", + "issue:44530", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44683", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:44991", + "issue:45030", + "issue:45325", + "issue:45584", + "issue:45663", + "issue:45685", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45902", + "issue:46402", + "issue:46468", + "issue:46489", + "issue:46515", + "issue:46858", + "issue:47254" + ], + "soft_pairs": [ + "issue:43716|issue:46468", + "issue:43366|issue:43828", + "issue:44530|issue:44863", + "issue:44863|issue:46402", + "issue:41553|issue:44991", + "issue:43366|issue:43531", + "issue:43596|issue:46515", + "issue:45325|issue:45902", + "issue:43366|issue:44589", + "issue:43638|issue:46515", + "issue:45663|issue:45823", + "issue:44155|issue:45584", + "issue:42915|issue:43957", + "issue:43824|issue:43957", + "issue:41553|issue:44488", + "issue:43716|issue:44560", + "issue:43950|issue:45834", + "issue:42617|issue:43366", + "issue:44560|issue:45685", + "issue:43645|issue:43646", + "issue:44910|issue:46858", + "issue:36010|issue:42915", + "issue:44560|issue:44918", + "issue:44683|issue:46515", + "issue:43550|issue:44910", + "issue:42947|issue:47254", + "issue:45812|issue:46489", + "issue:45823|issue:46515", + "issue:44661|issue:45823", + "issue:44560|issue:44805", + "issue:38175|issue:43994", + "issue:44877|issue:45030", + "issue:43638|issue:44661", + "issue:43596|issue:44661" + ], + "prepared_review_unit_hash": "e3b1b3f1a100ab5556811c7c7c2a8ee5911e8b6e71c8e0d82ce0133c3396607e", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 34, + "serialized_chars": 37344, + "estimated_input_tokens": 9336, + "estimated_eval_tokens": 18928 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous model- or backend-specific bugs. I only see two true duplicate pairs: the Transformers 5 custom-model initialization regression, and the SigLIP2 zero-probability / nonsensical-output regression. Most other soft pairs share a broad subsystem but not the same concrete failure path.", + "confidence": 0.86, + "canonical_issue_reason": "If one issue must anchor the cluster, issue 43994 is the best representative: it describes a concrete user-visible regression for SigLIP2, is broader than the earlier zero-probability report, and has an exact duplicate in 38175.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43994 is the strongest global issue candidate because it is specific enough to be actionable, broad enough to cover the symptom family, and directly matches a duplicate report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43716", + "right": "issue:46468", + "accept": false, + "reason": "Different models and failures: Mistral-3 image preprocessor dtype mismatch vs Nemotron example breakage." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "Both are model-specific runtime issues, but one is GGUF/gpt-oss support and the other is a Phi-tiny-MoE autocast dtype mismatch." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "Qwen3.5 PagedAttentionCache crash and NemotronH checkpoint loading are unrelated failure modes." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Different models and symptoms: NemotronH loading failure vs Sam3Model text-encoder weights not loading." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both involve tokenizer loading, but for different models and likely different code paths; not the same bug." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "gpt-oss GGUF support and Qwen3-MoE sliding-window behavior are unrelated issues." + }, + { + "left": "issue:43596", + "right": "issue:46515", + "accept": false, + "reason": "A ZeRO-3/BertModel index error is not the same as a torch 2.4.1 compatibility issue." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Both are Qwen-family regressions, but the rope-index scaling bug and the meta-to-empty uninitialized-memory bug are different." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "GGUF model support and missing Float8 storage type are unrelated." + }, + { + "left": "issue:43638", + "right": "issue:46515", + "accept": false, + "reason": "Non-pretrained Bert ZeRO-3 index error is not the same as torch version incompatibility." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Same model family, but FSDP2 shared_kv_states KeyError and device_map auto forward mismatch are different code-path problems." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "AudioFlamingo3 batched inference leakage and Whisper empty-transcription failure are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "FineGrainedFP8Config failure in Qwen3Moe is distinct from meta-device loading regressions." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Missing Qwen2_5_VL import and meta-device loading breakage are different issues." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading complaints, but the affected models and failure details differ." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Mistral-3 image dtype mismatch is not the same as Qwen3-vl-embedding video StopIteration." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "from_pretrained non-persistent-buffer corruption and Kosmos2.5 OCR index error are unrelated regressions." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "A 3d_parallel.py execution problem does not match GGUF gpt-oss support." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3-vl-embedding video failure and MPS histogram not implemented for Int are different backend/model issues." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "These describe the same underlying Transformers 5 custom-model initialization regression; one is just a more specific notebook report." + }, + { + "left": "issue:44910", + "right": "issue:46858", + "accept": false, + "reason": "Both involve attention/cache behavior, but the Qwen3.5 Flash Attention crash and the static-cache seq-length arithmetic bug are different." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "GenerationMixin import error and Qwen3Moe FP8 failure are unrelated." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Different Qwen3.x failures: video StopIteration vs TRL SFT embedding unpacking." + }, + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "torch >= 2.9 flex_attention compilation failure is not the same as torch 2.4.1 incompatibility." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different models and paths: Bamba SDPA/torch.compile vs Qwen3.5 Flash Attention position_ids handling." + }, + { + "left": "issue:42947", + "right": "issue:47254", + "accept": false, + "reason": "Both mention PEFT and gradient checkpointing, but ineffective checkpointing and a ZeRO-3 CheckpointError are not the same bug." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but Granite token IDs and DeepSeek-Coder v1 incorrect output are distinct failures." + }, + { + "left": "issue:45823", + "right": "issue:46515", + "accept": false, + "reason": "Gemma4 device_map mismatch and torch 2.4.1 incompatibility are unrelated." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "A tokenizer-mapping model-registration bug is not the same as a Gemma4 forward device mismatch." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Qwen3-vl-embedding video StopIteration and a generic mask-shape IndexError are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 regression: zero probabilities / nonsensical outputs for the same model, with 43994 being the broader report." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both are config-loading regressions, but they affect different model families and likely different validation paths." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "ZeRO-3 Bert initialization and TOKENIZER_MAPPING_NAMES model-registration failure are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "A Bert ZeRO-3 index error is not the same as the add-new-model-like tokenizer-mapping bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet: it treats most cross-model/back-end matches conservatively as non-duplicates, and it only elevates the two supported duplicate pairs (43645/43646 and 38175/43994). The canonical issue choice is reasonable and the writeup does not overclaim broader equivalence beyond the evidence shown." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 7, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43632", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43720", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44075", + "issue:44164", + "issue:44291", + "issue:44387", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44960", + "issue:44977", + "issue:44991", + "issue:45276", + "issue:45292", + "issue:45313", + "issue:45335", + "issue:45357", + "issue:45488", + "issue:45507", + "issue:45672", + "issue:45812", + "issue:45834", + "issue:46050", + "issue:46459", + "issue:46468", + "issue:46512", + "issue:46846", + "issue:46899" + ], + "soft_pairs": [ + "issue:45672|issue:46899", + "issue:44661|issue:44805", + "issue:42491|issue:43720", + "issue:43632|issue:45834", + "issue:43317|issue:44756", + "issue:38175|issue:39692", + "issue:41720|issue:42915", + "issue:43644|issue:44534", + "issue:42915|issue:44756", + "issue:42491|issue:45276", + "issue:44960|issue:44977", + "issue:44451|issue:44488", + "issue:44863|issue:46846", + "issue:45313|issue:45357", + "issue:46459|issue:46512", + "issue:45507|issue:46468", + "issue:43644|issue:43645", + "issue:44488|issue:44991", + "issue:39692|issue:43994", + "issue:43257|issue:43854", + "issue:43856|issue:43873", + "issue:42491|issue:45292", + "issue:42491|issue:45335", + "issue:43854|issue:43931", + "issue:43856|issue:44387", + "issue:43708|issue:44075", + "issue:44960|issue:46050", + "issue:44164|issue:44291", + "issue:45488|issue:45812" + ], + "prepared_review_unit_hash": "672e255dac713a24e8bfb9adc0fff509c50038c5605eb6d56b6a517446560c3e", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35742, + "estimated_input_tokens": 8936, + "estimated_eval_tokens": 18128 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a loose topical cluster of Transformers/v5, Qwen, Gemma, and tokenizer/loading regressions rather than one duplicate set. I only found one clear duplicate pair: the non-persistent buffer junk regression in Transformers 5.0.0.", + "confidence": 0.81, + "canonical_issue_reason": "issue:43644 is the cleanest canonical issue because it states a concrete, self-contained Transformers 5.0.0 regression and has an essentially identical duplicate in issue:44534.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the best global triage anchor: it is precise, reproducible, and represents the only exact duplicate pair among the provided issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:46899", + "accept": false, + "reason": "Both are Gemma4 4-bit multimodal quantization failures, but one is a uint8/torch.finfo TypeError in audio modules and the other is a broader unsafe dtype cast in embedders; not clearly the same code-path bug." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Unrelated failures: one is an add-new-model-like tokenizer-mapping bug, the other is an attention/mask shape IndexError." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Both involve Qwen3/Qwen3-MoE loading, but one is a LoRA compatibility regression and the other is BitNet packed-weight unpacking during accelerate loading; different bugs." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "Different subsystems and symptoms: _is_hf_initialized flag breakage versus a Kosmos2.5 long-OCR index error." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Both mention loading/offload/memory, but one is dequantized model offload on gpu+cpu and the other is disabling mmap on Strix Halo OOM; not the same underlying change." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Same model family, but one reports zero probabilities while the other is a broken documentation example with model/processor mismatch and quantization errors; too different to merge." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Both are Qwen3-related, but one is auto device-map cuda assert and the other is FineGrainedFP8Config failure; different failure modes." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Near-identical reports of Transformers 5.0.0 filling non-persistent buffers with junk; same regression, just title wording differs." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Strix Halo mmap OOM are unrelated issues." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Different models and code paths: Qwen3 MoE LoRA loading versus Gemma4 resize_token_embeddings behavior." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "GLM5 and Qwen3.5 flash-attention generation are unrelated model-specific bugs." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Similar load failure phrasing, but these are different models; no evidence of the same concrete root cause." + }, + { + "left": "issue:44863", + "right": "issue:46846", + "accept": false, + "reason": "NemotronH checkpoint loading and Qwen3.5 TP-plan linear_attn/OOM are distinct bugs." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Both concern Qwen3.5, but one is ZeRO-3 weight loading and the other is incorrect save_pretrained visual encoder keys." + }, + { + "left": "issue:46459", + "right": "issue:46512", + "accept": false, + "reason": "Both involve dtype handling, but one is loading composite checkpoints with ignored dtype and the other is from_config(dtype=...) leaving config stale; related theme, not same bug." + }, + { + "left": "issue:45507", + "right": "issue:46468", + "accept": false, + "reason": "GraniteMoEHybrid invalid method call and the Nemotron example failure are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Both are Transformers 5.0.0 regressions, but one is non-persistent buffers filled with junk and the other is Jupyter/custom-model initialization breakage." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading regressions, but they affect different models and likely different tokenizer paths; insufficient evidence they are the same bug." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Both mention SigLIP2, but one is a broken docs example and the other is bad outputs with AutoModel/pipeline; not clearly the same concrete defect." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3 MoE accelerate+deepspeed weight conversion and GLM-4.7-Flash test loading are different issues." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "One is Qwen3 MoE training memory usage, the other is quantization offloading behavior; too broad to treat as duplicate." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "LoRA compatibility for Qwen3 MoE and resize_token_embeddings behavior are unrelated." + }, + { + "left": "issue:42491", + "right": "issue:45335", + "accept": false, + "reason": "Same Qwen3 cluster, but one is a Qwen3 MoE loading regression and the other is a t5gemma embedding resize bug." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different model families and failures: GLM-4.7-Flash load issue versus Qwen3-VL shape mismatch." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Qwen3 MoE training memory usage is unrelated to the Transformers 5.x int4 CUDA reserved-memory/OOM regression." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer resume/max_steps logic and SGD argument handling are different code paths." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "GLM5 loading and sinq save/load corruption are separate issues." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Both are loading/saving-related, but one is extra_state handling and the other is unexpected _is_hf_initialized argument in init_empty_weights; not the same bug." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but one is LlamaTokenizer overriding ByteLevel with Metaspace for DeepSeek and the other is wrong token IDs for Granite models; different root causes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is well grounded in the packet. The one accepted duplicate pair, issue:43644 and issue:44534, is strongly supported by the nearly identical titles and the soft-match signal. The other soft-edge verdicts are conservative and avoid overclaiming sameness when the evidence only shows topical similarity. Minor wording like \"precise, reproducible\" is a bit stronger than the packet directly proves, but not enough to undermine the overall conclusion." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 8, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "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:43873", + "issue:43957", + "issue:44079", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44479", + "issue:44488", + "issue:44756", + "issue:44863", + "issue:44877", + "issue:44910", + "issue:44912", + "issue:44928", + "issue:44960", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45362", + "issue:45406", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45859", + "issue:46326", + "issue:46468", + "issue:46829", + "issue:46897", + "issue:46901" + ], + "soft_pairs": [ + "issue:46897|issue:46901", + "issue:45276|issue:45335", + "issue:45362|issue:45406", + "issue:43425|issue:43957", + "issue:44402|issue:44488", + "issue:44291|issue:44756", + "issue:44910|issue:45588", + "issue:41720|issue:44155", + "issue:45663|issue:45759", + "issue:39692|issue:44960", + "issue:43404|issue:43454", + "issue:43873|issue:44387", + "issue:42947|issue:45704", + "issue:45663|issue:45859", + "issue:44079|issue:46829", + "issue:44292|issue:44912", + "issue:36010|issue:39404", + "issue:43957|issue:44756", + "issue:44155|issue:45823", + "issue:43335|issue:45663", + "issue:44387|issue:44756", + "issue:44863|issue:46468", + "issue:44479|issue:44877", + "issue:45276|issue:45292", + "issue:43381|issue:44928", + "issue:44164|issue:44756", + "issue:42796|issue:46326", + "issue:45588|issue:45663", + "issue:45684|issue:45698", + "issue:43828|issue:43957" + ], + "prepared_review_unit_hash": "3bbd11d6baedc6948b605c21ce615f6ea922a24bedf4f1354137ab2158d0e0cc", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "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": "These reports are mostly unrelated model- or feature-specific bugs. The only soft edge that looks like the same underlying issue is the resize_token_embeddings/output_embeddings regression pair; the rest are too model-specific or describe different code paths despite superficial similarity.", + "confidence": 0.87, + "canonical_issue_reason": "issue:45292 is the cleanest, most general statement of the shared resize_token_embeddings/output_embeddings bug; issue:45276 reads like the Gemma4-specific instance of the same problem.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45292 is the best representative issue because it states the core regression without extra model-specific noise and can subsume the narrower Gemma4 report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46897", + "right": "issue:46901", + "accept": false, + "reason": "Both mention training-loss double-shift, but they target different models and likely different implementations; similar symptom pattern is not enough to treat as the same bug." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": false, + "reason": "Both are about resize_token_embeddings not updating downstream embeddings, but they affect different model families and different internal fields; too little evidence they are the same code-path bug." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Different failures in different components: chat crashes for Qwen3.5 vs Gemma4Processor missing _tokenizer in serve." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "One is Torch 2.10 incompatibility; the other is a meta-device loading regression affecting some models on Transformers 5.x. Different issues and fixes." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer vocab-size mismatch and a model-loading failure for a specific checkpoint are not the same underlying bug." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "init_empty_weights argument handling and disabling mmap on Strix Halo are unrelated." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both touch flash_attention.py, but one is a 3D position_ids misinterpretation and the other is an s_aux=None AttributeError; different concrete bugs." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Qwen auto device-map CUDA assert and AudioFlamingo3 batch leakage are unrelated." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states issue and Qwen multimodal config unwrapping are different code paths." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "SigLIP2 documentation-example mistakes are not the same as the GLM5 issue." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both mention lm_head tying, but they are model-specific omissions in different architectures; not enough to merge as one bug." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Quantization/offloading behavior and CUDA reserved-memory OOM under int4 are related only broadly; they are different symptoms and likely different fixes." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing with PEFT LoRA and an apex RMSNorm memory leak are unrelated." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "FSDP2 shared_kv_states and CPU-offload incompatibility in Qwen3_5Moe rotary embedding are separate bugs." + }, + { + "left": "issue:44079", + "right": "issue:46829", + "accept": false, + "reason": "ModelOutput key assignment semantics and VideoPrism output-field misassignment are not the same bug." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Both involve quantization loading, but they concern different models and different failures (NVFP4 run error vs MXFP4 fallback to bf16)." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "GenerationMixin import failure and Whisper return_language pipeline regression are unrelated." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading regression and mmap-related OOM are different problems." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo3 track leakage and Gemma4 PLE device mismatch are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "Sparse-layer creation in SwitchTransformersConfig and Gemma4 FSDP2 attention state rebuilding are different issues." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Int4 reserved-memory OOM and disabling mmap on Strix Halo are not the same underlying bug." + }, + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "NemotronH checkpoint loading and an official Nemotron example being broken are too different to merge." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Video-input regression for Qwen VL models and strict config blocking granite_speech loading are unrelated." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Both report resize_token_embeddings failing to propagate to output embeddings; 45276 is a model-specific manifestation of the same underlying bug described more generally in 45292." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Eval-mode gradient-checkpointing limitation and RLHF NaNs from 3D position_ids forcing a fallback are different failures." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "save/from_pretrained extra_state handling and Strix Halo mmap OOM are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer BPE-marker handling and continue_final_message behavior for mistral_common are different tokenizer bugs." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "flash_attention.py s_aux=None crash and Gemma4 FSDP2 shared_kv_states rebuilding are unrelated." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "One is file-permission propagation during save_pretrained; the other is wrong custom-module reloading after save_pretrained. Related area, but not the same bug." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE and meta-device loading failures are different code paths." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays conservative. The only accepted soft edge, issue:45276 vs issue:45292, is plausibly the same resize_token_embeddings/output_embeddings bug, with 45276 as a narrower Gemma4-specific instance. The other pairwise rejections are appropriately cautious and do not overclaim shared root cause from symptom similarity alone." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 9, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:36032", + "issue:39404", + "issue:43425", + "issue:43452", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43854", + "issue:43901", + "issue:43906", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44402", + "issue:44451", + "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:45216", + "issue:45292", + "issue:45335", + "issue:45701", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46050", + "issue:46315", + "issue:46326", + "issue:46491", + "issue:46665", + "issue:46869", + "issue:46894", + "issue:46901", + "issue:47228" + ], + "soft_pairs": [ + "issue:43645|issue:44164", + "issue:43854|issue:45216", + "issue:43425|issue:47228", + "issue:45292|issue:45335", + "issue:44589|issue:44756", + "issue:46894|issue:46901", + "issue:43646|issue:43708", + "issue:44402|issue:44451", + "issue:43425|issue:43828", + "issue:46315|issue:46491", + "issue:45812|issue:46315", + "issue:44530|issue:45084", + "issue:39404|issue:45701", + "issue:43425|issue:46869", + "issue:43611|issue:43645", + "issue:44683|issue:45823", + "issue:43425|issue:43716", + "issue:39404|issue:46665", + "issue:44479|issue:44805", + "issue:44589|issue:45084", + "issue:43901|issue:44509", + "issue:43994|issue:44079", + "issue:44164|issue:45759", + "issue:36032|issue:43452", + "issue:43906|issue:44530", + "issue:44265|issue:44898", + "issue:46050|issue:46326", + "issue:44991|issue:45081", + "issue:43906|issue:46326", + "issue:44671|issue:44991", + "issue:39404|issue:44912" + ], + "prepared_review_unit_hash": "8f0626751a4070e06fb4b62bf92a1bdd5f6579f9f3e02b18a4751a72183b80ac", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "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": "Most candidates are unrelated. I only see two soft-duplicate pairs that plausibly describe the same underlying bug: the resize_token_embeddings / tied-embeddings regression, and the training-loss double-shift regression across two model families.", + "confidence": 0.73, + "canonical_issue_reason": "issue:45292 is the broadest and clearest description of the resize_token_embeddings regression; issue:45335 looks like a T5Gemma-specific instance of the same tied-embedding problem.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45292 is the strongest representative issue in this set: it states the core API regression cleanly and is more general than the model-specific variant.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Different bugs: one is custom model initialization in notebooks, the other is save/from_pretrained handling of extra_state." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Different failure modes and code paths: model-load correctness in unit tests vs a Qwen3.5 save_pretrained regression." + }, + { + "left": "issue:43425", + "right": "issue:47228", + "accept": false, + "reason": "Both mention torch compatibility, but one is a generic Torch 2.10 incompatibility and the other is a specific Sam3 bf16 compilation regression." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying regression: resize_token_embeddings is not propagating to tied output/decoder embeddings; the second issue is just a T5Gemma-specific manifestation." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Unrelated: missing Float8 storage vs disabling mmap to avoid OOM on Strix Halo." + }, + { + "left": "issue:46894", + "right": "issue:46901", + "accept": true, + "reason": "Both describe the same training-loss double-shift bug, where labels are effectively shifted twice and the model trains against labels[..., 1:]." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Different problems: custom model initialization broke in v5, while the other is about resume_from_checkpoint max_steps calculation." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "The first is about tokenizer vocab inconsistencies; the second is a model loading failure for ScandiBERT, with no clear same-code-path evidence." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Both are torch-related, but the concrete bugs differ: version incompatibility versus an autocast dtype mismatch in a specific model." + }, + { + "left": "issue:46315", + "right": "issue:46491", + "accept": false, + "reason": "One is a tokenizer performance regression, the other is a CodeLlama encode/decode leading-space correctness regression." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Wrong token IDs for Granite models is a correctness bug; convert_tokens_to_ids slowdown is a separate performance regression." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "Distinct issues: PagedAttentionCache linear_attention crash vs a compiler template-node type error." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper return_language pipeline behavior and a general tokenization-version change are not the same bug." + }, + { + "left": "issue:43425", + "right": "issue:46869", + "accept": false, + "reason": "Both involve PyTorch-era regressions, but one is about Torch 2.10 compatibility and the other is YOLO device_map auto on multi-GPU." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Base_model_prefix loading issues are different from notebook-defined custom model initialization failures." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Different concrete problems: compiled flex_attention on torch>=2.9 vs Gemma4 PLE device mismatch with device_map=auto." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "A generic torch incompatibility is not the same as the Mistral-3 image preprocessor dtype mismatch." + }, + { + "left": "issue:39404", + "right": "issue:46665", + "accept": false, + "reason": "Unrelated pipeline/Whisper issue versus inconsistent from_pretrained behavior inside Python classes." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video-input regression for Qwen variants and a tensor mask shape mismatch are different code-path failures." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Missing Float8 storage and compiler template-node errors are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Docs mentioning removed pipeline tasks is separate from the TextClassificationPipeline return_all_scores doc/behavior mismatch." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Incorrect SigLIP2 outputs and ModelOutput key assignment behavior are distinct issues." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "extra_state save/load handling is unrelated to from_config failing to unwrap text_config for composite Qwen configs." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Tokenizer method-name conflict and gguf_file loading failures are different bugs." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "An isolated reproduction of another issue is not the same as the PagedAttentionCache linear_attention crash." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export failures with torch_compilable_check and Perceiver non-default-resolution failures are unrelated." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Quantized save/load breakage is separate from the mistral_common continue_final_message bug." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer-loading bugs, but they affect different model families and different failure points." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT masked-LM regression and EMBEDDIA/est-roberta tokenizer loading failure are not the same underlying defect." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline behavior and MXFP4 quantization fallback are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative. The two accepted soft-duplicate pairs are supported by the titles: resize_token_embeddings/output_embeddings vs decoder.embed_tokens, and the double-shift training-loss regressions. The negative verdicts also read as cautious and do not overclaim." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 10, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43299", + "issue:43404", + "issue:43421", + "issue:43541", + "issue:43596", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43856", + "issue:43931", + "issue:44164", + "issue:44451", + "issue:44462", + "issue:44488", + "issue:44530", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44737", + "issue:44756", + "issue:44987", + "issue:45081", + "issue:45084", + "issue:45479", + "issue:45823", + "issue:45859", + "issue:46178", + "issue:46285", + "issue:46326", + "issue:46402", + "issue:46489", + "issue:46821", + "issue:46894", + "issue:46897", + "issue:46899", + "issue:47050" + ], + "soft_pairs": [ + "issue:45823|issue:46899", + "issue:44164|issue:46821", + "issue:45479|issue:46894", + "issue:43856|issue:44756", + "issue:43596|issue:44683", + "issue:44488|issue:44987", + "issue:43632|issue:47050", + "issue:44488|issue:45081", + "issue:45479|issue:46897", + "issue:43299|issue:43931", + "issue:36032|issue:42915", + "issue:43611|issue:43644", + "issue:42796|issue:43404", + "issue:44462|issue:46489", + "issue:43716|issue:45084", + "issue:46285|issue:46402", + "issue:44661|issue:44683", + "issue:39404|issue:44671", + "issue:43541|issue:45084", + "issue:44451|issue:44987", + "issue:42915|issue:44530", + "issue:43643|issue:44530", + "issue:40990|issue:43421", + "issue:44737|issue:45859", + "issue:34567|issue:40444", + "issue:40444|issue:46326", + "issue:43644|issue:43646", + "issue:36032|issue:43645", + "issue:42175|issue:46178" + ], + "prepared_review_unit_hash": "9fdb0f8edd90632ab40287e86ea64290ea1206db868cfb4b3e6c6a65dc68317c", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36498, + "estimated_input_tokens": 9125, + "estimated_eval_tokens": 18506 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is a loose set of unrelated transformer issues connected only by soft title similarity; they span tokenizers, model loading, initialization, quantization, backend/package, and training bugs. None of the soft pairs look like true duplicates or mergeable into one fix.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45823", + "right": "issue:46899", + "accept": false, + "reason": "Both are multimodal dtype/device problems, but they affect different models and code paths (Gemma4 PLE forward vs multimodal embedders in 4-bit quantization)." + }, + { + "left": "issue:44164", + "right": "issue:46821", + "accept": false, + "reason": "Save/from_pretrained extra_state handling is unrelated to TimesFM's missing window_size attribute error." + }, + { + "left": "issue:45479", + "right": "issue:46894", + "accept": false, + "reason": "Zero-loss single-label classification is a different training bug from CohereASR's double-shift loss issue." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3 MoE training memory usage and Strix Halo mmap OOM are different performance/runtime problems." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Deepspeed ZeRO3 BertModel init crash is unrelated to compiled flex_attention failing on torch >= 2.9." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Both are load failures, but for different repositories and failure modes; not the same underlying bug." + }, + { + "left": "issue:43632", + "right": "issue:47050", + "accept": false, + "reason": "_is_hf_initialized flag regression is unrelated to fp16 ONNX attention dtype mismatch in CanineModel." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "AutoTokenizer loading a specific repo is unrelated to Mistral regex patch crashing on backend_tokenizer access." + }, + { + "left": "issue:45479", + "right": "issue:46897", + "accept": false, + "reason": "These are distinct loss bugs in different model families and are not the same concrete fix." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both concern Qwen3-VL loading, but one is a broad v5 regression and the other is a specific weight-shape mismatch; too different to merge." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "Tokenizer method-name conflict and Qwen3Moe FP8 config failure are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "base_model_prefix loading breakage and non-persistent buffer junk are separate v5 regressions with different code paths." + }, + { + "left": "issue:42796", + "right": "issue:43404", + "accept": false, + "reason": "Tokenizer BPE marker handling and Mistral3 lm_head tying are different bugs." + }, + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "Ignoring tokenizer.json in a repo is not the same as the DeepSeek-Coder v1 tokenizer output regression." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Mistral image-preprocessor dtype mismatch and template compilation failure are unrelated." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "CLIP text-model structure inconsistency is unrelated to Sam3Model text encoder weights not being loaded." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "A tokenizer-mapping failure and a flex_attention compile failure are different subsystems and different bugs." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper return_language pipeline regression is unrelated to CamemBERT masked-LM prediction errors." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Torch dynamo tracing failure in Mixtral and non-template-node compilation errors are not the same issue." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Different specific models fail to load; no shared concrete code-path bug is evident." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and PagedAttentionCache linear_attention crash are distinct Qwen-family bugs." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "Missing fields from trust_remote_code config loading is unrelated to PagedAttentionCache group-type validation." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "High perplexity on gpt-oss and runtime special-token post-processor updates are different issues." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "XLNet CPU device placement bug and Qwen3.5 MoE CPU-offload incompatibility are separate device/runtime regressions." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token counter bug and Qwen2.5-VL iterable dataset multi-image failure are unrelated." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Multi-image iterable dataset failure is unrelated to continue_final_message behavior for mistral_common tokenizers." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 initialization regressions, but one is non-persistent buffers and the other is custom model initialization; not the same fix." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer add_special_tokens conflict is unrelated to notebook custom model initialization." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Backend omission in extra install and BACKENDS_MAPPING rejecting tensorflow_text are related only broadly to backends, 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": 27, + "review_unit_index": 11, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:28530", + "issue:34567", + "issue:36032", + "issue:42915", + "issue:43208", + "issue:43262", + "issue:43317", + "issue:43377", + "issue:43404", + "issue:43452", + "issue:43482", + "issue:43582", + "issue:43632", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43746", + "issue:43792", + "issue:43819", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44206", + "issue:44220", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44466", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44811", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45507", + "issue:45584", + "issue:45923", + "issue:46326", + "issue:46661", + "issue:46869", + "issue:46899", + "issue:47013", + "issue:47254" + ], + "soft_pairs": [ + "issue:44206|issue:44220", + "issue:43582|issue:43632", + "issue:44987|issue:44991", + "issue:43452|issue:43482", + "issue:45084|issue:45507", + "issue:44811|issue:45584", + "issue:43317|issue:43482", + "issue:43746|issue:46326", + "issue:43208|issue:47013", + "issue:43645|issue:46661", + "issue:43262|issue:43377", + "issue:43792|issue:46869", + "issue:44403|issue:45081", + "issue:42915|issue:45084", + "issue:43646|issue:44534", + "issue:44987|issue:45081", + "issue:43377|issue:43819", + "issue:44849|issue:45325", + "issue:42915|issue:44291", + "issue:28530|issue:34567", + "issue:43404|issue:44466", + "issue:36032|issue:43742", + "issue:44451|issue:45081", + "issue:44062|issue:44987", + "issue:43994|issue:44610", + "issue:44008|issue:46899", + "issue:42915|issue:44589", + "issue:45923|issue:47254" + ], + "prepared_review_unit_hash": "1940e530b74e6f6e4820db3926d3c94276677b6cdcf14ac8454127d7fe4fe8d6", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35755, + "estimated_input_tokens": 8939, + "estimated_eval_tokens": 18134 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a mixed set of unrelated Transformers issues. Only two pairs look like true duplicates: the audio feature-extraction crash around `LasrFeatureExtractor`/`_torch_extract_fbank_features`, and the GGUF loading regression in `from_pretrained`.", + "confidence": 0.82, + "canonical_issue_reason": "issue:43452 is the clearest, most general concrete bug report in the set: it names the broken loading path (`gguf_file` with `AutoTokenizer`/`AutoModelForCausalLM`) and is broad enough to represent the GGUF regression cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43452 is the best overall issue candidate because it is specific, actionable, and describes a concrete API-level regression rather than a model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44206", + "right": "issue:44220", + "accept": true, + "reason": "Both point to the same audio feature-extraction failure in the `_torch_extract_fbank_features` / `LasrFeatureExtractor` path, centered on an unsupported `center` argument." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Different subsystems and symptoms: Apple Silicon allocator warmup TypeError vs `_is_hf_initialized` flag breakage." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading regressions, but they affect different models and likely different code paths; not enough evidence of the same bug." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": true, + "reason": "Both are GGUF/from_pretrained loading regressions under Transformers v5; 43482 looks like a specific model manifestation of the same loader bug." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Unrelated bugs: template compilation error vs an invalid method call in GraniteMoEHybrid." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both involve Whisper, but one is `batch_decode` token skipping and the other is empty-transcription generation after `align_special_tokens`; different failure modes." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Different problems: device-map/offload dequantized loading vs GGUF model loading failure." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "Different models and code paths: PEFT/local checkpoint loading vs `continue_final_message` in mistral_common tokenizers." + }, + { + "left": "issue:43208", + "right": "issue:47013", + "accept": false, + "reason": "Both are xLSTM-related, but one is a multi-bug report about small-model training and the other is a specific train-mode unpacking crash." + }, + { + "left": "issue:43645", + "right": "issue:46661", + "accept": false, + "reason": "Both concern custom/remote-code models, but the notebook initialization breakage and `config_class` AttributeError are distinct issues." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio-processing defaults vs MIMI batching/padding-mask behavior; unrelated bugs." + }, + { + "left": "issue:43792", + "right": "issue:46869", + "accept": false, + "reason": "Whisper runtime failure and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Generic loader noise complaint vs Mistral regex patch crash; not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "FP8 config failure vs template compilation error; unrelated." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization breakage vs non-persistent buffer junk; different regressions." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Different models and failure points; not the same underlying issue." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Both are audio-model correctness bugs, but they involve different models and mechanisms (`padding_mask` vs `missing STE`)." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen model bugs affecting different internals; no clear duplicate signal." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Both mention FP8/initialization, but one is a model config issue and the other is an `_is_hf_initialized` constructor argument regression." + }, + { + "left": "issue:28530", + "right": "issue:34567", + "accept": false, + "reason": "Early stopping metric selection and `num_input_tokens_seen` updating are unrelated trainer issues." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Both mention tied `lm_head` weights, but one is a model-specific weight-tying bug and the other is a serialization inconsistency." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Tokenizer special-token conflict vs a MobileLLM loading key error; unrelated." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Different models and different tokenizer-loader failures." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "Duplicate `special` kwarg in `AddedToken` construction vs a model loading failure; different bugs." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Both are vision-related, but one is incorrect outputs and the other is processor/model size mismatch; not the same code-path bug." + }, + { + "left": "issue:44008", + "right": "issue:46899", + "accept": false, + "reason": "Different multimodal issues: variable-name collision in Gemma3n vs unsafe dtype cast in Gemma4 quantization." + }, + { + "left": "issue:44589", + "right": "issue:42915", + "accept": false, + "reason": "Both touch float8/FP8, but one is a missing storage type error and the other is a model config regression." + }, + { + "left": "issue:45923", + "right": "issue:47254", + "accept": false, + "reason": "Both involve checkpointing, but the missing flag on a remote-code model and the PEFT+DeepSpeed checkpoint error are different issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is mostly grounded in the packet, and the two accepted soft pairs are phrased cautiously enough. The GGUF and audio-feature-extraction pairings are plausible from the titles alone, and the many rejections are appropriately conservative. No clear overstatement stands out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 12, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42796", + "issue:43089", + "issue:43296", + "issue:43322", + "issue:43381", + "issue:43425", + "issue:43531", + "issue:43540", + "issue:43611", + "issue:43632", + "issue:43716", + "issue:43746", + "issue:43792", + "issue:43872", + "issue:43883", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44464", + "issue:44479", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44877", + "issue:44991", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45812", + "issue:45923", + "issue:45987", + "issue:46315", + "issue:46491", + "issue:46710", + "issue:46821", + "issue:46899" + ], + "soft_pairs": [ + "issue:44464|issue:45987", + "issue:43531|issue:44877", + "issue:36032|issue:41720", + "issue:44265|issue:44610", + "issue:43883|issue:44488", + "issue:44479|issue:45325", + "issue:43089|issue:45987", + "issue:43322|issue:43540", + "issue:43632|issue:46821", + "issue:43425|issue:44403", + "issue:43296|issue:43531", + "issue:40444|issue:45325", + "issue:45216|issue:45357", + "issue:43872|issue:44291", + "issue:43611|issue:44534", + "issue:44220|issue:44683", + "issue:44991|issue:46315", + "issue:43716|issue:46899", + "issue:44403|issue:44991", + "issue:42796|issue:43746", + "issue:45812|issue:46491", + "issue:43381|issue:45923", + "issue:43883|issue:44991", + "issue:44291|issue:44589", + "issue:33666|issue:40444", + "issue:43792|issue:44589", + "issue:40990|issue:44811", + "issue:43632|issue:44756", + "issue:42796|issue:46710", + "issue:35707|issue:40444" + ], + "prepared_review_unit_hash": "ff0a7998703785898eb7deab0298e0287999d033f8b392aa262c1069b01a8877", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36064, + "estimated_input_tokens": 9016, + "estimated_eval_tokens": 18288 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are largely unrelated issues across different models, subsystems, and failure modes. All soft pairs are only superficially similar and should be kept separate; none looks like a true duplicate or mergeable canonical pair.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue fits this cluster: the issues span unrelated tokenizer, multimodal, generation, config, and version-regression problems.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue representative exists here because the set is heterogeneous rather than one duplicate family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Generation inconsistency with compiled forward is a different problem from StaticCache sequence-length type contract." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and Granite speech config loading are unrelated failure modes." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer method-name conflict and Qwen3 device-mapping cuda assert are different subsystems and bugs." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export failure with torch_compilable_check is not the same as OmDet-Turbo image-size preprocessing mismatch." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Missing all_tied_weights_keys on Molmo is unrelated to a model load failure for cjvt/sleng-bert." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen VL regressions, but one is a video-input regression and the other is a still-image temporal position-id bug; not the same concrete issue." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation synchronization overhead is a performance issue, not the StaticCache return-type bug." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Different models, different input types, and different errors: segfault on Llava loading vs video ValueError in Qwen3OmniMoe." + }, + { + "left": "issue:43632", + "right": "issue:46821", + "accept": false, + "reason": "The _is_hf_initialized flag regression is unrelated to the TimesFM window_size AttributeError." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch 2.10 incompatibility is not the same as noisy model-loading logs." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM is unrelated to Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "IterableDataset multi-image prompt handling is a different path from Qwen2.5-VL still-image position-id scaling." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": false, + "reason": "Both concern Qwen3.5 save_pretrained, but one is general checkpoint correctness and the other is a specific visual-encoder-key regression; not clearly the same bug." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": false, + "reason": "Both mention _is_hf_initialized, but one is bitsandbytes Int8Params incompatibility and the other is init_empty_weights loading; different code paths." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "base_model_prefix loading breakage and non-persistent buffer junk are unrelated v5 regressions." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "fbank feature extraction and compiled flex_attention failures are unrelated audio vs attention issues." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Tokenizer load failure and slow convert_tokens_to_ids are different symptoms and fixes." + }, + { + "left": "issue:43716", + "right": "issue:46899", + "accept": false, + "reason": "Both are multimodal dtype issues, but they affect different models and different processing paths." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Loading noise and tokenizer load failure are not the same underlying bug." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "Tokenizer BPE-marker handling and PEFT local-checkpoint loading are unrelated." + }, + { + "left": "issue:45812", + "right": "issue:46491", + "accept": false, + "reason": "Granite token-ID regression and CodeLlama leading-space round-trip bug are different tokenizer families and bugs." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Eval-mode gradient checkpointing misuse and a missing supports_gradient_checkpointing flag are related broadly but not the same concrete defect." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Molmo tied-weights attribute error and tokenizer load failure are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument and missing Float8 storage object are different loading/serialization issues." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and Qwen2.5-VL iterable-dataset multi-image finetuning are different training scenarios with different failures." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure and Float8 storage lookup error do not share a code path." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "High perplexity on gpt-oss and Whisper batch_decode skip_special_tokens behavior are unrelated." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "_is_hf_initialized regression and mmap OOM on Strix Halo are unrelated issues." + }, + { + "left": "issue:42796", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer BPE-marker handling and DeepSeek accuracy regression are different bugs." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "inputs_embeds/past_key_values progressive generation is unrelated to Qwen2.5-VL iterable-dataset multi-image finetuning." + } + ] + }, + "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": 27, + "review_unit_index": 13, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:40444", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43421", + "issue:43454", + "issue:43482", + "issue:43493", + "issue:43525", + "issue:43531", + "issue:43611", + "issue:43644", + "issue:43646", + "issue:43701", + "issue:43818", + "issue:43856", + "issue:43873", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44462", + "issue:44466", + "issue:44509", + "issue:44534", + "issue:44568", + "issue:44829", + "issue:44877", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45538", + "issue:45542", + "issue:45663", + "issue:45701", + "issue:45812", + "issue:45834", + "issue:46402", + "issue:46821", + "issue:46909", + "issue:47217" + ], + "soft_pairs": [ + "issue:44079|issue:45663", + "issue:43531|issue:44291", + "issue:43482|issue:43525", + "issue:41720|issue:45081", + "issue:43421|issue:44568", + "issue:42175|issue:45542", + "issue:44462|issue:45812", + "issue:43296|issue:46821", + "issue:43482|issue:45538", + "issue:42175|issue:43296", + "issue:44079|issue:44534", + "issue:44509|issue:46909", + "issue:43317|issue:43856", + "issue:43611|issue:43646", + "issue:43377|issue:45491", + "issue:43644|issue:44079", + "issue:43818|issue:46402", + "issue:44265|issue:45072", + "issue:45325|issue:45834", + "issue:40444|issue:45381", + "issue:43818|issue:45357", + "issue:43493|issue:43994", + "issue:45325|issue:45381", + "issue:44291|issue:44877", + "issue:43454|issue:44466", + "issue:44829|issue:45479", + "issue:40444|issue:47217", + "issue:42915|issue:43482", + "issue:43873|issue:45701", + "issue:43701|issue:45325" + ], + "prepared_review_unit_hash": "12e0a9562fce998385117ab31b61f05c410e593fc745e8dd512348462caf9248", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1918, + "serialized_chars": 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None of the proposed soft edges are strong enough to merge; they look like same subsystem or adjacent symptoms, not the same concrete bug.", + "confidence": 0.84, + "canonical_issue_reason": "No single issue is a safe canonical for the provided edges; the items span many distinct bugs and regressions.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the clearest self-contained regression in the set and the strongest representative of the 'non-persistent buffers get junk data' bug family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "Different bugs: ModelOutput key bookkeeping vs Gemma4 FSDP2 shared_kv_states rebuild error." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Unrelated failures: Qwen3-MoE sliding window behavior vs init_empty_weights/_is_hf_initialized argument handling." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Different model loading regressions: Qwen2.5-GGUF v5 load failure vs Llama4Config missing pad_token_id." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Qwen3 auto device mapping assert and Mistral regex/tokenizer backend crash are separate code paths." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Related tokenizer area, but not the same bug: runtime post-processor updates vs add_special_tokens/BOS-EOS behavior for one tokenizer." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both mention TF/backend packaging, but one is missing TF in torch extra and the other is tensorboard-only causing an undefined tf backend error." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Both involve AutoTokenizer, but one ignores repository tokenizer.json while the other returns wrong Granite token IDs." + }, + { + "left": "issue:43296", + "right": "issue:46821", + "accept": false, + "reason": "Different models and failures: PaddleOCR-VL load regression vs TimesFM window_size AttributeError." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "GGUF/v5 loading failure and CLIPTokenizer max_length sentinel are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Packaging/backend install issue vs model-specific PaddleOCR-VL loading failure." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment bug vs non-persistent buffer initialization bug." + }, + { + "left": "issue:44509", + "right": "issue:46909", + "accept": false, + "reason": "Both are docs-related, but one is removed pipeline tasks and the other is a broken DIA example." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Different quant/offload and training-memory regressions; same broad area only." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 model-init regressions, but the titles point to different concrete breakages: base_model_prefix loading vs custom initialization." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both involve batching/padding, but one is MIMI encoder padding masks and the other is Gemma3 sliding-window NaNs." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Completely different bug classes: buffer serialization vs ModelOutput key assignment." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Video-LLaVA tower/attention issue is unrelated to Sam3Model text encoder weights not loading." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export/torch_compilable_check failure and bfloat16 dtype mismatch are different regressions." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Qwen2.5-VL rope/position-id scaling bug vs Kosmos2.5 OCR long-input index error." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal Qwen issues, but one is training with multiple images per prompt and the other is wrong video vision_position_ids." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Video-LLaVA temporal-attention/weight-sharing bug is unrelated to Qwen3.5 save_pretrained visual-key regression." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": false, + "reason": "SigLIP2 implementation mismatch and nonsensical AutoModel/pipeline outputs are adjacent symptoms, but not clearly the same concrete bug." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Same model family, but still-image temporal position scaling and video vision_position_ids look like separate position-id bugs." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "init_empty_weights constructor regression is unrelated to granite_speech strict config loading." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "One is missing lm_head weight tying causing bad generation; the other is serialization inconsistency of tied weights." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Degenerate training from flash_attention_3 is different from zero-loss behavior caused by num_labels=1 classification setup." + }, + { + "left": "issue:40444", + "right": "issue:47217", + "accept": false, + "reason": "Both are VL prompt/image-placeholder failures, but one is multi-image finetuning and the other is image placeholder placement in user text." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8 training failure and Qwen2.5-GGUF v5 loading failure are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantization offloading behavior and tokenizer-version changes are unrelated." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint resume key mismatch and Qwen2.5-VL rope-index scaling are separate 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": 27, + "review_unit_index": 14, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:36331", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42617", + "issue:42796", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43262", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43454", + "issue:43550", + "issue:43572", + "issue:43582", + "issue:43606", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43819", + "issue:43828", + "issue:43873", + "issue:44186", + "issue:44265", + "issue:44479", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45381", + "issue:45584", + "issue:45759", + "issue:45823", + "issue:45920", + "issue:45923", + "issue:46050", + "issue:46209", + "issue:46305", + "issue:46315", + "issue:46821" + ], + "soft_pairs": [ + "issue:42796|issue:45381", + "issue:43606|issue:44265", + "issue:44479|issue:45823", + "issue:40990|issue:45584", + "issue:43828|issue:46821", + "issue:43262|issue:43746", + "issue:34634|issue:35707", + "issue:35707|issue:41720", + "issue:41720|issue:45823", + "issue:44186|issue:44265", + "issue:43606|issue:43819", + "issue:43454|issue:43550", + "issue:41553|issue:43582", + "issue:43257|issue:45923", + "issue:45823|issue:46821", + "issue:42617|issue:42915", + "issue:42796|issue:46209", + "issue:40990|issue:42947", + "issue:44568|issue:45920", + "issue:43377|issue:44610", + "issue:43454|issue:45072", + "issue:43749|issue:44534", + "issue:36331|issue:42617", + "issue:43317|issue:43873", + "issue:43572|issue:45759", + "issue:43454|issue:43720", + "issue:43377|issue:44898", + "issue:41720|issue:43322", + "issue:46305|issue:46315", + "issue:36331|issue:42915", + "issue:44877|issue:44991", + "issue:43322|issue:46050", + "issue:41720|issue:44977" + ], + "prepared_review_unit_hash": "dab58b2f45a498fee67aee7cd48a59a250467f72c58be6763d06b7fd2ee7787d", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37650, + "estimated_input_tokens": 9413, + "estimated_eval_tokens": 19082 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is largely heterogeneous: most issues are unrelated model/config/tokenizer/runtime bugs, so there is no strong duplicate set. The closest thing to an umbrella topic is offloading/quantization, but even those reports look like different failure modes.", + "confidence": 0.71, + "canonical_issue_reason": "No true canonical duplicate stands out from this set; issue:43873 is only the broadest open umbrella (offloading/quantization), but most of the other issues are unrelated.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best global issue candidate because it is open, broad in scope, and has the most room to subsume nearby offloading/quantization reports if later evidence proves they share a code path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "Both are tokenizer/video-related regressions, but one is about BPE marker handling and the other about vision_position_ids; different bugs." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "Bark CPU-offload device mismatch and torch.export failures with torch_compilable_check are unrelated code paths." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Qwen VL video regression and Gemma4 PLE forward device mismatch are different model families and different failures." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "High perplexity on gpt-oss-20b is not the same issue as Whisper failing on empty transcription after token alignment." + }, + { + "left": "issue:43828", + "right": "issue:46821", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and GraniteSpeech PEFT checkpoint loading are different bugs." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Bark voice_preset not working and progressive generation with inputs_embeds/past_key_values do not describe the same failure." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation bug and Qwen3 auto device mapping CUDA assert are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both involve device placement, but one is a CUDA assert on Qwen3 and the other is a Gemma4 PLE device mismatch; different concrete bugs." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "LayoutLMv2Tokenizer crashes and torch.export failures with torch_compilable_check are different subsystems and failure modes." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Bark device mismatch during offload is not the same as DAC.from_latents differing from forward pass." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Missing lm_head weight tying in AyaVision is unrelated to Bamba torch.compile/SDPA failures." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Bad Voxtral tokenizer error messaging and an Apple Silicon TypeError in caching_allocator_warmup are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed and missing supports_gradient_checkpointing are different config/loading bugs." + }, + { + "left": "issue:45823", + "right": "issue:46821", + "accept": false, + "reason": "Gemma4 device mismatch and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "A 3d_parallel.py run failure and a Qwen3Moe FineGrainedFP8Config failure are different issues." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer BPE marker handling and FP8 inference failure on B200 are not the same bug." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "High perplexity on one model and LoRA gradient checkpointing ineffectiveness are different concerns." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both are tokenizer regressions, but one is add_special_tokens behavior on a specific tokenizer while the other is wrong token IDs across multiple models." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "MIMI padding-mask batching bug and OmDet-Turbo processor/model input-size mismatch are unrelated." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "AyaVision lm_head tying and dtype mismatch in SwitchTransformers/TimmWrapperModel are different code paths." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "Broken FSDP CPU RAM efficient loading and junk-filled non-persistent buffers are not the same failure." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "CustomTrainer compute_loss keyword incompatibility and a 3d_parallel.py execution failure are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both mention offloading, but one is loading dequantized models with device_map=auto and the other is a broader quantization/offloading report; not enough evidence of the same concrete bug." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig and failure to unwrap text_config for composite Qwen multimodal configs are different config issues." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "AyaVision weight tying and BitNet packed-weight unpacking during accelerate loading are unrelated." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "MIMI batching/padding-mask behavior and Perceiver non-default resolution interpolation failure are different bugs." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert and Llava Next segmentation fault are different crashes." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "MoonshineStreaming sliding-window off-by-one and convert_tokens_to_ids slowdown are unrelated." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Trainer loss-signature mismatch and Qwen3Moe FP8 config failure are different issues." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict granite_speech config loading and tokenizer loading failure for est-roberta are unrelated." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Llava Next loading segfault and sinq quantized model save/load breakage are different problems." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Both involve Qwen3-family models, but one is a device-mapping CUDA assert and the other is a flash-attention generation regression; different concrete failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 15, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:26413", + "issue:28530", + "issue:33666", + "issue:36010", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43065", + "issue:43295", + "issue:43317", + "issue:43404", + "issue:43450", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43646", + "issue:43708", + "issue:43720", + "issue:43873", + "issue:43881", + "issue:44008", + "issue:44186", + "issue:44387", + "issue:44423", + "issue:44451", + "issue:44466", + "issue:44488", + "issue:44610", + "issue:44756", + "issue:44898", + "issue:45072", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45685", + "issue:45701", + "issue:45704", + "issue:45823", + "issue:46291", + "issue:46402", + "issue:46612", + "issue:46665", + "issue:46821", + "issue:46858", + "issue:46869", + "issue:47020" + ], + "soft_pairs": [ + "issue:44387|issue:45704", + "issue:40990|issue:45701", + "issue:41720|issue:42617", + "issue:43450|issue:45701", + "issue:44466|issue:45357", + "issue:43873|issue:44756", + "issue:26413|issue:28530", + "issue:44186|issue:45072", + "issue:45685|issue:46821", + "issue:43295|issue:45701", + "issue:44451|issue:47020", + "issue:43065|issue:46402", + "issue:46612|issue:46858", + "issue:43881|issue:44488", + "issue:36010|issue:42617", + "issue:43550|issue:43720", + "issue:43646|issue:46665", + "issue:43577|issue:43708", + "issue:43550|issue:43606", + "issue:44186|issue:44610", + "issue:42915|issue:43317", + "issue:43404|issue:45357", + "issue:46821|issue:46869", + "issue:41720|issue:45161", + "issue:44610|issue:44898", + "issue:44423|issue:45406", + "issue:44008|issue:45823", + "issue:28530|issue:33666", + "issue:42915|issue:46291" + ], + "prepared_review_unit_hash": "2e7934526bfd91ae5b99251d12f25d6be2365e26b81ad9b2f2a6bb5632e604b8", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35920, + "estimated_input_tokens": 8980, + "estimated_eval_tokens": 18216 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous; the soft pairs share broad subsystems like training, tokenization, loading, or quantization, but not the same concrete bug/change. I would not merge any of the candidate pairs.", + "confidence": 0.41, + "canonical_issue_reason": "Issue #43873 is the broadest, most central open problem in the set (offloading/quantization) and has the most visible discussion/references, so it is the best representative issue despite the cluster being mixed.", + "canonical_pr_reason": null, + "best_issue_reason": "#43873 is the strongest single issue to anchor this cluster: it is active, broadly scoped, and has more inbound attention than the other candidates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Different bugs: int4 quantization OOM under Transformers 5.x vs a T5/apex RMSNorm memory leak. Same memory theme only at a very high level." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "Perplexity regression and tokenization change may be related in outcome, but the reports do not describe the same concrete defect or fix." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Unrelated failures: Qwen3 device-map CUDA assert vs inability to run a 3d_parallel.py script." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor batching shape bug is unrelated to tokenization-version behavior." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both touch save/pretrained serialization, but one is tied lm_head serialization and the other is incorrect visual encoder keys in Qwen3.5." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Both mention memory/offload behavior, but one is quantization offloading and the other is disabling mmap on Strix Halo to avoid OOM." + }, + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "Trainer checkpoint resume and early stopping metric lookup are separate training control-flow bugs." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer crash on NER/padding is unrelated to bfloat16 dtype mismatches in model inference." + }, + { + "left": "issue:45685", + "right": "issue:46821", + "accept": false, + "reason": "Different areas and errors: MPS histogram on Int vs TimesFM window_size AttributeError." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Processor.tokenizer regression is not the same as a general version-dependent tokenization change." + }, + { + "left": "issue:44451", + "right": "issue:47020", + "accept": false, + "reason": "Both are loading failures, but for different models and different tokenizer paths; not the same underlying bug." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Both concern Sam3, but one is a dummy Conv2d in the pixel decoder and the other is missing text-encoder weights." + }, + { + "left": "issue:46612", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache/generation internals, but one is skipped beam-cache reorder for several models and the other is static-cache slice arithmetic under torch.compile." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Separate model-loading failures with no evidence of the same root cause." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "GenerationMixin import error is unrelated to a 3d_parallel.py runtime failure." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "Different quantization/compile/load paths and different failure modes; not plausibly one fix." + }, + { + "left": "issue:43646", + "right": "issue:46665", + "accept": false, + "reason": "Both involve custom model usage, but one is a breaking change in initialization and the other is from_pretrained behavior inside Python classes." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "BLIP2 dtype loading and resume_from_checkpoint max_steps are unrelated training/model-loading issues." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Different models and different causes: SDPA/torch.compile vs CPU offload device mismatch." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Both are vision processor shape/size bugs, but they affect different models and different expected input formats." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "FineGrainedFP8Config failure and dequantized-model offload loading failure are related only broadly to quantization." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Tied lm_head weights vs incorrect visual encoder keys are different serialization issues in different models." + }, + { + "left": "issue:46821", + "right": "issue:46869", + "accept": false, + "reason": "TimesFM window_size AttributeError and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Both are large-model parallelism issues, but the concrete failures and code paths differ." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both involve image size handling, but one is an incorrect processor output size and the other is a non-default resolution interpolation failure." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both are serve-time multimodal crashes, but the exception paths and causes are distinct." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Different Gemma models and different bugs: variable-name collision vs device mismatch under auto mapping." + }, + { + "left": "issue:28530", + "right": "issue:33666", + "accept": false, + "reason": "Early stopping metric lookup is unrelated to Qwen2-VL multi-GPU training." + }, + { + "left": "issue:42915", + "right": "issue:46291", + "accept": false, + "reason": "Quantization config failure is unrelated to kernels import/version requirement in pipelines." + }, + { + "left": "issue:43708", + "right": "issue:43317", + "accept": false, + "reason": "Checkpoint resume math and dequantized-model offload loading are separate failure modes." + } + ] + }, + "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": 27, + "review_unit_index": 16, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:28530", + "issue:29159", + "issue:30064", + "issue:33357", + "issue:34634", + "issue:35707", + "issue:36032", + "issue:36331", + "issue:41720", + "issue:42915", + "issue:43257", + "issue:43316", + "issue:43322", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43653", + "issue:43716", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44186", + "issue:44361", + "issue:44464", + "issue:44492", + "issue:44509", + "issue:44534", + "issue:44671", + "issue:44734", + "issue:44743", + "issue:44913", + "issue:44991", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:46665", + "issue:46821", + "issue:46858", + "issue:47020", + "issue:47145", + "issue:47254" + ], + "soft_pairs": [ + "issue:43531|issue:43572", + "issue:36331|issue:41720", + "issue:44734|issue:46858", + "issue:44671|issue:44743", + "issue:44464|issue:46858", + "issue:44186|issue:44361", + "issue:45632|issue:45684", + "issue:43716|issue:46821", + "issue:28530|issue:30064", + "issue:43881|issue:44991", + "issue:43316|issue:44913", + "issue:43526|issue:43883", + "issue:29159|issue:36032", + "issue:45701|issue:47145", + "issue:42915|issue:43322", + "issue:30064|issue:34634", + "issue:43452|issue:47020", + "issue:33357|issue:35707", + "issue:43873|issue:45704", + "issue:43531|issue:45759", + "issue:43540|issue:43782", + "issue:43257|issue:47254", + "issue:41720|issue:43746", + "issue:44534|issue:46665", + "issue:44492|issue:44509", + "issue:43550|issue:43653" + ], + "prepared_review_unit_hash": "b3725353f89d2985a4c296ba09fdf8985eeb0eed8fb147c09d40523196f489b5", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35395, + "estimated_input_tokens": 8849, + "estimated_eval_tokens": 17954 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The candidate pairs are largely unrelated issues across different models, components, and failure modes. None look like the same underlying bug or change, so all soft edges are rejected.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Different model families and different failures: Qwen3-MoE sliding-window cache behavior vs StableLmConfig missing pad token metadata." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "A trainer signature mismatch and a Qwen3 auto-device-map CUDA assert are unrelated code paths." + }, + { + "left": "issue:44734", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache logic, but one is a server KV-continuation indexing crash while the other is a static-cache seq-length tensor arithmetic bug on non-CUDA backends." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked-LM prediction errors and Qwen3 modular recurrent-state reset are distinct model-specific bugs." + }, + { + "left": "issue:44464", + "right": "issue:46858", + "accept": false, + "reason": "Chunked generation with compiled forward is a different failure from device-tensor seq-length arithmetic in cache prefill." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Two tokenizer crashes, but on different tokenizers, inputs, and failure modes; not the same underlying defect." + }, + { + "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." + }, + { + "left": "issue:43716", + "right": "issue:46821", + "accept": false, + "reason": "Image preprocessor/model dtype mismatch is unrelated to the TimesFM window_size AttributeError." + }, + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Early-stopping metric lookup and void segmentation-map processing are separate subsystems and bugs." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "A GLM-4V model load failure is not the same as a tokenizer load regression for EMBEDDIA/est-roberta." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Both mention config behavior, but they concern different config fields and unrelated models." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BEiT label reduction and Molmo tied-weights attribute errors are unrelated issues." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "A broad slow-vs-fast tokenizer inconsistency is not the same bug as T5Tokenizer's add_special_tokens initialization conflict." + }, + { + "left": "issue:45701", + "right": "issue:47145", + "accept": false, + "reason": "Tokenization changes across versions and silent FP8 weight_scale omission are different bugs in different parts of the stack." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3MoE FP8 loading failure and Llava Next segmentation fault have different triggers and code paths." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Image segmentation-map processing and BarkProcessor voice_preset handling are unrelated processor bugs." + }, + { + "left": "issue:43452", + "right": "issue:47020", + "accept": false, + "reason": "A gguf_file auto-loading regression and an XLMRoberta tokenizer constructor type mismatch are different failure modes." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS CLIP bus error and progressive generation with inputs_embeds/past_key_values are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization offloading behavior and a T5 apex RMSNorm memory leak do not describe the same bug." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Both are Qwen3-related, but one is a MoE sliding-window cache issue and the other is from_config text_config unwrapping for multimodal configs." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Video-input processing in Qwen3OmniMoe and weight_only loading in Qwen3VL are distinct multimodal loading/processing problems." + }, + { + "left": "issue:43257", + "right": "issue:47254", + "accept": false, + "reason": "Qwen3 MoE weight conversion with accelerate+deepspeed and PEFT ZeRO-3 checkpoint errors are separate distributed-loading issues." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "A Qwen3 device-mapping CUDA assert is unrelated to GraniteSpeech PEFT adapter loading." + }, + { + "left": "issue:44534", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer corruption in v5 is not the same as inconsistent from_pretrained behavior inside Python classes." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A cache-strategy typo and outdated pipeline-task documentation are unrelated documentation/terminology issues." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "A torch.compile SDPA failure in Bamba-9B-v2 is unrelated to BigBirdTokenizer special-token registration." + } + ] + }, + "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": 27, + "review_unit_index": 17, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:34567", + "issue:34634", + "issue:35707", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:42886", + "issue:43329", + "issue:43381", + "issue:43388", + "issue:43531", + "issue:43540", + "issue:43606", + "issue:43644", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43844", + "issue:44062", + "issue:44077", + "issue:44368", + "issue:44451", + "issue:44514", + "issue:44545", + "issue:44589", + "issue:44610", + "issue:44625", + "issue:44843", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45059", + "issue:45072", + "issue:45357", + "issue:45406", + "issue:45464", + "issue:45479", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:46050", + "issue:46402", + "issue:46665", + "issue:46821", + "issue:46858" + ], + "soft_pairs": [ + "issue:42490|issue:43329", + "issue:43606|issue:43720", + "issue:34567|issue:35707", + "issue:43531|issue:46821", + "issue:45406|issue:45464", + "issue:34634|issue:41720", + "issue:43531|issue:44589", + "issue:43606|issue:43653", + "issue:43388|issue:45059", + "issue:45759|issue:45859", + "issue:43540|issue:46858", + "issue:44451|issue:44991", + "issue:45357|issue:46402", + "issue:44077|issue:44625", + "issue:43644|issue:46665", + "issue:44987|issue:45042", + "issue:44062|issue:44451", + "issue:44898|issue:45072", + "issue:44625|issue:45479", + "issue:41720|issue:45704", + "issue:39692|issue:44610", + "issue:43381|issue:43844", + "issue:44918|issue:44936", + "issue:43746|issue:46050", + "issue:42886|issue:44843", + "issue:43381|issue:45704", + "issue:44368|issue:45357", + "issue:44514|issue:44545" + ], + "prepared_review_unit_hash": "d7455bdd3ecd7bea096afeddb4edd5002bd81bdc0944aad6e6a519b0c466d60f", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36434, + "estimated_input_tokens": 9109, + "estimated_eval_tokens": 18474 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly unrelated single-issue reports; only the Qwen2.5 VL batched `apply_chat_template` crash appears to be a true duplicate pair. No PRs are present.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 44514 is the cleaner/earlier report for the same batched `padding=False` crash; 44545 is a near-identical duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44514 is the best anchor: it states the exact failure mode clearly and predates the duplicate report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Different bugs: path-with-slash import warning vs undefined variables in multimodal token counting for video." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Unrelated code paths: Bark CPU offload device mismatch vs BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "Different symptoms and subsystems: trainer token counter not updating vs progressive generation with `inputs_embeds`/`past_key_values`." + }, + { + "left": "issue:43531", + "right": "issue:46821", + "accept": false, + "reason": "Both mention windowing, but one is Qwen3-MoE `sliding_window` behavior and the other is TimesFM `window_size` attribute handling." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Serve crash from missing `_tokenizer` is not the same as Qwen3.5 streaming inference failure." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor `voice_preset` failure and Qwen3 auto device map cuda assert are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Different failures: Qwen3-MoE sliding window vs Float8 storage lookup error." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Different components: Bark CPU offload mismatch vs BigBirdTokenizer special-token registration/decode issue." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Gathering metrics label truncation is unrelated to SAM3 text/bbox behavior." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Different multimodal config bugs: `text_config` unwrapping vs CPU-offload incompatibility in rotary embeddings." + }, + { + "left": "issue:43540", + "right": "issue:46858", + "accept": false, + "reason": "Qwen3OmniMoe video-input validation and static-cache seq-length tensor arithmetic are different bugs." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer loading regressions, but they target different models and likely different root causes." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Different model-loading regressions: Qwen3.5 visual key saving vs Sam3Model text-encoder weights loading." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "PatchTSMixer `post_init` policy and Qwen3.5 `num_labels` propagation are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer junk and inconsistent `from_pretrained` behavior in Python classes are different problems." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Loading `physical-intelligence/fast` and PIL-backend torchvision dependency are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "AddedToken constructor argument conflict is not the same as the ScandiBERT loading failure." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver non-default resolution failure and dtype mismatch in bfloat16 inference are different bugs." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "One is config propagation to text config; the other is a zero-loss classification bug from `num_labels=1`." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Qwen3 auto device mapping cuda assert and T5 apex RMSNorm memory leak are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Documentation example errors and OmDet-Turbo image-size mismatch are different issues." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction is unrelated to ZeRO-3 gradient inflation." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "TRL SFT input-embedding unpacking and `trainer.evaluate()` after `train()` are different trainer bugs." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "PEFT local-checkpoint loading and sinq quantization save/load breakage are not the same bug." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both involve offline loading, but one is generic cache failure and the other is a specific `_patch_mistral_regex` network call; not enough to merge as the same bug." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "Different training/runtime problems: eval-mode checkpointing vs a T5 memory leak." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "Warning about `tie_word_embeddings` in LoRA fine-tuning is unrelated to Qwen3.5 visual-key saving." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Near-identical reports of the same `Qwen2_5_VLProcessor.apply_chat_template` crash on batched input with `padding=False`." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well-grounded in the packet: all items are issues, no PRs are present, and the only clear duplicate pair is 44514/44545 with the earlier report correctly identified as canonical. The soft-edge rejections are conservative and align with the issue titles without overclaiming." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 18, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:43295", + "issue:43421", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43643", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:43927", + "issue:43994", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44361", + "issue:44464", + "issue:44488", + "issue:44625", + "issue:44671", + "issue:44857", + "issue:44995", + "issue:45081", + "issue:45356", + "issue:45381", + "issue:45759", + "issue:45834", + "issue:45907", + "issue:45923", + "issue:46032", + "issue:46294", + "issue:46463", + "issue:46655", + "issue:46693", + "issue:46829", + "issue:46832", + "issue:46858", + "issue:47020", + "issue:47050" + ], + "soft_pairs": [ + "issue:43421|issue:43927", + "issue:46655|issue:46693", + "issue:43746|issue:43873", + "issue:45759|issue:45923", + "issue:30064|issue:36010", + "issue:39692|issue:43873", + "issue:43421|issue:43653", + "issue:43994|issue:44671", + "issue:43526|issue:43881", + "issue:44464|issue:47050", + "issue:46032|issue:46463", + "issue:45081|issue:45356", + "issue:44995|issue:46858", + "issue:43421|issue:44186", + "issue:43782|issue:45381", + "issue:44857|issue:47050", + "issue:45356|issue:45907", + "issue:39692|issue:47050", + "issue:43720|issue:43819", + "issue:43295|issue:45834", + "issue:43596|issue:44220", + "issue:43540|issue:46294", + "issue:43550|issue:43927", + "issue:43550|issue:44361", + "issue:43531|issue:43643", + "issue:44625|issue:47050", + "issue:43653|issue:43720", + "issue:44062|issue:44488", + "issue:46829|issue:46832", + "issue:45381|issue:46693", + "issue:44488|issue:47020" + ], + "prepared_review_unit_hash": "86b6bb750fa447750e8829398f398c81e574e18fc5c07d8278404750acae3e6f", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36760, + "estimated_input_tokens": 9190, + "estimated_eval_tokens": 18636 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated single-issue reports across different models/components; I don\u2019t see a true duplicate cluster here. No PRs are present. I\u2019d anchor the cluster on the broad, active quantization/offloading report, but treat all soft edges as rejects.", + "confidence": 0.58, + "canonical_issue_reason": "issue:43873 is the broadest and most active issue in the set (open, many discussion/inbound refs), so it is the best anchor if one must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best representative issue because it has the widest scope and strongest evidence of ongoing user impact; it can serve as the cluster canonical even though the other items do not appear to duplicate it.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Both involve token handling, but one is runtime special-token/post-processor sync and the other is config save/load losing custom IDs; different bugs and code paths." + }, + { + "left": "issue:46655", + "right": "issue:46693", + "accept": false, + "reason": "Video processor padding bug vs long-context FA2 performance regression; unrelated symptoms and subsystems." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Local checkpoint/PEFT loading problem vs quantization offloading issue; both are loading-related but not the same defect." + }, + { + "left": "issue:45759", + "right": "issue:45923", + "accept": false, + "reason": "Composite config unwrapping in AutoModelForCausalLM vs missing gradient-checkpointing flag in a trust_remote_code model; distinct issues." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Image processor void-segmentation failure vs unrelated GenerationMixin import error." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "Docs example/model-processor mismatch plus quantization failure is not the same as the offloading/quantization bug." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both touch tokenizer special-token behavior, but one is runtime post-processor updating and the other is mask-token registration/empty decode; not the same bug." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different model families and different failure modes; no shared underlying defect is evident." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug vs GLM-4V loading failure; unrelated." + }, + { + "left": "issue:44464", + "right": "issue:47050", + "accept": false, + "reason": "Compiled forward chunked-generation inconsistency is unrelated to ONNX fp16 attention dtype mismatch." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "Cache/use_cache correctness bug vs incorrect error message for T5 decoder validation; different problems." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both mention fix_mistral_regex, but one is an AttributeError during tokenizer patching and the other is a Kimi-K2.5 regression with codec handling/warning text; not clearly the same bug." + }, + { + "left": "issue:44995", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache mechanics, but one is stale indexer cache on second forward and the other is device-tensor seq_length breaking static-cache arithmetic under compile." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Both are tokenizer issues, but the concrete failure modes and affected paths differ." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Qwen3VL from_pretrained weight_only error is distinct from Qwen2.5-VL video position-id mismatch." + }, + { + "left": "issue:44857", + "right": "issue:47050", + "accept": false, + "reason": "Both mention precision issues, but one is training loss under AMP/CUDA and the other is ONNX export dtype mismatch in attention; not the same bug." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regression vs hub API argument-forwarding bug; unrelated." + }, + { + "left": "issue:39692", + "right": "issue:47050", + "accept": false, + "reason": "Doc example/quantization issue is unrelated to Canine ONNX export dtype mismatch." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Packed-weight loading bug vs DAC from_latents/STE mismatch; different model behaviors and code paths." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Processor.tokenizer regression with images vs long OCR index error; both multimodal, but not the same failure." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Deepspeed ZeRO3/BertModel init IndexError vs audio feature extraction issue; unrelated." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both are video-input issues in Qwen variants, but one is a processing ValueError and the other is a chat-template/video-token mismatch; too different to merge." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "torch.compile/SDPA failure vs config token-ID persistence bug; unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Different model families and different failure sites." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE vs AutoConfig trust_remote_code field loss; unrelated." + }, + { + "left": "issue:44625", + "right": "issue:47050", + "accept": false, + "reason": "Qwen3.5 config propagation bug vs Canine ONNX fp16 attention mismatch; unrelated." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Tokenizer special-token registration bug vs BitNet packed-weight loading bug; different subsystems." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken constructor duplication error vs a specific model/tokenizer loading failure; no clear duplicate relation." + }, + { + "left": "issue:46829", + "right": "issue:46832", + "accept": false, + "reason": "Two different vision-model bugs affecting different outputs and forward paths." + }, + { + "left": "issue:45381", + "right": "issue:46693", + "accept": false, + "reason": "Video position-id bug in Qwen2.5-VL vs long-context FA2 performance regression; unrelated." + }, + { + "left": "issue:44488", + "right": "issue:47020", + "accept": false, + "reason": "Both concern tokenizer/model loading, but one is a concrete Unigram-vocab type mismatch and the other is a specific model not loading; insufficient evidence of 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": 27, + "review_unit_index": 19, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:30064", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43322", + "issue:43335", + "issue:43540", + "issue:43550", + "issue:43611", + "issue:43618", + "issue:43643", + "issue:43653", + "issue:43697", + "issue:43756", + "issue:43819", + "issue:44008", + "issue:44186", + "issue:44220", + "issue:44442", + "issue:44448", + "issue:44561", + "issue:44661", + "issue:44671", + "issue:44805", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44936", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45084", + "issue:45183", + "issue:45479", + "issue:45584", + "issue:45685", + "issue:45834", + "issue:45987", + "issue:46291", + "issue:46665", + "issue:46829", + "issue:46858", + "issue:46932", + "issue:47020" + ], + "soft_pairs": [ + "issue:41720|issue:44991", + "issue:43611|issue:46665", + "issue:44220|issue:44661", + "issue:30064|issue:36331", + "issue:44821|issue:45084", + "issue:45987|issue:46829", + "issue:44843|issue:45081", + "issue:44186|issue:44898", + "issue:43653|issue:43819", + "issue:44008|issue:46858", + "issue:43550|issue:43819", + "issue:43540|issue:44008", + "issue:43643|issue:44877", + "issue:43335|issue:43756", + "issue:34634|issue:36010", + "issue:45987|issue:46932", + "issue:44991|issue:47020", + "issue:39692|issue:45834", + "issue:43618|issue:43697", + "issue:44561|issue:45020", + "issue:44448|issue:44671", + "issue:44186|issue:44442", + "issue:45584|issue:45834", + "issue:43322|issue:45685", + "issue:44991|issue:46291", + "issue:44805|issue:44936", + "issue:45183|issue:45479" + ], + "prepared_review_unit_hash": "6e3a4d04773c9519d238f0282d82b391ca8aa0750c79f99cadd7e586a341fac0", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35482, + "estimated_input_tokens": 8871, + "estimated_eval_tokens": 17998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the paired issues mostly touch unrelated models, tokenizers, cache logic, training, and docs. I do not see any true duplicate pair here; all soft edges should be rejected.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue really fits because these are not duplicates. If forced to pick the broadest v5-regression anchor, issue:43611 is the closest, but it still does not represent the cluster as a whole.", + "canonical_pr_reason": null, + "best_issue_reason": "There is no globally strong representative issue for this cluster; issue:43611 is the most general release-regression complaint, but the set is too diverse to consolidate around it.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Different failures: Qwen3 auto device mapping CUDA assert vs tokenizer loading for EMBEDDIA/est-roberta." + }, + { + "left": "issue:43611", + "right": "issue:46665", + "accept": false, + "reason": "Both involve loading, but one is a base_model_prefix/v5 regression and the other is inconsistent from_pretrained behavior inside Python classes." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction bug vs add-new-model-like failure in TOKENIZER_MAPPING_NAMES are unrelated code paths." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "ImageProcessor segmentation-map handling and CustomTrainer.compute_loss signature mismatch are unrelated." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading and Jinja/template compilation errors are different subsystems." + }, + { + "left": "issue:45987", + "right": "issue:46829", + "accept": false, + "reason": "StaticCache sequence-length contract issue vs VideoPrism hidden_states assignment bug are unrelated." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Same general Mistral regex area, but one is an offline model_info call and the other is a backend_tokenizer AttributeError; distinct bugs." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "LayoutLMv2 tokenizer batching crash and Perceiver image-classification resize failure are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and DAC forward/from_latents mismatch are different bugs." + }, + { + "left": "issue:44008", + "right": "issue:46858", + "accept": false, + "reason": "Gemma3n audio mask-name collision vs static-cache seq-length device tensor issue are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure and DAC missing-STE mismatch are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Qwen3OmniMoe video-input validation and Gemma3n audio tensor attribute collision are different failure modes." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "AutoConfig trust_remote_code field loss and strict granite_speech config rejection are not the same bug." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "SwitchTransformers sparse-layer initialization and Smollm3 RoPE-layer dropping are unrelated architecture bugs." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset and GenerationMixin import failure do not share the same underlying issue." + }, + { + "left": "issue:45987", + "right": "issue:46932", + "accept": false, + "reason": "StaticCache seq-length return type and Gemma4 quantized embedder dtype casting are unrelated." + }, + { + "left": "issue:44991", + "right": "issue:47020", + "accept": false, + "reason": "Both are tokenizer-loading problems, but they concern different models and different root causes." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "SigLIP2 docs/quantization errors and Kosmos2.5 OCR long-input index error are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIPOutput attentions regression and RTDetrV2 output differences are different model-output issues." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "The former is a specific removed-helper breakage; the latter is a broad remote_code regression umbrella, not one concrete duplicate bug." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Pegasus output drift and CamemBERT masked LM regression are separate model-specific v5 behavior changes." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "LayoutLMv2 tokenizer crash and FastSpeech2ConformerTokenizer loading failure are unrelated." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription generation bug and Kosmos2.5 long OCR input error are different code paths." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Llava Next segmentation fault and MPS histogram_mps Int error are unrelated backend/model bugs." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer loading for a specific model and importing pipelines with kernels v0.15 are unrelated." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask/index shape mismatch and trainer.evaluate-after-train failure are different problems." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Input validation messaging across models vs single-label-classification zero-loss behavior are not the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 20, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36331", + "issue:42175", + "issue:43262", + "issue:43388", + "issue:43421", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43644", + "issue:43645", + "issue:43716", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43782", + "issue:43818", + "issue:43825", + "issue:43827", + "issue:43931", + "issue:43994", + "issue:44008", + "issue:44291", + "issue:44479", + "issue:44610", + "issue:44671", + "issue:44811", + "issue:44977", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45381", + "issue:45701", + "issue:45834", + "issue:46032", + "issue:46294", + "issue:46463", + "issue:46512", + "issue:46665", + "issue:46697", + "issue:46728", + "issue:46846", + "issue:47217" + ], + "soft_pairs": [ + "issue:43421|issue:44811", + "issue:46294|issue:46463", + "issue:43606|issue:45072", + "issue:44479|issue:45834", + "issue:43644|issue:43749", + "issue:43550|issue:45072", + "issue:43577|issue:43818", + "issue:43716|issue:44008", + "issue:43782|issue:44977", + "issue:43825|issue:43994", + "issue:43582|issue:46512", + "issue:28218|issue:29159", + "issue:43388|issue:46032", + "issue:43931|issue:46846", + "issue:43540|issue:45381", + "issue:44610|issue:45072", + "issue:43749|issue:44291", + "issue:43645|issue:46665", + "issue:34634|issue:36331", + "issue:43720|issue:45072", + "issue:44671|issue:45701", + "issue:42175|issue:45081", + "issue:46697|issue:46728", + "issue:43825|issue:43827", + "issue:43577|issue:43582", + "issue:43742|issue:45020", + "issue:43782|issue:45325", + "issue:43262|issue:47217" + ], + "prepared_review_unit_hash": "20c303d9042fa5dc77845435242cbb90caf6a0b4ee4b966b5594c0b88b4c2a5d", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36520, + "estimated_input_tokens": 9130, + "estimated_eval_tokens": 18516 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose mix of Transformers bug reports across tokenization, multimodal preprocessing, loading/dtype handling, and runtime/training paths. The soft pairs mostly share broad subsystem keywords rather than the same concrete bug, so I reject all of them as duplicate candidates.", + "confidence": 0.77, + "canonical_issue_reason": "issue:45020 is the broadest representative of the set: a recent-version regression breaking model behavior for remote_code models, which matches the cluster\u2019s general pattern of version-induced failures.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the best single anchor for this cluster because it is wide-scoped and representative of the recurring release-regression theme, even though the cluster is not a true duplicate family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Both are tokenizer/processor-related, but one is about runtime special-token post-processing updates and the other is about batch_decode ignoring skip_special_tokens; different code paths and bugs." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Qwen video chat-template token/feature mismatch is unrelated to T5 decoder input validation; no shared underlying defect." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Device mismatch during CPU offload is not the same bug as bfloat16 dtype mismatches in inference; different models and failure modes." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "These are both multimodal, but one is a Qwen VL video-input regression and the other is a Kosmos2.5 OCR indexing error; not the same issue." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer junk filling and FSDP CPU RAM efficient loading are separate initialization/loading bugs, not one concrete code-path problem." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "torch.compile with SDPA in Bamba is unrelated to dtype mismatch inference failures; different execution paths." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "BLIP2 dtype persistence and Video-LLaVA missing temporal attention are distinct model-loading vs architecture bugs." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Mistral image-preprocessor dtype mismatch and Gemma3n variable-name collision are unrelated bugs." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3VL weight_only loading failure is not the same as Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "An incorrect error message about translation pipelines is not the same as SigLIP2 producing bad outputs through AutoModel/pipeline." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "Apple Silicon TypeError in caching_allocator_warmup and stale config.dtype after from_config are unrelated dtype/runtime issues." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "Both involve tokenizers, but one is an added-token spacing bug and the other is a broad slow-vs-fast inconsistency report; not clearly the same defect." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "gather_for_metrics dropping tuple-label elements and Mamba2Mixer use_cache corruption are entirely different subsystems." + }, + { + "left": "issue:43931", + "right": "issue:46846", + "accept": false, + "reason": "Qwen3-VL weight-shape loading mismatch and Qwen3.5 TP-plan omissions are separate loading vs tensor-parallel configuration bugs." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Video input processing failure in Qwen3OmniMoe is not the same as incorrect vision_position_ids in Qwen2.5-VL." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Processor image-size mismatch and dtype mismatches are different bugs with no shared concrete fix." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and init_empty_weights/_is_hf_initialized argument handling are separate loading-path regressions." + }, + { + "left": "issue:43645", + "right": "issue:46665", + "accept": false, + "reason": "Jupyter custom-model initialization breakage and from_pretrained behavior inside Python classes are related at a high level but not the same code-path bug." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice_preset and CustomTrainer.compute_loss signature mismatch are unrelated issues." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Packed-weight unpacking during accelerate loading is not the same as bfloat16 dtype mismatches in inference." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression and general tokenization changes are too broad and not the same concrete bug." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Missing TensorFlow in a torch install extra is unrelated to a Mistral tokenizer regex/backend_tokenizer crash." + }, + { + "left": "issue:46697", + "right": "issue:46728", + "accept": false, + "reason": "Over-padding in Swin2SR preprocessing and wrong patch counting in Aria are both image-size issues, but they are different algorithms and failures." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Both mention pipeline removals, but one is an error-message issue and the other is stale documentation; not the same bug/change." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "BLIP2 dtype propagation and Apple Silicon caching allocator TypeError are unrelated." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "MobileLLM loading KeyError and a broad remote_code regression are not the same underlying defect." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3VL weight_only loading error and Qwen2.5-VL temporal position scaling are different failures in different paths." + }, + { + "left": "issue:43262", + "right": "issue:47217", + "accept": false, + "reason": "Audio processor sampling-rate defaulting and VL image-placeholder handling are unrelated processor 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": 27, + "review_unit_index": 21, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "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:43643", + "issue:43645", + "issue:43653", + "issue:43696", + "issue:43697", + "issue:43746", + "issue:43819", + "issue:43854", + "issue:43906", + "issue:43927", + "issue:44060", + "issue:44368", + "issue:44554", + "issue:44589", + "issue:44811", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45003", + "issue:45042", + "issue:45081", + "issue:45084", + "issue:45372", + "issue:45406", + "issue:45538", + "issue:45600", + "issue:45759", + "issue:46175", + "issue:46209", + "issue:46285", + "issue:46291", + "issue:46326", + "issue:46932" + ], + "soft_pairs": [ + "issue:44589|issue:45042", + "issue:43262|issue:43819", + "issue:45003|issue:46285", + "issue:46175|issue:46932", + "issue:43653|issue:44912", + "issue:43582|issue:44857", + "issue:45372|issue:46326", + "issue:36010|issue:43645", + "issue:36010|issue:36331", + "issue:43550|issue:44912", + "issue:44060|issue:44368", + "issue:43531|issue:45042", + "issue:43638|issue:44936", + "issue:43257|issue:43329", + "issue:43452|issue:44991", + "issue:42175|issue:46291", + "issue:43526|issue:43697", + "issue:45081|issue:45406", + "issue:43906|issue:46209", + "issue:43819|issue:43927", + "issue:43746|issue:44811", + "issue:45084|issue:45538", + "issue:43854|issue:44977", + "issue:43643|issue:45759", + "issue:42490|issue:43257", + "issue:43257|issue:43696", + "issue:43329|issue:45600", + "issue:43526|issue:44554" + ], + "prepared_review_unit_hash": "cbfcd67dde328d119aa61f01c2669bc83c9c2aecf33561deaf2dda61cf3e4ed2", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36606, + "estimated_input_tokens": 9152, + "estimated_eval_tokens": 18560 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it mixes unrelated Transformers regressions across loading, tokenization, processors, training, quantization, and backend-specific paths. None of the soft pairs look like the same underlying bug/change, so no merges are justified.", + "confidence": 0.87, + "canonical_issue_reason": "issue:45042 is the clearest broadly impactful regression report in the set, with a specific user-facing failure and strong standalone reproducibility; it is the best representative if a single issue must be named, though it does not subsume the rest of the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45042 is the strongest standalone issue candidate: concrete, well-scoped, and likely to be useful as a reference for triage, even though the cluster is not actually duplicate-heavy.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Different bugs: Float8 storage lookup/type serialization vs PIL backend requiring torchvision." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sampling-rate default mismatch is unrelated to DAC latent/forward-pass inconsistency." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "sys.modules access safety issue is unrelated to CLIP text model structure drift." + }, + { + "left": "issue:46175", + "right": "issue:46932", + "accept": false, + "reason": "Gemma4 one-hot position embedding memory blowup is not the same as quantized embedder dtype casting." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "BigBirdTokenizer special-token decode bug is unrelated to MXFP4 quantization fallback." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "AppleSilicon warmup TypeError and LwDetrImageLoss AMP crash are different code paths and failures." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Both involve mistral_common, but one is an import error and the other is continue_final_message behavior; not the same change." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "GenerationMixin import regression is unrelated to Jupyter custom-model initialization in Transformers 5." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "Import path break and CustomTrainer.compute_loss signature break are separate API regressions." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "Bamba SDPA torch.compile failure is unrelated to GPT-oss MXFP4 loading fallback." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Similar tied-weights warnings, but different models/configurations and likely different root causes." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue is unrelated to PIL backend torchvision dependency regression." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Deepspeed ZeRO-3 index error during training is unrelated to trainer.evaluate() failing after train()." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MoE loading/deepspeed issue is not the same as the undefined-variable bug in the video token branch." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading-related, but gguf_file handling and tokenizer loading regression are distinct failures." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Missing tensorflow in torch-only install is unrelated to kernels v0.15 import requirements." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BEiT label reduction bug and RTDetr output mismatch are different model-specific issues." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Mistral regex patch crash and Gemma4Processor missing _tokenizer are separate processor-loading bugs." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "An isolated reproduction of an older issue is unrelated to FP8 inference failure on B200." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC.from_latents mismatch is unrelated to DiaConfig save/load custom token ID loss." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "GraniteSpeech PEFT checkpoint loading and Whisper batch_decode skip_special_tokens are different subsystems." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template compilation error is unrelated to CLIPTokenizer's absurd model_max_length sentinel." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "GLM-4.7 unit-test loading failure and Qwen3.5 flash-attention generation issue do not match." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "trust_remote_code field-loss in AutoConfig is unrelated to AutoModelForCausalLM.from_config text_config unwrapping." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Trailing-slash local path warning is unrelated to Qwen3 MoE load/deepspeed failure." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MoE loading bug and GPT-oss-20b CUDA OOM are different problems." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Undefined video-branch variables in multimodal token counting are unrelated to stale auto_mappings references." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "BEiT label handling and MPS attention value-head correctness are distinct issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 22, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:28282", + "issue:29159", + "issue:29870", + "issue:34567", + "issue:34689", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:42915", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43425", + "issue:43450", + "issue:43525", + "issue:43540", + "issue:43650", + "issue:43742", + "issue:43749", + "issue:43906", + "issue:43931", + "issue:44291", + "issue:44387", + "issue:44479", + "issue:44568", + "issue:44610", + "issue:44617", + "issue:44756", + "issue:44811", + "issue:44821", + "issue:44912", + "issue:44987", + "issue:45042", + "issue:45081", + "issue:45200", + "issue:45356", + "issue:45459", + "issue:45538", + "issue:45803", + "issue:45859", + "issue:46291", + "issue:46421", + "issue:46424", + "issue:46701", + "issue:47020", + "issue:47050", + "issue:47145", + "issue:47254" + ], + "soft_pairs": [ + "issue:45859|issue:47050", + "issue:43262|issue:44811", + "issue:38175|issue:44610", + "issue:45200|issue:47254", + "issue:39692|issue:44912", + "issue:42915|issue:44821", + "issue:42915|issue:43742", + "issue:43329|issue:44479", + "issue:43329|issue:43450", + "issue:44291|issue:45042", + "issue:34567|issue:40990", + "issue:43257|issue:43931", + "issue:29159|issue:34567", + "issue:44387|issue:44617", + "issue:44912|issue:47145", + "issue:45459|issue:45803", + "issue:45081|issue:47020", + "issue:44987|issue:45538", + "issue:43749|issue:44756", + "issue:43650|issue:43906", + "issue:46421|issue:46424", + "issue:43525|issue:46291", + "issue:43425|issue:46291", + "issue:28282|issue:29870", + "issue:45859|issue:47254", + "issue:43540|issue:46701", + "issue:28282|issue:34689", + "issue:44568|issue:45356" + ], + "prepared_review_unit_hash": "4c24ec07075e77d44393466d9b7ac7f1bffacae2ef366a5b2507fc0a01565af7", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36272, + "estimated_input_tokens": 9068, + "estimated_eval_tokens": 18392 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the items cover unrelated tokenizer, video, quantization, loading, cache, and training bugs. None of the soft pairs look like the same underlying issue, and there is no clear canonical issue/PR for the set.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45859", + "right": "issue:47050", + "accept": false, + "reason": "Different models and failure modes: CPU-offload incompatibility in Qwen3Moe vs fp16 ONNX export dtype mismatch in CanineModel." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Both involve audio processors, but one is a chat-template sampling-rate default and the other is Whisper batch_decode skip_special_tokens behavior; different code paths." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Unrelated bugs: SIGLIP2 zero probabilities versus OmDet-Turbo processor/model input-size mismatch." + }, + { + "left": "issue:45200", + "right": "issue:47254", + "accept": false, + "reason": "Gemma 4 token-type defaults for text-only fine-tuning is not the same bug as PEFT + DeepSpeed ZeRO-3 checkpointing failure." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Different SigLIP2 docs/example problems versus a gpt-oss-20b MXFP4 loading fallback bug." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3Moe FP8 loading failure and AutoImageProcessor-from-URL failure are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Different models and symptoms: Qwen3Moe FineGrainedFP8Config failure vs MobileLLM-125M key error." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Both mention video, but one is undefined variables in multimodal token counting and the other is a broader video-input regression across several models; not enough to treat as the same bug." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Video token counting undefined variables is not the same as batched video processor shape errors." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized incompatibility is unrelated to the torchvision import requirement regression." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "TrainerState token accounting and high perplexity on gpt-oss-20b are different problems." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Both are Qwen-related load issues, but one is MOE weight conversion with accelerate/deepspeed and the other is a Qwen3-VL shape mismatch; different underlying faults." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency and TrainerState num_input_tokens_seen not updating are unrelated." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "General CUDA OOM under int4 quantization is not the same as a Sam3Video inference OOM." + }, + { + "left": "issue:44912", + "right": "issue:47145", + "accept": false, + "reason": "Both are quantization-loading issues, but MXFP4 fallback to bf16 and missing weight_scale on FP8 frozen checkpoints are distinct bugs." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Similar theme of bad exception handling, but one is protobuf tokenizer decoding and the other is Fuyu tensor conversion; different code paths and fixes." + }, + { + "left": "issue:45081", + "right": "issue:47020", + "accept": false, + "reason": "Tokenizer regex patch crash and XLMRoberta Unigram initialization bug are unrelated tokenizer issues." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Different tokenizer regressions: loading physical-intelligence/fast versus CLIPTokenizer max_length behavior." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and Strix Halo mmap/OOM are different loading/memory issues." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "'ADD THE DATA' is not a duplicate of an isolated reproduction issue." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Both involve cache, but one is lazy initialization causing recompilation and the other is max_cache_length handling for quantized cache only." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config is unrelated to importing transformers.pipelines failing on kernels v0.15 metadata requirements." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch 2.10 incompatibility and kernels v0.15 import failure are different dependency issues." + }, + { + "left": "issue:28282", + "right": "issue:29870", + "accept": false, + "reason": "PyTorch missing ImportError and BART decoder_attention_mask UnboundLocalError are unrelated." + }, + { + "left": "issue:45859", + "right": "issue:47254", + "accept": false, + "reason": "CPU offload incompatibility in Qwen3Moe is unrelated to PEFT + ZeRO-3 checkpointing errors." + }, + { + "left": "issue:43540", + "right": "issue:46701", + "accept": false, + "reason": "Video input ValueError in Qwen3OmniMoe and DiffusionGemma image-text-to-text pipeline failure are different models and paths." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Missing PyTorch ImportError is unrelated to Llama 3.2 90B Vision Instruct loading breakage in Transformers 4.46.2." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer regressions: mdeberta BOS/EOS insertion versus Kimi-K2.5 codec handling and warning 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": 27, + "review_unit_index": 23, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:24643", + "issue:27957", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:33357", + "issue:34567", + "issue:36331", + "issue:39379", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43404", + "issue:43452", + "issue:43454", + "issue:43531", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43824", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44554", + "issue:44560", + "issue:44568", + "issue:44821", + "issue:44857", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45127", + "issue:45137", + "issue:45357", + "issue:45405", + "issue:45488", + "issue:45538", + "issue:45907", + "issue:46512", + "issue:46693", + "issue:46821", + "issue:46832", + "issue:46869", + "issue:47254" + ], + "soft_pairs": [ + "issue:33357|issue:34567", + "issue:43454|issue:43577", + "issue:43404|issue:45127", + "issue:42175|issue:43824", + "issue:43742|issue:44291", + "issue:39379|issue:44554", + "issue:43697|issue:45357", + "issue:44936|issue:46821", + "issue:28282|issue:29127", + "issue:45137|issue:45405", + "issue:42915|issue:45538", + "issue:44479|issue:46693", + "issue:44857|issue:46832", + "issue:43582|issue:47254", + "issue:44291|issue:44821", + "issue:45538|issue:46869", + "issue:24643|issue:29159", + "issue:44062|issue:44991", + "issue:42915|issue:43749", + "issue:44568|issue:45488", + "issue:43452|issue:43582", + "issue:27957|issue:28282", + "issue:41720|issue:43540", + "issue:43540|issue:44560", + "issue:42175|issue:44488", + "issue:43531|issue:44821", + "issue:43540|issue:44479", + "issue:34567|issue:36331", + "issue:44987|issue:45907", + "issue:43577|issue:46512" + ], + "prepared_review_unit_hash": "42f15af165c62fed488e41b799e42cbf199f4f39fe9b4726099bdc73c0e05578", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36658, + "estimated_input_tokens": 9165, + "estimated_eval_tokens": 18586 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft pairs share broad library areas (tokenizers, loading, training, vision models, DeepSpeed) but not the same concrete bug. I reject all soft edges and see no true duplicate hub among these issues.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue stands out; the items are a grab bag of unrelated regressions and edge cases, so selecting one as the duplicate anchor would be arbitrary.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue: none of these reports is representative enough to serve as the cluster\u2019s canonical duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS bus error in CLIP model loading vs TrainerState token counter not updating; different subsystems and failure modes." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Both involve model attributes/dtypes, but one is lm_head weight tying for AyaVision and the other is Blip2 dtype propagation; not the same bug." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "One is a missing lm_head tie in Mistral3 conditional generation; the other is LoRA merge with extended vocab causing collapse. Different root causes." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "TensorFlow missing from a torch install extra vs missing Qwen2_5_VL import; unrelated packaging/import problems." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "KeyError loading MobileLLM-125M vs init_empty_weights receiving an unexpected argument; both are load-time errors but not the same defect." + }, + { + "left": "issue:39379", + "right": "issue:44554", + "accept": false, + "reason": "mllama mask handling bug vs MPS attention correctness issue when head dimensions differ; distinct code paths." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RTDetrV2 output drift in v5 vs Qwen3.5 save_pretrained writing wrong visual encoder keys; unrelated model behaviors." + }, + { + "left": "issue:44936", + "right": "issue:46821", + "accept": false, + "reason": "trainer.evaluate() failing after train() vs TimesFM window_size AttributeError; different APIs and causes." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "PyTorch missing ImportError for AutoModel vs unclear LayoutLMv3 box validation message; not the same issue." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO-3 deque pop error vs an unreleased MIN_PEFT_VERSION bump; no shared bug." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Qwen3MoE FineGrainedFP8Config failure vs CLIPTokenizer model_max_length default; unrelated model/config issues." + }, + { + "left": "issue:44479", + "right": "issue:46693", + "accept": false, + "reason": "Video input regression for Qwen VL models vs FA2 long-context performance regression; different symptoms and subsystems." + }, + { + "left": "issue:44857", + "right": "issue:46832", + "accept": false, + "reason": "float16 AMP crash in LwDetrImageLoss vs RTDetrModel TypeError when feature-level counts mismatch; both DETR-related but different bugs." + }, + { + "left": "issue:43582", + "right": "issue:47254", + "accept": false, + "reason": "Apple Silicon caching_allocator_warmup TypeError vs PEFT + DeepSpeed ZeRO-3 checkpointing failure; unrelated." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument during init_empty_weights vs loading AutoImageProcessor from URL; different load paths." + }, + { + "left": "issue:45538", + "right": "issue:46869", + "accept": false, + "reason": "CLIPTokenizer max_length sentinel issue vs YOLO multi-GPU device map failure; unrelated." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed training weight shape RuntimeError vs slow/fast tokenizer inconsistency; no shared underlying bug." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "AddedToken special-arg duplication vs tokenizer loading failure for EMBEDDIA/est-roberta; both tokenizer-related but not the same defect." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Qwen3MoE FP8 config failure vs FSDP CPU RAM efficient loading broken; distinct training/loading problems." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "mdeberta BOS/EOS insertion regression vs LlamaTokenizer overriding tokenizer.json pre-tokenizer; both tokenizer regressions, but different tokenizers and behavior." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "gguf_file breaking tokenizer/model loading vs Apple Silicon allocator warmup TypeError; unrelated." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta vs missing PyTorch dependency ImportError; unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert vs Qwen3OmniMoe video-input ValueError; different model components." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both mention video inputs in Qwen models, but one is a processing ValueError in Qwen3OmniMoe and the other is a StopIteration in Qwen3-vl-embedding; not clearly the same bug." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Packaging extra missing TensorFlow vs a model load failure for cjvt/sleng-bert; unrelated." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue vs AutoImageProcessor URL loading problem; unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Video-input ValueError in Qwen3OmniMoe vs v5.3.0 video regression across several Qwen VL models; similar theme but not the same concrete bug." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token counting not updating vs CustomTrainer.compute_loss signature breakage; different trainer issues." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Model loading failure for physical-intelligence/fast vs list_repo_files not forwarding revision; unrelated API regression." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "Blip2 model dtype remaining float32 vs from_config(dtype=...) leaving config.dtype stale; related theme, but different state fields and 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": 27, + "review_unit_index": 24, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29870", + "issue:32090", + "issue:38175", + "issue:43257", + "issue:43452", + "issue:43540", + "issue:43577", + "issue:43716", + "issue:43742", + "issue:43756", + "issue:43906", + "issue:44062", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44737", + "issue:44792", + "issue:44849", + "issue:44877", + "issue:44898", + "issue:44964", + "issue:45005", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45381", + "issue:45405", + "issue:45600", + "issue:45663", + "issue:45672", + "issue:45674", + "issue:45701", + "issue:45823", + "issue:46399", + "issue:46463", + "issue:46468", + "issue:46491", + "issue:46693", + "issue:46701", + "issue:46846", + "issue:46899" + ], + "soft_pairs": [ + "issue:44479|issue:45381", + "issue:44849|issue:45701", + "issue:44062|issue:45081", + "issue:45042|issue:45081", + "issue:38175|issue:44898", + "issue:44792|issue:44964", + "issue:43742|issue:44589", + "issue:43257|issue:43756", + "issue:43756|issue:46399", + "issue:43756|issue:45325", + "issue:43716|issue:46701", + "issue:45672|issue:45674", + "issue:44737|issue:46463", + "issue:45823|issue:46463", + "issue:45405|issue:45600", + "issue:43906|issue:46693", + "issue:44568|issue:46491", + "issue:44625|issue:44877", + "issue:24643|issue:29870", + "issue:43577|issue:45072", + "issue:43540|issue:46693", + "issue:43452|issue:44488", + "issue:28282|issue:32090", + "issue:43906|issue:46468", + "issue:46463|issue:46899", + "issue:45663|issue:46846", + "issue:44466|issue:45005" + ], + "prepared_review_unit_hash": "17b616b7411bee04b41bbbb38e340a1018126f07e254a853896c3b99b73f2359", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35641, + "estimated_input_tokens": 8911, + "estimated_eval_tokens": 18078 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: a few tokenizer/config/dtype/model-loading regressions are grouped together, but most items are clearly not duplicates. Only two soft edges look like true same-bug matches.", + "confidence": 0.58, + "canonical_issue_reason": "issue:45701 is the broadest and most umbrella-like report in the set, with multiple inbound references and a general v5 regression framing; it is the best single anchor even though the cluster is not truly homogeneous.", + "canonical_pr_reason": null, + "best_issue_reason": "Same as canonical: it is the most general, cluster-wide regression report among otherwise model-specific issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Both describe the same Qwen VL video-input regression around incorrect position IDs / video handling in 5.3.0, so they plausibly share one root cause and fix." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Different bugs: Qwen3.5 hidden-states output behavior versus a broad tokenizer-version regression. Same family, but not the same code-path." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer-related, but one is an AddedToken argument collision and the other is a Mistral regex patch crash on tokenizer backend access; different root causes." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Unrelated subsystems: PIL image processors needing torchvision versus a Mistral tokenizer regex patch failure." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Both are vision-model issues, but the models and failure modes differ completely (zero probabilities vs non-default-resolution image classification failure)." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Both involve multimodal models, but one is a janus test failure and the other is a Phi-4 multimodal loading regression; not the same bug." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Different loading failures with different causes: MobileLLM key error versus missing Float8 storage type." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Different models and different bugs: Qwen3 MOE conversion under accelerate+deepspeed versus Smollm3 RoPE layer dropping." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "Both touch rotary/attention internals, but one is a Smollm3 architecture/config issue and the other is a Qwen3.5 kernel registration decorator error." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both mention RoPE, but the first is about missing layers in Smollm3 and the second is a Qwen2.5-VL video position scaling bug; different concrete problems." + }, + { + "left": "issue:43716", + "right": "issue:46701", + "accept": false, + "reason": "Different multimodal regressions in different model families: Mistral-3 image-preprocessor dtype mismatch versus DiffusionGemma pipeline breakage." + }, + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Both are 4-bit/quantization related, but one is unsafe dtype casting in Gemma4 audio modules and the other is BitsAndBytes skip-module exclusion logic." + }, + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "Completely different areas: XLNet CPU tensor creation versus T5 decoder input validation messaging." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Unrelated bugs: Gemma4 device-map mismatch during forward versus T5 decoder input validation." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "No shared bug: one is a dependency version bump problem, the other is stale auto-mapping references breaking CI." + }, + { + "left": "issue:43906", + "right": "issue:46693", + "accept": false, + "reason": "An isolated reproduction of an older issue versus a FA2 long-context performance regression; not the same underlying defect." + }, + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but one is special-token addition and the other is encode/decode whitespace preservation for CodeLlama." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Both involve config handling, but one is Qwen3.5 num_labels propagation and the other is strict config loading for granite_speech." + }, + { + "left": "issue:24643", + "right": "issue:29870", + "accept": false, + "reason": "Different training/generation failures with different stack traces and model paths; not duplicates." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both are dtype-related, but they affect different model components and code paths (Blip2 qformer vs SwitchTransformers/TimmWrapperModel inference)." + }, + { + "left": "issue:43540", + "right": "issue:46693", + "accept": false, + "reason": "Video-input validation in Qwen3OmniMoe is unrelated to FA2 long-context performance regression." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Both are model/tokenizer loading complaints, but one is specifically about gguf_file support and the other is a model-specific load failure; no evidence of the same root cause." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Completely different failures: missing PyTorch import versus unsupported NoneType broadcast in Trainer." + }, + { + "left": "issue:43906", + "right": "issue:46468", + "accept": false, + "reason": "No shared underlying bug; one is a reproduction of an older issue, the other is a broken official Nemotron example." + }, + { + "left": "issue:46463", + "right": "issue:46899", + "accept": false, + "reason": "Different areas and causes: T5 decoder validation messaging versus Gemma4 4-bit multimodal dtype casting." + }, + { + "left": "issue:45663", + "right": "issue:46846", + "accept": false, + "reason": "Different distributed-training bugs in different models: Gemma4 FSDP2 shared_kv_states handling versus Qwen3.5 TP plan omissions." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": true, + "reason": "Both concern v5 tied-weights handling/serialization regressions, and the translation-model report fits the broader tied-weights device-dependent inconsistency described in the other issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet and stays mostly conservative. The selected anchor issue is broad enough to fit the heterogeneous cluster, and the two accepted soft edges are plausible same-bug matches. The remaining pairs are rejected with mostly model- and failure-mode-specific distinctions rather than overclaimed duplicates." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 25, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:29159", + "issue:33357", + "issue:38175", + "issue:40444", + "issue:41762", + "issue:43295", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43643", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43761", + "issue:43994", + "issue:44361", + "issue:44442", + "issue:44493", + "issue:44737", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44857", + "issue:44898", + "issue:44913", + "issue:44936", + "issue:44991", + "issue:45200", + "issue:45216", + "issue:45357", + "issue:45372", + "issue:45375", + "issue:45479", + "issue:45588", + "issue:45701", + "issue:45704", + "issue:45920", + "issue:46050", + "issue:46121", + "issue:46170", + "issue:46463", + "issue:46821", + "issue:46829", + "issue:47000" + ], + "soft_pairs": [ + "issue:44913|issue:46121", + "issue:43452|issue:44843", + "issue:43697|issue:46829", + "issue:41762|issue:44936", + "issue:44737|issue:45588", + "issue:43526|issue:45479", + "issue:43697|issue:45216", + "issue:45200|issue:46463", + "issue:45357|issue:45920", + "issue:43720|issue:44898", + "issue:43688|issue:43749", + "issue:44493|issue:46050", + "issue:43643|issue:45375", + "issue:43653|issue:44361", + "issue:44361|issue:44442", + "issue:38175|issue:43295", + "issue:43531|issue:43742", + "issue:43994|issue:44898", + "issue:44821|issue:46821", + "issue:29159|issue:33357", + "issue:40444|issue:44811", + "issue:44843|issue:44991", + "issue:43688|issue:45704", + "issue:45372|issue:46170", + "issue:44857|issue:47000", + "issue:43688|issue:45701", + "issue:43761|issue:46829" + ], + "prepared_review_unit_hash": "d868fb69a5a2c06def6494ade8389500049f3a641df5dd4f60b4d31dfd053d95", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35568, + "estimated_input_tokens": 8892, + "estimated_eval_tokens": 18040 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose collection of mostly unrelated closed issues with a broad tokenizer/config/loading regression theme. None of the soft pairs look like clear duplicates; the closest representative is the broad multi-model tokenizer regression in issue 45920.", + "confidence": 0.61, + "canonical_issue_reason": "Issue 45920 is the broadest and most central representative of the cluster\u2019s recurring tokenizer-regression theme: it affects multiple model families and describes a concrete, user-facing token ID corruption across AutoTokenizer paths.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45920 best captures the widest impact and the shared symptom class in this set (tokenization/loading regressions across models), making it the most useful canonical issue for triage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Both involve RoPE/config serialization, but one is a silent GPTNeoX config reload regression and the other is a TypeError in rope validation for JSON-loaded lists; different bug paths." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Both touch tokenizer/model loading, but 43452 is about gguf_file breaking from_pretrained generally, while 44843 is a specific offline Mistral regex patch calling model_info unconditionally." + }, + { + "left": "issue:43697", + "right": "issue:46829", + "accept": false, + "reason": "Different models and different failure modes; one is RTDetrV2 output divergence, the other is VideoPrism misplacing hidden_states in the output object." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "These are unrelated: Gemma3 loading with ZeRO-3 hits an index error, while trainer.evaluate() after train is a trainer lifecycle issue." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "One is an XLNet device-placement bug in relative positions, the other is a flash-attention integration crash on s_aux=None; no shared code path." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "Different subsystems and symptoms: BeitImageProcessorFast label reduction vs sequence-classification zero-loss behavior across models." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "Not the same issue: RTDetrV2 output drift versus Qwen3.5 save_pretrained writing incorrect checkpoint data." + }, + { + "left": "issue:45200", + "right": "issue:46463", + "accept": false, + "reason": "Different model families and bugs; Gemma 4 missing default mm_token_type_ids is not the same as T5 decoder-input error messaging." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Both are regressions, but one is Qwen3.5 visual-encoder key serialization and the other is broad tokenizer ID corruption across many models." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "Different areas and symptoms: BitNet accelerate-loading/unpacking versus Perceiver interpolation at non-default resolution." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "One is MoE auxiliary-loss normalization, the other is FSDP CPU RAM efficient loading; no duplicate evidence." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Both are save/load regressions, but one is unexpected position-id keys and the other is quantized-model persistence after sinq." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both concern config fields being lost, but one is generic AutoConfig/trust_remote_code behavior and the other is a specific Qwen config field dropped by @strict; not clearly one bug." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and MLukeTokenizer task AttributeError are unrelated tokenizer bugs." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizer failures with different causes; MLuke task AttributeError is not the same as AutoTokenizer failing to load FastSpeech2ConformerTokenizer." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Both mention processor/tokenizer interactions, but the symptoms differ: zero probabilities on SigLIP2 versus v4.57.5 breaking processor.tokenizer access and image passing." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding_window handling and MobileLLM key error on load are unrelated issues." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Both are vision-model inference issues, but they concern different models and different failures; no evidence of the same underlying bug." + }, + { + "left": "issue:44821", + "right": "issue:46821", + "accept": false, + "reason": "AutoImageProcessor URL loading and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer consistency bug and a MacOS bus error on CLIP are not the same underlying issue." + }, + { + "left": "issue:40444", + "right": "issue:44811", + "accept": false, + "reason": "Qwen2.5-VL multi-image iterable finetuning failure is unrelated to Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading regressions, but one is an offline Mistral regex/model_info 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 and T5 apex RMSNorm memory leak are entirely different bugs." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Different platform-specific import/load failures with no shared code path or symptom." + }, + { + "left": "issue:44857", + "right": "issue:47000", + "accept": false, + "reason": "Both involve detection losses, but one is an AMP/CUDA crash in LwDetrImageLoss and the other is an infeasible cost matrix in RTDetrLoss; not the same bug." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "A model-specific auxiliary-loss bug is not the same as a broad tokenization-change report." + }, + { + "left": "issue:43761", + "right": "issue:46829", + "accept": false, + "reason": "Both are output-structure/hidden_states problems, but they occur in different models and the observed bugs differ: missing hidden_states versus misassigned last_hidden_state." + } + ] + }, + "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": 27, + "review_unit_index": 26, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:32090", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:42898", + "issue:43278", + "issue:43295", + "issue:43452", + "issue:43504", + "issue:43525", + "issue:43550", + "issue:43577", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43749", + "issue:43756", + "issue:43761", + "issue:43782", + "issue:43927", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44484", + "issue:44561", + "issue:44568", + "issue:44625", + "issue:44704", + "issue:44734", + "issue:44743", + "issue:44977", + "issue:45356", + "issue:45405", + "issue:45440", + "issue:45542", + "issue:46050", + "issue:46178", + "issue:46402", + "issue:46491", + "issue:46612", + "issue:46693", + "issue:46701", + "issue:46832", + "issue:46932", + "issue:47013", + "issue:47254" + ], + "soft_pairs": [ + "issue:43525|issue:46701", + "issue:43295|issue:45356", + "issue:43646|issue:43749", + "issue:43653|issue:44568", + "issue:43761|issue:47013", + "issue:45542|issue:46178", + "issue:43756|issue:46402", + "issue:46832|issue:46932", + "issue:43653|issue:43927", + "issue:44479|issue:44625", + "issue:44464|issue:44743", + "issue:33666|issue:36010", + "issue:43452|issue:43577", + "issue:42898|issue:46491", + "issue:44466|issue:46050", + "issue:32090|issue:33666", + "issue:41720|issue:44464", + "issue:44464|issue:44977", + "issue:33666|issue:36331", + "issue:44977|issue:46693", + "issue:43688|issue:45440", + "issue:43278|issue:43688", + "issue:43504|issue:43550", + "issue:44484|issue:44704", + "issue:43643|issue:44561", + "issue:45405|issue:47254", + "issue:43782|issue:46693", + "issue:44734|issue:46612" + ], + "prepared_review_unit_hash": "309d5b93916807aa67a1bab58199f8394d92d20b4c5dcef14f5186ae49e81a82", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36368, + "estimated_input_tokens": 9092, + "estimated_eval_tokens": 18440 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a set of superficially similar but actually unrelated issues; none of the soft edges look like true duplicates or the same underlying fix.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43525", + "right": "issue:46701", + "accept": false, + "reason": "Llama4Config pad_token_id is a config attribute bug; the other is a DiffusionGemma image-text pipeline failure." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "One is a v4.57.5 processor/tokenizer regression; the other is a Kimi-K2.5 tokenizer codec/warning regression." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization/trust_remote_code missing fields is unrelated to FSDP CPU RAM efficient loading." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and mdeberta BOS/EOS handling are different tokenizer bugs." + }, + { + "left": "issue:43761", + "right": "issue:47013", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and xLSTM train-mode unpacking failure are unrelated code paths." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "TensorBoard-without-TF backend setup is not the same as an unsupported tensorflow_text backend mapping." + }, + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch and Sam3 text-encoder weight loading are different model-specific issues." + }, + { + "left": "issue:46832", + "right": "issue:46932", + "accept": false, + "reason": "RT-DETR feature-level mismatch and Gemma4 quantized embedder dtype casting are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "BigBird mask-token decoding and DiaConfig save/load token IDs are separate tokenizer/config persistence bugs." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Qwen video-input regression and Qwen3.5 num_labels propagation are different failures." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Compiled chunked-generation inconsistency is not the same as recurrent-state reset in modular_qwen3_5.py." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU training for Qwen2-VL and a GenerationMixin import error are not the same bug." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "gguf_file / from_pretrained loading breakage is unrelated to BLIP2 dtype retention." + }, + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "clean_up_tokenization_spaces v5 behavior changes and CodeLlama leading-space round-trip regression are different tokenizer issues." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "lm_head serialization/tied-weights behavior is not the same as sinq quantization save/load breakage." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer _gpu_broadcast_one NoneType error and Qwen2-VL multi-GPU training are only loosely related by distributed training." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Qwen3 auto device mapping cuda assert is unrelated to chunked-generation compiled-forward inconsistencies." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Compiled-forward chunked generation and Qwen3.5 flash-attention generation failures are different generation paths." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and CustomTrainer.compute_loss signature mismatch are separate trainer API problems." + }, + { + "left": "issue:44977", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3.5 flash-attention correctness and FA2 long-context performance regression are not the same defect." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Auxiliary-loss normalization and DeepseekV3MoE divergence are different model math/code discrepancies." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Embedding dtype drift between train/eval has nothing to do with auxiliary-loss normalization." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Beit legacy-field loading and Bamba torch.compile SDPA failures are unrelated model bugs." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "A question about save_pretrained shard size is not the same as AutoProcessor kwargs propagation." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "trust_remote_code missing fields and removal of is_torch_fx_available affect different call sites and failure modes." + }, + { + "left": "issue:45405", + "right": "issue:47254", + "accept": false, + "reason": "A version pin being bumped and a PEFT+DeepSpeed checkpoint error are not duplicates." + }, + { + "left": "issue:43782", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3VL weight_only loading and FA2 long-context performance regression are different issues." + }, + { + "left": "issue:44734", + "right": "issue:46612", + "accept": false, + "reason": "Server KV-cache indexing crash and beam-search cache reorder omission are separate generation 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": 27, + "review_unit_index": 27, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:28218", + "issue:33357", + "issue:39692", + "issue:42796", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43611", + "issue:43646", + "issue:43701", + "issue:43720", + "issue:43825", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44361", + "issue:44466", + "issue:44488", + "issue:44514", + "issue:44554", + "issue:44568", + "issue:44610", + "issue:44625", + "issue:44792", + "issue:44843", + "issue:44964", + "issue:44977", + "issue:45290", + "issue:45405", + "issue:45491", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46002", + "issue:46050", + "issue:46192", + "issue:46209", + "issue:46365", + "issue:46489", + "issue:46710", + "issue:46832", + "issue:46846" + ], + "soft_pairs": [ + "issue:43504|issue:43720", + "issue:43720|issue:43927", + "issue:43606|issue:43927", + "issue:39692|issue:43493", + "issue:43611|issue:46846", + "issue:43504|issue:44610", + "issue:43577|issue:44554", + "issue:44625|issue:46832", + "issue:43720|issue:44361", + "issue:43525|issue:43572", + "issue:44964|issue:45405", + "issue:44514|issue:45290", + "issue:28218|issue:33357", + "issue:43493|issue:43825", + "issue:44977|issue:46209", + "issue:45823|issue:46050", + "issue:45491|issue:46002", + "issue:44554|issue:46365", + "issue:43994|issue:46192", + "issue:39692|issue:43295", + "issue:42796|issue:44977", + "issue:44488|issue:44843", + "issue:43334|issue:45759", + "issue:43278|issue:43844", + "issue:43646|issue:44466", + "issue:44568|issue:46489", + "issue:43334|issue:43572", + "issue:43278|issue:43701", + "issue:43493|issue:43844", + "issue:44568|issue:45812", + "issue:46209|issue:46710", + "issue:43927|issue:44361", + "issue:44792|issue:45405" + ], + "prepared_review_unit_hash": "f4bf25b4dd66fa5b6c8f8cfef5f91877ab8facb21ed9de04a8e9f2c54930c23a", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37912, + "estimated_input_tokens": 9478, + "estimated_eval_tokens": 19212 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a broad mix of unrelated regressions, mostly tokenizer/config/loading issues plus a few model, dtype, and CI/example failures. The soft links are mostly surface-similarity false positives rather than the same underlying bug or change.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 45812 is the broadest and most canonical-looking tokenizer regression in the set: it describes a silent v4\u2192v5 behavior break affecting all Granite models, with multiple inbound references and a clear user-facing impact.", + "canonical_pr_reason": null, + "best_issue_reason": "45812 is the best anchor issue because it is specific enough to be actionable yet broad enough to represent a family of tokenizer-regression reports better than the more model-specific or incidental issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Different models and failure modes: BEiT legacy-field loading vs BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "BitNet accelerate-loading bug and DiaConfig save/load token-ID loss are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch in Bark is unrelated to DiaConfig custom token IDs being dropped on save/load." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "One is a broken docs/example workflow, the other is a core SigLIP2 implementation parity issue; not the same bug." + }, + { + "left": "issue:43611", + "right": "issue:46846", + "accept": false, + "reason": "Base-model-prefix loading regression and Qwen3.5 tensor-parallel plan gaps affect different code paths." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "BEiT pretrained loading with a legacy field is unrelated to OmDet-Turbo processor/model input-size mismatch." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Blip2 dtype propagation and an MPS attention correctness bug are different problems." + }, + { + "left": "issue:44625", + "right": "issue:46832", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and RT-DETR feature-level handling are unrelated model-specific issues." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "Packed-weight loading in BitNet and MLukeTokenizer task AttributeError do not share the same underlying bug." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both mention missing pad-token fields, but they are different configs, different model families, and likely different fixes." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Phi-4 multimodal load failure and an unreleased PEFT version pin are unrelated." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both crash in chat-template paths, but the triggers are different enough that they do not look like one mergeable fix." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer spacing after added tokens and a MacOS bus error in CLIP loading are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation parity and a pipeline translation error-message regression are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 flash-attention generation and FP8 inference on B200 are different backend/hardware issues." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Device mismatch with device_map='auto' and broken sinq save/load are unrelated quantization/loading bugs." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Both involve NaNs, but one is Gemma3 sliding-window attention padding behavior and the other is classification-head initialization/checkout." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "Attention dimension correctness on MPS and Trainer import blocked by datasets are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "Wrong SigLIP2 outputs and return_tensors being ignored are different API/behavior issues." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Both touch multimodal docs/processors, but one is an example with multiple errors and the other is a v4.57.5 regression in processor.tokenizer handling." + }, + { + "left": "issue:42796", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer BPE-marker handling and Qwen3.5 flash-attention generation are unrelated." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Loading cjvt/sleng-bert and offline model_info calls in _patch_mistral_regex are different tokenizer-loading problems with different causes." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Qwen3-VL missing pad_token_id and Qwen 3.5/3.6 text_config unwrapping are different composite-config bugs." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype drift in evaluate and gradient growth under ZeRO-3 are unrelated training issues." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage and lm_head serialization inconsistency are separate v5 regressions." + }, + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "mDeBERTa special-token insertion and DeepSeek-Coder tokenizer output corruption are both tokenizer bugs, but not the same code-path or fix." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Missing pad_token_id and missing pad_token_idx are different config fields and different model families." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Dtype drift and resume_from_checkpoint key mismatch are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 parity mismatch and DeepSpeed gradient abnormality are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and different behaviors; not one mergeable fix." + }, + { + "left": "issue:46209", + "right": "issue:46710", + "accept": false, + "reason": "FP8 inference on B200 and a DeepSeek accuracy regression after upgrade are different problems." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "DiaConfig custom token IDs lost on save/load and MLukeTokenizer task AttributeError are unrelated." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "A failed janus test and a dependency version bump 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": 27, + "review_unit_index": 28, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:34567", + "issue:38175", + "issue:42490", + "issue:42947", + "issue:43381", + "issue:43504", + "issue:43572", + "issue:43606", + "issue:43653", + "issue:43696", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43994", + "issue:44112", + "issue:44291", + "issue:44464", + "issue:44493", + "issue:44589", + "issue:44849", + "issue:44964", + "issue:45072", + "issue:45084", + "issue:45200", + "issue:45229", + "issue:45245", + "issue:45357", + "issue:45520", + "issue:45584", + "issue:45588", + "issue:45823", + "issue:46050", + "issue:46209", + "issue:46285", + "issue:46399", + "issue:46710", + "issue:46821", + "issue:46832", + "issue:46846", + "issue:47013", + "issue:47145", + "issue:47254" + ], + "soft_pairs": [ + "issue:33357|issue:33666", + "issue:43572|issue:44291", + "issue:43824|issue:44589", + "issue:44589|issue:45520", + "issue:46821|issue:46832", + "issue:43504|issue:43606", + "issue:44849|issue:46209", + "issue:45245|issue:46710", + "issue:44493|issue:46285", + "issue:44849|issue:45357", + "issue:43504|issue:43653", + "issue:43606|issue:44112", + "issue:45072|issue:46832", + "issue:43994|issue:44493", + "issue:44464|issue:45584", + "issue:42490|issue:43696", + "issue:43873|issue:46050", + "issue:15354|issue:38175", + "issue:43844|issue:44964", + "issue:46399|issue:46846", + "issue:47013|issue:47254", + "issue:44849|issue:47145", + "issue:42947|issue:43381", + "issue:29159|issue:32090", + "issue:45084|issue:45520", + "issue:45229|issue:45823", + "issue:28218|issue:34567", + "issue:45200|issue:45229", + "issue:45588|issue:46050" + ], + "prepared_review_unit_hash": "b66f445ee2a52bff75daa4518243934e53b6b0b474017e6982c0f00de4a96d6f", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36472, + "estimated_input_tokens": 9118, + "estimated_eval_tokens": 18492 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous bucket of unrelated model, tokenizer, training, and runtime bugs. The soft links are only topical similarity; none look like the same underlying issue or a PR-worthy merge target.", + "confidence": 0.34, + "canonical_issue_reason": "If forced to pick one issue as a representative, issue 43504 is the clearest self-contained bug report: a specific loading failure with a concrete legacy-field root cause. That said, the cluster is too mixed to have a strong true canonical.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43504 is the best single representative because it is narrowly scoped, reproducible, and describes a concrete code-path regression rather than a broad symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "Different models and subsystems: MacOS bus error on CLIP loading vs Qwen2-VL multi-GPU training." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Both involve loading/config initialization, but the failures are different: missing `pad_token_idx` vs unexpected `_is_hf_initialized` argument." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Unrelated failures: missing Qwen2.5-VL import symbol vs missing Float8 storage type." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Different root causes and code paths: storage-object lookup failure vs Python 3.13 `flash_attn` import key error." + }, + { + "left": "issue:46821", + "right": "issue:46832", + "accept": false, + "reason": "Both are runtime errors, but one is TimesFM `window_size` handling and the other is RT-DETR feature-level shape logic." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Loading a model preset with a legacy field is not the same as a CPU offload device mismatch." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Different problems: Qwen3.5 hidden-state output bug vs FP8 inference failure on B200." + }, + { + "left": "issue:45245", + "right": "issue:46710", + "accept": false, + "reason": "Completely different symptoms: category-count limit error vs accuracy regression after upgrade." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Both mention model-structure/key issues, but one is generic unexpected key warnings and the other is CLIP class structure inconsistency." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Same model family but different bugs: `output_hidden_states` behavior vs incorrect visual-encoder keys in `save_pretrained`." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Legacy-field load failure is unrelated to BigBirdTokenizer mask-token registration/empty decode behavior." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "Different objects and failure modes: real device mismatch in model inference vs stale CI test issue." + }, + { + "left": "issue:45072", + "right": "issue:46832", + "accept": false, + "reason": "Both are inference-time shape/device issues, but on different models and different mechanisms (`dtype` mismatch vs backbone feature-level mismatch)." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SIGLIP pipeline/AutoModel corruption is unrelated to unexpected position-id keys." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Different generation bugs: compiled forward inconsistency vs empty-transcription failure after token alignment." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Import warning on trailing slash path is unrelated to a CUDA out-of-memory error." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Both touch quantization/offloading, but one is offload behavior and the other is save/load corruption after `sinq` quantization." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript export limitation for ViT is unrelated to zero-probability outputs on SigLIP2." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient inflation and a Phi-4 multimodal load failure are different bugs and code paths." + }, + { + "left": "issue:46399", + "right": "issue:46846", + "accept": false, + "reason": "Both are Qwen3.5 issues, but one is a missing decorator on kernel registration and the other is a tensor-parallel plan omission causing OOM/shape errors." + }, + { + "left": "issue:47013", + "right": "issue:47254", + "accept": false, + "reason": "xLSTM unpacking logic is unrelated to PEFT + DeepSpeed ZeRO-3 checkpointing errors." + }, + { + "left": "issue:44849", + "right": "issue:47145", + "accept": false, + "reason": "Different FP8/Qwen3.5 bugs: hidden-states output issue vs silent checkpoint corruption from missing `weight_scale` application." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both mention gradient checkpointing, but one says it is ineffective with LoRA and the other says it cannot be used in eval mode." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer inconsistency is unrelated to the Trainer `_gpu_broadcast_one` NoneType error." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Compilation failure for non-template nodes is unrelated to the Python 3.13 `flash_attn` import crash." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4 inference problems, but one is CUDA OOM and the other is a device mismatch in PLE forward logic." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer spacing after added tokens is unrelated to TrainerState token-count tracking." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Text-only fine-tuning default token IDs and multi-GPU inference OOM are different issues." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "Flash-attention `s_aux=None` crash is unrelated to quantized save/load breakage." + } + ] + }, + "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": 27, + "review_unit_index": 29, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:29870", + "issue:29942", + "issue:30333", + "issue:37428", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43065", + "issue:43295", + "issue:43334", + "issue:43450", + "issue:43493", + "issue:43525", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43575", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43937", + "issue:43957", + "issue:44186", + "issue:44423", + "issue:44554", + "issue:44610", + "issue:44734", + "issue:44869", + "issue:44977", + "issue:45072", + "issue:45198", + "issue:45200", + "issue:45406", + "issue:45446", + "issue:45520", + "issue:45588", + "issue:45759", + "issue:45823", + "issue:46121", + "issue:46178", + "issue:46192", + "issue:46369", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46821" + ], + "soft_pairs": [ + "issue:43937|issue:46701", + "issue:44423|issue:44734", + "issue:44869|issue:46752", + "issue:43493|issue:43701", + "issue:41720|issue:46710", + "issue:44554|issue:45446", + "issue:29942|issue:30333", + "issue:44977|issue:46701", + "issue:37428|issue:43957", + "issue:43065|issue:46369", + "issue:43295|issue:43450", + "issue:44977|issue:46710", + "issue:45072|issue:45198", + "issue:45588|issue:45759", + "issue:45406|issue:46121", + "issue:43295|issue:43873", + "issue:43572|issue:46821", + "issue:43540|issue:45200", + "issue:44186|issue:46192", + "issue:45823|issue:46192", + "issue:43295|issue:44610", + "issue:43572|issue:43957", + "issue:43450|issue:43575", + "issue:43550|issue:43844", + "issue:45520|issue:46178", + "issue:37428|issue:43824", + "issue:45200|issue:45823", + "issue:29870|issue:29942", + "issue:39692|issue:46192", + "issue:42490|issue:43493", + "issue:43295|issue:43493", + "issue:42915|issue:43824", + "issue:43334|issue:43525" + ], + "prepared_review_unit_hash": "a2f82609365a480d4acab85fb5d06f34b0854906eb77f8e7ee246c25c8286527", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37735, + "estimated_input_tokens": 9434, + "estimated_eval_tokens": 19124 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose similarity bucket of unrelated Transformers issues, with a few broad multimodal/loader regressions but no true duplicate pair standing out.", + "confidence": 0.74, + "canonical_issue_reason": "issue:43295 is the broadest and most representative issue here: a Transformers 5 regression breaking custom multimodal code via processor/tokenizer access and image handling, which is the closest thing to a shared theme across the soft links.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43295 is the best issue candidate because it is a user-facing regression, covers a general code path, and appears most central to the multimodal/processor-related soft similarities.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43937", + "right": "issue:46701", + "accept": false, + "reason": "Different failures: invalid GenerationConfig vs an image-text pipeline output issue; no shared code path." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both are serve-related, but one is continuous-batching multimodal crash and the other is KV-cache continuation indexing; different bugs." + }, + { + "left": "issue:44869", + "right": "issue:46752", + "accept": false, + "reason": "Whisper timestamp decoding vs chat template on empty input are unrelated tokenizer/decoder failures." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and resume_from_checkpoint key mismatch are different subsystems and symptoms." + }, + { + "left": "issue:41720", + "right": "issue:46710", + "accept": false, + "reason": "CUDA assert on auto device mapping is not the same bug as an accuracy regression after upgrade." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "Both mention attention/flex_attention, but one is an MPS correctness issue and the other is an import version check bug." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures and MLflow reporting on training failure are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:46701", + "accept": false, + "reason": "Flash-attention generation failure for Qwen3.5 is not the same as an image-text pipeline issue." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Both involve loading/import regressions, but they affect different APIs and code paths." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "Same model family, but a dummy Conv2d implementation and a memory overflow are different problems." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Both are multimodal processor issues, but one is tokenizer/image handling and the other is batched video shape handling." + }, + { + "left": "issue:44977", + "right": "issue:46710", + "accept": false, + "reason": "Flash-attention generation failure and post-upgrade accuracy regression are distinct issues." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "Different models and different failure modes: dtype mismatch vs save_pretrained/tokenization failure." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "One is a flash_attention sink-less-model crash; the other is composite Qwen config unwrapping." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4 processor attribute crash and rope-validation TypeError are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "One is a processor.tokenizer regression; the other is a quantization offloading behavior issue." + }, + { + "left": "issue:43572", + "right": "issue:46821", + "accept": false, + "reason": "Both are config-attribute errors, but they concern different models and different missing fields." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Qwen3OmniMoe video processing failure and Gemma 4 mm_token_type_ids defaulting are different multimodal bugs." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes on NER/padding vs return_tensors being ignored are different tokenizer API problems." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Gemma4 device mismatch during forward and return_tensors handling are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Both are processor/model mismatches, but one is a regression in custom multimodal code and the other is a specific input-size mismatch for OmDet-Turbo." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "Missing pad_token_idx and meta-device loading failures are separate load/config issues." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Video processor batch-shape bug and tensor-parallel OOM are not the same underlying defect." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile+SDPA failure and ZeRO-3 gradient growth are unrelated training/runtime issues." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "Different import/backend mapping problems affecting different optional backends." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but one is a missing helper and the other is a missing model class export." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Same Gemma4 family, but text-only mm_token_type_ids and device_map forward mismatch are different code paths." + }, + { + "left": "issue:29870", + "right": "issue:29942", + "accept": false, + "reason": "Bart generate UnboundLocalError and Flash Attention 2 test failures are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 docs example errors and return_tensors precedence are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Local-path trailing slash import warning and SigLIP2 implementation discrepancy are different issues." + }, + { + "left": "issue:43295", + "right": "issue:43493", + "accept": false, + "reason": "Both are multimodal-related, but one is a processor API regression and the other is a model-accuracy discrepancy." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and missing Qwen2.5-VL import are unrelated." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both are missing-pad-token attribute errors, but they affect different config classes and model families." + } + ] + }, + "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": 27, + "review_unit_index": 30, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:28218", + "issue:35141", + "issue:41720", + "issue:43262", + "issue:43278", + "issue:43335", + "issue:43450", + "issue:43452", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43819", + "issue:43824", + "issue:43827", + "issue:43856", + "issue:43901", + "issue:43950", + "issue:43975", + "issue:44112", + "issue:44442", + "issue:44466", + "issue:44479", + "issue:44521", + "issue:44561", + "issue:44610", + "issue:44737", + "issue:44792", + "issue:44857", + "issue:44898", + "issue:45083", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45325", + "issue:45381", + "issue:45412", + "issue:45520", + "issue:45563", + "issue:46192", + "issue:46209", + "issue:46234", + "issue:46285", + "issue:46512", + "issue:46894", + "issue:46899", + "issue:46932" + ], + "soft_pairs": [ + "issue:44521|issue:45290", + "issue:43278|issue:43856", + "issue:28218|issue:35141", + "issue:45381|issue:46209", + "issue:44466|issue:45127", + "issue:43824|issue:43975", + "issue:44737|issue:46894", + "issue:43262|issue:43450", + "issue:43975|issue:45520", + "issue:43950|issue:46285", + "issue:43653|issue:44112", + "issue:43452|issue:46512", + "issue:44561|issue:46234", + "issue:44442|issue:45198", + "issue:45200|issue:46899", + "issue:44479|issue:46192", + "issue:44792|issue:45563", + "issue:43819|issue:44112", + "issue:45200|issue:45325", + "issue:45200|issue:46932", + "issue:43335|issue:43550", + "issue:44898|issue:45412", + "issue:41720|issue:46209", + "issue:44610|issue:44857", + "issue:43819|issue:45083", + "issue:43827|issue:43901", + "issue:43606|issue:45083" + ], + "prepared_review_unit_hash": "ddf21c148958f06577e9607d92fd73395661e84f5a9b23811cabc636cdec5fa0", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35611, + "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 mostly heterogeneous: it mixes unrelated tokenizer, multimodal, dtype/config, model-loading, and docs issues. I rejected all soft edges because they do not describe the same underlying bug or change, though issue 45200 is the closest hub by similarity.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45200 is the nearest hub in the soft-similarity graph (it has the most links), and it is a concrete bug report with a clear reproduction path. That said, it does not actually subsume the other items.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45200 is the best single representative because it is specific, actionable, and most central among the loosely related Gemma4-multimodal items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both involve apply_chat_template, but one is about zero assistant masks for multimodal inputs and the other is a crash on assistant tool-call messages with no content. Different failure modes and code paths." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Embedding dtype drift in evaluation is unrelated to Qwen3 MoE memory usage during training." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer spacing after added tokens is a tokenization behavior bug; embedding reinitialization after resize is a model-weight initialization bug." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Qwen2.5-VL video position-id regression and FP8 inference failure on B200 are unrelated device/model compatibility issues." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Both mention tied weights, but one is about save/serialization inconsistency across devices and the other about LoRA merge collapse with extended vocabulary. Not the same bug." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Importing a missing Qwen2.5-VL class is unrelated to deepseek-coder detokenization behavior." + }, + { + "left": "issue:44737", + "right": "issue:46894", + "accept": false, + "reason": "XLNet CPU tensor allocation and CohereASR training-loss shifting are different model-specific bugs." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate defaults and batched video output shape are different processor bugs." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Incorrect detokenization and a Python 3.13 import-utils KeyError are unrelated." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Non-persistent buffer corruption on load is not the same as CLIP text-model structural inconsistency." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "Tokenizer special-token registration bug and a GraniteSpeech CI test flake are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "Broken gguf_file loading and stale config.dtype after from_config are separate load/config issues." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Both involve import_utils, but they refer to different missing symbols and different breakages for different model classes." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "AutoTokenizer failing for one tokenizer family and Wav2Vec2 save/tokenization failure are not the same underlying bug." + }, + { + "left": "issue:45200", + "right": "issue:46899", + "accept": false, + "reason": "Text-only fine-tuning needing default mm_token_type_ids and unsafe dtype casts in quantized multimodal embedders are different Gemma4 regressions." + }, + { + "left": "issue:44479", + "right": "issue:46192", + "accept": false, + "reason": "A video-input regression in Qwen VL models is unrelated to return_tensors being ignored when text_kwargs is passed." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "A failed Janus image-generation test and a stale paged-generate warning are different issues." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "Missing STE mismatch in DAC.from_latents and a GraniteSpeech CI test failure are unrelated." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma4 mm_token_type_ids defaults and Qwen2.5-VL still-image temporal position-id scaling are separate multimodal bugs." + }, + { + "left": "issue:45200", + "right": "issue:46932", + "accept": false, + "reason": "Gemma4 text-only mm_token_type_ids defaulting and quantized vision/audio embedder dtype casting are not the same code-path problem." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and Bamba torch.compile/SDPA failure are unrelated model/config issues." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver interpolation failure at non-default resolution and RT-DETR memory not being released are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert and FP8 inference on B200 are different hardware/runtime failures." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "OmDet-Turbo processor size mismatch and LwDetrImageLoss AMP crash are different vision-model bugs." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC latent mismatch and a qwen3_omni_moe feature-length helper issue are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs-related, but they target different pipeline APIs and different documentation mistakes." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch in Bark and qwen3_omni_moe feature-length behavior are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 31, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:28282", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:42490", + "issue:43278", + "issue:43335", + "issue:43388", + "issue:43425", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43611", + "issue:43653", + "issue:43825", + "issue:43854", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44448", + "issue:44466", + "issue:44617", + "issue:44743", + "issue:44855", + "issue:44857", + "issue:45083", + "issue:45290", + "issue:45412", + "issue:45520", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45759", + "issue:45859", + "issue:46170", + "issue:46285", + "issue:46326", + "issue:46424", + "issue:46431", + "issue:46512", + "issue:46566", + "issue:46697", + "issue:46821", + "issue:46858" + ], + "soft_pairs": [ + "issue:37428|issue:43425", + "issue:43335|issue:43653", + "issue:44857|issue:45593", + "issue:46512|issue:46821", + "issue:44206|issue:45584", + "issue:45759|issue:46285", + "issue:28282|issue:33357", + "issue:29942|issue:32090", + "issue:43388|issue:43526", + "issue:38175|issue:45412", + "issue:46424|issue:46858", + "issue:43611|issue:44466", + "issue:43335|issue:43504", + "issue:44855|issue:45083", + "issue:43550|issue:44112", + "issue:43335|issue:45083", + "issue:46431|issue:46566", + "issue:45520|issue:46170", + "issue:43335|issue:44112", + "issue:44448|issue:44743", + "issue:43335|issue:45593", + "issue:45290|issue:46326", + "issue:42490|issue:43854", + "issue:37428|issue:44351", + "issue:44617|issue:46697", + "issue:45588|issue:45859", + "issue:34689|issue:35141", + "issue:43278|issue:43825" + ], + "prepared_review_unit_hash": "6aa30acbe9596d1c5488aebc97c1802de163e504a533c8fdae2bcd619eba0835", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36524, + "estimated_input_tokens": 9131, + "estimated_eval_tokens": 18518 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very heterogeneous: it mixes import/backend errors, model-loading regressions, cache/device bugs, tokenizer/chat-template issues, and unrelated training/runtime failures. The soft pairs are mostly broad topical similarities, not same-underlying-bug duplicates, so none should be merged.", + "confidence": 0.9, + "canonical_issue_reason": "No single canonical issue stands out; the items are not one duplicate set but a loose collection of unrelated Transformers bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43611 is the closest thing to a broad representative because it is a general model-loading regression in v5, but it still does not unify the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Flash-attention import error vs Torch 2.10 compatibility; related ecosystem area, but different failure mode and fix." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug vs BigBirdTokenizer special-token registration; different components and symptoms." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "AMP/CUDA crash in loss computation vs missing auxiliary losses when denoising is off; different model behavior and code paths." + }, + { + "left": "issue:46512", + "right": "issue:46821", + "accept": false, + "reason": "Stale config dtype after from_config vs TimesFM window_size AttributeError; unrelated configuration bugs." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Feature extractor unsupported argument vs Whisper generation after align_special_tokens; different pipelines and bug surfaces." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Different multimodal/model-structure regressions in separate classes; same broad theme, not the same concrete bug." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Missing PyTorch ImportError vs MacOS bus error on a CLIP model; different root causes and environments." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention test failures vs Trainer GPU broadcast TypeError; no shared code-path problem." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both involve labels, but one is gather_for_metrics truncation and the other is BeitImageProcessorFast reduce_labels; different functions." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Unexpected zero probabilities vs memory not released after deletion; unrelated model inference and lifecycle bugs." + }, + { + "left": "issue:46424", + "right": "issue:46858", + "accept": false, + "reason": "Quantized-cache max length handling vs static-cache seq_length tensor arithmetic on non-CUDA backends; different cache bugs." + }, + { + "left": "issue:43611", + "right": "issue:44466", + "accept": false, + "reason": "General v5 loading breakage due to base_model_prefix vs device-dependent serialization of lm_head.weight; related version, but different concrete defect." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "SwitchTransformers config bug vs Beit semantic-segmentation legacy-field loading failure; unrelated models and mechanisms." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 @torch.jit.script parsing/IndentationError vs qwen3_omni_moe feature-length helper behavior; different issues." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "torch.compile + SDPA model failure vs a stale CI device-override test; one is a runtime bug, the other is a test issue." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "Sparse-layer config creation vs audio feature-length helper behavior; no shared bug." + }, + { + "left": "issue:46431", + "right": "issue:46566", + "accept": false, + "reason": "Missing chat template error vs weights left on meta device with device_map=auto; different loading/preprocessing layers." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Python 3.13 flash_attn import key error vs Windows ROCm torch.distributed dependency issue; different platforms and causes." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "Model config bug vs CI test flake; not the same underlying defect." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Pegasus v4/v5 output difference vs Qwen3.5 recurrent state reset in cache; different models and behaviors." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "Sparse-layer config creation vs missing auxiliary losses; unrelated model subsystems." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Assistant tool-call chat-template crash vs mistral_common continue_final_message bug; both chat-related but different edge cases and code paths." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Trailing-slash local path warning vs unit-test failure loading a specific GLM-4.7-Flash model; different issues." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Flash-support import error vs HybridCache import failure; both import-related but distinct symbols and modules." + }, + { + "left": "issue:44617", + "right": "issue:46697", + "accept": false, + "reason": "CUDA OOM in Sam3Video vs over-padding in Swin2SR image processor; unrelated memory vs preprocessing problems." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "flash_attention integration crash on s_aux=None vs CPU offload incompatibility in Qwen3_5MoeTextRotaryEmbedding; different failure points." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Llama 3.2 vision model-loading regression vs token-embedding resize/reinit bug; same broad area, not same bug." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype mismatch between train/eval vs pipeline translation-support error message; different subsystems and symptoms." + } + ] + }, + "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": 27, + "review_unit_index": 32, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:26413", + "issue:27957", + "issue:28218", + "issue:29127", + "issue:29870", + "issue:29942", + "issue:31501", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:38175", + "issue:39692", + "issue:42490", + "issue:43278", + "issue:43329", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43701", + "issue:43720", + "issue:43819", + "issue:44112", + "issue:44206", + "issue:44360", + "issue:44448", + "issue:44464", + "issue:44493", + "issue:44514", + "issue:44521", + "issue:44561", + "issue:44779", + "issue:44857", + "issue:45072", + "issue:45083", + "issue:45127", + "issue:45245", + "issue:45310", + "issue:45459", + "issue:45478", + "issue:45593", + "issue:45823", + "issue:46234", + "issue:46424", + "issue:47000" + ], + "soft_pairs": [ + "issue:29127|issue:32090", + "issue:44514|issue:44521", + "issue:39692|issue:43526", + "issue:43819|issue:44493", + "issue:43606|issue:44857", + "issue:39692|issue:44493", + "issue:44206|issue:45823", + "issue:28218|issue:32090", + "issue:10000|issue:15354", + "issue:43720|issue:44112", + "issue:43701|issue:45083", + "issue:44448|issue:44779", + "issue:26413|issue:31501", + "issue:45127|issue:45245", + "issue:45310|issue:45478", + "issue:32090|issue:33357", + "issue:44857|issue:45072", + "issue:42490|issue:43575", + "issue:43550|issue:45083", + "issue:45459|issue:46234", + "issue:38175|issue:44493", + "issue:44360|issue:44561", + "issue:45593|issue:47000", + "issue:27957|issue:34689", + "issue:29942|issue:35141", + "issue:29870|issue:32090", + "issue:43278|issue:43329", + "issue:44464|issue:46424" + ], + "prepared_review_unit_hash": "e438da0674ac17a15f9f4cce96f2c05767714b22fa9e36b9d877f12e30061a3f", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36127, + "estimated_input_tokens": 9032, + "estimated_eval_tokens": 18320 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is almost entirely unrelated issues, with one clear duplicate pair about the Qwen3.5 MoE from_pretrained regression. No PRs are present.", + "confidence": 0.96, + "canonical_issue_reason": "issue:45310 and issue:45478 are the same bug report: identical title, same transformers>=5.4.0 / Qwen3.5 MoE from_pretrained failure.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the earliest and slightly more detailed of the duplicate Qwen3.5 MoE reports, so it is the best canonical issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "Different subsystems and failures: LayoutLMv3 box validation vs Trainer GPU broadcast of None." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both involve apply_chat_template, but the reported bugs differ: batched padding=False crash vs multimodal assistant mask all-zero output." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "Unrelated models and bugs: SigLIP2 doc example errors vs BeitImageProcessorFast reduce_labels returning one label." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "Different code paths: DAC.from_latents / STE mismatch vs position-id unexpected-key behavior." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "Different models and failure modes: bark-small CPU offload device mismatch vs LwDetrImageLoss AMP/CUDA crash." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 doc example issues are not the same as position-id key mismatches across models." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Different components and symptoms: unsupported center arg in LasrFeatureExtractor vs Gemma4 PLE device mismatch." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer spacing bug and Trainer broadcast error are unrelated." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "Different models and export/script problems; no shared underlying bug." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "BitNet packed-weight loading bug is unrelated to a GraniteSpeech CI device-override test failure." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Resume-from-checkpoint key mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Both are v4/v5 regressions, but one is Pegasus generation output drift and the other is Deepseek tokenizer correctness; different bugs." + }, + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Resume-from-checkpoint iterator failure and FineWeb training not starting are not the same issue." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA/tied-embeddings collapse and category-count runtime limit are unrelated." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same exact Qwen3.5 MoE from_pretrained regression, reported twice with matching title and version context." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Different runtime failures: GPU broadcast NoneType vs MacOS bus error for CLIP." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Both mention dtype issues, but they affect different models and code paths; not the same concrete bug." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Local-path import warning and Qwen2-57B-A14B-Instruct OOM are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba-9B-v2 is unrelated to qwen3_omni_moe helper behavior." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer error masking from missing protobuf and missing import_utils symbol are different issues." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 zero probabilities and unexpected position-id keys are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer activation discussion is unrelated to trust_remote_code breakage from removing is_torch_fx_available." + }, + { + "left": "issue:45593", + "right": "issue:47000", + "accept": false, + "reason": "Different detection-loss bugs in different models; not the same underlying change." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 and Llama 3.2 Vision model loading are unrelated." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures are unrelated to token-embedding resize/post_init reinitialization." + }, + { + "left": "issue:29870", + "right": "issue:32090", + "accept": false, + "reason": "Bart generate decoder_attention_mask bug is unrelated to Trainer _gpu_broadcast_one NoneType failure." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Training/eval dtype drift is unrelated to multimodal token-count helper undefined names." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward is unrelated to max_cache_length handling." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: the only clearly supported duplicate is issue:45310 vs issue:45478 (identical title and same transformers>=5.4.0 / Qwen3.5 MoE from_pretrained context), and the claim that there are no PRs is correct. The soft-edge verdicts stay conservative and do not overclaim equivalence where the packet only shows superficial similarity." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 33, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:25251", + "issue:29127", + "issue:29870", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:37428", + "issue:39692", + "issue:40444", + "issue:41720", + "issue:42175", + "issue:42490", + "issue:43257", + "issue:43278", + "issue:43299", + "issue:43381", + "issue:43526", + "issue:43575", + "issue:43701", + "issue:43873", + "issue:43927", + "issue:43976", + "issue:44186", + "issue:44361", + "issue:44448", + "issue:44466", + "issue:44561", + "issue:44779", + "issue:44855", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45229", + "issue:45290", + "issue:45381", + "issue:45440", + "issue:45563", + "issue:45588", + "issue:45698", + "issue:45823", + "issue:45920", + "issue:46192", + "issue:46399", + "issue:46421", + "issue:46655", + "issue:46858" + ], + "soft_pairs": [ + "issue:45290|issue:45381", + "issue:37428|issue:42175", + "issue:44448|issue:44977", + "issue:43257|issue:43299", + "issue:29870|issue:33290", + "issue:40444|issue:43526", + "issue:43278|issue:43381", + "issue:44855|issue:46399", + "issue:25251|issue:32090", + "issue:32090|issue:33290", + "issue:45920|issue:46192", + "issue:43927|issue:45698", + "issue:45290|issue:46655", + "issue:44977|issue:45229", + "issue:44561|issue:44779", + "issue:42490|issue:43873", + "issue:43873|issue:45229", + "issue:29127|issue:34567", + "issue:44871|issue:44977", + "issue:33357|issue:39692", + "issue:43381|issue:43701", + "issue:46421|issue:46858", + "issue:44448|issue:44466", + "issue:44186|issue:45198", + "issue:45588|issue:45823", + "issue:43976|issue:45440", + "issue:43278|issue:43575", + "issue:44361|issue:45198", + "issue:41720|issue:45229", + "issue:44977|issue:45563" + ], + "prepared_review_unit_hash": "4ca39ccdfcc169c658e725d2905adead1438b08fe10b9d91fd96e2d41e608a62", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36345, + "estimated_input_tokens": 9087, + "estimated_eval_tokens": 18430 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose similarity bucket of mostly unrelated Transformers issues. The only recurring pattern is broad v5/regression wording, but none of the soft pairs describe the same underlying bug or mergeable change.", + "confidence": 0.33, + "canonical_issue_reason": "Issue 45920 is the broadest representative of the recurring v5 tokenizer/regression theme, but the cluster is too heterogeneous to be a true duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45920 is the best overall anchor because it is broad, regression-focused, and closest to the shared tokenization/version-change motif, though still not a true canonical duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Different subsystems: chat templating/tool-call handling vs Qwen2.5-VL video position IDs." + }, + { + "left": "issue:37428", + "right": "issue:42175", + "accept": false, + "reason": "Different packaging/import problems: missing flash attention symbol vs TensorFlow not installed in a torch-only extra." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Different bugs and models: Pegasus output regression vs Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both are Qwen3 MOE-related, but one is accelerate+deepspeed weight conversion and the other is v5 loading divergence for Qwen3VL MoE." + }, + { + "left": "issue:29870", + "right": "issue:33290", + "accept": false, + "reason": "Bart generate() mask bug and deepspeed/adafactor OOM are unrelated failure modes." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Different code paths: multimodal iterable finetuning vs BeitImageProcessorFast label reduction." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Embedding dtype drift in eval and gradient-checkpointing-in-eval are separate training/runtime issues." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Both involve decorator/script registration, but they are different model-specific import failures with different root causes." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting change is unrelated to Trainer/_gpu_broadcast_one NoneType errors." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Unsupported NoneType broadcast and deepspeed OOM are distinct distributed-training failures." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Both touch tokenizer APIs, but wrong token IDs and ignored return_tensors are different bugs." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Save/load custom token IDs and loading the wrong custom module are related only by persistence, not the same defect." + }, + { + "left": "issue:45290", + "right": "issue:46655", + "accept": false, + "reason": "Chat template tool-call crash and video processor padding error are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3.5 flash-attention generation failure and Gemma4 multi-GPU OOM are different model/runtime problems." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Removal of is_torch_fx_available breaking remote-code models is unrelated to DeepSeek tokenizer regressions." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Trailing-slash import warning and quantization offloading malfunction are different issues." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Offloading/quantization behavior and multi-GPU OOM are not the same underlying bug." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error messaging and TrainerState token counter updating are unrelated." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma eos_token_id inconsistency and Qwen3.5 flash-attention failure affect different code paths." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS bus error on CLIP and SigLIP2 documentation/model mismatch are different problems, even if both involve vision models." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient checkpointing in eval and resume_from_checkpoint key mismatch are separate Trainer issues." + }, + { + "left": "issue:46421", + "right": "issue:46858", + "accept": false, + "reason": "Both are cache/compile related, but spurious recompilation and device-tensor seq-length arithmetic are different bugs." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Pegasus output regression and lm_head serialization inconsistency are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes and Wav2Vec2 save/tokenization failures are different tokenizer/model issues." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Flash-attention s_aux=None crash and Gemma4 PLE device mismatch are different forward-path failures." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility regression and DeepSeekV3MoE divergence are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Eval dtype drift and tensor-parallel OOM are not the same bug." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer AttributeError and Wav2Vec2 save/tokenization failure are different tokenizer paths." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3 auto device mapping cuda assert and Gemma4 OOM are distinct model-loading/runtime failures." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Flash-attention generation failure and stale paged-generate warning 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": 27, + "review_unit_index": 34, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:29127", + "issue:29870", + "issue:29942", + "issue:30064", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43334", + "issue:43381", + "issue:43412", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43994", + "issue:44206", + "issue:44265", + "issue:44387", + "issue:44442", + "issue:44479", + "issue:44568", + "issue:44625", + "issue:44743", + "issue:45198", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45712", + "issue:45803", + "issue:46121", + "issue:46693", + "issue:46701", + "issue:47217" + ], + "soft_pairs": [ + "issue:29942|issue:30064", + "issue:43611|issue:46121", + "issue:45198|issue:45803", + "issue:44568|issue:45491", + "issue:44206|issue:44479", + "issue:43412|issue:45588", + "issue:29870|issue:34689", + "issue:43653|issue:44743", + "issue:42915|issue:42994", + "issue:43756|issue:45440", + "issue:43653|issue:44442", + "issue:44265|issue:45198", + "issue:43575|issue:43701", + "issue:29127|issue:33357", + "issue:43065|issue:43994", + "issue:42490|issue:43381", + "issue:45491|issue:46693", + "issue:29127|issue:35141", + "issue:43065|issue:45412", + "issue:43575|issue:44387", + "issue:45245|issue:45563", + "issue:45372|issue:45588", + "issue:43526|issue:47217", + "issue:43994|issue:45412", + "issue:45459|issue:45712", + "issue:45440|issue:45593", + "issue:45406|issue:46701", + "issue:43334|issue:43531", + "issue:44625|issue:45584" + ], + "prepared_review_unit_hash": "c8e231882c36dd148eb9c003032aa6e44872b483e758414ace6d5a74680bae00", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36611, + "estimated_input_tokens": 9153, + "estimated_eval_tokens": 18562 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft pairs share only broad vocabulary like regressions, OOMs, tokenizers, or generation, but they point to different models, code paths, and failure modes. No soft edge looks like the same underlying bug/change, so none are accepted.", + "confidence": 0.96, + "canonical_issue_reason": "issue:44479 is the broadest high-impact regression here, affecting multiple Qwen VL variants and clearly describing a reproducible user-facing breakage; it is the best representative issue even though it is not a duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the strongest standalone issue candidate because it has the widest scope across related model variants and the clearest regression framing.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures and an image processor segmentation-map bug are unrelated subsystems and failure modes." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "One is a model-loading/base_model_prefix regression; the other is a ROPE-validation TypeError on JSON-loaded lists. Different code paths." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failures and a Fuyu tensor-conversion bare-except bug are distinct model-specific issues." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token behavior and Gemma3 NaN embeddings in sliding-window batching are not the same bug." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "torch.export failures with torch_compilable_check are unrelated to the Qwen video-input regression." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "ExecuTorch export validation errors and a flash-attention s_aux=None crash involve different components and symptoms." + }, + { + "left": "issue:29870", + "right": "issue:34689", + "accept": false, + "reason": "A BART generate() UnboundLocalError and a Llama 3.2 vision model-loading failure do not share the same underlying defect." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBird tokenizer special-token registration and Qwen3.5 recurrent-state reset are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Both mention quantization, but one is a FineGrainedFP8 model/config failure and the other is quantized model saving; different bugs." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Both concern model-implementation divergence, but they are for different models and different code changes." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBirdTokenizer decode emptiness and FastSpeech2ConformerTokenizer loading failure are different tokenizer bugs." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export with torch_compilable_check and Wav2Vec2 save/tokenization failures are unrelated." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Tensor-parallel OOM and resume_from_checkpoint key mismatch are separate failure classes." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 box validation messaging and a MacOS CLIP bus error are not the same defect." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "A dummy Sam3PixelDecoder convolution and a SigLIP2 AutoModel/pipeline correctness issue do not match." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Trailing-slash import warning and gradient-checkpointing eval-mode restriction are unrelated." + }, + { + "left": "issue:45491", + "right": "issue:46693", + "accept": false, + "reason": "Both involve FA2/long-context, but one is NaN embeddings from all-padding sliding windows while the other is a performance regression; not the same bug." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 error clarity and embedding reinitialization after resize are different issues." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Dummy convolution in Sam3PixelDecoder and RT-DETR memory retention are unrelated." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both can OOM, but one is tensor-parallel model loading and the other is increased CUDA reserved memory under int4 quantization; different root causes." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count runtime error and stale num_return_sequences warning are unrelated generate/model handling bugs." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma 4 processor import breakage and flash_attention.py s_aux=None are separate failures." + }, + { + "left": "issue:43526", + "right": "issue:47217", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and VL image-placeholder handling are different image-processing/model-input bugs." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 incorrect outputs and RT-DETR memory release are unrelated." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Hiding tokenizer errors when protobuf is absent and leftover dummy classes in dummy_pt_objects.py are distinct maintenance issues." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepSeekV3MoE divergence from remote implementation and D-FINE auxiliary-loss behavior are unrelated model changes." + }, + { + "left": "issue:45406", + "right": "issue:46701", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and DiffusionGemmaGenerationOutput pipeline failure are different code paths." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Qwen3-VL pad_token_id loading failure and Qwen3-MoE sliding_window issue are separate model/config bugs." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription handling 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": 27, + "review_unit_index": 35, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:42915", + "issue:43066", + "issue:43262", + "issue:43381", + "issue:43421", + "issue:43526", + "issue:43646", + "issue:43761", + "issue:43824", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44077", + "issue:44206", + "issue:44279", + "issue:44442", + "issue:44462", + "issue:44514", + "issue:44743", + "issue:44811", + "issue:44857", + "issue:44898", + "issue:44977", + "issue:45072", + "issue:45245", + "issue:45250", + "issue:45325", + "issue:45372", + "issue:45381", + "issue:45406", + "issue:45412", + "issue:45459", + "issue:45491", + "issue:45588", + "issue:45834", + "issue:45859", + "issue:46121", + "issue:46369", + "issue:46399", + "issue:46640", + "issue:46693", + "issue:46697", + "issue:46821" + ], + "soft_pairs": [ + "issue:43421|issue:45491", + "issue:45372|issue:45406", + "issue:44442|issue:45072", + "issue:45250|issue:46640", + "issue:43066|issue:44462", + "issue:43526|issue:45834", + "issue:45412|issue:46369", + "issue:45372|issue:45459", + "issue:27957|issue:33290", + "issue:33290|issue:34689", + "issue:27957|issue:29127", + "issue:43824|issue:44279", + "issue:33290|issue:35141", + "issue:43526|issue:46693", + "issue:42915|issue:43931", + "issue:43994|issue:46369", + "issue:44857|issue:45588", + "issue:43381|issue:43873", + "issue:45588|issue:46821", + "issue:46121|issue:46399", + "issue:43646|issue:44077", + "issue:44514|issue:45381", + "issue:44977|issue:45245", + "issue:44743|issue:44811", + "issue:43761|issue:45859", + "issue:44442|issue:44898", + "issue:43262|issue:44206", + "issue:45325|issue:46697" + ], + "prepared_review_unit_hash": "31eeb5ab538ed2ea0afc212e429c6beb088335bd4d39ea9f9b7a6487a2a3ae52", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36055, + "estimated_input_tokens": 9014, + "estimated_eval_tokens": 18284 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are mostly unrelated; the soft-similarity signals are driven by broad topical overlap (tokenizers, flash-attention, vision models, memory/offload) rather than the same underlying bug. No soft edge looks safe to merge as a duplicate, and there are no PRs in the set.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 44462 is the best anchor only because it is a concrete, reproducible tokenizer-loading bug with a clearly scoped code path; however, the cluster overall does not form a real duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44462 is the most actionable and specific representative among these mostly unrelated reports, making it the best issue candidate if one must be chosen.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Different bugs: runtime special-token/post-processor syncing vs NaN embeddings from mixed-length sliding-window attention." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Both mention Gemma 4 loading, but one is an import/dependency failure and the other is a missing _tokenizer attribute in serve; not the same code-path bug." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Unrelated tokenizer-loading failure vs dtype mismatch in bfloat16 inference." + }, + { + "left": "issue:45250", + "right": "issue:46640", + "accept": false, + "reason": "Both are generic Flash Attention 2 titles, but there is no evidence they describe the same concrete defect." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Different tokenizer issues: wrong decoder type in v5 vs AutoTokenizer ignoring repository tokenizer.json." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "Different image-processing bugs: Beit reduce_labels corruption vs Kosmos2.5 OCR index error." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "Both are memory-related, but one is GC cleanup for RT-DETR and the other is overflow in sam3-litetext; not the same bug." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Different tokenizer-loading failures: missing ReasoningEffort import vs protobuf-missing error masking." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to an Adafactor/deepspeed OOM." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Different failures: optimizer OOM vs model-loading breakage for Llama 3.2 Vision." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "Unrelated: Flash Attention 2 model support vs clearer layoutlmv3 box error messaging." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "ImportError for a specific Qwen model is not the same as a generic dependency issue with transformers." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "OOM in deepspeed/Adafactor is unrelated to embedding reinitialization after resize." + }, + { + "left": "issue:43526", + "right": "issue:46693", + "accept": false, + "reason": "Different problems: label reduction bug vs Flash Attention 2 long-context performance regression." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Different model/config failures: FP8 config incompatibility vs Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "Different symptoms and code paths: bad AutoModel/pipeline outputs vs model memory overflow." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "Different crashes in different components: float16 AMP loss vs flash_attention sink-less attribute handling." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing in eval mode and quantization offloading are separate behaviors." + }, + { + "left": "issue:45588", + "right": "issue:46821", + "accept": false, + "reason": "Unrelated: flash_attention sink handling vs TimesFM window_size attribute access." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "Rope-parameter list handling and Qwen3.5 kernel registration are different bugs." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "General custom-model initialization regression is not the same as patchtsmixer's post_init contract issue." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Different Qwen2.5-VL bugs: batched chat-template padding crash vs video vision_position_ids miscalculation." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Flash-attention generation bug is unrelated to the category-count runtime error." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Different domains: Qwen recurrent-state caching vs Whisper batch_decode token skipping." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIPVisionModel hidden-state regression is unrelated to Qwen3_5Moe CPU-offload compatibility." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Different vision/model-loading bugs: FastSpeech2ConformerTokenizer loading vs Perceiver non-default-resolution failure." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio chat-template sample-rate defaulting is unrelated to LasrFeatureExtractor passing an unsupported center arg." + }, + { + "left": "issue:45325", + "right": "issue:46697", + "accept": false, + "reason": "Different image/video preprocessing bugs: Qwen2.5-VL rope indexing vs Swin2SR over-padding." + } + ] + }, + "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": 27, + "review_unit_index": 36, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:28282", + "issue:29870", + "issue:32090", + "issue:42175", + "issue:42490", + "issue:42617", + "issue:43232", + "issue:43316", + "issue:43388", + "issue:43493", + "issue:43525", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43643", + "issue:43701", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44079", + "issue:44188", + "issue:44190", + "issue:44442", + "issue:44479", + "issue:44496", + "issue:44743", + "issue:44855", + "issue:44871", + "issue:44913", + "issue:44964", + "issue:44987", + "issue:45137", + "issue:45216", + "issue:45440", + "issue:45759", + "issue:45803", + "issue:45907", + "issue:46178", + "issue:46234", + "issue:46506" + ], + "soft_pairs": [ + "issue:42490|issue:44743", + "issue:43720|issue:44442", + "issue:42175|issue:46234", + "issue:44077|issue:44479", + "issue:43873|issue:44871", + "issue:27957|issue:29870", + "issue:43493|issue:43827", + "issue:44062|issue:45907", + "issue:43643|issue:44913", + "issue:44964|issue:45440", + "issue:43316|issue:45759", + "issue:43316|issue:43525", + "issue:25251|issue:28282", + "issue:43749|issue:43931", + "issue:44987|issue:46178", + "issue:44855|issue:45137", + "issue:42617|issue:43575", + "issue:43550|issue:43701", + "issue:44190|issue:44496", + "issue:43575|issue:43742", + "issue:43761|issue:44079", + "issue:43931|issue:45216", + "issue:43701|issue:46506", + "issue:43606|issue:43701", + "issue:44442|issue:45803", + "issue:27957|issue:32090", + "issue:43232|issue:43388", + "issue:43761|issue:44188" + ], + "prepared_review_unit_hash": "353a991ce33c3c18da465512177547ee9d0be80ad6654ad9ddabca6cbdc8be03", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36282, + "estimated_input_tokens": 9071, + "estimated_eval_tokens": 18398 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No single duplicate cluster emerges here: these issues span unrelated models, loading paths, generation bugs, training utilities, docs, and backend registration. All soft-edge pairs look like false positives rather than the same underlying bug/change.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue fits this set; the items are too heterogeneous and do not share one underlying code path.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43761 is the clearest standalone bug report: it is a concrete regression with a precise symptom and expected/actual behavior, making it the best representative issue if one must be chosen.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Different problems: local-path import warning vs recurrent-state reset in Qwen3.5 cache handling." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet accelerate-loading unpacking bug vs tokenizer loading failure for FastSpeech2Conformer; unrelated code paths." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Backend packaging omission vs a missing import_utils availability helper; both import-related, but not the same bug." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "Optional post_init validation vs video-input regression in Qwen VL models; distinct model/config issues." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading behavior vs Gemma eos_token_id config mismatch; different failure modes." + }, + { + "left": "issue:27957", + "right": "issue:29870", + "accept": false, + "reason": "FlashAttention2 support for XLM-Roberta vs BART generate decoder_attention_mask bug; unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation mismatch vs docs still referencing removed pipelines; model behavior vs documentation." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer AddedToken argument collision vs Hub API not forwarding revision; different layers and APIs." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Missing fields with trust_remote_code config loading vs GPTNeoX rotary_pct not persisting on reload; both config-related but different bugs." + }, + { + "left": "issue:44964", + "right": "issue:45440", + "accept": false, + "reason": "Phi-4 multimodal load failure vs DeepSeekV3 remote-implementation divergence; different models and code paths." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy vs Qwen composite-config unwrapping bug; similar theme, but not the same concrete issue." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Gemma3TextConfig discrepancy vs Llama4Config missing pad_token_id; different config attributes and symptoms." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k nesting bug vs AutoModel/PyTorch missing-library ImportError; unrelated." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM efficient loading vs Qwen3-VL weight-shape mismatch; both loading-related, but distinct concrete failures." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "Transformers loading physical-intelligence/fast vs tensorflow_text backend mapping error; different subsystems." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 IndentationError in DebertaV2 import vs DeepSpeed ZeRO3 deque underflow; unrelated runtime errors." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3d_parallel.py execution failure vs tp-loading OOM for Qwen2-57B; both distributed, but not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile+SDPA failure in Bamba vs resume_from_checkpoint key mismatch; unrelated training/runtime issues." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading in image-classification script vs unrecognized-model config error for OLMo; different failure layers." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Tensor-parallel OOM on Qwen2-57B vs key error loading MobileLLM-125M; different model-loading failures." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression vs ModelOutput key assignment issue; both output-related, but different code paths." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Shape mismatch loading Qwen3-VL vs incorrect save_pretrained checkpoint for Qwen3.5; load vs save, not the same bug." + }, + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "Checkpoint resume key mismatch vs CPU/CUDA output divergence in PPDocLayoutV3; unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch in bark-small vs checkpoint resume key mismatch; unrelated." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "FastSpeech2Conformer tokenizer load failure vs Fuyu batch-feature exception handling bug; different components." + }, + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "XLM-Roberta FlashAttention2 support vs Trainer _gpu_broadcast_one NoneType error; unrelated." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation sync_gpus kwarg update bug vs gather_for_metrics dropping tuple labels; different utilities and symptoms." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression vs torch.compile attention-kernel branching divergence; separate model/runtime 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": 27, + "review_unit_index": 37, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:42907", + "issue:43065", + "issue:43295", + "issue:43316", + "issue:43352", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43540", + "issue:43572", + "issue:43646", + "issue:43716", + "issue:43825", + "issue:44077", + "issue:44162", + "issue:44242", + "issue:44464", + "issue:44496", + "issue:44514", + "issue:44521", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:44977", + "issue:45381", + "issue:45542", + "issue:45584", + "issue:45698", + "issue:45803", + "issue:46050", + "issue:46178", + "issue:46234", + "issue:46291", + "issue:46365", + "issue:46369", + "issue:46421", + "issue:46640", + "issue:46821", + "issue:46829", + "issue:46894", + "issue:46932", + "issue:47217" + ], + "soft_pairs": [ + "issue:46829|issue:46932", + "issue:43295|issue:44871", + "issue:44871|issue:45584", + "issue:43316|issue:43716", + "issue:43295|issue:43825", + "issue:42907|issue:45698", + "issue:16998|issue:22355", + "issue:44521|issue:47217", + "issue:46234|issue:46291", + "issue:44077|issue:44534", + "issue:43316|issue:46821", + "issue:43646|issue:44913", + "issue:43452|issue:44496", + "issue:44871|issue:46050", + "issue:44464|issue:46421", + "issue:43404|issue:43441", + "issue:43352|issue:46640", + "issue:44162|issue:44792", + "issue:45803|issue:46365", + "issue:44242|issue:46894", + "issue:43540|issue:44514", + "issue:43065|issue:44617", + "issue:43572|issue:46178", + "issue:45381|issue:47217", + "issue:44792|issue:44977", + "issue:44610|issue:46369", + "issue:45542|issue:46234" + ], + "prepared_review_unit_hash": "130cf0675033e91d5f078216948b0fee31d4c0f91bfcc76c2d759038a2df37d7", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 34986, + "estimated_input_tokens": 8747, + "estimated_eval_tokens": 17750 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a true duplicate set; it contains many unrelated issues that only share broad themes like serialization, multimodal processing, or Transformers v5 regressions. No soft edge looks safe to merge.", + "confidence": 0.96, + "canonical_issue_reason": "Issue #45698 is the best anchor only because it is a concrete, broadly relevant save/load regression with substantial discussion; however, the cluster as a whole does not form a single duplicate family.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #45698 is the most generally useful representative issue due to its clear reproduction, high discussion activity, and broad impact on save_pretrained/from_pretrained flows.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46829", + "right": "issue:46932", + "accept": false, + "reason": "Different bugs: hidden_states packaging for VideoPrism vs quantized vision/audio dtype casting in Gemma4." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Different regression classes: processor.tokenizer/image routing vs eos_token_id mismatch in Gemma-3." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Unrelated model configs: Gemma eos_token settings vs Whisper empty transcription after special-token alignment." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Different models and failures: Gemma3TextConfig API mismatch vs Mistral-3 image-preprocessor/model dtype mismatch." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "One is a custom-model processor regression; the other is a pipeline error-message/task-support issue." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load paths, but one is dequantized Ministral/Devstral saving and the other is custom module resolution after reload." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "Completely different problems: model_max_length question vs missing transformers.onnx import." + }, + { + "left": "issue:44521", + "right": "issue:47217", + "accept": false, + "reason": "Both are VL/multimodal, but one is assistant mask generation and the other is image placeholder handling in user text." + }, + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "Different import failures: missing falcon mamba availability helper vs kernels package version/revision requirement." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Unrelated issues: patchtsmixer post_init validation vs junk-filled non-persistent buffers." + }, + { + "left": "issue:43316", + "right": "issue:46821", + "accept": false, + "reason": "Different APIs and subsystems: Gemma3TextConfig discrepancy vs TimesFM window_size attribute error." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "General v5 initialization breakage vs a specific GPTNeoXConfig rotary_pct reload bug." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "Both affect model loading, but one is gguf_file support and the other is unrecognized model_type in config.json." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Different serialization bugs: eos_token_id inconsistency vs sinq quantization save/load breakage." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Related to chunked generation/cache, but one is output inconsistency and the other is spurious recompilation from lazy cache init." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Different concrete failures: untied lm_head weights vs FlashAttention support error in Ministral-3." + }, + { + "left": "issue:43352", + "right": "issue:46640", + "accept": false, + "reason": "Too broad to merge: a specific model lacking FA2 support vs a generic open Flash Attention 2 issue." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "No shared bug path: ESM2 workflow breakage vs a janus image-generation test failure." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Different failure modes: broad exception handling in Fuyu batching vs Trainer import conflict with datasets." + }, + { + "left": "issue:44242", + "right": "issue:46894", + "accept": false, + "reason": "Distinct MoE training bugs: missing load-balancing loss vs a double-shift training-loss issue." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Both are multimodal input issues, but one is Qwen3OmniMoe video processing and the other is Qwen2_5_VL batched chat-template padding." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Different Sam3 problems: dummy Conv2d implementation vs CUDA OOM in Sam3Video." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "Unrelated config/backend issues: missing pad_token_idx vs tensorflow_text backend mapping error." + }, + { + "left": "issue:45381", + "right": "issue:47217", + "accept": false, + "reason": "Different VL bugs: qwen2.5-vl vision_position_ids for video input vs image placeholder placement in user text." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "No same underlying bug: janus test failure vs Qwen3.5 flash-attention generation issue." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "Different resource/shape issues: OmDet-Turbo input-size mismatch vs Sam3-litetext memory overflow." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "Completely different areas: TensorBoard/TensorFlow backend detection vs missing falcon mamba import utility." + } + ] + }, + "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": 27, + "review_unit_index": 38, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:29870", + "issue:35141", + "issue:41950", + "issue:42490", + "issue:43388", + "issue:43475", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43650", + "issue:43673", + "issue:43688", + "issue:43827", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44190", + "issue:44479", + "issue:44534", + "issue:44734", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44869", + "issue:44913", + "issue:44964", + "issue:45072", + "issue:45127", + "issue:45200", + "issue:45245", + "issue:45406", + "issue:45588", + "issue:45600", + "issue:45632", + "issue:45698", + "issue:45803", + "issue:46082", + "issue:46170", + "issue:46202", + "issue:46424", + "issue:46693", + "issue:46697", + "issue:46832", + "issue:46858", + "issue:46932", + "issue:47217" + ], + "soft_pairs": [ + "issue:45632|issue:46424", + "issue:43504|issue:45698", + "issue:44479|issue:47217", + "issue:44534|issue:44913", + "issue:44792|issue:45600", + "issue:43525|issue:43531", + "issue:45803|issue:46170", + "issue:25251|issue:27957", + "issue:46082|issue:46697", + "issue:45127|issue:45200", + "issue:43650|issue:46202", + "issue:35141|issue:42490", + "issue:43931|issue:44060", + "issue:46693|issue:47217", + "issue:43388|issue:43688", + "issue:41950|issue:43475", + "issue:43673|issue:44743", + "issue:44190|issue:44964", + "issue:44855|issue:45588", + "issue:43827|issue:43994", + "issue:45245|issue:46858", + "issue:29870|issue:35141", + "issue:44869|issue:46832", + "issue:44734|issue:45406", + "issue:45072|issue:46932" + ], + "prepared_review_unit_hash": "c75556be76762879b67bc87981284de138a5719a7320b9d7ec72ce889fe1cfcd", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 35560, + "estimated_input_tokens": 8890, + "estimated_eval_tokens": 18036 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a heterogeneous cluster of unrelated closed issues across many subsystems; none of the soft pairs look like the same underlying bug, and there are no PRs to compare.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue: the items span unrelated bugs across loading, generation, vision, cache, and docs, and none of the soft pairs describe the same underlying defect.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 is the strongest standalone report if one anchor is needed: it is concrete, reproducible, and has the most discussion/inbound references among the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "Different bugs: one is a trust_remote_code cache-path collision for local models, the other is about max_cache_length only applying to Quantized Cache." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Both concern model loading, but the failures are different: legacy field handling for BEiT semantic segmentation vs wrong custom module resolution after save_pretrained." + }, + { + "left": "issue:44479", + "right": "issue:47217", + "accept": false, + "reason": "Different VL regressions: one is a v5.3.0 video-input issue for specific models, the other is failure when the image placeholder appears in user text." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Unrelated problems: junk-filled non-persistent buffers versus GPTNeoXConfig rotary_pct not persisting on reload." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "A test failure for janus image generation is not the same as CI breakage from stale auto_mappings entries referencing removed configs." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Different model config issues: missing pad_token_id on Llama4Config versus a sliding_window bug in Qwen3-MoE." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Separate failures: a bare except in Fuyu tensor conversion versus Windows/ROCm import errors from torch.distributed dependency handling." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "These are unrelated: pipeline top_k changing output nesting is a data-shape bug, while the other is an XLMRoberta Flash Attention 2 model issue." + }, + { + "left": "issue:46082", + "right": "issue:46697", + "accept": false, + "reason": "Different code paths and symptoms: LlamaConfig head_dim validation versus Swin2SR image over-padding." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "Both involve model behavior changes, but one is LoRA merge collapse with tied embeddings and the other is Gemma 4 mm_token_type_ids defaulting for text-only tuning." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "No shared underlying defect: the first is a nonspecific/low-signal issue title, while the second is a Gemma pipeline roundtrip failure on a specific token character." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Distinct bugs: post_init reinitializing resized embeddings versus an import warning caused by a trailing slash in a local model path." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Different model-loading issues: Qwen3-VL weight-shape mismatch versus an incorrect tied-weights warning in Qwen3-Next." + }, + { + "left": "issue:46693", + "right": "issue:47217", + "accept": false, + "reason": "A long-context FA2 performance regression is unrelated to VL failures caused by image placeholder placement in user text." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Different training-time problems: gather_for_metrics dropping tuple labels versus incorrect auxiliary-loss normalization." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "These are different model issues: video-classification pipeline processor selection versus a missing Sam3VisionEncoderOutput attribute." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both touch cache/state, but they are not the same bug: chunked_prefill cache handling in v5.0.0 versus recurrent states resetting in modular_qwen3_5." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Different failures: a local dataset loading script issue versus loading microsoft/Phi-4-multimodal-instruct with latest transformers." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "An import-time IndentationError in DebertaV2Model is unrelated to the flash_attention crash on s_aux=None." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "The first is a docs staleness issue after pipeline removals; the second is a runtime quality/correctness problem with Siglip2 under AutoModel/pipeline." + }, + { + "left": "issue:45245", + "right": "issue:46858", + "accept": false, + "reason": "Unrelated bugs: a category-count limit error versus cache.get_seq_length returning a device tensor that breaks slice arithmetic under torch.compile." + }, + { + "left": "issue:29870", + "right": "issue:35141", + "accept": false, + "reason": "Different defects in different areas: Bart generate decoder_attention_mask assignment versus embedding reinitialization after resize." + }, + { + "left": "issue:44869", + "right": "issue:46832", + "accept": false, + "reason": "Whisper timestamp decoding on a trailing replacement character has nothing in common with RT-DETR feature-level count/type errors." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Different components: serve KV-cache continuation indexing bug versus Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:45072", + "right": "issue:46932", + "accept": false, + "reason": "Both mention dtype issues, but they affect different models/components and are not the same concrete bug; one is CI inference mismatches, the other is Gemma4 quantized vision/audio casting." + } + ] + }, + "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": 27, + "review_unit_index": 39, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:25251", + "issue:29870", + "issue:39692", + "issue:41720", + "issue:43065", + "issue:43295", + "issue:43335", + "issue:43526", + "issue:43540", + "issue:43550", + "issue:43643", + "issue:43644", + "issue:43673", + "issue:43854", + "issue:44077", + "issue:44190", + "issue:44242", + "issue:44464", + "issue:44479", + "issue:44496", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44779", + "issue:44792", + "issue:44855", + "issue:44877", + "issue:44913", + "issue:44933", + "issue:45127", + "issue:45245", + "issue:45276", + "issue:45357", + "issue:45362", + "issue:45381", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45632", + "issue:46369", + "issue:46421", + "issue:46489", + "issue:46617", + "issue:46655", + "issue:46697", + "issue:46897", + "issue:47013" + ], + "soft_pairs": [ + "issue:43644|issue:44913", + "issue:43335|issue:44855", + "issue:44617|issue:45584", + "issue:44077|issue:44877", + "issue:45588|issue:47013", + "issue:45632|issue:46617", + "issue:41720|issue:45245", + "issue:44242|issue:46897", + "issue:45563|issue:45584", + "issue:43550|issue:44190", + "issue:45381|issue:46369", + "issue:25251|issue:29870", + "issue:43854|issue:44792", + "issue:44933|issue:45362", + "issue:43335|issue:44190", + "issue:44479|issue:44734", + "issue:43065|issue:44610", + "issue:45381|issue:46655", + "issue:43295|issue:45276", + "issue:39692|issue:44190", + "issue:44617|issue:46369", + "issue:43526|issue:46697", + "issue:45127|issue:45357", + "issue:44779|issue:46489", + "issue:44464|issue:45563", + "issue:43673|issue:46421", + "issue:45276|issue:45584", + "issue:43540|issue:44734", + "issue:43643|issue:44496" + ], + "prepared_review_unit_hash": "eb616fc9a74fdc53aa70b843f2e6a88b4ba5ef3d91cb15c212cbc8ce33f60e74", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35968, + "estimated_input_tokens": 8992, + "estimated_eval_tokens": 18240 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Nearly all candidate pairs are unrelated regressions across different subsystems/models. The only plausible duplicate-like pair is the DeepSeek tokenizer regression/fix-gap pair.", + "confidence": 0.74, + "canonical_issue_reason": "issue:44779 is the best anchor: it reports the original DeepSeek tokenizer regression in v5 versus v4, and issue:46489 reads like a follow-up gap in the earlier fix rather than a separate bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44779 is the strongest representative issue overall: concrete repro, clear version regression, and it matches the only accepted soft-duplicate pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Both are config/serialization problems, but one is about non-persistent buffers in v5.0.0 and the other is rotary_pct not persisting on GPTNeoX reload; different code paths and symptoms." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "Sparse-layer construction in SwitchTransformers and a Python 3.13 IndentationError in DebertaV2Model import are unrelated." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "Sam3Video OOM and Whisper empty-transcription failure after align_special_tokens are different model paths and failure modes." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "Both mention config-related behavior, but one is about optional post_init in patchtsmixer and the other is strict config loading for granite_speech; not the same bug." + }, + { + "left": "issue:45588", + "right": "issue:47013", + "accept": false, + "reason": "A flash-attention AttributeError on s_aux=None is unrelated to xLSTM unpacking bare tensors when return_last_states=False." + }, + { + "left": "issue:45632", + "right": "issue:46617", + "accept": false, + "reason": "Both involve trust_remote_code cache handling, but one is a leaf-directory cache collision and the other is a FileNotFoundError when loading from cache; too different to merge." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert and a categories > 2^24 RuntimeError are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:46897", + "accept": false, + "reason": "Load-balancing loss omission when output_router_logits=False is unrelated to the Florence2 double-shift training-loss bug." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "A stale num_return_sequences warning in paged generate is unrelated to Whisper empty transcription handling." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba and local dataset loading in an image-classification script are unrelated." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Qwen2.5-VL video vision_position_ids regression and Sam3-litetext memory overflow are different bugs." + }, + { + "left": "issue:25251", + "right": "issue:29870", + "accept": false, + "reason": "Pipeline top_k nesting change and Bart generate() UnboundLocalError are unrelated generation bugs." + }, + { + "left": "issue:43854", + "right": "issue:44792", + "accept": false, + "reason": "GLM-4.7-Flash unit-test loading failure and Janus image-generation test failure are distinct model/test issues." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "A missing import from image_utils is unrelated to Qwen3.5 chat crashing." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "SwitchTransformers sparse-layer config and the local dataset loading script failure do not share an underlying bug." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Video-input regression in multiple Qwen VL models and a serve/KV-cache tensor-indexing crash are different code paths." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d and OmDet-Turbo processor/model input-size mismatch are unrelated." + }, + { + "left": "issue:45381", + "right": "issue:46655", + "accept": false, + "reason": "Both concern video preprocessing, but the specific bugs differ: wrong vision_position_ids versus incorrect padding calculation in a different model." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "processor.tokenizer regression and gemma4 resize_token_embeddings not updating tied embeddings are separate API bugs." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "SigLIP2 doc example errors and a local dataset loading failure are unrelated." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Both mention memory problems in Sam3 variants, but one is OOM in video inference and the other is memory overflow in litetext; not the same concrete bug." + }, + { + "left": "issue:43526", + "right": "issue:46697", + "accept": false, + "reason": "BEiT label reduction returning one label and Swin2SR over-padding images are different image-processor bugs." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA merge collapse with extended vocabulary and Qwen3.5 save_pretrained visual-key regression are unrelated model-save/merge issues." + }, + { + "left": "issue:44779", + "right": "issue:46489", + "accept": true, + "reason": "Same underlying DeepSeek tokenizer regression in v5+; issue:46489 explicitly describes a remaining gap in PR #44801's fix rather than a separate problem." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Chunked generation inconsistencies with compiled forward and a stale warning for num_return_sequences are different generation-layer issues." + }, + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Missing GenerationMixin cache in chunked_prefill and cache lazy initialization causing recompilation are related only at a high level, but not the same concrete bug." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Gemma4 embedding resize propagation and Whisper empty transcription handling are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError and serve KV-cache continuation indexing crash are distinct failures." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Missing fields from AutoConfig with trust_remote_code and an unrecognized model/config missing model_type are different configuration-loading issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays conservative on the soft-edge decisions. The accepted DeepSeek pair is well supported by the issue titles, and the rejection reasons generally reflect clear subsystem/symptom mismatches without overclaiming. No mergeability concerns apply here because these are issue pairs, not PR pairs." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 40, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:27957", + "issue:32090", + "issue:35141", + "issue:36246", + "issue:38617", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:42796", + "issue:43295", + "issue:43404", + "issue:43531", + "issue:43582", + "issue:43673", + "issue:43854", + "issue:43976", + "issue:44016", + "issue:44112", + "issue:44246", + "issue:44279", + "issue:44295", + "issue:44462", + "issue:44496", + "issue:44521", + "issue:44737", + "issue:44938", + "issue:44964", + "issue:44987", + "issue:45003", + "issue:45042", + "issue:45083", + "issue:45216", + "issue:45290", + "issue:45335", + "issue:45381", + "issue:45542", + "issue:45600", + "issue:45632", + "issue:45759", + "issue:45803", + "issue:45907", + "issue:46234", + "issue:46424", + "issue:46506", + "issue:46752", + "issue:46858", + "issue:46932", + "issue:47217" + ], + "soft_pairs": [ + "issue:44112|issue:45600", + "issue:44462|issue:45907", + "issue:43854|issue:44964", + "issue:45290|issue:46752", + "issue:44521|issue:45381", + "issue:43673|issue:46858", + "issue:44246|issue:45003", + "issue:44737|issue:45803", + "issue:27957|issue:35141", + "issue:42175|issue:44279", + "issue:44964|issue:45600", + "issue:44112|issue:44964", + "issue:44938|issue:45542", + "issue:42796|issue:44521", + "issue:32090|issue:35141", + "issue:44496|issue:47217", + "issue:43404|issue:45216", + "issue:45632|issue:46234", + "issue:43531|issue:45600", + "issue:36246|issue:41628", + "issue:36246|issue:38617", + "issue:44496|issue:45042", + "issue:43295|issue:45335", + "issue:41950|issue:44016", + "issue:44295|issue:46506", + "issue:45083|issue:46506", + "issue:43976|issue:44987", + "issue:43673|issue:46424", + "issue:44496|issue:45759", + "issue:43582|issue:46932" + ], + "prepared_review_unit_hash": "cb09373565876e3d11fe72ab6fbe4e121185f3c92d72cdadd8563b6b812a84dd", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36843, + "estimated_input_tokens": 9211, + "estimated_eval_tokens": 18678 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These candidates are mostly unrelated issue reports, so I would not merge any of the soft pairs; they share superficial subsystem keywords but not the same underlying bug/change.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 44521 is the best anchor for this mixed set: it is a concrete, reproducible user-facing bug with broader multimodal impact and active discussion.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44521 is the clearest and most actionable bug report among the candidates, making it the strongest global issue choice.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "Different CI failures in different areas; same broad word \"CI\" only." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "One is tokenizer.json loading, the other is Hub revision forwarding; unrelated code paths." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Both are model-loading problems, but for different models and different failure modes." + }, + { + "left": "issue:45290", + "right": "issue:46752", + "accept": false, + "reason": "Same API surface, but one is tool-call/no-content handling and the other is empty-list IndexError." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Different multimodal bugs: assistant mask generation vs wrong vision_position_ids." + }, + { + "left": "issue:43673", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache/prefill, but one is missing cache in chunked prefill and the other is static-cache slice arithmetic." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import slowdown and unsafe sys.modules access are not the same concrete bug." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "XLNet device placement bug vs Fuyu exception handling bug; unrelated." + }, + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention integration and embedding reinitialization are separate problems." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Packaging/backend extras issue vs a generic dependency issue; too broad to be the same bug." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Model loading failure and removed auto_mappings references are distinct issues." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "Different model/CI failure contexts with no shared code path." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python-version import failure vs missing TensorFlow backend from install extras." + }, + { + "left": "issue:42796", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer BPE marker handling is unrelated to multimodal assistant mask computation." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer broadcast TypeError and tied-embedding reinit are unrelated." + }, + { + "left": "issue:44496", + "right": "issue:47217", + "accept": false, + "reason": "Generic model config import error vs VL placeholder handling in text; not the same bug." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Different models and different save/load semantics; only both concern weights/checkpoints." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "Cache-path collision for remote code is unrelated to a missing import_utils helper." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior is unrelated to CI breakage from removed configs." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Different missing imports in different places; both are import errors but not the same one." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Separate missing-symbol regressions with no shared concrete cause." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Model config resolution and image-processor torchvision dependency are different bugs." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Regression in processor/tokenizer access vs incorrect resize_token_embeddings propagation." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Pipeline processor lookup bug vs notebook syntax error." + }, + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "Buffer reading/position_ids bug vs CPU/CUDA result divergence; not the same issue." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "Helper output-length behavior in qwen3_omni_moe is unrelated to CPU/CUDA divergence in PPDocLayoutV3." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python compatibility issue vs a specific model load failure on newer transformers." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Different cache-related bugs: missing cache object vs cache length honoring." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Unrecognized model/config import error vs composite-config unwrapping in from_config." + }, + { + "left": "issue:43582", + "right": "issue:46932", + "accept": false, + "reason": "Apple Silicon TypeError and Gemma4 dtype casting 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": 27, + "review_unit_index": 41, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:39692", + "issue:41950", + "issue:42796", + "issue:42907", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43441", + "issue:43479", + "issue:43526", + "issue:43577", + "issue:43650", + "issue:43673", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44220", + "issue:44279", + "issue:44327", + "issue:44336", + "issue:44496", + "issue:44683", + "issue:44779", + "issue:44792", + "issue:44933", + "issue:45020", + "issue:45216", + "issue:45335", + "issue:45375", + "issue:45405", + "issue:45446", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45812", + "issue:46082", + "issue:46121", + "issue:46123", + "issue:46369", + "issue:46424", + "issue:46515", + "issue:46614", + "issue:46752", + "issue:47085", + "issue:47217" + ], + "soft_pairs": [ + "issue:46082|issue:46121", + "issue:43526|issue:43901", + "issue:44683|issue:45446", + "issue:43673|issue:44336", + "issue:44016|issue:44220", + "issue:43381|issue:45593", + "issue:44327|issue:46752", + "issue:43650|issue:44220", + "issue:42907|issue:43441", + "issue:44016|issue:44062", + "issue:44279|issue:46515", + "issue:44792|issue:46424", + "issue:43441|issue:45588", + "issue:43976|issue:44279", + "issue:45335|issue:45584", + "issue:43824|issue:44933", + "issue:43479|issue:45375", + "issue:43901|issue:44496", + "issue:43901|issue:47217", + "issue:43299|issue:45216", + "issue:46614|issue:47085", + "issue:44279|issue:45405", + "issue:43295|issue:44779", + "issue:39692|issue:43901", + "issue:46123|issue:46369", + "issue:41950|issue:45020", + "issue:42796|issue:43650", + "issue:43577|issue:45216", + "issue:44779|issue:45812" + ], + "prepared_review_unit_hash": "abd8c48cec9c8e3b3b80c5b2153ff2bbe6dd8068ff1bf0cf6f0e66cec566984d", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35716, + "estimated_input_tokens": 8929, + "estimated_eval_tokens": 18114 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is not a true duplicate cluster: it mixes unrelated bugs across tokenizers, configs, pipelines, docs, and model-specific regressions. I would not merge any of the soft pairs.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "If a representative issue is needed, 'Recent transformers versions break models using `remote_code`' is the broadest umbrella, but it is still too generic and not a real duplicate target for the rest of the items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "Both involve config/validation code, but one is about explicit `head_dim` rejection in LlamaConfig and the other is a JSON-list type error in rope validation; different bug paths." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "BeitImageProcessorFast `reduce_labels` and TextClassificationPipeline `return_all_scores` are unrelated components and symptoms." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both touch flex_attention/PyTorch versioning, but one is a compiled flex_attention failure on torch>=2.9 and the other is a wrong version guard for AuxRequest import; not the same concrete bug." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache/chunked_prefill and ANSI output formatting are entirely separate issues." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error and `_torch_extract_fbank_features()` are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss behavior are different model/training concerns." + }, + { + "left": "issue:44327", + "right": "issue:46752", + "accept": false, + "reason": "QA span decoding top-k bounds and empty chat-template input are unrelated failure modes." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "One title is a placeholder/garbage issue, the other is an audio feature extraction bug; no overlap." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Both mention Ministral models, but one is saving dequantized checkpoints and the other is FlashAttention loading/runtime failure; different code paths." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error versus tokenizer `AddedToken` argument collision are unrelated." + }, + { + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "General dependency issue and torch 2.4.1 incompatibility are too broad and describe different breakages." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "Janus image-generation test failure and cache max length behavior are different problems." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both involve flash attention, but one is a Ministral-specific failure and the other is an `s_aux=None` crash in sink-less models; not the same concrete bug." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python version support regression and a generic dependency issue are not duplicates." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "T5Gemma token embedding resizing and Whisper empty-transcription generation are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Missing Qwen2.5-VL import and non-existent `image_utils` import are different import/export issues." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Both are multimodal config bugs, but they affect different models and different fields/defaulting logic." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Pipeline docs drift and model auto-detection/config errors are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:47217", + "accept": false, + "reason": "Docs for text classification and VL placeholder handling are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "One is a loading regression for Qwen3VL MoE models, the other is a save_pretrained regression for Qwen3.5; different directions and symptoms." + }, + { + "left": "issue:46614", + "right": "issue:47085", + "accept": false, + "reason": "Stale phonemizer language backend and tokenizer thread-safety are distinct tokenizer issues." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Dependency problems, but one is a generic transformers dependency issue and the other is an unreleased PEFT minimum version bump." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Custom processor/tokenizer API regression with images and DeepSeek tokenization correctness are separate tokenizer-related bugs." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "SigLIP2 docs example errors and text-classification docs drift are both documentation issues but about different examples and failures." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "MaskGenerationPipeline dropping partial batch results and sam3-litetext memory overflow are unrelated." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video-classification pipeline processor selection and remote_code breakage are different subsystems and failures." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "Ministral tokenizer BPE marker handling and a placeholder issue title are not the same bug." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Blip2 dtype propagation and Qwen3.5 save_pretrained regression are unrelated model-specific issues." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "DeepSeek tokenization regression and Granite token ID regression are both tokenization bugs but for different model families and likely different causes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 42, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:41950", + "issue:42994", + "issue:43299", + "issue:43317", + "issue:43381", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43644", + "issue:43650", + "issue:43653", + "issue:43854", + "issue:43873", + "issue:43931", + "issue:43976", + "issue:44016", + "issue:44075", + "issue:44242", + "issue:44291", + "issue:44336", + "issue:44351", + "issue:44368", + "issue:44462", + "issue:44466", + "issue:44683", + "issue:45081", + "issue:45103", + "issue:45200", + "issue:45276", + "issue:45278", + "issue:45357", + "issue:45372", + "issue:45405", + "issue:45542", + "issue:45588", + "issue:45593", + "issue:45823", + "issue:45834", + "issue:45859", + "issue:45907", + "issue:46082", + "issue:46209", + "issue:46399", + "issue:46512", + "issue:46851", + "issue:47000", + "issue:47145" + ], + "soft_pairs": [ + "issue:44075|issue:44368", + "issue:44466|issue:45276", + "issue:43976|issue:45405", + "issue:43381|issue:47000", + "issue:41950|issue:45823", + "issue:46082|issue:46399", + "issue:43653|issue:45593", + "issue:43299|issue:45357", + "issue:46082|issue:46512", + "issue:44351|issue:45278", + "issue:44462|issue:45081", + "issue:43644|issue:47145", + "issue:43299|issue:43854", + "issue:44242|issue:45200", + "issue:43650|issue:46209", + "issue:44016|issue:44291", + "issue:43931|issue:47145", + "issue:44683|issue:45542", + "issue:45588|issue:47000", + "issue:45081|issue:45907", + "issue:42994|issue:43317", + "issue:44336|issue:46851", + "issue:43873|issue:47145", + "issue:43441|issue:45834", + "issue:43479|issue:43525", + "issue:45103|issue:45372", + "issue:45859|issue:46851" + ], + "prepared_review_unit_hash": "6d45a6159f2f9af07a49b37b06dd49d2692a620b07ca9c2bab6e62206ac4c2f5", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35336, + "estimated_input_tokens": 8834, + "estimated_eval_tokens": 17924 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a collection of unrelated single-bug issues. None of the soft pairs look like the same underlying bug or change, so I would not merge any of them as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "issue:43873 is the broadest still-open regression in the set, with multiple inbound references and a clear quantization/offloading failure mode that makes it a reasonable anchor issue.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best general issue anchor because it is concrete, actively discussed, and sits in a common runtime path (quantization/offloading) rather than a narrow one-off symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Optimizer argument handling and a Qwen3.5 tie_word_embeddings warning are different bugs." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Serialization of tied weights and resize_token_embeddings not updating Gemma4 internals are distinct code paths." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python version compatibility and an unreleased PEFT version bump are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:47000", + "accept": false, + "reason": "Eval-mode gradient checkpointing and RTDetr loss infeasibility are unrelated failures." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Image processor lookup in video classification and Gemma4 PLE device mismatch are different subsystems." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "Llama head_dim validation and Qwen3.5 kernel registration are unrelated model bugs." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer special-token registration and D-FINE auxiliary-loss behavior are not the same issue." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3VL MoE loading and Qwen3.5 save_pretrained visual-key serialization are separate model-specific regressions." + }, + { + "left": "issue:46082", + "right": "issue:46512", + "accept": false, + "reason": "LlamaConfig head_dim validation and stale config dtype after from_config are different problems." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "A missing HybridCache import may be one symptom of broader import breakage, but the titles do not identify the same concrete bug." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and Mistral regex patch crashing are different tokenizer-loading bugs." + }, + { + "left": "issue:43644", + "right": "issue:47145", + "accept": false, + "reason": "Non-persistent buffer initialization junk and FP8 weight_scale omission are unrelated corruption mechanisms." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Both are model-loading failures, but for different models and different failure modes." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Router-logit load balancing loss and mm_token_type_ids defaults are different multimodal training bugs." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "Placeholder issue text and FP8 B200 inference failure are unrelated." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error and init_empty_weights TypeError are unrelated." + }, + { + "left": "issue:43931", + "right": "issue:47145", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and FP8 frozen-checkpoint loading corruption are different issues." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Torch 2.9 flex_attention failure and tensorboard/TensorFlow backend import issue are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:47000", + "accept": false, + "reason": "FlashAttention s_aux handling and RTDetr loss infeasibility are unrelated code paths." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Mistral tokenizer patch crash and list_repo_files revision forwarding are unrelated bugs." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized model saving and dequantized model offload loading are adjacent topics but different operations and failures." + }, + { + "left": "issue:44336", + "right": "issue:46851", + "accept": false, + "reason": "ANSI escape leakage in loading_report and Qwen3.5 variable-length position_ids are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:47145", + "accept": false, + "reason": "Generic offloading-with-quantization behavior and missing FP8 weight_scale application are not the same concrete bug." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "FlashAttention failure in Ministral-3 and Kosmos2.5 OCR index error are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Phi4MultimodalConfig default handling and Llama4Config pad_token_id absence are different config bugs." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Auto-docstring future-annotations crash and Gemma 4 processor import failure are unrelated." + }, + { + "left": "issue:45859", + "right": "issue:46851", + "accept": false, + "reason": "CPU offload incompatibility in rotary embedding and variable-length position_ids are different Qwen3.5 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": 27, + "review_unit_index": 43, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:33290", + "issue:42175", + "issue:42796", + "issue:43441", + "issue:43525", + "issue:43575", + "issue:43643", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43784", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44162", + "issue:44186", + "issue:44188", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44336", + "issue:44373", + "issue:44496", + "issue:44589", + "issue:44623", + "issue:44671", + "issue:44749", + "issue:44779", + "issue:44871", + "issue:45325", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45800", + "issue:45823", + "issue:46291", + 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"16363167467ad098f2245a08c11107f6801a87c7e38c6e9297fa57572e04951d", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35970, + "estimated_input_tokens": 8993, + "estimated_eval_tokens": 18242 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous rather than duplicate-heavy: it mixes unrelated model bugs, tokenizer regressions, packaging/environment issues, docs problems, and security reports. None of the soft edges look like the same underlying bug/change, so all should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the items do not converge on one underlying failure mode or fix; they span many unrelated subsystems and models.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a strong cluster representative; the set is too mixed for a meaningful global duplicate canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both involve deepspeed/optimizers, but one is OOM during Adafactor use and the other is a double-step bug; different failure modes." + }, + { + "left": "issue:44246", + "right": "issue:47217", + "accept": false, + "reason": "Import slowdown and multimodal placeholder handling are unrelated bugs." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Packaging 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+ "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "Dependency-install issue and torch/transformers incompatibility are different environment problems." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "File-missing on save/export vs from_pretrained under ZeRO3 loading are different workflows." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config and a GLM-4V loading failure are different model/config issues." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Both are v5 regressions, but one is chunked_prefill cache handling and the other is CLIPVision hidden_states propagation." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Both are import-time failures, but they stem from different packages and missing dependencies." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs mismatch for return_all_scores is unrelated to import latency." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Both touch repo maintenance, but one is stale auto_mappings config references and the other is leftover dummy classes." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Both mention missing config fields, but they are not the same bug or fix path." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile is unrelated to ANSI output in loading_report." + }, + { + "left": "issue:43575", + "right": "issue:47145", + "accept": false, + "reason": "OOM on tensor-parallel model loading and missing FP8 weight_scale application are different problems." + }, + { + "left": "issue:42796", + "right": "issue:43441", + "accept": false, + "reason": "Tokenizer 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"issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Generic tokenizer-loading regression and ESM2-specific breakage are different issues." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import slowness vs unrecognized model/config parsing failure are unrelated." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "Kernel dependency API breakage and a model registration decorator bug are different code paths." + }, + { + "left": "issue:44871", + "right": "issue:47145", + "accept": false, + "reason": "EOS-token config inconsistency and FP8 weight-scale loading are unrelated model configuration/loading bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 44, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:36246", + "issue:41950", + "issue:42491", + "issue:42617", + "issue:42757", + "issue:42886", + "issue:43257", + "issue:43299", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43901", + "issue:43976", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44485", + "issue:44561", + "issue:44779", + "issue:44871", + "issue:45003", + "issue:45072", + "issue:45083", + "issue:45103", + "issue:45137", + "issue:45292", + "issue:45362", + "issue:45397", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:46132", + "issue:46399", + "issue:46506", + "issue:46614", + "issue:46655", + "issue:46665", + "issue:46726", + "issue:46752", + "issue:46821", + "issue:46829", + "issue:46851", + "issue:47217" + ], + "soft_pairs": [ + "issue:45083|issue:46851", + "issue:42617|issue:43976", + "issue:44297|issue:45397", + "issue:46399|issue:46851", + "issue:46655|issue:46726", + "issue:45003|issue:47217", + "issue:42491|issue:43299", + "issue:45072|issue:46829", + "issue:43540|issue:46752", + "issue:43526|issue:45003", + "issue:45103|issue:46399", + "issue:43531|issue:45362", + "issue:45561|issue:45563", + "issue:44246|issue:44871", + "issue:46614|issue:46665", + "issue:45003|issue:46821", + "issue:45588|issue:46851", + "issue:44295|issue:45397", + "issue:44336|issue:44485", + "issue:44242|issue:45593", + "issue:43550|issue:46506", + "issue:44561|issue:46399", + "issue:44779|issue:45292", + "issue:42886|issue:46132", + "issue:43901|issue:45003", + "issue:43257|issue:45137", + "issue:43540|issue:46655", + "issue:41950|issue:44220", + "issue:46726|issue:47217", + "issue:36246|issue:42757" + ], + "prepared_review_unit_hash": "1eea12f937a5abf882855f28265757d241752b65f87cc91682eea1f57bbe8a6f", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36567, + "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 mostly a set of unrelated Transformers bugs that only look similar at the keyword level (Qwen, loading, processors, Deepspeed, video, etc.). I do not see any soft pair that is clearly the same underlying bug/change, so no duplicate merges should be made from these links.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45003 is the broadest, most infrastructure-level report in the set and the closest thing to a cluster anchor because it explains several loose import/loading similarity hits; the others are mostly model- or subsystem-specific and do not line up as duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45003 is the best representative anchor for the cluster, but only as a broad loading/runtime regression bucket, not as a precise duplicate of the other reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45083", + "right": "issue:46851", + "accept": false, + "reason": "Both are Qwen-related, but one is a feature/helper behavior issue in qwen3_omni_moe and the other is a variable-length position_ids crash in Qwen3.5; different code paths." + }, + { + "left": "issue:42617", + "right": "issue:43976", + "accept": false, + "reason": "3d_parallel.py execution failure and a Python-version compatibility break are unrelated defects." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save metadata mismatch is not the same bug as gemma-4 ZeRO3/from_pretrained loading failure." + }, + { + "left": "issue:46399", + "right": "issue:46851", + "accept": false, + "reason": "Both involve Qwen3.5, but one is a missing decorator/registration crash and the other is a variable-length position_ids bug; not the same fix." + }, + { + "left": "issue:46655", + "right": "issue:46726", + "accept": false, + "reason": "Incorrect video padding in SmolVLM is unrelated to AutoProcessor backend-missing image-processor errors." + }, + { + "left": "issue:45003", + "right": "issue:47217", + "accept": false, + "reason": "sys.modules access in modeling_utils is a generic import-safety issue; VL placeholder handling in user text is a model prompting/input-parsing bug." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen3 MoE, but one is LoRA compatibility on hf4.x/hf5.x and the other is Qwen3VL MoE loading on dev main; not clearly the same concrete bug." + }, + { + "left": "issue:45072", + "right": "issue:46829", + "accept": false, + "reason": "bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel is unrelated to VideoPrism hidden_states/output packaging." + }, + { + "left": "issue:43540", + "right": "issue:46752", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError and empty-list chat-template IndexError are different input-validation failures." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to generic sys.modules access in modeling_utils." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "auto_docstring annotation parsing crash and Qwen3.5 kernel registration crash are different subsystems and failure modes." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Qwen3-MoE sliding_window handling and Qwen3.5 chat crash are distinct model/runtime issues." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "pytest-xdist file-race in testing utilities is unrelated to the stale num_return_sequences warning." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Missing load balancing loss and Gemma-3 eos_token_id config inconsistency affect different model behaviors and code paths." + }, + { + "left": "issue:46614", + "right": "issue:46665", + "accept": false, + "reason": "Stale phonemizer language state in Wav2Vec2 tokenizer is unrelated to inconsistent from_pretrained behavior inside Python classes." + }, + { + "left": "issue:45003", + "right": "issue:46821", + "accept": false, + "reason": "Generic modeling_utils sys.modules access and TimesFM window_size AttributeError do not describe the same defect." + }, + { + "left": "issue:45588", + "right": "issue:46851", + "accept": false, + "reason": "flash_attention sink-less s_aux handling and Qwen3.5 variable-length position_ids are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "position_ids buffer read error and gemma-4 ZeRO3 loading issue are separate bugs." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI coloring in loading_report and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Missing auxiliary loss when a flag is off in one model is not the same as missing load-balancing loss in another model." + }, + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to CPU/CUDA output differences in PPDocLayoutV3." + }, + { + "left": "issue:44561", + "right": "issue:46399", + "accept": false, + "reason": "Removal of is_torch_fx_available breaking trust_remote_code models is a different compatibility break than missing decorator registration in Qwen3.5." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Deepseek tokenizer output regression is not the same as resize_token_embeddings not updating output embeddings." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "HF_HUB_OFFLINE cache loading failure and AttentionInterface.register behavior change are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Deprecated docs wording in TextClassificationPipeline does not match the modeling_utils sys.modules safety issue." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Qwen3 MOE weight-conversion/loading problem and DeepSpeed ZeRO3 deque underflow are different failure modes." + }, + { + "left": "issue:43540", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-related, but one is Qwen3OmniMoe input processing and the other is SmolVLM padding calculation; not the same bug." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "video-classification pipeline choosing image processors and _torch_extract_fbank_features are different subsystems." + }, + { + "left": "issue:46726", + "right": "issue:47217", + "accept": false, + "reason": "Missing-vision-backend AutoProcessor error and VL placeholder handling in user text are not the same issue." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Missing Qwen2_5_VLImageProcessor import and missing huggingface_hub is_offline_mode import are unrelated import 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": 27, + "review_unit_index": 45, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:36246", + "issue:43295", + "issue:43352", + "issue:43475", + "issue:43526", + "issue:43596", + "issue:43653", + "issue:44038", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44242", + "issue:44295", + "issue:44351", + "issue:44368", + "issue:44451", + "issue:44466", + "issue:44479", + "issue:44623", + "issue:44749", + "issue:44857", + "issue:44877", + "issue:44977", + "issue:44987", + "issue:44995", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45459", + "issue:45561", + "issue:45588", + "issue:45600", + "issue:45701", + "issue:45759", + "issue:46170", + "issue:46369", + "issue:46506", + "issue:46655", + "issue:46726", + "issue:46752", + "issue:46894", + "issue:46897" + ], + "soft_pairs": [ + "issue:36246|issue:44351", + "issue:45375|issue:45759", + "issue:44479|issue:46655", + "issue:36246|issue:43596", + "issue:44451|issue:46752", + "issue:45292|issue:45701", + "issue:43295|issue:45292", + "issue:44162|issue:45200", + "issue:45137|issue:45600", + "issue:43352|issue:45250", + "issue:44466|issue:45335", + "issue:44295|issue:44749", + "issue:44060|issue:44077", + "issue:45003|issue:45561", + "issue:43475|issue:46369", + "issue:44877|issue:45375", + "issue:43526|issue:46897", + "issue:44987|issue:45459", + "issue:44242|issue:44857", + "issue:44995|issue:45200", + "issue:44479|issue:46170", + "issue:44038|issue:46506", + "issue:44623|issue:46726", + "issue:29870|issue:30333", + "issue:43526|issue:46894", + "issue:44877|issue:46170", + "issue:44995|issue:45588", + "issue:44368|issue:44977", + "issue:43653|issue:44162" + ], + "prepared_review_unit_hash": "95504622a52b30a232fc43c65c8c0f68225b0ba1ba56a146c674c5b4ee0a2b71", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36587, + "estimated_input_tokens": 9147, + "estimated_eval_tokens": 18550 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is over-mixed: most pairs are clearly unrelated issues that only share broad Transformers vocabulary. No soft edge looks like a true duplicate or mergeable PR pair.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 44479 is the best representative of the cluster\u2019s closest theme: a concrete multimodal runtime regression in a specific code path (video input handling), even though the surrounding cluster is too heterogeneous to be a true duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "44479 is the strongest single issue to use as a cluster representative because it is regression-shaped, concrete, and closest to several other multimodal/processor-related titles in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Different subsystems: Qwen2.5-VL image processor import vs HybridCache import failure." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Different bugs: missing config field vs AutoModelForCausalLM text_config unwrapping." + }, + { + "left": "issue:44479", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-related, but the concrete failures are different models and different code paths." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Unrelated errors: vision processor import vs DeepSpeed ZeRO3/BertModel index error." + }, + { + "left": "issue:44451", + "right": "issue:46752", + "accept": false, + "reason": "Model loading failure and empty chat-template handling are unrelated." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "Resize-token-embeddings bug is unrelated to tokenization-version changes." + }, + { + "left": "issue:43295", + "right": "issue:45292", + "accept": false, + "reason": "Processor.tokenizer regression is different from output embedding resize behavior." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaulting are separate issues." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "DeepSpeed deque crash and removed Sam3LiteText mapping references are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "Flash-Attn unsupported-model error is not the same as the generic Flash Attention topic." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Different tied-weight/serialization bug vs decoder embedding resize bug." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Position_ids buffer access error is unrelated to the performance slowdown report." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Tied-weights warning and optional post_init allowance are different config/model issues." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe sys.modules access and xdist file-race are unrelated bugs." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "SAM3 VisionEncoder attribute error and SAM3-LiteText memory overflow are different failures." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Strict config loading issue is unrelated to a missing vision config field." + }, + { + "left": "issue:43526", + "right": "issue:46897", + "accept": false, + "reason": "Label reduction bug and Florence2 double-shift training-loss bug are not the same defect." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Model load failure and tokenizer protobuf error masking are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "MoE load-balancing loss bug is unrelated to LwDetrImageLoss AMP crash." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "Stale cache on second forward pass is unrelated to Gemma 4 token-type defaults." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Video regression in Qwen multimodal models is unrelated to Windows/ROCm import failures." + }, + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "Qwen3-VL-Moe compatibility bug and CPU/CUDA result mismatch are different issues." + }, + { + "left": "issue:44623", + "right": "issue:46726", + "accept": false, + "reason": "Missing save_pretrained files and unrecognized image processor due to missing backend are different problems." + }, + { + "left": "issue:29870", + "right": "issue:30333", + "accept": false, + "reason": "BART generate UnboundLocalError and MLflow job status reporting are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:46894", + "accept": false, + "reason": "These share a training-loss theme, but the model families and concrete bug pattern are not the same." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Strict config loading and Windows/ROCm torch.distributed import issues are unrelated." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Second-forward cache bug and flash-attention s_aux None crash are different code paths." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Tied-word-embeddings warning and flash-attention generation failure do not match." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token bug and ESM2 breakage 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": 27, + "review_unit_index": 46, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:42199", + "issue:42886", + "issue:43065", + "issue:43408", + "issue:43475", + "issue:43540", + "issue:43646", + "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:44964", + "issue:45103", + "issue:45137", + "issue:45229", + "issue:45397", + "issue:45412", + "issue:45563", + "issue:45593", + "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", + "issue:47020", + "issue:47068", + "issue:47145" + ], + "soft_pairs": [ + "issue:42199|issue:46851", + "issue:43475|issue:43540", + "issue:45685|issue:46431", + "issue:45397|issue:45656", + "issue:46170|issue:46832", + "issue:42886|issue:45229", + "issue:45412|issue:46123", + "issue:43723|issue:46710", + "issue:43065|issue:43408", + "issue:43931|issue:44368", + "issue:44368|issue:45563", + "issue:44188|issue:46202", + "issue:43906|issue:46202", + "issue:45987|issue:46082", + "issue:46132|issue:47145", + "issue:44483|issue:46202", + "issue:44188|issue:46421", + "issue:45593|issue:47068", + "issue:46752|issue:47020", + "issue:45103|issue:46858", + "issue:44361|issue:44749", + "issue:43994|issue:46726", + "issue:44297|issue:44623", + "issue:43701|issue:44749", + "issue:43065|issue:46123", + "issue:44749|issue:45656", + "issue:43646|issue:44162", + "issue:44964|issue:45137" + ], + "prepared_review_unit_hash": "453fbb8a02888e1670cd9cc8b169665e97da6066480f4ad54b3c82ea59fdbd1f", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35660, + "estimated_input_tokens": 8915, + "estimated_eval_tokens": 18086 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly unrelated issue reports across different models/subsystems; I only see one true duplicate-like pair around `StaticCache.get_seq_length()` returning a Tensor instead of an int. No PRs are present.", + "confidence": 0.91, + "canonical_issue_reason": "issue:46858 is the best canonical issue because it states the concrete downstream breakage from the same `cache.get_seq_length()` type bug and gives the clearest code-path context; issue:45987 is the more general contract complaint.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46858 is the strongest representative overall: it is specific, reproducible, and ties the bad return type to a real failure in static-cache prefill/torch.compile paths.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42199", + "right": "issue:46851", + "accept": false, + "reason": "Different failures: DETR cardinality/background-class logic vs Qwen3.5 variable-length `position_ids` handling." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Both are model-specific runtime errors, but they affect different code paths and models (`Sam3VisionEncoderOutput` attr vs Qwen3OmniMoe video input validation)." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "Unrelated bugs: MPS histogram on `Int` in MoE vs missing chat template in a processor." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Both mention DeepSpeed, but one is a `from_pretrained` loading issue and the other is a training-step double-call bug." + }, + { + "left": "issue:46170", + "right": "issue:46832", + "accept": false, + "reason": "Different subsystems: Windows/ROCm import dependency issue vs RT-DETR feature-level mismatch in forward." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading and multi-GPU Gemma OOM are not the same bug." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "RT-DETR memory release on delete vs mask pipeline partial-batch result dropping are distinct issues." + }, + { + "left": "issue:43723", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer loading in v5 vs accuracy regression after upgrade; same area, different failure mode." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Both are SAM3-related, but one is a dummy layer in the pixel decoder and the other is a model-type mismatch warning." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Weight-shape mismatch on model load is unrelated to a `tie_word_embeddings` warning." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "A warning about tied embeddings is not the same as the stale `num_return_sequences` warning in paged generate." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "Attention-kernel divergence under `torch.compile` is a different code-path problem than Gemma pipeline roundtrip failure." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "The isolated reproduction of another issue is not the same bug as the Gemma pipeline roundtrip failure." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "`StaticCache.get_seq_length()` returning a Tensor is unrelated to LlamaConfig's `head_dim` validation." + }, + { + "left": "issue:46132", + "right": "issue:47145", + "accept": false, + "reason": "Behavior change in `AttentionInterface.register` is unrelated to FP8 compressed-tensors loading without `weight_scale`." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "Chat/completions request rejection and Gemma pipeline roundtrip failure are different bugs." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Different issues: kernel branching divergence vs cache lazy-init recompilation." + }, + { + "left": "issue:45593", + "right": "issue:47068", + "accept": false, + "reason": "D-FINE auxiliary-loss behavior and DeepSpeed loss host-sync are unrelated." + }, + { + "left": "issue:46752", + "right": "issue:47020", + "accept": false, + "reason": "Empty-list chat template crash vs XLMRobertaTokenizer passing a dict to Unigram are different tokenizer bugs." + }, + { + "left": "issue:45103", + "right": "issue:46858", + "accept": false, + "reason": "Auto-docstring failure under future annotations is unrelated to cache sequence-length typing." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer task-time AttributeError and a Transformers upgrade slowdown are not the same underlying bug." + }, + { + "left": "issue:43994", + "right": "issue:46726", + "accept": false, + "reason": "SigLIP2 bad outputs and missing-vision-backend processor errors are distinct." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Both involve save/pretrained flows, but one is tokenizer class metadata mismatch and the other is missing processor files; not the same concrete bug." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "Checkpoint key mismatch is unrelated to the reported performance regression." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "SAM3 pixel-decoder dummy layer and mask pipeline batch handling are unrelated." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Performance slowdown after upgrade is not the same as an optimizer-step double-call bug." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Custom model initialization breakage and ESM2 breakage are separate issues." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Phi-4 multimodal load failure and DeepSpeed ZeRO3 deque underflow are unrelated." + }, + { + "left": "issue:45987", + "right": "issue:46858", + "accept": true, + "reason": "Both describe the same root bug: `cache.get_seq_length()` returns a Tensor instead of an int, causing downstream static-cache arithmetic failures; issue:46858 is the more concrete manifestation." + } + ] + }, + "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": 27, + "review_unit_index": 47, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:36010", + "issue:39692", + "issue:41628", + "issue:42371", + "issue:42994", + "issue:43232", + "issue:43278", + "issue:43475", + "issue:43482", + "issue:43525", + "issue:43643", + "issue:43673", + "issue:43723", + "issue:43784", + "issue:43873", + "issue:44038", + "issue:44188", + "issue:44373", + "issue:44623", + "issue:44661", + "issue:44869", + "issue:44871", + "issue:44933", + "issue:44945", + "issue:45092", + "issue:45137", + "issue:45230", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45397", + "issue:45478", + "issue:45561", + "issue:45656", + "issue:46132", + "issue:46326", + "issue:46399", + "issue:46463", + "issue:46726", + "issue:46821", + "issue:46851", + "issue:46877", + "issue:47000", + "issue:47059", + "issue:47217" + ], + "soft_pairs": [ + "issue:42994|issue:43482", + "issue:43475|issue:43643", + "issue:43475|issue:46821", + "issue:44623|issue:45656", + "issue:43784|issue:46399", + "issue:44871|issue:46132", + "issue:46463|issue:46877", + "issue:44373|issue:46851", + "issue:45561|issue:47217", + "issue:39692|issue:46726", + "issue:28282|issue:30990", + "issue:44188|issue:46851", + "issue:43232|issue:43673", + "issue:45375|issue:45478", + "issue:46877|issue:47000", + "issue:43723|issue:46326", + "issue:44869|issue:45356", + "issue:41628|issue:44933", + "issue:45310|issue:45375", + "issue:42994|issue:43525", + "issue:45230|issue:45397", + "issue:44038|issue:44623", + "issue:43873|issue:44945", + "issue:36010|issue:41628", + "issue:42371|issue:45092", + "issue:44661|issue:47059", + "issue:43278|issue:45137" + ], + "prepared_review_unit_hash": "8a708b43e0a433582a2fde443859576cb997ee418288840d50c6592feb92700f", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 34879, + "estimated_input_tokens": 8720, + "estimated_eval_tokens": 17696 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a bundle of superficially similar but distinct Transformers bug reports (imports, generation, tokenizer, config, quantization, vision, and distributed-training edge cases). I don\u2019t see any soft pair that is safe to merge as a duplicate; the most representative issue is the active quantization/offloading report.", + "confidence": 0.72, + "canonical_issue_reason": "issue:43873 is the strongest representative: it is active, has the most discussion/inbound references, and describes a concrete runtime bug with a clear failure mode, making it a better cluster anchor than narrower one-off import/config errors.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best overall issue candidate because it is the most substantively discussed and broadly actionable bug report in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Both mention model/quantization-related failures, but one is about saving quantized models and the other about loading Qwen2.5-GGUF under v5; different code paths and failure modes." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "One is a SAM 3 Video missing-attribute crash, the other is a trust_remote_code AutoConfig field-loss issue; related theme, not the same bug." + }, + { + "left": "issue:43475", + "right": "issue:46821", + "accept": false, + "reason": "Both are AttributeError reports, but on different models and different missing fields; not the same underlying defect." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor save_pretrained file omission and DeepSpeed double optimizer step are unrelated bugs in different subsystems." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "These are different import/runtime failures in unrelated paths: sentence-transformers import with latest transformers vs Qwen3.5 kernel registration/decorator issue." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Gemma EOS-token config mismatch and AttentionInterface.register behavior change are distinct issues with no shared failing code path." + }, + { + "left": "issue:46463", + "right": "issue:46877", + "accept": false, + "reason": "One is an incorrect T5 decoder-input error message, the other is doc-lint output leaking at import time; different problems entirely." + }, + { + "left": "issue:44373", + "right": "issue:46851", + "accept": false, + "reason": "Wrong docstring text is a documentation issue, while the other is a real variable-length position_ids bug; not duplicates." + }, + { + "left": "issue:45561", + "right": "issue:47217", + "accept": false, + "reason": "pytest-xdist file-race in testing utils and VL image-placeholder handling are unrelated failures." + }, + { + "left": "issue:39692", + "right": "issue:46726", + "accept": false, + "reason": "Both touch vision/processor behavior, but one is a doc example with model/processor mismatch plus quantization failure, while the other is an AutoProcessor error message when a backend is missing." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "An import-time PyTorch dependency error is not the same as Sentence Transformers hanging during load." + }, + { + "left": "issue:44188", + "right": "issue:46851", + "accept": false, + "reason": "Different generation/attention bugs: torch.compile branch divergence vs position_ids variable-length input handling." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both involve generation internals, but one concerns sync_gpus/update_model_kwargs and the other a missing cache in chunked_prefill; different defects." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but one is a missing config field silently dropped by @strict and the other is a from_pretrained regression; not enough to treat as one bug." + }, + { + "left": "issue:46877", + "right": "issue:47000", + "accept": false, + "reason": "Docstring/doc-lint import noise is unrelated to RTDetrLoss infeasible cost-matrix crashes." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer loading in v5 and continue_final_message for mistral_common tokenizers are different tokenizer bugs with different symptoms." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Both concern tokenizer/codec behavior, but Whisper trailing replacement-character crash and Kimi-K2.5 codec regression are separate failure modes." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "AutoImageProcessor import failure and non-existent image_utils import are both import issues, but they are not the same missing symbol or code path." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "The first is a Qwen3.5 Moe from_pretrained regression; the second is a missing deepstack_visual_indexes config field. Same family, but not the same bug." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized model saving and Llama4Config missing pad_token_id are unrelated failures." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "A placeholder bug-report stub is not a meaningful duplicate of a gemma-4 zero3 from_pretrained issue." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe transformer incompatibility and processor.save_pretrained file loss are different code paths." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization/offloading behavior and pipeline-parallelism output correctness are distinct distributed-inference bugs." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors from transformers APIs, but for different symbols and different breaking changes." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 API guidance and remote-code checkpoint/meta-init incompatibility are unrelated." + }, + { + "left": "issue:44661", + "right": "issue:47059", + "accept": false, + "reason": "A model-registry/tokenizer mapping failure is not the same as a huggingface_hub CLI completion attribute error." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Training/eval dtype drift and a DeepSpeed ZeRO3 deque IndexError are separate 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": 27, + "review_unit_index": 48, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:41628", + "issue:42175", + "issue:42673", + "issue:42831", + "issue:42898", + "issue:42994", + "issue:43232", + "issue:43479", + "issue:43704", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43976", + "issue:44038", + "issue:44186", + "issue:44222", + "issue:44351", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44743", + "issue:44792", + "issue:44843", + "issue:44857", + "issue:44933", + "issue:44945", + "issue:45081", + "issue:45103", + "issue:45310", + "issue:45405", + "issue:45406", + "issue:45561", + "issue:45593", + "issue:45712", + "issue:45753", + "issue:45812", + "issue:46202", + "issue:46693", + "issue:46701", + "issue:46829", + "issue:46877", + "issue:47059", + "issue:47068", + "issue:47085" + ], + "soft_pairs": [ + "issue:45081|issue:45103", + "issue:42994|issue:43824", + "issue:44857|issue:46877", + "issue:45406|issue:46202", + "issue:46202|issue:46701", + "issue:45593|issue:46877", + "issue:41628|issue:44351", + "issue:44038|issue:45310", + "issue:43232|issue:44792", + "issue:44945|issue:45753", + "issue:44222|issue:45310", + "issue:45561|issue:47059", + "issue:42175|issue:44933", + "issue:44743|issue:47068", + "issue:45405|issue:46877", + "issue:30333|issue:33290", + "issue:42831|issue:44222", + "issue:42175|issue:45712", + "issue:42898|issue:44568", + "issue:44496|issue:45561", + "issue:42673|issue:43704", + "issue:43976|issue:44933", + "issue:43784|issue:43824", + "issue:30990|issue:35141", + "issue:44568|issue:47085", + "issue:44843|issue:47085", + "issue:43479|issue:46829", + "issue:44186|issue:47085", + "issue:42898|issue:45812", + "issue:42673|issue:46693", + "issue:44623|issue:45310", + "issue:43723|issue:44568" + ], + "prepared_review_unit_hash": "4e2448b29a3fb5caa60f4f53e03de2ac74651a6636ae362813c502e79f4279b1", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37285, + "estimated_input_tokens": 9322, + "estimated_eval_tokens": 18900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated transformer issues linked only by loose lexical similarity. The only clear duplicate pair is the repeated Qwen3ForCausalLM VRAM leak report.", + "confidence": 0.93, + "canonical_issue_reason": "issue:42673 is the best canonical issue: it is the earlier, more discussed report, and issue:43704 is an exact duplicate with the same title and symptom.", + "canonical_pr_reason": "No pull requests are present in the provided items, so there is no PR canonical candidate.", + "best_issue_reason": "issue:42673 is the strongest representative because it is an exact duplicate target for issue:43704 and has more discussion/inbound references than the later copy.", + "best_pr_reason": "No pull requests are present in the provided items, so there is no PR best candidate.", + "soft_edge_verdicts": [ + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Different bugs: Mistral regex/tokenizer loading crash vs auto-docstring future-annotations AttributeError." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized model saving failure and missing Qwen2_5_VLForConditionalGeneration import are unrelated." + }, + { + "left": "issue:44857", + "right": "issue:46877", + "accept": false, + "reason": "CUDA float16 loss crash vs auto_docstring stdout diagnostics at import time." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Gemma4Processor _tokenizer crash vs Gemma pipeline roundtrip tokenization issue." + }, + { + "left": "issue:46202", + "right": "issue:46701", + "accept": false, + "reason": "Roundtrip tokenization bug vs DiffusionGemma image-text-to-text pipeline failure; different code paths." + }, + { + "left": "issue:45593", + "right": "issue:46877", + "accept": false, + "reason": "D-FINE auxiliary-loss logic bug vs docstring import-time logging noise." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and likely different fixes." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Different Qwen model families and different from_pretrained failures; too broad to merge." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs update bug vs janus image generation test failure; not the same defect." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline-parallel LLM output corruption vs Qwen3_5 image infinite loop; different symptoms and likely causes." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 save_pretrained moe issue vs Qwen3.5 from_pretrained error; unrelated." + }, + { + "left": "issue:45561", + "right": "issue:47059", + "accept": false, + "reason": "pytest-xdist file race vs huggingface_hub CLI completion API break." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Packaging/backend dependency issue vs missing image_utils import; unrelated." + }, + { + "left": "issue:44743", + "right": "issue:47068", + "accept": false, + "reason": "Qwen3.5 recurrent-state reset bug vs deepspeed host synchronization concern; different code paths." + }, + { + "left": "issue:45405", + "right": "issue:46877", + "accept": false, + "reason": "Dependency version bump problem vs docstring stdout diagnostics." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLFlow reporting on failed training job vs deepspeed Adafactor OOM." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "FineGrainedFP8 accuracy regression vs FP8 save_pretrained moE bug." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Tensorflow backend packaging vs leftover dummy classes leaking into dir(transformers)." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer cleanup behavior change and mdeberta BOS/EOS regression are separate tokenizer bugs." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrecognized model/config issue vs pytest-xdist captured_info.txt race." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact duplicate reports of the same Qwen3ForCausalLM VRAM leak in multiple dataloader threads." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility issue vs image_utils import failure." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Sentence-transformers import NameError vs missing Qwen2_5_VLForConditionalGeneration export." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Loading hang in sentence-transformers vs embedding resize reinitialization bug." + }, + { + "left": "issue:44568", + "right": "issue:47085", + "accept": false, + "reason": "Tokenizer special-token regression vs tokenizer thread-safety regression; not the same bug." + }, + { + "left": "issue:44843", + "right": "issue:47085", + "accept": false, + "reason": "Mistral regex offline/hub-call bug vs fast tokenizer thread-safety regression." + }, + { + "left": "issue:43479", + "right": "issue:46829", + "accept": false, + "reason": "Phi4Multimodal config initialization bug vs VideoPrism hidden_states/output mismatch." + }, + { + "left": "issue:44186", + "right": "issue:47085", + "accept": false, + "reason": "LayoutLMv2Tokenizer NER/padding crash vs tokenizer thread-safety regression." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "clean_up_tokenization_spaces regression vs Granite token-ID regression; both tokenizer-related but distinct." + }, + { + "left": "issue:42673", + "right": "issue:46693", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM threads vs FA2 long-context performance regression." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Processor save_pretrained file omission vs Qwen3.5 from_pretrained error." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "AutoTokenizer loading issue in v5 vs mdeberta add_special_tokens BOS/EOS regression." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The canonical issue choice is supported by the packet: issue:42673 and issue:43704 have the same title/symptom, and 42673 is earlier with more discussion. The soft-edge rejections stay conservative, and there are no PRs in the provided items." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 49, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28282", + "issue:30333", + "issue:34689", + "issue:36331", + "issue:39692", + "issue:42222", + "issue:42673", + "issue:42796", + "issue:42831", + "issue:42898", + "issue:43116", + "issue:43295", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:43874", + "issue:44016", + "issue:44060", + "issue:44075", + "issue:44079", + "issue:44190", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44448", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44869", + "issue:44933", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45200", + "issue:45245", + "issue:45405", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:46077", + "issue:46123", + "issue:46132", + "issue:46231", + "issue:46909", + "issue:47059", + "issue:47085" + ], + "soft_pairs": [ + "issue:39692|issue:46909", + "issue:45600|issue:47059", + "issue:46077|issue:46123", + "issue:44016|issue:46231", + "issue:43479|issue:44869", + "issue:43479|issue:44079", + "issue:42673|issue:47085", + "issue:30333|issue:34689", + "issue:27957|issue:30333", + "issue:44060|issue:45125", + "issue:42898|issue:44779", + "issue:30333|issue:36331", + "issue:42898|issue:43295", + "issue:42898|issue:44448", + "issue:42222|issue:45200", + "issue:22355|issue:28282", + "issue:44295|issue:45656", + "issue:43874|issue:45092", + "issue:44734|issue:45103", + "issue:43116|issue:44190", + "issue:45405|issue:45712", + "issue:42796|issue:43723", + "issue:44448|issue:46132", + "issue:44222|issue:44297", + "issue:44075|issue:46231", + "issue:44933|issue:45712", + "issue:43479|issue:43644", + "issue:42831|issue:44623", + "issue:45245|issue:46132", + "issue:44297|issue:45656" + ], + "prepared_review_unit_hash": "6f54c5f7a8055ecfd67db8a49648ac7faa6646ddfdc78e7b38c964ce3e335195", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36677, + "estimated_input_tokens": 9170, + "estimated_eval_tokens": 18596 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose embedding neighborhood of unrelated issues. I would not merge any soft pairs; most share only a broad subsystem or generic regression/doc patterns, not the same underlying bug.", + "confidence": 0.88, + "canonical_issue_reason": "issue:42898 is the broadest representative of the cluster\u2019s recurring v5/tokenization regression theme, but it still isn\u2019t a true duplicate umbrella for the rest.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42898 best represents the closest shared theme among several tokenizer/v5 regression reports, even though the cluster remains too heterogeneous for duplicate consolidation.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39692", + "right": "issue:46909", + "accept": false, + "reason": "Both are documentation-example problems, but they affect different examples/models and describe different failure modes." + }, + { + "left": "issue:45600", + "right": "issue:47059", + "accept": false, + "reason": "One is a broken auto-mapping/CI issue; the other is a CLI incompatibility with a dependency update. No shared underlying bug." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Different code paths: Gemma4 attention-mask construction vs. mask-generation pipeline batching logic." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "A notebook syntax error and a docstring parameter-name mismatch are unrelated documentation issues." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Different model families and failures: multimodal config defaults vs. Whisper timestamp decoding." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Config initialization bug and ModelOutput key-assignment bug are distinct code paths." + }, + { + "left": "issue:42673", + "right": "issue:47085", + "accept": false, + "reason": "Both mention threading, but one is a Qwen VRAM leak and the other is tokenizer thread-safety; not the same fix." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLflow reporting on failed jobs is unrelated to a model-loading regression." + }, + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention support for XLM-Roberta is unrelated to MLflow job reporting." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Both concern Qwen3 variants, but one is a tied-weights warning and the other is missing tensor-parallel metadata." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but the concrete bugs differ: cleanup-space behavior vs. Deepseek tokenization correctness." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "Training-job MLflow reporting and CustomTrainer loss signature mismatch are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Both are v5 regressions involving tokenization/processor APIs, but they are different breaking changes with different fixes." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Both report v5 output changes, but Pegasus generation drift is not the same issue as tokenization-space cleanup behavior." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Both involve multimodal models, but one is a broad VitPose breakage and the other is a Gemma 4 fine-tuning default issue." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Different import failures caused by different missing dependencies; not the same bug." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Buffer access errors and deepspeed double-stepping are unrelated." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Both touch multimodal loading, but one is a missing processor method and the other is remote-code checkpoint/meta-init incompatibility." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "KV-cache indexing crash in serving is unrelated to the auto-docstring annotation crash." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Example-script classification output and local dataset loading failures are different issues." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "A version-pin mismatch and leftover dummy-class cleanup are unrelated maintenance problems." + }, + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "Tokenizer BPE-marker handling and tokenizer loading/import issues are different failure modes." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Pegasus v4/v5 output drift is unrelated to AttentionInterface.register behavior changes." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "Both involve save_pretrained, but model FP8 serialization and tokenizer config mismatch are not the same bug." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "Optimizer argument handling and a documentation parameter-name typo are unrelated." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "A missing import from image_utils and dummy-class cleanup/dir leakage are separate issues." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Multimodal config defaults and non-persistent buffer initialization junk are distinct regressions." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "Fine-grained FP8 accuracy and processor.save_pretrained missing files are unrelated." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-cardinality runtime limits and attention registration behavior changes are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer save metadata and optimizer stepping under deepspeed 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": 27, + "review_unit_index": 50, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:30990", + "issue:38175", + "issue:41628", + "issue:42757", + "issue:42831", + "issue:42907", + "issue:43122", + "issue:43232", + "issue:43475", + "issue:43504", + "issue:43723", + "issue:43824", + "issue:43986", + "issue:44190", + "issue:44222", + "issue:44263", + "issue:44279", + "issue:44295", + "issue:44297", + "issue:44327", + "issue:44360", + "issue:44373", + "issue:44484", + "issue:44485", + "issue:44623", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45310", + "issue:45357", + "issue:45834", + "issue:46050", + "issue:46082", + "issue:46209", + "issue:46305", + "issue:46328", + "issue:46369", + "issue:46424", + "issue:46431", + "issue:46614", + "issue:46655", + "issue:46726", + "issue:46762", + "issue:46909", + "issue:46932", + "issue:47059" + ], + "soft_pairs": [ + "issue:46209|issue:46431", + "issue:44222|issue:44623", + "issue:44373|issue:44485", + "issue:43723|issue:44977", + "issue:44297|issue:45310", + "issue:41628|issue:42757", + "issue:43122|issue:46209", + "issue:43504|issue:47059", + "issue:46614|issue:46932", + "issue:44360|issue:46762", + "issue:45071|issue:46082", + "issue:44222|issue:44484", + "issue:43232|issue:45834", + "issue:44190|issue:46082", + "issue:30990|issue:38175", + "issue:43232|issue:46424", + "issue:44327|issue:47059", + "issue:44263|issue:45092", + "issue:44295|issue:44623", + "issue:43475|issue:46305", + "issue:44263|issue:44373", + "issue:42907|issue:46050", + "issue:45092|issue:45357", + "issue:46369|issue:46909", + "issue:46305|issue:46655", + "issue:44279|issue:46328", + "issue:22355|issue:27957", + "issue:43986|issue:46726", + "issue:42831|issue:45310", + "issue:44263|issue:44360", + "issue:41628|issue:43824" + ], + "prepared_review_unit_hash": "428d3234d5380fbff178139035796b31abc1cd11ac18abf1e1ba45866ec73f47", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36595, + "estimated_input_tokens": 9149, + "estimated_eval_tokens": 18554 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is heterogeneous; none of the soft pairs are close enough to treat as true duplicates. The nearest theme is AutoProcessor/vision-backend loading errors, but even there the reports differ in concrete failure mode and context.", + "confidence": 0.77, + "canonical_issue_reason": "issue:46726 is the most broadly phrased, library-level bug report in the set and most clearly captures a reusable failure mode around AutoProcessor/backend availability.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46726 is the strongest representative issue because it is concise, generic, and actionable without being tied to one model family or a one-off workaround.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 inference-on-B200 and missing chat-template errors are unrelated bugs in different subsystems." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Both mention save_pretrained, but one is about FP8 MoE serialization and the other about missing processor files; different defects." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "A docstring mistake and a GLM-5 RoPE implementation discussion are not the same underlying bug." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "AutoTokenizer v5 loading issues and Qwen3.5 flash-attention generation problems are distinct code paths." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch is different from a Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Missing AutoImageProcessor import and missing is_offline_mode import are unrelated dependency/version issues." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer behavior changes across versions are unrelated to FP8 inference failures." + }, + { + "left": "issue:43504", + "right": "issue:47059", + "accept": false, + "reason": "A legacy field in Beit semantic segmentation loading is not the same bug as a CLI compatibility break with huggingface_hub." + }, + { + "left": "issue:46614", + "right": "issue:46932", + "accept": false, + "reason": "Stale phonemizer backend state and Gemma4 quantized dtype casting are different problems." + }, + { + "left": "issue:44360", + "right": "issue:46762", + "accept": false, + "reason": "Missing ReLU in a DSA indexer and numerical differences in Minimax attention are not the same defect." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "Both involve config handling, but type-checking breakage and head_dim divisibility validation are separate issues." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 MoE save/load bugs and the max_shard_size default question are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation kwargs handling after sync_gpus is unrelated to long-input OCR indexing errors." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "A local dataset loading problem in a training script does not match a LlamaConfig validation issue." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence Transformers loading stalls and zero-probability outputs from siglip2 are different bugs." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "These are both generation/cache related at a high level, but they affect different code paths and settings." + }, + { + "left": "issue:44327", + "right": "issue:47059", + "accept": false, + "reason": "QA top_k bounds handling and a CLI/library version incompatibility are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "GlmMoeDsaIndexer split semantics and InternVL2 meta-init incompatibility are different failures." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "A position_ids buffer access error and processor save_pretrained missing files are different bugs." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "A missing attribute on Sam3VisionEncoderOutput and a sliding-window off-by-one are not the same underlying bug." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "A DSA indexer tensor split issue and a docstring problem do not describe the same defect." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Both are about save/load after quantization, but they involve different models and failure modes; too broad to merge." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Remote-code/meta-init incompatibility for InternVL2 is distinct from Qwen3.5 visual key serialization regression." + }, + { + "left": "issue:46369", + "right": "issue:46909", + "accept": false, + "reason": "A runtime memory overflow and a broken documentation example are unrelated." + }, + { + "left": "issue:46305", + "right": "issue:46655", + "accept": false, + "reason": "An off-by-one in sliding-window masking and incorrect video padding calculation are separate processor bugs." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "A general dependency issue and an inefficient pad implementation are not the same underlying problem." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "Missing transformers.onnx module import and XLMRoberta flash-attention support are unrelated." + }, + { + "left": "issue:43986", + "right": "issue:46726", + "accept": false, + "reason": "Both involve AutoProcessor and missing vision dependencies, but one is a video-model crash and the other is an unrecognized image-processor error; not clearly the same concrete bug." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy issues and Qwen3.5 MoE loading errors are different problems." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Missing ReLU in the DSA indexer and torch.split return-value concerns are distinct implementation issues." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "AutoImageProcessor import failure and Qwen2.5-VL import failure are different symbol-loading problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 51, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28218", + "issue:30990", + "issue:33357", + "issue:39379", + "issue:39401", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43540", + "issue:43576", + "issue:43644", + "issue:43646", + "issue:43756", + "issue:43784", + "issue:43986", + "issue:44038", + "issue:44060", + "issue:44188", + "issue:44261", + "issue:44373", + "issue:44483", + "issue:44568", + "issue:44829", + "issue:44964", + "issue:45092", + "issue:45278", + "issue:45381", + "issue:45406", + "issue:45593", + "issue:45600", + "issue:45753", + "issue:46002", + "issue:46172", + "issue:46305", + "issue:46369", + "issue:46402", + "issue:46909", + "issue:47059", + "issue:47217" + ], + "soft_pairs": [ + "issue:45381|issue:46305", + "issue:43408|issue:46402", + "issue:44964|issue:47059", + "issue:44483|issue:45406", + "issue:44829|issue:46002", + "issue:42831|issue:44038", + "issue:22355|issue:28218", + "issue:44261|issue:45092", + "issue:43576|issue:43784", + "issue:43784|issue:45600", + "issue:44188|issue:44373", + "issue:43644|issue:46305", + "issue:42831|issue:45753", + "issue:39401|issue:44568", + "issue:43756|issue:44060", + "issue:43986|issue:47217", + "issue:42796|issue:43122", + "issue:42886|issue:42994", + "issue:42757|issue:45278", + "issue:39379|issue:46172", + "issue:43408|issue:46369", + "issue:42886|issue:43066", + "issue:27957|issue:30990", + "issue:45381|issue:46909", + "issue:43540|issue:46909", + "issue:43232|issue:45593", + "issue:43646|issue:46002", + "issue:30990|issue:33357", + "issue:42907|issue:44964" + ], + "prepared_review_unit_hash": "586f5b88914cc335dee9811ace6d111efa9097c26f48fa52f53962a6610895ee", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36006, + "estimated_input_tokens": 9002, + "estimated_eval_tokens": 18260 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are mostly unrelated; many are tokenizer, model-loading, or version-regression reports in the same ecosystem, but the titles do not show the same concrete bug. I would not merge any of the soft pairs.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45278 is the broadest representative of the only near-duplicate theme here: import breakage after upgrading Transformers, which can subsume more specific import errors like issue:42757.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best standalone issue because it describes a wider, user-facing regression after version upgrade and is likely the most useful anchor for triage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Different bugs in different subsystems: Qwen2.5-VL video position ids vs MoonshineStreaming sliding-window masking." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "Both touch SAM3, but one is a model-type warning and the other is missing text-encoder weights; not the same failure." + }, + { + "left": "issue:44964", + "right": "issue:47059", + "accept": false, + "reason": "Phi-4 multimodal load failure and a Hugging Face Hub CLI test regression are unrelated." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "API request rejection in /v1/chat/completions is unrelated to a Gemma4Processor attribute crash in transformers serve." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Different symptoms and likely different code paths: flash_attention_3 training collapse vs NaNs at checkout/init." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "One is a FineGrainedFP8 accuracy problem; the other is a Qwen3-VL-Moe issue under Transformers 5.0." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Missing transformers.onnx import and tokenizer added-space behavior are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "RMS norm epsilon precision mismatch in MLA is not the same as meta-initialization incompatibility for old InternVL2 checkpoints." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Broken transformers env command and sentence-transformers import NameError are separate failures." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Import-time NameError in sentence-transformers is unrelated to stale auto_mappings references breaking CI." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Torch.compile branching in attention kernels is unrelated to a docstring typo." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Non-persistent buffer initialization junk is unrelated to a streaming sliding-window off-by-one." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "FineGrainedFP8 accuracy regression and Qwen3_5 image infinite loop are different bugs." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different behaviors (offset mapping vs add_special_tokens BOS/EOS)." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Smollm3 RoPE-layer dropping and Qwen3-Next tied-weights warning are distinct model-configuration issues." + }, + { + "left": "issue:43986", + "right": "issue:47217", + "accept": false, + "reason": "AutoProcessor missing torchvision crash is different from VL image-placeholder handling in user text." + }, + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "Tokenizer BPE-marker handling and version-to-version tokenization drift are similar in theme but not clearly the same bug or model." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline tokenizer cache loading and quantized model saving are unrelated." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "42757 is one specific missing import; 45278 is a broader import-regression report. Related, but not clearly the same concrete bug." + }, + { + "left": "issue:39379", + "right": "issue:46172", + "accept": false, + "reason": "Incorrect masked-out mask handling in mllama is unrelated to the deepseek-v4 tensor transpose bug." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "SAM3 type warning/loading mismatch and memory overflow in sam3-litetext are different failure modes." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache loading and wrong tokenizer decoder type in v5 are different issues." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to Sentence Transformers hanging on load." + }, + { + "left": "issue:45381", + "right": "issue:46909", + "accept": false, + "reason": "Qwen2.5-VL video position ids and a broken DIA documentation example are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:46909", + "accept": false, + "reason": "Video-input processing ValueError in Qwen3OmniMoe is unrelated to a documentation example problem." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwargs after sync_gpus and D-FINE auxiliary-loss behavior are unrelated code paths." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Non-persistent buffer junk on v5.0.0 is unrelated to NaNs in classification heads after checkout/init." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Sentence Transformers loading hangs and MacOS bus errors with a CLIP model are different problems." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Saving dequantized Ministral/Devstral models and loading Phi-4 multimodal instruct 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": 27, + "review_unit_index": 52, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:29159", + "issue:36296", + "issue:39401", + "issue:41628", + "issue:42175", + "issue:42371", + "issue:42757", + "issue:42907", + "issue:43116", + "issue:43122", + "issue:43278", + "issue:43329", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43824", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44117", + "issue:44222", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44488", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44938", + "issue:44945", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45290", + "issue:45478", + "issue:46172", + "issue:46326", + "issue:46614", + "issue:46762", + "issue:47059" + ], + "soft_pairs": [ + "issue:43329|issue:47059", + "issue:42907|issue:44945", + "issue:44295|issue:44297", + "issue:43976|issue:44945", + "issue:39401|issue:44488", + "issue:43122|issue:46326", + "issue:44625|issue:44829", + "issue:39401|issue:44521", + "issue:41628|issue:45278", + "issue:44117|issue:44704", + "issue:42371|issue:44263", + "issue:42907|issue:43937", + "issue:22355|issue:29159", + "issue:43122|issue:44521", + "issue:44704|issue:45290", + "issue:43408|issue:43475", + "issue:42907|issue:43452", + "issue:44360|issue:44485", + "issue:46172|issue:46762", + "issue:44038|issue:44297", + "issue:43824|issue:44351", + "issue:43116|issue:45200", + "issue:45216|issue:45478", + "issue:44038|issue:44295", + "issue:44038|issue:44222", + "issue:43122|issue:44779", + "issue:39401|issue:46614", + "issue:22355|issue:29127", + "issue:43278|issue:44945", + "issue:42175|issue:44938", + "issue:42757|issue:44351", + "issue:36296|issue:43116" + ], + "prepared_review_unit_hash": "6795b0693b65375896ad137402f2ea17fcdef95e4c742457b9fac8dc3af0de56", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36434, + "estimated_input_tokens": 9109, + "estimated_eval_tokens": 18474 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated Transformers issues. The only recurring surface themes are tokenizer regressions and import/export failures, but none of the soft pairs look like the same concrete bug or change, so no soft edges are accepted.", + "confidence": 0.68, + "canonical_issue_reason": "issue:43122 is the broadest representative of the strongest recurring theme here: tokenizer behavior regressions across versions. It is more central to the soft-similarity candidates than the very specific model- or environment-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43122 is the best single issue to anchor this noisy cluster because it captures the most general and repeated symptom class among the candidates (tokenization changes/regressions).", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43329", + "right": "issue:47059", + "accept": false, + "reason": "Multimodal token counting/video processor bug vs a CLI completion regression from huggingface_hub; different subsystems and failure modes." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals is unrelated to incorrect output under pipeline parallelism." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Buffer access for position_ids vs tokenizer_class mismatch on save_pretrained; not the same bug." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version compatibility issue vs pipeline-parallel output corruption; unrelated." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Qwen3 offset_mapping bug and loading cjvt/sleng-bert are both tokenizer-adjacent but not the same underlying issue." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "Both involve tokenization, but one is a cross-version regression and the other is a mistral_common chat-template edge case; not the same defect." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "num_labels propagation in Qwen3.5 is unrelated to flash_attention_3 training degeneration." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Wrong offset_mapping and zero assistant_masks are different tokenizer/template bugs with no clear shared code-path." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "A specific missing AutoImageProcessor import is not the same concrete bug as a broad report of many import errors." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None and AutoProcessor kwargs not reaching cached_file are different from-pretrained path problems." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TensorFlow backend packaging and a GlmMoeDsaIndexer tensor split issue are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Model save/dequantization failure vs invalid GenerationConfig; different code paths." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "Missing transformers.onnx module and slow/fast tokenizer inconsistency are unrelated." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Generic tokenizer regression across versions vs multimodal assistant_mask generation; not the same bug." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "AutoProcessor kwargs forwarding and chat-template crashes on tool-call messages are different issues." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "SAM3 tracker model warning and missing fpn_position_embeddings in video vision output are separate SAM3 bugs." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Dequantized save failure is not the same as gguf_file breaking from_pretrained loading." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "DSA indexer activation placement and GLM-5 RoPE implementation are unrelated architecture questions." + }, + { + "left": "issue:46172", + "right": "issue:46762", + "accept": false, + "reason": "Deepseek-v4 dtype/transpose bug and Minimax numerical mismatch are model-specific and distinct." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe import/model issue and tokenizer save_pretrained class mismatch do not describe the same bug." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Two import errors, but for different symbols and likely different causes; too broad to treat as one bug." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Example script returning empty labels and Gemma 4 mm_token_type_ids defaulting are unrelated." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen3.5 regressions, but one is save_pretrained checkpoint corruption and the other is from_pretrained loading failure; not enough evidence of one concrete bug." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe import failure and position_ids buffer access error are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Qwen3-VL-Moe import/load issue and FP8 save_pretrained moe issue are different model bugs." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Different tokenization regression reports, but on different models and with different symptoms; not the same code-path problem." + }, + { + "left": "issue:39401", + "right": "issue:46614", + "accept": false, + "reason": "Qwen3 tokenizer offset mapping and Wav2Vec2 phonemizer language state are unrelated tokenizer internals." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "onnx import missing vs LayoutLMv3 error-message clarity; unrelated." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Embedding dtype drift in eval vs pipeline parallel output corruption are not the same bug." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Backend dependency packaging and Python 3.14 load failure are different environment issues." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but one is huggingface_hub and the other is transformers; not the same underlying defect." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor parallel training bug and empty multi-label example output 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": 27, + "review_unit_index": 53, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:28348", + "issue:38617", + "issue:39379", + "issue:42371", + "issue:42673", + "issue:42898", + "issue:43066", + "issue:43116", + "issue:43232", + "issue:43493", + "issue:43611", + "issue:43618", + "issue:43825", + "issue:43874", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44075", + "issue:44188", + "issue:44355", + "issue:44483", + "issue:44485", + "issue:44610", + "issue:44625", + "issue:44779", + "issue:44936", + "issue:44995", + "issue:45072", + "issue:45083", + "issue:45278", + "issue:45357", + "issue:45446", + "issue:45478", + "issue:45753", + "issue:46002", + "issue:46231", + "issue:46328", + "issue:46614", + "issue:46640", + "issue:46697", + "issue:46710", + "issue:46726", + "issue:46829", + "issue:46877", + "issue:46909", + "issue:46981", + "issue:47217" + ], + "soft_pairs": [ + "issue:39379|issue:43232", + "issue:43493|issue:45753", + "issue:44188|issue:46328", + "issue:46231|issue:46877", + "issue:28348|issue:46640", + "issue:42898|issue:46614", + "issue:44483|issue:47217", + "issue:43611|issue:46002", + "issue:43937|issue:44485", + "issue:43976|issue:45446", + "issue:38617|issue:45278", + "issue:45357|issue:45478", + "issue:42673|issue:45072", + "issue:44995|issue:46697", + "issue:44625|issue:46002", + "issue:43066|issue:44779", + "issue:43116|issue:43493", + "issue:45083|issue:45446", + "issue:44038|issue:45478", + "issue:44610|issue:46909", + "issue:44075|issue:44936", + "issue:44355|issue:46231", + "issue:43618|issue:46829", + "issue:43066|issue:46710", + "issue:43116|issue:43825", + "issue:46726|issue:46981", + "issue:42371|issue:43874" + ], + "prepared_review_unit_hash": "5a22c058a858bf51aa3f703280723dda44cdd0ed68946c92c88149ec10c823a3", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 34932, + "estimated_input_tokens": 8733, + "estimated_eval_tokens": 17722 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft-similarity pairs mostly share a vague theme (Transformers v5 regressions, model-specific bugs, or doc/import issues) but not the same concrete bug or code path. I would not merge any pair as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "issue:45278 is the best umbrella-style representative because it is the broadest regression report in the set and most plausibly captures the general \u2018imports broke after upgrade\u2019 theme, even though the cluster is not actually one duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most suitable single issue to anchor this noisy cluster since it is broad, user-facing, and closer to an overarching regression than the other very specific model/documentation reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39379", + "right": "issue:43232", + "accept": false, + "reason": "Different bugs: mllama masked-out mask handling vs generation kwargs after sync_gpus." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Different model paths and symptoms: SigLIP2 implementation mismatch vs Qwen3_5 infinite-loop on one image." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "Unrelated areas: attention kernel branching under torch.compile vs feature extractor padding performance." + }, + { + "left": "issue:46231", + "right": "issue:46877", + "accept": false, + "reason": "One is a docs parameter mismatch, the other is import-time stderr/stdout noise; not the same bug." + }, + { + "left": "issue:28348", + "right": "issue:46640", + "accept": false, + "reason": "Both mention Flash Attention 2, but one is GPT2 support and the other is an unspecified issue; not enough evidence of the same concrete fix." + }, + { + "left": "issue:42898", + "right": "issue:46614", + "accept": false, + "reason": "Tokenization v5 behavior change vs stale phonemizer backend state are different problems." + }, + { + "left": "issue:44483", + "right": "issue:47217", + "accept": false, + "reason": "Different request-validation failures: chat/completions rejection vs VL image-placeholder handling." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Loading with base_model_prefix vs NaNs in classification heads are unrelated code paths." + }, + { + "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." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Different regression classes: Python version compatibility vs a PyTorch-version guard for AuxRequest import." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "45278 is a broad import-regression umbrella, but 38617 is a specific missing symbol; not the same underlying bug." + }, + { + "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." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in dataloader threads vs dtype mismatch in bfloat16 inference are different issues." + }, + { + "left": "issue:44995", + "right": "issue:46697", + "accept": false, + "reason": "Stale indexer cache crash on second forward pass vs image over-padding; no shared bug." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "num_labels propagation in Qwen3.5 is unrelated to NaNs in classification heads." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Tokenizer decoder type mismatch vs DeepSeek tokenizer regression are related in theme only, not the same defect." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Example script empty multi-label results vs SigLIP2 implementation discrepancy are unrelated." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Feature-length helper behavior in qwen3_omni_moe vs flex_attention import guard are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen3.5/5.x regressions, but one is a model bug and the other is a from_pretrained loading error." + }, + { + "left": "issue:44610", + "right": "issue:46909", + "accept": false, + "reason": "Processor/model input-size mismatch vs broken documentation example; different artifacts and fixes." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Optimizer SGD args ignored vs trainer.evaluate after train are separate training-loop issues." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled Python file execution errors vs documentation parameter typo; unrelated." + }, + { + "left": "issue:43618", + "right": "issue:46829", + "accept": false, + "reason": "Both involve model outputs, but they are different models and different output-field bugs." + }, + { + "left": "issue:43066", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer decoder-type regression vs accuracy regression on DeepSeek-R1 are not the same code path." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Example script classification output bug vs pipeline translation-task message regression are unrelated." + }, + { + "left": "issue:46726", + "right": "issue:46981", + "accept": false, + "reason": "Missing vision backend error vs repeated HTTP 429 retries in AutoProcessor.from_pretrained are different failure modes." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 settings API guidance vs missing image-patch method in GLM46V 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": 27, + "review_unit_index": 54, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:33453", + "issue:39379", + "issue:39401", + "issue:42222", + "issue:42617", + "issue:42673", + "issue:42796", + "issue:43064", + "issue:43208", + "issue:43441", + "issue:43450", + "issue:43673", + "issue:43688", + "issue:43824", + "issue:43827", + "issue:43937", + "issue:43986", + "issue:43992", + "issue:44117", + "issue:44263", + "issue:44291", + "issue:44380", + "issue:44410", + "issue:44466", + "issue:44704", + "issue:44779", + "issue:44977", + "issue:45071", + "issue:45081", + "issue:45092", + "issue:45310", + "issue:45341", + "issue:45405", + "issue:45446", + "issue:45563", + "issue:45588", + "issue:45632", + "issue:46002", + "issue:46077", + "issue:46328", + "issue:46512", + "issue:46752", + "issue:46762", + "issue:46894", + "issue:46897", + "issue:46981", + "issue:47000", + "issue:47116" + ], + "soft_pairs": [ + "issue:43992|issue:44704", + "issue:42673|issue:42796", + "issue:46328|issue:47116", + "issue:43827|issue:45446", + "issue:39379|issue:43688", + "issue:33453|issue:39401", + "issue:43824|issue:46981", + "issue:43673|issue:46328", + "issue:45092|issue:46762", + "issue:43064|issue:43673", + "issue:44291|issue:45071", + "issue:45405|issue:45446", + "issue:43937|issue:45563", + "issue:44117|issue:45588", + "issue:42222|issue:47000", + "issue:44263|issue:46762", + "issue:42222|issue:43441", + "issue:44380|issue:46077", + "issue:44466|issue:46002", + "issue:42222|issue:46752", + "issue:39379|issue:46897", + "issue:43937|issue:44977", + "issue:44117|issue:45081", + "issue:42617|issue:45341", + "issue:45071|issue:46512", + "issue:43450|issue:43986", + "issue:39401|issue:44779", + "issue:43208|issue:46894", + "issue:45632|issue:46981", + "issue:44410|issue:45310" + ], + "prepared_review_unit_hash": "bc5ef7f86a009a055759387c46ff989b5b779528f4a12358ba3b4ad24307abd6", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36552, + "estimated_input_tokens": 9138, + "estimated_eval_tokens": 18532 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: most items are unrelated standalone bugs spanning tokenizers, model loading, training, generation, and docs. I rejected all soft edges because none look like the same underlying bug/change.", + "confidence": 0.93, + "canonical_issue_reason": "If one issue must represent the cluster, issue 39401 is the cleanest single bug report: it is specific, reproducible, and tightly scoped to a concrete tokenizer symptom (wrong offset_mapping).", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 39401 is the most actionable representative because it names a precise failure mode and likely root area, unlike the broader regression or framework-level reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Different subsystems: UMT5 encoder weight loading vs AutoProcessor/cached_file kwargs plumbing." + }, + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM is unrelated to Ministral tokenizer BPE-marker handling." + }, + { + "left": "issue:46328", + "right": "issue:47116", + "accept": false, + "reason": "Feature-extractor padding performance issue vs streaming pipeline regression; different code paths." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs mentioning removed pipeline() APIs is unrelated to a flex_attention version check bug." + }, + { + "left": "issue:39379", + "right": "issue:43688", + "accept": false, + "reason": "Different models and failures: mllama mask logic vs MoE auxiliary-loss normalization." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Generic tokenizer-loading regression is too broad to be the same as Qwen3 offset_mapping correctness." + }, + { + "left": "issue:43824", + "right": "issue:46981", + "accept": false, + "reason": "ImportError for Qwen2_5_VL class is unrelated to repeated HTTP 429 retries in AutoProcessor." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Generation cache bug and feature-extractor padding performance are unrelated." + }, + { + "left": "issue:45092", + "right": "issue:46762", + "accept": false, + "reason": "Meta-initialization incompatibility for old InternVL2 checkpoints is unrelated to Minimax MSA numerical differences." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Distributed optimizer-state corruption is a different training bug from missing generation cache in chunked prefill." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Both involve v5/meta-init themes, but one is an init_empty_weights argument mismatch and the other is a PretrainedConfig typing regression." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "PEFT version bump issue is unrelated to the flex_attention import version check." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Invalid GenerationConfig and stale num_return_sequences warning are distinct generation issues." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping None handling is unrelated to flash_attention crash on sink-less models." + }, + { + "left": "issue:42222", + "right": "issue:47000", + "accept": false, + "reason": "vitpose import/breakage is unrelated to RTDetrLoss infeasible cost-matrix failure." + }, + { + "left": "issue:44263", + "right": "issue:46762", + "accept": false, + "reason": "torch.split return handling in GlmMoeDsaIndexer is unrelated to Minimax attention numerics." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "Different model families and failures: vitpose breakage vs Ministral FlashAttention generation bug." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "Both are attention-related, but GPT2 scaling and Gemma4 bidirectional mask construction are different bugs." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Serialization of lm_head.weight by device is unrelated to NaNs in classification heads after checkout/init." + }, + { + "left": "issue:42222", + "right": "issue:46752", + "accept": false, + "reason": "vitpose model breakage is unrelated to empty-list apply_chat_template crash." + }, + { + "left": "issue:39379", + "right": "issue:46897", + "accept": false, + "reason": "mllama masked-out mask handling is not the same as Florence2 training-loss double-shift." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "Invalid GenerationConfig for GLM-5 is unrelated to Qwen3.5 FlashAttention generation failure." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer mapping None bug is different from Mistral regex patch crashing on backend_tokenizer absence." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "3d_parallel.py execution failure is unrelated to a small testing_utils.py bug." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "PretrainedConfig type checking regression is unrelated to stale config.dtype after from_config(dtype=...)." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Batched video processor shape bug and missing-torchvision AutoProcessor crash are different problems." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer bugs, but different models and symptoms: Qwen3 offset_mapping vs Deepseek tokenization output regression." + }, + { + "left": "issue:43208", + "right": "issue:46894", + "accept": false, + "reason": "xLSTM training blockers are unrelated to CohereASR training-loss double-shift." + }, + { + "left": "issue:45632", + "right": "issue:46981", + "accept": false, + "reason": "Local trust_remote_code cache collisions are unrelated to AutoProcessor retry behavior on HTTP 429." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Missing qkv/gate projections in qwen3next is a model-architecture issue, not the same as Qwen3.5 MoE from_pretrained 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": 27, + "review_unit_index": 55, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42831", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43408", + "issue:43673", + "issue:43742", + "issue:43931", + "issue:43937", + "issue:44075", + "issue:44077", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44496", + "issue:44704", + "issue:44829", + "issue:44877", + "issue:44933", + "issue:45071", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45464", + "issue:45478", + "issue:45561", + "issue:45656", + "issue:46178", + "issue:46209", + "issue:46231", + "issue:46298", + "issue:46328", + "issue:46762", + "issue:46981", + "issue:47059", + "issue:47110" + ], + "soft_pairs": [ + "issue:43408|issue:43742", + "issue:44829|issue:45216", + "issue:45071|issue:47059", + "issue:45341|issue:45561", + "issue:45341|issue:46328", + "issue:44704|issue:47110", + "issue:44877|issue:46231", + "issue:38617|issue:41628", + "issue:43122|issue:46298", + "issue:39401|issue:46209", + "issue:42222|issue:46178", + "issue:43937|issue:44496", + "issue:42371|issue:44261", + "issue:38617|issue:44220", + "issue:44933|issue:45278", + "issue:44261|issue:46762", + "issue:44484|issue:45310", + "issue:42371|issue:42831", + "issue:44483|issue:45464", + "issue:44075|issue:45656", + "issue:43097|issue:44493", + "issue:44410|issue:45478", + "issue:43066|issue:43122", + "issue:44077|issue:46981", + "issue:44263|issue:44485", + "issue:43931|issue:44410", + "issue:43673|issue:45341" + ], + "prepared_review_unit_hash": "45f4c130bc140ec89e9f4fed082ce9947ec84f5fc06e91919e43b0a45975894b", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 34747, + "estimated_input_tokens": 8687, + "estimated_eval_tokens": 17630 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated Transformers v5 regressions and model-specific bugs; the only strong duplicate-looking pair is the tokenizer regression around v5 tokenization changes.", + "confidence": 0.83, + "canonical_issue_reason": "Issue 43066 is the clearest representative of the tokenizer regression theme and aligns best with the one accepted duplicate-like pair about changed tokenization in v5.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43066 is the best single issue to anchor the cluster because it is specific, regression-oriented, and closest to the accepted soft match.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "Different models and different failure modes: a sam3_video/sam3_tracker warning versus a MobileLLM key error." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "One is a flash_attention_3 training degeneration issue, the other is a save_pretrained checkpoint regression for Qwen3.5." + }, + { + "left": "issue:45071", + "right": "issue:47059", + "accept": false, + "reason": "Type-checking breakage and a cli completion error are unrelated bugs." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Both mention testing_utils, but one is a small utility bug while the other is a pytest-xdist file race; not the same concrete defect." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "A testing_utils bug and a SequenceFeatureExtractor.pad performance issue are unrelated." + }, + { + "left": "issue:44704", + "right": "issue:47110", + "accept": false, + "reason": "AutoProcessor cached_file kwargs handling and special_tokens list shape errors are different code paths." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Config loading strictness and a documentation parameter-name mismatch are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they concern different symbols and different root causes." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Tokenizer output regression and noisy logging are not the same bug." + }, + { + "left": "issue:39401", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3 tokenizer offsets and FP8 inference on B200 are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "Vitpose model breakage and a missing BACKENDS_MAPPING entry are different failures." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "GLM-5 GenerationConfig validation and an unrecognized Olmo-Hybrid model config are unrelated loading errors." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API behavior and missing rms_norm_eps in MLA layernorm are different issues." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "ImportError for layer_type_validation and _torch_extract_fbank_features are unrelated." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "A specific missing import from image_utils is not the same underlying bug as a broad set of import errors after upgrade." + }, + { + "left": "issue:44261", + "right": "issue:46762", + "accept": false, + "reason": "Different numerical bugs in different attention implementations." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "A save_pretrained shard-size question and a Qwen3.5 from_pretrained error are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 behavior control and FineGrainedFP8 accuracy issues do not match." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "These are both chat/completions complaints, but they target different endpoints and symptoms." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "SGD argument handling and deepspeed double-step behavior are distinct optimizer bugs." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Removed tie_embeddings_and_encoder_decoder and unexpected position-id keys are unrelated regressions." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Missing qwen3next projections and Qwen3.5 MoE loading errors are different model issues." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": true, + "reason": "Both describe the same v5 tokenizer regression: tokenizer behavior/output changed from 4.57.3 to 5.0 and the decoder type is implicated." + }, + { + "left": "issue:44077", + "right": "issue:46981", + "accept": false, + "reason": "Patchtsmixer post_init policy and AutoProcessor retry behavior are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "A torch.split indexing issue and GLM-5 RoPE implementation are not the same defect." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Qwen3-VL weight shape mismatch and qwen3next missing projections are different model-loading problems." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache handling and a testing_utils bug are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet, and the soft-edge decisions stay conservative overall. The accepted 43066/43122 pair is a plausible v5 tokenizer-regression match, while the other pairs are reasonably rejected as different bug classes or code paths." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 56, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:27957", + "issue:38617", + "issue:41628", + "issue:42757", + "issue:43012", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43441", + "issue:43452", + "issue:43531", + "issue:43577", + "issue:43673", + "issue:43873", + "issue:43874", + "issue:43931", + "issue:43986", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44360", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44829", + "issue:44987", + "issue:45003", + "issue:45071", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45588", + "issue:45753", + "issue:46050", + "issue:46123", + "issue:46172", + "issue:46369", + "issue:46701", + "issue:46752", + "issue:46821", + "issue:46897", + "issue:46981", + "issue:47116" + ], + "soft_pairs": [ + "issue:46752|issue:47116", + "issue:41628|issue:45071", + "issue:43931|issue:44038", + "issue:43012|issue:43577", + "issue:43441|issue:44829", + "issue:43208|issue:46897", + "issue:27957|issue:43352", + "issue:43874|issue:44261", + "issue:43097|issue:43452", + "issue:44484|issue:45478", + "issue:44263|issue:46172", + "issue:44360|issue:46172", + "issue:43531|issue:45341", + "issue:43986|issue:45341", + "issue:44117|issue:44987", + "issue:45003|issue:45341", + "issue:44261|issue:44485", + "issue:44246|issue:46981", + "issue:43097|issue:45588", + "issue:45440|issue:46172", + "issue:45753|issue:46369", + "issue:43986|issue:45372", + "issue:43097|issue:46050", + "issue:43673|issue:46123", + "issue:44410|issue:45375", + "issue:43874|issue:44263", + "issue:43097|issue:43873", + "issue:44062|issue:44117", + "issue:44038|issue:44410", + "issue:43012|issue:46821", + "issue:38617|issue:42757", + "issue:44117|issue:46701" + ], + "prepared_review_unit_hash": "75e123ed8bf614d507cc7a9b854f77a22f119fb352231f94ba0a1f9b50220acb", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37004, + "estimated_input_tokens": 9251, + "estimated_eval_tokens": 18758 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are a loose set of unrelated Transformers/Hugging Face bug reports. None of the soft-similarity pairs look like the same underlying issue, and there are no PRs to compare.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue stands out: the items span many unrelated bugs (imports, model-loading, attention, quantization, tokenizer, and pipeline behavior), so any representative would be arbitrary.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue for deduplication purposes; the cluster is too heterogeneous for one issue to represent the rest.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46752", + "right": "issue:47116", + "accept": false, + "reason": "Empty chat-template input crash and streaming pipeline regression are different code paths and different failure modes." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "AutoImageProcessor import failure is unrelated to PretrainedConfig type checking." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Both involve Qwen3-VL, but one is a weight-shape mismatch and the other is a Qwen3-VL-Moe Transformers 5.0 bug." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "bf16 compilation warnings and Blip2 dtype staying float32 are distinct precision/dtype issues." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "FlashAttention failure on Ministral and degenerate training with flash_attention_3 are different model/code-path bugs." + }, + { + "left": "issue:43208", + "right": "issue:46897", + "accept": false, + "reason": "xLSTM training bugs and Florence2 loss-shift bug are unrelated model-specific issues." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta and NemotronHForCausalLM not supporting FA2 are different model support gaps." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing image-patch helper and missing rms_norm_eps in MLA q_a_layernorm are unrelated." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Removed tie_embeddings option and gguf_file loading breakage are unrelated model/config loading bugs." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "A max_shard_size default question is not the same as a Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "GlmMoeDsaIndexer torch.split handling and deepseek-v4 comb transpose are different tensor-operation bugs." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "Missing ReLU in the DSA indexer has nothing to do with deepseek-v4 dtype/transpose behavior." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and a testing_utils bug are unrelated." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "Missing torchvision for video model loading is unrelated to the testing utility bug." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer mapping None and loading physical-intelligence/fast are different root causes." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils is unrelated to the testing_utils issue." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "MLA rms_norm_eps precision bug and GLM-5 RoPE implementation bug are distinct model-specific problems." + }, + { + "left": "issue:44246", + "right": "issue:46981", + "accept": false, + "reason": "Slow imports and repeated 429 retries in AutoProcessor are different performance/retry issues." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "tie_embeddings removal and flash_attention s_aux=None crash are unrelated." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "DeepseekV3MoE divergence from remote implementation is broader than the specific deepseek-v4 comb transpose bug." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "Qwen3_5 image infinite loop and sam3-litetext memory overflow are different symptoms, models, and fixes." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Video-model loading without torchvision and ReasoningEffort import failure are unrelated dependency issues." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "Removed tie_embeddings_and_encoder_decoder and broken sinq save/load are not the same bug." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Chunked-prefill cache missing and final-batch results being dropped are different generation pipeline bugs." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Missing qwen3next projections and missing Qwen3_5MoeVisionConfig field are separate config/model issues." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Image-patch counting helper missing and torch.split return handling are unrelated." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Removed embedding-tying option and quantization offloading failure are different areas and fixes." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "AddedToken special-argument duplication and tokenizer mapping None are distinct tokenizer-loading bugs." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Qwen3-VL-Moe failure and qwen3next missing projections are different model families and code paths." + }, + { + "left": "issue:43012", + "right": "issue:46821", + "accept": false, + "reason": "bf16 compile warnings and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Different missing imports from different modules; these are not the same underlying breakage." + }, + { + "left": "issue:44117", + "right": "issue:46701", + "accept": false, + "reason": "Tokenizer mapping None and DiffusionGemma image-text-to-text pipeline failure are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 57, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:38617", + "issue:42890", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43208", + "issue:43352", + "issue:43502", + "issue:43526", + "issue:43550", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44077", + "issue:44162", + "issue:44230", + "issue:44315", + "issue:44351", + "issue:44368", + "issue:44380", + "issue:44451", + "issue:44484", + "issue:44655", + "issue:44704", + "issue:44734", + "issue:44936", + "issue:44938", + "issue:45103", + "issue:45479", + "issue:45584", + "issue:45712", + "issue:45753", + "issue:46132", + "issue:46172", + "issue:46178", + "issue:46298", + "issue:46365", + "issue:46421", + "issue:46655", + "issue:46664", + "issue:46710", + "issue:46752", + "issue:47116" + ], + "soft_pairs": [ + "issue:46655|issue:46664", + "issue:43064|issue:44315", + "issue:46298|issue:46752", + "issue:43986|issue:44484", + "issue:46172|issue:46710", + "issue:38617|issue:44351", + "issue:42890|issue:46298", + "issue:44704|issue:45103", + "issue:44936|issue:46365", + "issue:43502|issue:43992", + "issue:43208|issue:43550", + "issue:44451|issue:47116", + "issue:44380|issue:46421", + "issue:44938|issue:46178", + "issue:43064|issue:47116", + "issue:42907|issue:45753", + "issue:42907|issue:44655", + "issue:43012|issue:43550", + "issue:45712|issue:46298", + "issue:43066|issue:43906", + "issue:43012|issue:44368", + "issue:43825|issue:44655", + "issue:43827|issue:47116", + "issue:43992|issue:44484", + "issue:43352|issue:43976", + "issue:45584|issue:46365", + "issue:44734|issue:47116", + "issue:44038|issue:44230", + "issue:44162|issue:46172", + "issue:43208|issue:43526", + "issue:44380|issue:46132", + "issue:43352|issue:44380", + "issue:44077|issue:46365", + "issue:44380|issue:45479" + ], + "prepared_review_unit_hash": "21945d3c8a6de1dc0ed17d0439007f4361142e5602749f7c95f0051614935cd4", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37752, + "estimated_input_tokens": 9438, + "estimated_eval_tokens": 19132 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are not one duplicate cluster; they span many unrelated bugs/regressions. I found no soft-edge pair that is safe to merge, so all candidate links should be rejected.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:43502 is the strongest standalone issue here: concrete, user-facing, and narrowly scoped to a single code path (`local_files_only=True` still triggering network requests).", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46655", + "right": "issue:46664", + "accept": false, + "reason": "Both are SmolVLM video-processor bugs, but one is about padding math and the other about `num_frames` semantics; related subsystem, different underlying defects." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Trainer/FSDP2/PEFT optimizer-state corruption is a different failure mode from Liger Kernel not being applied with `model_init`; not the same bug." + }, + { + "left": "issue:46298", + "right": "issue:46752", + "accept": false, + "reason": "Noisy logging and `apply_chat_template` crashing on empty input are unrelated behaviors in different code paths." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "AutoProcessor failing without torchvision and `max_shard_size` defaulting to 50GB are distinct issues." + }, + { + "left": "issue:46172", + "right": "issue:46710", + "accept": false, + "reason": "A specific tensor operation bug in DeepSeek-v4 is not the same as an accuracy regression after a Transformers upgrade." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols (`layer_type_validation` vs `HybridCache`) and different breakages." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "Seed-related test flakiness and a noisy logging message are unrelated." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "Passing kwargs to `cached_file` and an auto-docstring crash under future annotations are different subsystems and failures." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "Trainer evaluation failure after training is unrelated to failing to import `Trainer` due to `datasets` interference." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Network requests despite `local_files_only=True` and missing `embed_tokens.weight` in UMT5Encoder are separate loading bugs." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "The xLSTM report bundles training blockers, while Bamba+SDPA+`torch.compile` is a model/backend-specific compile bug." + }, + { + "left": "issue:44451", + "right": "issue:47116", + "accept": false, + "reason": "Loading `vesteinn/ScandiBERT` and a streaming pipeline regression are not the same code-path problem." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "GPT2 attention scaling being ignored in SDPA/FlashAttention is unrelated to lazy cache initialization causing recompilation." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 import/load failure and an unsupported `tensorflow_text` backend error are different compatibility issues." + }, + { + "left": "issue:43064", + "right": "issue:47116", + "accept": false, + "reason": "Trainer optimizer-state corruption under FSDP2/PEFT is unrelated to streaming pipeline continuation behavior." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals and Qwen3_5 infinite looping on a specific image are different model behaviors." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "A dequantized-model save bug is not the same as inability to save Pipeline objects." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "A bfloat16 compile warning is not the same concrete defect as Bamba failing under SDPA with `torch.compile`." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Cleanup of leftover dummy classes is unrelated to a noisy logging message." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type in v5 and an isolated reproduction of another issue are not the same bug." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "These are two different warning/regression reports with different triggers and code paths." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "A misleading pipeline error message is unrelated to saving Pipeline objects." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing `embed_tokens.weight` and default shard size are different model-loading/saving problems." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Flash-Attention support for Nemotron and Python-version compatibility for Transformers 5.1.0 are unrelated." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper empty-transcription failure and `Trainer` import interference from `datasets` are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Qwen3-VL-Moe breakage and fp8 inference support are different model/backend issues." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 breakage in general workflows is not the same as a specific DeepSeek tensor-indexing bug." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training blockers and a BeitImageProcessorFast label-reduction bug do not share the same underlying defect." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "GPT2 attention scaling being ignored is unrelated to `AttentionInterface.register` changing registered function behavior." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Both involve attention/backend behavior, but one is unsupported FlashAttention for Nemotron and the other is GPT2 scaling being ignored; different fixes." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "`patchtsmixer` post-init policy and `Trainer` import failure due to `datasets` are unrelated." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Ignoring GPT2 attention scaling in backend kernels is not the same as degenerate zero loss for single-label classification." + } + ] + }, + "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": 27, + "review_unit_index": 58, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:38617", + "issue:42175", + "issue:42757", + "issue:42831", + "issue:42890", + "issue:42994", + "issue:43012", + "issue:43064", + "issue:43097", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43582", + "issue:43611", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43867", + "issue:43976", + "issue:44077", + "issue:44222", + "issue:44261", + "issue:44355", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44514", + "issue:44625", + "issue:44655", + "issue:44683", + "issue:44938", + "issue:45216", + "issue:45276", + "issue:45478", + "issue:45593", + "issue:46050", + "issue:46077", + "issue:46298", + "issue:46365", + "issue:46512", + "issue:46877", + "issue:47059", + "issue:47110" + ], + "soft_pairs": [ + "issue:43097|issue:46298", + "issue:36683|issue:43582", + "issue:42757|issue:43824", + "issue:42175|issue:46365", + "issue:44222|issue:45478", + "issue:43012|issue:44683", + "issue:42890|issue:47059", + "issue:43064|issue:44380", + "issue:43756|issue:44485", + "issue:36010|issue:42757", + "issue:42831|issue:44261", + "issue:44483|issue:44514", + "issue:43618|issue:43761", + "issue:38617|issue:43502", + "issue:45276|issue:46077", + "issue:43618|issue:44380", + "issue:44625|issue:46365", + "issue:43299|issue:43867", + "issue:42994|issue:44655", + "issue:44625|issue:46077", + "issue:43611|issue:44655", + "issue:44655|issue:46050", + "issue:43352|issue:45593", + "issue:36683|issue:43475", + "issue:44355|issue:46877", + "issue:36683|issue:44077", + "issue:43976|issue:44938", + "issue:46077|issue:46512", + "issue:43867|issue:45216", + "issue:44938|issue:47059", + "issue:36683|issue:47110", + "issue:43618|issue:45216", + "issue:36683|issue:43525" + ], + "prepared_review_unit_hash": "7cc98d0889d8e4b16244d3afc7102a2c936699159654c40b31b44125b440abaa", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37306, + "estimated_input_tokens": 9327, + "estimated_eval_tokens": 18910 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: these are mostly unrelated Transformer regressions, import errors, backend compatibility problems, and model-specific bugs. No soft pair looks like the same concrete underlying change/bug, so all candidate links should be rejected.", + "confidence": 0.24, + "canonical_issue_reason": "No issue is a true duplicate hub for the others; issue 36683 is the most active, concrete bug report in the set and the best representative anchor for this mixed cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 36683 has the strongest discussion signal and a clear, user-facing failure mode, making it the most suitable representative issue even though the cluster does not contain a real duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "Breaking API removal vs noisy logging message; different symptoms and code paths." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3 config field missing vs Apple Silicon allocator TypeError; unrelated failures." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Different missing imports from different modules; both are import errors but not the same bug." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "Packaging/backend selection issue vs Trainer import conflict caused by another dependency." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "One is FP8 save_pretrained on MoE, the other is Qwen3.5 MoE from_pretrained; similar model family but different operations and failures." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "Warning-only precision behavior vs a compiled flex_attention failure on newer torch." + }, + { + "left": "issue:42890", + "right": "issue:47059", + "accept": false, + "reason": "Test flakiness from missing seeds vs CLI failure from huggingface_hub API change." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Distributed optimizer-state corruption vs attention scaling being ignored in SDPA/FlashAttention." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Different RoPE bugs in different models; not the same concrete implementation issue." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Different missing imports from different modules; unrelated regressions." + }, + { + "left": "issue:42831", + "right": "issue:44261", + "accept": false, + "reason": "General FP8 accuracy issue vs missing rms_norm_eps causing a precision mismatch." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "API request rejection vs processor crash on batched chat template input; unrelated paths." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both CLIP regressions, but they affect different returned fields and model classes; not one concrete bug." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Import helper missing vs local_files_only still allowing network access; different failure modes." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Token-embedding resize propagation bug vs bidirectional-attention mask construction bug." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIP output regression vs GPT2 attention backend scaling; different models and code paths." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "Qwen3.5 label propagation bug vs Trainer import conflict with datasets." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Model loading regression from base_model_prefix handling vs state_dict ordering load error." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model save failure vs Pipeline save_pretrained failure; different objects and serialization paths." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Qwen3.5 config propagation bug vs Gemma4 attention mask bug." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "Loading models with base_model_prefix vs saving Pipeline objects; not the same issue." + }, + { + "left": "issue:44655", + "right": "issue:46050", + "accept": false, + "reason": "Pipeline serialization vs quantized model round-trip after save/load; different concrete bugs." + }, + { + "left": "issue:43352", + "right": "issue:45593", + "accept": false, + "reason": "Flash Attention support limitation vs D-FINE auxiliary loss behavior; unrelated." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Gemma3 vocab_size attribute missing vs SAM3 output missing fpn_position_embeddings." + }, + { + "left": "issue:44355", + "right": "issue:46877", + "accept": false, + "reason": "Compiled Python file loading errors vs import-time docstring logging noise; unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are Python compatibility reports, but for different versions and different failure modes." + }, + { + "left": "issue:45216", + "right": "issue:46077", + "accept": false, + "reason": "Qwen3.5 save_pretrained regression vs Gemma4 attention mask construction." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Embedding resize propagation vs bidirectional attention masking; different bugs." + }, + { + "left": "issue:45478", + "right": "issue:46512", + "accept": false, + "reason": "Qwen3.5 MoE from_pretrained failure vs dtype metadata becoming stale after from_config." + }, + { + "left": "issue:46050", + "right": "issue:46077", + "accept": false, + "reason": "Quantized save/load regression vs Gemma4 attention mask bug." + }, + { + "left": "issue:46298", + "right": "issue:46512", + "accept": false, + "reason": "Noisy logging vs stale config dtype; unrelated." + }, + { + "left": "issue:46365", + "right": "issue:47059", + "accept": false, + "reason": "Trainer import conflict vs CLI completion API break in huggingface_hub." + }, + { + "left": "issue:44938", + "right": "issue:47059", + "accept": false, + "reason": "Python 3.14 load failure vs CLI completion attribute mismatch; unrelated." + }, + { + "left": "issue:36683", + "right": "issue:47110", + "accept": false, + "reason": "Gemma3 config missing vocab_size vs special_tokens being the wrong type; different attribute 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": 27, + "review_unit_index": 59, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:28282", + "issue:29870", + "issue:33453", + "issue:36296", + "issue:41669", + "issue:42548", + "issue:42890", + "issue:42898", + "issue:43010", + "issue:43064", + "issue:43502", + "issue:43575", + "issue:43618", + "issue:43867", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44075", + "issue:44077", + "issue:44112", + "issue:44222", + "issue:44246", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44393", + "issue:44492", + "issue:44734", + "issue:44855", + "issue:44908", + "issue:44964", + "issue:45125", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45850", + "issue:46002", + "issue:46202", + "issue:46285", + "issue:46365", + "issue:46617", + "issue:46664", + "issue:46851", + "issue:47000" + ], + "soft_pairs": [ + "issue:29870|issue:36296", + "issue:44908|issue:46851", + "issue:44355|issue:44855", + "issue:43064|issue:44492", + "issue:43010|issue:45278", + "issue:43992|issue:45310", + "issue:44075|issue:46365", + "issue:43867|issue:46202", + "issue:29870|issue:33453", + "issue:44393|issue:47000", + "issue:36296|issue:43575", + "issue:43867|issue:45375", + "issue:43618|issue:44077", + "issue:41669|issue:44246", + "issue:42890|issue:45561", + "issue:43867|issue:45357", + "issue:43010|issue:43976", + "issue:43010|issue:45850", + "issue:28282|issue:33453", + "issue:44222|issue:45125", + "issue:43992|issue:46002", + "issue:43618|issue:46285", + "issue:44360|issue:45440", + "issue:42548|issue:44351", + "issue:45125|issue:45478", + "issue:45125|issue:45375", + "issue:43502|issue:44062", + "issue:42890|issue:44112", + "issue:42890|issue:44964", + "issue:42898|issue:46664", + "issue:44734|issue:46617" + ], + "prepared_review_unit_hash": "d1a612f22acda47a1c24ec9c78fda8a76b85ea5bcb5c08d282787be7bf8bf076", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36574, + "estimated_input_tokens": 9144, + "estimated_eval_tokens": 18544 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of unrelated regressions. The closest umbrella is import/loading-related breakage, but none of the soft pairs look like true duplicates.", + "confidence": 0.81, + "canonical_issue_reason": "issue:45278 is the broadest umbrella here: it describes a general wave of import errors after upgrading, which is the closest fit to several of the import/load-related tickets in the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best single representative of the cluster\u2019s shared theme, but it is still only an approximate umbrella rather than a true duplicate of the other issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29870", + "right": "issue:36296", + "accept": false, + "reason": "Different failures: BART generate() hits an unbound decoder_attention_mask, while this is a tensor-parallel training bug." + }, + { + "left": "issue:44908", + "right": "issue:46851", + "accept": false, + "reason": "Scheduler kwargs being ignored is unrelated to Qwen3.5 variable-length position_ids handling." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Compiled-file import errors on Python 3.13 are a different root cause from the DebertaV2Model @torch.jit.script parsing bug." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "FSDP/PEFT optimizer-state corruption is unrelated to a cache-strategy typo." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Both touch broad transformer behavior, but one is about no_grad decoration for cache updates and the other is a generic import regression." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "UMT5 missing embed_tokens.weight and Qwen3.5 Moe from_pretrained failures affect different models and code paths." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "Unused SGD args in an optimizer wrapper is not the same as a Trainer import issue caused by datasets installation." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "A state_dict loading order bug is unrelated to a Gemma pipeline roundtrip tokenizer issue." + }, + { + "left": "issue:29870", + "right": "issue:33453", + "accept": false, + "reason": "BART generate() decoder-mask bug is different from tokenizer loading regression." + }, + { + "left": "issue:44393", + "right": "issue:47000", + "accept": false, + "reason": "Qwen3-VL bounding-box hallucination/error and RTDetrLoss infeasible cost matrix are different model bugs." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Both mention tensor parallelism, but one is a training bug and the other is an OOM when loading a specific Qwen2 model." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "State_dict sorting load failure is unrelated to a missing Qwen3.5 vision config field." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "Missing CLIPOutput attentions and patchtsmixer post_init policy are unrelated issues." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Removing import * from models is a different change from intermittent slow imports." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Seed-related test flakiness is not the same as xdist workers racing on captured_info.txt." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "These are both load/save regressions, but one is a sorted-state_dict loading error and the other is incorrect visual encoder keys on save." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Cache/layer no_grad decoration has nothing to do with the Python 3.9/3.10 compatibility issue." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "A cache update decoration bug is not the same as a broad report that v5 breaks too many models." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "Missing PyTorch dependency is a different import error than the tokenizer-loading regression." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained for moe and missing _tp_plan for tensor parallelism are different failure modes." + }, + { + "left": "issue:43992", + "right": "issue:46002", + "accept": false, + "reason": "Missing embed_tokens.weight in UMT5 is unrelated to NaNs in classification heads after checkout/init." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "CLIPOutput attentions missing is not the same as the CLIPTextModel structural inconsistency around .text_model." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "A DSA indexer lacking ReLU is unrelated to a divergence in the native DeepseekV3MoE implementation." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Cannot import PreTrainedModel and cannot import HybridCache are different missing-symbol import regressions." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5 MoE, but one is a missing tensor-parallel plan and the other is a generic from_pretrained error; not enough to treat as the same bug." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Missing _tp_plan and missing deepstack_visual_indexes are separate Qwen3.5 issues." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "local_files_only still making API requests is unrelated to the AddedToken special-argument TypeError." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "A missing set_seed in SAM HQ tests is not the same as a stale GraniteSpeech device override test on CI." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Both are test/load problems, but SAM HQ seed flakiness is unrelated to loading Phi-4 multimodal on latest transformers." + }, + { + "left": "issue:42898", + "right": "issue:46664", + "accept": false, + "reason": "clean_up_tokenization_spaces v5 behavior changes are unrelated to SmolVLM's num_frames semantics." + }, + { + "left": "issue:44734", + "right": "issue:46617", + "accept": false, + "reason": "KV-cache continuation tensor indexing in transformers serve is unrelated to a trust_remote_code cache FileNotFoundError." + } + ] + }, + "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": 27, + "review_unit_index": 60, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "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:43723", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:43901", + "issue:44038", + "issue:44222", + "issue:44230", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44485", + "issue:44556", + "issue:44749", + "issue:44961", + "issue:45071", + "issue:45125", + "issue:45375", + "issue:45850", + "issue:46095", + "issue:46132", + "issue:46143", + "issue:46144", + "issue:46617", + "issue:46664", + "issue:46726", + "issue:47059", + "issue:47110" + ], + "soft_pairs": [ + "issue:43723|issue:44556", + "issue:44387|issue:44556", + "issue:43824|issue:46617", + "issue:43010|issue:43065", + "issue:43576|issue:46132", + "issue:43502|issue:44485", + "issue:43874|issue:46617", + "issue:45850|issue:47110", + "issue:30333|issue:33453", + "issue:44355|issue:44749", + "issue:30990|issue:31795", + "issue:43010|issue:43232", + "issue:46664|issue:46726", + "issue:43502|issue:44222", + "issue:43299|issue:44556", + "issue:30333|issue:36296", + "issue:29870|issue:31795", + "issue:43827|issue:44961", + "issue:33453|issue:34689", + "issue:41628|issue:42548", + "issue:46143|issue:46144", + "issue:44222|issue:44230", + "issue:43502|issue:44961", + "issue:44355|issue:45071", + "issue:43576|issue:45071", + "issue:43576|issue:43824", + "issue:43576|issue:47059", + "issue:42757|issue:43576", + "issue:31795|issue:38617", + "issue:44038|issue:45125", + "issue:36296|issue:43901", + "issue:44315|issue:44360", + "issue:43475|issue:46617", + "issue:44351|issue:46617", + "issue:44230|issue:46095", + "issue:45375|issue:47110" + ], + "prepared_review_unit_hash": "6ddc6dc19d2658441fdc46e73d124114a2cd31b596b063b8e9c5143e88a1880e", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38089, + "estimated_input_tokens": 9523, + "estimated_eval_tokens": 19302 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a loose mix of unrelated issues (loading/import regressions, model-specific bugs, docs problems, CLI/env breakage, and performance/quantization reports). I don\u2019t see a single duplicate cluster or a clear canonical issue/PR among them.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer-loading regression and checkpoint reload failure are different failure modes and likely different code paths." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Int4 quantization OOM is unrelated to general reload failure after upgrading versions." + }, + { + "left": "issue:43824", + "right": "issue:46617", + "accept": false, + "reason": "Missing import for a specific model class is not the same as a cache FileNotFoundError for trust_remote_code." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "no_grad decoration for cache/layer updates is unrelated to the Sam3PixelDecoder dummy Conv2d discussion." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "Broken env CLI and changed AttentionInterface.register behavior are different issues." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Unexpected network access with local_files_only has no clear relation to GLM-5 RoPE implementation." + }, + { + "left": "issue:43874", + "right": "issue:46617", + "accept": false, + "reason": "Missing image-patch helper and trust_remote_code cache loading error are distinct bugs." + }, + { + "left": "issue:45850", + "right": "issue:47110", + "accept": false, + "reason": "A vague 'many models break' report is not the same as a specific special_tokens type error." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLflow reporting on failed jobs and tokenizer-loading regression are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled-file errors and a large inference slowdown after upgrade are different problems." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Stuck loading Sentence Transformers is unrelated to documentation confusion about forward arguments." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Decorating update methods with no_grad and a sync_gpus generation-kwargs bug are not the same defect." + }, + { + "left": "issue:46664", + "right": "issue:46726", + "accept": false, + "reason": "Inconsistent num_frames semantics and missing-vision-backend handling are different processor issues." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Local-files-only network requests are unrelated to FP8 save_pretrained behavior." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Qwen3VL-Moe loading breakage and generic checkpoint reload failure after upgrade are not the same concrete bug." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "Failed-job MLflow reporting and tensor-parallel training bugs are unrelated." + }, + { + "left": "issue:29870", + "right": "issue:31795", + "accept": false, + "reason": "A generate()-time UnboundLocalError is unrelated to forward-doc wording confusion." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still referencing pipeline() after removals is unrelated to the stray 'racoon' issue." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer-loading regression and Llama 3.2 Vision model loading breakage are separate load failures." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Missing AutoImageProcessor import and missing PreTrainedModel import are different export regressions." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Both are RoFormer-related, but one is kwargs forwarding and the other is attention-interface integration; not the same concrete bug." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "FP8 save_pretrained support and FP8 inference support are different change requests." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "Network access despite local_files_only and an unrelated issue title are not duplicates." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled Python file errors and PretrainedConfig type-checking breakage are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "Broken env CLI and PretrainedConfig type-checking are different issues." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "CLI/env breakage is unrelated to a missing Qwen2_5_VLForConditionalGeneration import." + }, + { + "left": "issue:43576", + "right": "issue:47059", + "accept": false, + "reason": "env command breakage and CLI completion failure from huggingface_hub incompatibility are not the same bug." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Missing is_offline_mode import and broken transformers env command are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation ambiguity and a missing configuration_utils symbol import are different issues." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "General Qwen3-VL-Moe breakage and missing _tp_plan for tensor parallelism are related only by model family, not the same defect." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training bug and docs mentioning return_all_scores are unrelated." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel/model_init integration and a DSA indexer ReLU discussion are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:46617", + "accept": false, + "reason": "SAM3 vision encoder attribute missing and trust_remote_code cache FileNotFoundError are distinct loading problems." + }, + { + "left": "issue:44351", + "right": "issue:46617", + "accept": false, + "reason": "Cannot import HybridCache and cache FileNotFoundError are different failure types." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 inference support and a weight-conversion-script question are not duplicates." + } + ] + }, + "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": 27, + "review_unit_index": 61, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43867", + "issue:43976", + "issue:44077", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44393", + "issue:44466", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44704", + "issue:44861", + "issue:44908", + "issue:44961", + "issue:45003", + "issue:45071", + "issue:45230", + "issue:45341", + "issue:45362", + "issue:45381", + "issue:45468", + "issue:45542", + "issue:45753", + "issue:45850", + "issue:46209", + "issue:46218", + "issue:46328", + "issue:46664", + "issue:47059", + "issue:47110", + "issue:47176" + ], + "soft_pairs": [ + "issue:44315|issue:46209", + "issue:45362|issue:45850", + "issue:44485|issue:44961", + "issue:43525|issue:47110", + "issue:44961|issue:45468", + "issue:43673|issue:44492", + "issue:43352|issue:44961", + "issue:43867|issue:47110", + "issue:44273|issue:45542", + "issue:44485|issue:46664", + "issue:44623|issue:45230", + "issue:44273|issue:45003", + "issue:45381|issue:46664", + "issue:41669|issue:43673", + "issue:43525|issue:45850", + "issue:44393|issue:45071", + "issue:44393|issue:45753", + "issue:43572|issue:45850", + "issue:44077|issue:44861", + "issue:44466|issue:44556", + "issue:43576|issue:44556", + "issue:42371|issue:44492", + "issue:45850|issue:47059", + "issue:44492|issue:45850", + "issue:44246|issue:44273", + "issue:43408|issue:44315", + "issue:41669|issue:46218", + "issue:44492|issue:46328", + "issue:43976|issue:44393", + "issue:42890|issue:44908", + "issue:43352|issue:44393", + "issue:44295|issue:45230", + "issue:44297|issue:45230", + "issue:44704|issue:44908", + "issue:43576|issue:44908", + "issue:43576|issue:47176", + "issue:44908|issue:45071", + "issue:44655|issue:44861", + "issue:41669|issue:45341", + "issue:41669|issue:44351", + "issue:43976|issue:46218", + "issue:31795|issue:33453", + "issue:43976|issue:47176" + ], + "prepared_review_unit_hash": "5c01c40219623c286356ed9f9ff2af3dcb8cc38f065e67cfa266eb6749652086", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 43, + "serialized_chars": 39821, + "estimated_input_tokens": 9956, + "estimated_eval_tokens": 20168 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab-bag of mostly unrelated issues; the soft pairs share broad themes like v5 regressions, lazy loading, caching, or model-specific failures, but not the same concrete bug or fix target.", + "confidence": 0.9, + "canonical_issue_reason": "issue:45850 is the broadest umbrella for the repeated v5 breakage reports, but it is still too generic to be a true duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 is the best cluster representative by breadth of symptom overlap, even though it should not be treated as a precise deduplication anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Different problems: Liger Kernel application in model_init vs FP8 inference failure on B200." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Specific Qwen3.5 chat crash vs a generic \"many models broken\" v5 complaint." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion vs an unrelated placeholder issue." + }, + { + "left": "issue:43525", + "right": "issue:47110", + "accept": false, + "reason": "Different attribute/key errors on different objects; not the same failing code path." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "Unrelated topics: placeholder issue vs Gemma-4 audio positional encoding bug." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Cache-related wording, but one is missing GenerationMixin cache in v5 and the other is a typo in cache strategy docs/code." + }, + { + "left": "issue:43352", + "right": "issue:44961", + "accept": false, + "reason": "Nemotron Flash Attention support error vs unrelated placeholder issue." + }, + { + "left": "issue:43867", + "right": "issue:47110", + "accept": false, + "reason": "Model load failure with sorted state_dict vs special_tokens dict/list shape error." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading problem vs undefined TF backend when tensorboard is installed without TensorFlow." + }, + { + "left": "issue:44485", + "right": "issue:46664", + "accept": false, + "reason": "Different multimodal/modeling bugs: RoPE implementation vs num_frames semantics in video processing." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Processor save_pretrained missing files vs an unspecified bug report." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Both touch loading/import behavior, but the concrete bugs differ: lazy loading vs unsafe sys.modules access." + }, + { + "left": "issue:45381", + "right": "issue:46664", + "accept": false, + "reason": "Both involve video inputs, but one is wrong vision_position_ids and the other is inconsistent num_frames meaning." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import * performance regression vs missing cache in GenerationMixin; different failure modes." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Specific Llama4Config attribute error vs broad v5 regression meta-issue." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL bounding-box issue vs PretrainedConfig type-checking breakage; unrelated." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Both are Qwen multimodal issues, but bounding-box errors and infinite-loop generation are not the same bug." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression vs a generic 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"Python version compatibility vs Qwen3-VL bbox output bug; unrelated." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Integration test seed flakiness vs scheduler kwargs handling; different code paths." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention support gating vs Qwen3-VL bounding-box generation bug." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "position_ids buffer access error vs generic bug report placeholder." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "tokenizer.save_pretrained mismatch vs generic bug report placeholder." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "cached_file kwargs forwarding vs inverse_sqrt scheduler kwargs; unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "transformers env CLI issue vs scheduler kwargs handling; different areas." + }, + { + "left": "issue:43576", + "right": "issue:47176", + "accept": false, + "reason": "CLI env regression vs shell command allowlist bypass; unrelated." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs bug vs PretrainedConfig type-checking regression; different subsystems." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained failure vs tied-weight-key crash; both save-related only at a high level." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import performance regression vs a minor testing_utils bug; unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import * cleanup/performance vs missing HybridCache export; not the same concrete issue." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python version compatibility vs missing Qwen3_5ForCausalLM import; unrelated." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion vs tokenizer loading regression; not the same bug." + }, + { + "left": "issue:43976", + "right": "issue:47176", + "accept": false, + "reason": "Python support matrix issue vs shell operator allowlist bypass; 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": 27, + "review_unit_index": 62, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:28348", + "issue:31515", + "issue:31795", + "issue:34689", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:43066", + "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43576", + "issue:43606", + "issue:43618", + "issue:43704", + "issue:43976", + "issue:44230", + "issue:44263", + "issue:44273", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:44998", + "issue:45230", + "issue:45250", + "issue:45290", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46172", + "issue:46218", + "issue:46655", + "issue:46894", + "issue:47059", + "issue:47110", + "issue:47176", + "issue:47177" + ], + "soft_pairs": [ + "issue:46018|issue:46172", + "issue:44315|issue:44829", + "issue:43519|issue:46655", + "issue:44485|issue:47176", + "issue:44360|issue:45468", + "issue:45468|issue:46894", + "issue:43576|issue:44273", + "issue:43976|issue:47177", + "issue:45230|issue:45310", + "issue:43298|issue:46095", + "issue:44485|issue:47177", + "issue:43519|issue:44485", + "issue:44273|issue:44908", + "issue:43519|issue:44908", + "issue:31795|issue:34689", + "issue:43576|issue:46218", + "issue:41669|issue:43704", + "issue:44861|issue:47110", + "issue:45850|issue:47177", + "issue:45850|issue:47176", + "issue:44485|issue:45468", + "issue:43704|issue:44485", + "issue:42371|issue:43704", + "issue:43352|issue:47177", + "issue:43502|issue:43519", + "issue:42913|issue:43066", + "issue:43606|issue:45468", + "issue:45850|issue:46218", + "issue:43519|issue:44623", + "issue:44263|issue:45468", + "issue:44861|issue:47059", + "issue:43704|issue:45341", + "issue:43352|issue:46218", + "issue:44351|issue:46218", + "issue:28348|issue:45250", + "issue:44861|issue:45290", + "issue:44908|issue:44998", + "issue:44998|issue:47177", + "issue:44998|issue:47176", + "issue:44492|issue:44998", + "issue:44230|issue:44623", + "issue:28348|issue:43352", + "issue:43618|issue:44998", + "issue:31515|issue:38617", + "issue:44230|issue:45310" + ], + "prepared_review_unit_hash": "b03bd0da2c099300afd83b65c1f39b8e4aa2a2fb47258b4c7d6df4b96114c4e0", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 45, + "serialized_chars": 40328, + "estimated_input_tokens": 10082, + "estimated_eval_tokens": 20420 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated standalone issues. None of the soft pairs look like strong duplicates of the same concrete bug/change, though a few share broad subsystems (tokenizers, model loading, processors) without matching on the underlying failure mode.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 43502 is the clearest self-contained bug report: it names a specific trigger (`local_files_only=True`) and a concrete incorrect behavior (unexpected network/API requests), making it a strong anchor issue.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43502 is the most representative actionable issue in this set because it has a precise symptom and likely narrow code path; the other issues are either broader, more speculative, or unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "Both are DeepSeek-V4-related, but one is about shared expert gating and the other about a tensor conversion/transposition bug; different code paths and failure modes." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Both mention model behavior during training/setup, but one is about `model_init` not applying Liger Kernel and the other is a flash-attention-3 degenerate-training regression; not the same bug." + }, + { + "left": "issue:43519", + "right": "issue:46655", + "accept": false, + "reason": "Both are processor bugs, but they affect different models and different computations (Qwen3VL timestamp calculation vs SmolVLM video padding)." + }, + { + "left": "issue:44485", + "right": "issue:47176", + "accept": false, + "reason": "Completely different domains: GLM-5 RoPE implementation versus a shell-command allowlist bypass security issue." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "These are unrelated model internals: a DSA indexer ReLU discussion versus Gemma-4 audio positional encoding." + }, + { + "left": "issue:45468", + "right": "issue:46894", + "accept": false, + "reason": "Both are audio/model training issues, but one is about a positional-encoding implementation and the other about a training-loss double-shift bug; not the same defect." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "One is the `transformers env` CLI breaking in v5, the other is lazy loading failing; same repo area, but distinct behaviors and likely distinct fixes." + }, + { + "left": "issue:43976", + "right": "issue:47177", + "accept": false, + "reason": "Python-version compatibility and a tar/zip slip RCE issue are unrelated." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "`Bug report` is too generic to match confidently to the Qwen3.5 MoE `from_pretrained` regression; not enough evidence of the same underlying bug." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Continuous batching support for audio models and a DeepSeek-V4 weight-conversion question are different topics." + }, + { + "left": "issue:44485", + "right": "issue:47177", + "accept": false, + "reason": "GLM-5 RoPE implementation and a shell-substitution allowlist bypass are unrelated." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Processor timestamp calculation and GLM-5 RoPE implementation do not share a concrete failure path." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading behavior and inverse_sqrt scheduler kwargs handling are separate subsystems and bugs." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "A timestamp-calculation bug in a processor is not the same as scheduler kwargs being ignored." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion around `input_ids`/`past_key_values` is unrelated to model loading breaking for Llama 3.2 Vision." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "Both involve CLI/import issues in v5, but one is `transformers env` and the other is failing to import `Qwen3_5ForCausalLM`; different concrete problems." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star cleanup/performance and a VRAM leak in multi-threaded dataloading are unrelated changes." + }, + { + "left": "issue:44861", + "right": "issue:47110", + "accept": false, + "reason": "`_get_tied_weight_keys` crashing on a list and `special_tokens` lacking `.keys()` are both attribute/type errors, but in different functions and likely different fixes." + }, + { + "left": "issue:45850", + "right": "issue:47177", + "accept": false, + "reason": "A broad regression claim about many models is not the same as a tar/zip-slip arbitrary file write security bug." + }, + { + "left": "issue:45850", + "right": "issue:47176", + "accept": false, + "reason": "General v5 model breakage does not match a specific shell-operator allowlist bypass." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "RoPE implementation and Gemma-4 audio positional encoding are different model components, but the issue details do not line up." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leakage across dataloader threads is unrelated to a RoPE implementation discussion." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 API guidance and a memory leak are entirely different concerns." + }, + { + "left": "issue:43352", + "right": "issue:47177", + "accept": false, + "reason": "Missing Flash Attention 2.0 support for NemotronHForCausalLM is unrelated to a command-injection style security issue." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "`local_files_only=True` still making API requests is unrelated to Qwen3VL timestamp calculation." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both are tokenizer-v5 complaints, but one is a broad behavior change and the other is a specific wrong decoder-type regression; insufficient evidence they are the same bug." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "A CPU-offload device mismatch and Gemma-4 audio positional encoding are different issues." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "Broad model breakage in v5 and a missing-import error for a specific model class are not the same underlying defect." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Processor timestamp calculation and missing files on `save_pretrained` are distinct bugs." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "A `torch.split` return-value issue in a GLM indexer is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:44861", + "right": "issue:47059", + "accept": false, + "reason": "Both are attribute/type failures, but one is tied weights and the other is CLI compatibility with `huggingface_hub`; different code paths." + }, + { + "left": "issue:43704", + "right": "issue:45341", + "accept": false, + "reason": "A VRAM leak in Qwen3ForCausalLM is unrelated to a testing utility bug." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash Attention 2.0 support for NemotronHForCausalLM and import failure for Qwen3_5ForCausalLM are different model-specific issues." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "Both are import failures, but they involve different symbols/classes and likely different missing exports." + }, + { + "left": "issue:28348", + "right": "issue:45250", + "accept": false, + "reason": "Both mention Flash Attention 2.0, but one is GPT2LMHeadModel support and the other is a generic title with no evidence they refer to the same change." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "An `_tied_weights_keys` attribute error is unrelated to `apply_chat_template` crashing on tool-call assistant messages." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs handling and the unrelated 'Unemployment' issue are clearly not duplicates." + }, + { + "left": "issue:44998", + "right": "issue:47177", + "accept": false, + "reason": "No meaningful overlap: a placeholder/off-topic issue versus a file-write/RCE security report." + }, + { + "left": "issue:44998", + "right": "issue:47176", + "accept": false, + "reason": "No meaningful overlap: a placeholder/off-topic issue versus a shell-operator allowlist bypass." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "A cache-strategy typo and an off-topic placeholder issue are unrelated." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 support for a model and missing files in `processor.save_pretrained(...)` are different areas." + }, + { + "left": "issue:28348", + "right": "issue:43352", + "accept": false, + "reason": "Both concern Flash Attention 2.0 support, but they target different models and there is no evidence of the same code-path bug." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "`CLIPOutput.attentions` not being assigned and an off-topic placeholder issue are not related." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "A slow `from_pretrained` load and an import error for `layer_type_validation` are unrelated." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 support for Qwen3-VL/Qwen3.5 MoE and a `from_pretrained` error in Qwen3.5 MoE are adjacent, but not enough to show 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": 27, + "review_unit_index": 63, + "review_unit_count": 63, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-520", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:31515", + "issue:31795", + "issue:36296", + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43298", + "issue:43668", + "issue:43717", + "issue:43813", + "issue:44031", + "issue:44230", + "issue:46018", + "issue:46144" + ], + "soft_pairs": [ + "issue:29870|issue:31515", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:31515|issue:31795", + "issue:43298|issue:44230", + "issue:43717|issue:46144", + "issue:42936|issue:46018", + "issue:43668|issue:44031", + "issue:42936|issue:43240", + "issue:43240|issue:46144", + "issue:42936|issue:44031", + "issue:42936|issue:46144", + "issue:42936|issue:43813", + "issue:43668|issue:43813", + "issue:43240|issue:43668", + "issue:37934|issue:43668", + "issue:42936|issue:43668" + ], + "prepared_review_unit_hash": "f89812f1be5bc0d485baa99f170f813e756d5fa8dc48cd070bebb4f7af487f75", + "component_budget": { + "node_count": 520, + "item_count": 520, + "soft_pair_count": 1918, + "serialized_chars": 994212, + "estimated_input_tokens": 248553, + "estimated_eval_tokens": 497362 + }, + "budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 17, + "serialized_chars": 14093, + "estimated_input_tokens": 3524, + "estimated_eval_tokens": 7304 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab-bag of unrelated issues (runtime bugs, docs, config typing, tokenizer warnings, model-specific behavior). None of the proposed soft pairs look like the same underlying bug or change.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue stands out because the reports are about different subsystems and different failure modes.", + "canonical_pr_reason": null, + "best_issue_reason": "If one issue had to represent the cluster, 29870 is the most concrete bug report because it includes a specific runtime traceback and clear reproduction context.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29870", + "right": "issue:31515", + "accept": false, + "reason": "Bart generation UnboundLocalError and slow from_pretrained checkpoint loading are unrelated problems in different code paths." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow cleanup/reporting on failed training jobs is unrelated to checkpoint loading performance." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Slow model loading and tensor-parallel training bugs are distinct issues with no shared concrete symptom." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Loading speed and forward() documentation confusion are not the same underlying problem." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Audio-model continuous batching support and fp8 Qwen/VL inference support are separate feature gaps." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba init_weights behavior and RoFormer attention-interface usage are different model implementation concerns." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2Former ignore_value handling and DeepSeek-V4 shared-expert gating are unrelated model-specific bugs." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "A ModernBERT config type hint typo and tokenizer regex warnings are different classes of issues." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Unused ignore_value in Mask2Former and missing kwargs in loss calculation do not describe the same defect." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss-function kwargs propagation and RoFormer attention-interface usage are unrelated code paths." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2Former ignore_value handling is not the same as a global tokenizer regex warning regression." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "These concern different models and different behavior, so they are not duplicates." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "A missing use of ignore_value and a typo in a quantization-operation string are unrelated." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "Incorrect type hint for norm_eps and a typo in orig_conversion.quantization_operation are separate documentation/code issues." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Missing kwargs in loss computation is unrelated to a config type annotation problem." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Questioning whether Llama4TextL2Norm should be RMSNorm is a different model-design issue than a type-hint bug." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2Former ignore_value usage and ModernBERT norm_eps typing are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + 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"aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three issues are unrelated: one is about token truncation direction, one about ReduceLROnPlateau-like training behavior, and one about Wav2Vec2 word time offsets. They should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Different problems in different areas: tokenizer truncation behavior vs speech model word boundary timestamps." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Token truncation direction request is unrelated to learning-rate scheduler functionality." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "No shared underlying bug; one concerns optimizer scheduling, the other Wav2Vec2 alignment/time offsets." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 3, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-13244-3", + "nodes": [ + "issue:13244", + "issue:15980", + "issue:16618" + ], + "soft_pairs": [ + "issue:13244|issue:16618", + "issue:15980|issue:16618" + ], + "prepared_review_unit_hash": "e18fd0d894ca5df0723d64cc38c547d2da39d37c6ef3932e626166a264df8bb3", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2478, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2478, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues do not look like one duplicate cluster. Two are about model-loading failures, but one is specifically private-model authentication/error messaging, and the other is a generic inability to load bert-base-uncased; the Tapas tokenization issue is unrelated.", + "confidence": 0.71, + "canonical_issue_reason": "issue:16618 is the broadest and most representative of the model-loading failure reports; issue:15980 is narrower and issue:13244 is unrelated.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:16618 is the best representative issue because it is the most general user-facing loading failure and has the strongest discussion activity among the related-looking reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Tokenization behavior for Tapas is a different underlying problem from failing to load bert-base-uncased; no shared code-path or concrete bug match." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Both mention model loading, but one is about private-model download/auth and bad error messaging while the other is a generic load failure for a public model; 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": 4, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-26350-2", + "nodes": [ + "issue:26350", + "issue:33260" + ], + "soft_pairs": [ + "issue:26350|issue:33260" + ], + "prepared_review_unit_hash": "98eb86abb07e12a67a493415700d068443492501e689e2b040b4269b4b772834", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are both broad community-contribution feature requests, but they target different capabilities: Flash Attention 2 support vs GGUF support. They are related only at a high level (model/runtime architecture support), not the same underlying issue.", + "confidence": 0.97, + "canonical_issue_reason": "issue:26350 is the more established thread (older, more discussion), so it is the better representative issue for this cluster if one must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:26350 is the strongest single issue due to higher discussion activity and earlier creation, but it is not a duplicate of issue:33260.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Reject: the requests are for different features and code paths. Flash Attention 2 support and GGUF support are not the same bug/change, even though both concern adding support for more architectures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 5, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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:46226", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:43834|issue:46226", + "issue:43834|issue:46931", + "issue:43834|issue:46222", + "issue:44365|issue:44370", + "issue:44365|issue:46226", + "issue:44365|issue:46931", + "issue:44365|issue:46222", + "issue:44370|issue:46226", + "issue:44370|issue:46931", + "issue:44370|issue:46222", + "issue:46222|issue:46226", + "issue:46222|issue:46931", + "issue:46226|issue:46931" + ], + "prepared_review_unit_hash": "f0a772063a22e38405d63762fe70a91194b254603deea052db158dba4488ee7a", + "component_budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 28, + "serialized_chars": 15548, + "estimated_input_tokens": 3887, + "estimated_eval_tokens": 8030 + }, + "budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 28, + "serialized_chars": 15548, + "estimated_input_tokens": 3887, + "estimated_eval_tokens": 8030 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a set of separate i18n translation-request issues, not true duplicates. The only close matches are the placeholder/template-style issues, but there is still no concrete evidence they target the same language or same change, so I would not merge any of them.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 43834 is the most template-like and centrally similar to the other placeholder translation requests, so it is the best anchor if one must pick a representative issue. It is still not a true duplicate of the language-specific requests.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43834 best represents the generic placeholder cluster (high similarity to 44365/44370 and related items) and is the cleanest canonical anchor, but only as a representative\u2014not as a confirmed duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different translation requests; one is Turkish and the other is a generic placeholder-style issue." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Different translation requests; the explicit Turkish issue does not match the generic placeholder request." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Same broad i18n theme, but no evidence they are the same language or same underlying request." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Different target languages; Turkish vs Romanian translation requests are separate issues." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Different target languages; Turkish vs Spanish are not duplicates." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish translation request versus generic placeholder issue; not enough to treat as the same change." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Different language request versus placeholder template; no concrete match." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Different target languages; Spanish and Romanian are separate requests." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Spanish request does not clearly match the generic placeholder issue." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian request and generic placeholder issue are not confirmed to be the same underlying request." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Romanian request versus generic placeholder; too little evidence to merge." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Romanian issue and template-style placeholder issue are not the same concrete translation request." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Romanian translation request and Thai-language title appear unrelated." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": false, + "reason": "Both are placeholder-style i18n issues, but the available evidence does not prove they target the same language or same task." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": false, + "reason": "High textual similarity, but still only generic template overlap; no concrete same-language evidence." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Generic placeholder i18n issue versus Thai text/spam-like issue; not the same change." + }, + { + "left": "issue:43834", + "right": "issue:46931", + "accept": false, + "reason": "Generic placeholder i18n issue versus unrelated Thai title; no clear duplicate evidence." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Generic placeholder i18n issue versus unrelated Thai title; not enough to merge." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": false, + "reason": "Very similar template text, but still no proof they are the same underlying language request." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Placeholder-style i18n issue and Thai title do not clearly describe the same request." + }, + { + "left": "issue:44365", + "right": "issue:46931", + "accept": false, + "reason": "Placeholder-style i18n issue and Thai title are not the same concrete issue." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Generic placeholder issue versus unrelated Thai title; no merge-worthy match." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Placeholder-style i18n issue versus Thai title; similarity is not enough to call them duplicates." + }, + { + "left": "issue:44370", + "right": "issue:46931", + "accept": false, + "reason": "Placeholder-style i18n issue versus unrelated Thai title; not the same change." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Placeholder-style i18n issue versus unrelated Thai title; no concrete duplicate evidence." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": false, + "reason": "Both are Thai-language titles, but the wording differs and there is no clear evidence they are the same underlying request." + }, + { + "left": "issue:46222", + "right": "issue:46931", + "accept": false, + "reason": "Thai-language titles are similar in tone but not clearly the same issue." + }, + { + "left": "issue:46226", + "right": "issue:46931", + "accept": false, + "reason": "Similar Thai-language content, but too ambiguous to merge 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": 6, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-36718-21", + "nodes": [ + "issue:36718", + "issue:36817", + "issue:36879", + "issue:37015", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:42954", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322", + "issue:46133", + "issue:46645", + "issue:46653", + "issue:47004" + ], + "soft_pairs": [ + "issue:36718|issue:47004", + "issue:36718|issue:41115", + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:36817|issue:36879", + "issue:36817|issue:42954", + "issue:36879|issue:41211", + "issue:36879|issue:43909", + "issue:36879|issue:44121", + "issue:36879|issue:43837", + "issue:36879|issue:43671", + "issue:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue:36879|issue:37015", + "issue:37015|issue:42503", + "issue:41115|issue:43837", + "issue:41115|issue:44121", + "issue:41115|issue:42503", + "issue:41115|issue:45027", + "issue:41211|issue:43671", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42503|issue:42954", + "issue:42738|issue:45027", + "issue:42503|issue:42738", + "issue:42738|issue:42954", + "issue:42738|issue:46653", + "issue:42954|issue:44205", + "issue:42954|issue:43671", + "issue:42954|issue:45177", + "issue:42954|issue:46653", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43837|issue:44121", + "issue:43909|issue:44205", + "issue:43909|issue:46645", + "issue:44121|issue:45322", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177", + "issue:45322|issue:46133", + "issue:42503|issue:46653", + "issue:45027|issue:46653" + ], + "prepared_review_unit_hash": "1fdd8b076a5a3bf176b5a6e5080a1ec880951513e8c343d4f5c6372e21af7480", + "component_budget": { + "node_count": 21, + "item_count": 21, + "soft_pair_count": 48, + "serialized_chars": 28612, + "estimated_input_tokens": 7153, + "estimated_eval_tokens": 14562 + }, + "budget": { + "node_count": 21, + "item_count": 21, + "soft_pair_count": 48, + "serialized_chars": 28612, + "estimated_input_tokens": 7153, + "estimated_eval_tokens": 14562 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are all model-request issues across different models and modalities; they are superficially similar but not duplicates. I would not merge any soft edge.", + "confidence": 0.96, + "canonical_issue_reason": "If a single representative is needed, issue 36879 is the closest hub by similarity, but the cluster is too heterogeneous for a true duplicate canonical.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 36879 is the broadest/most central representative among these unrelated model requests, though none of the items is a strong duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36718", + "right": "issue:47004", + "accept": false, + "reason": "RoMa keypoint matcher vs LoMa detector+matcher: related naming, but different model requests and likely different code paths." + }, + { + "left": "issue:36718", + "right": "issue:41115", + "accept": false, + "reason": "Keypoint matcher request vs MiniCPM3 architecture request; different domains and changes." + }, + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "EuroBert config vs DEIMv2; unrelated model families and implementation work." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert vs Qwen3-TTS support; different model types and tasks." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert model/config request vs RF-DETR model request; different artifacts." + }, + { + "left": "issue:36817", + "right": "issue:42954", + "accept": false, + "reason": "EuroBert vs XiaoMi MiMo; unrelated model additions." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are distinct vision models; not the same change." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR object detection vs LFM2.5 Audio; different modality and code path." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR model addition vs weight-sparse transformer request; unrelated work." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR vs Qwen3-ASR; different model families and tasks." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR vision model vs Qwen3-TTS support; different modalities." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT request vs Qwen3-ASR support; unrelated models." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT vs OpenAI weight-sparse transformer; different requested changes." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT language model request vs LFM2.5 Audio request; not a duplicate." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR model request vs NeoBERT request; different model families." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT vs ModernVBERT models; both model requests but for different architectures." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture vs Qwen3-ASR support; different tasks and likely different code." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 architecture request vs sparse-transformer request; not the same underlying change." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 vs ModernVBERT models; distinct model integrations." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 architecture vs Voxtral TTS support; different model domains." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 vision model request vs Qwen3-TTS support; unrelated." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT models vs Qwen3-ASR support; different model additions." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT vs Qwen3-TTS; not the same request." + }, + { + "left": "issue:42503", + "right": "issue:42954", + "accept": false, + "reason": "ModernVBERT models vs XiaoMi MiMo; distinct model families." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like models with RoPE vs Voxtral TTS; broad thematic similarity only, not a duplicate." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT models vs BERT-like models with RoPE; overlapping theme but different concrete integration." + }, + { + "left": "issue:42738", + "right": "issue:42954", + "accept": false, + "reason": "BERT-like models with RoPE vs XiaoMi MiMo; different requests." + }, + { + "left": "issue:42738", + "right": "issue:46653", + "accept": false, + "reason": "BERT-like model request vs a non-model issue title; clearly unrelated." + }, + { + "left": "issue:42954", + "right": "issue:44205", + "accept": false, + "reason": "XiaoMi MiMo vs SAM3-LiteText; different model types and changes." + }, + { + "left": "issue:42954", + "right": "issue:43671", + "accept": false, + "reason": "MiMo vs Qwen3-TTS; different model families and tasks." + }, + { + "left": "issue:42954", + "right": "issue:45177", + "accept": false, + "reason": "MiMo vs DeepSeek-OCR2; unrelated model additions." + }, + { + "left": "issue:42954", + "right": "issue:46653", + "accept": false, + "reason": "MiMo vs a non-model title; not the same underlying change." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are related but separate modalities; not the same fix/change." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS vs Voxtral-4B-TTS-2603; both TTS, but different model integrations." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS support vs DeepSeek-OCR2; unrelated." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS support vs sparse transformer request; different code paths." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR vs LFM2.5 Audio; both audio-related but different model requests." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "ASR support vs EUPE vision-language encoder; unrelated." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR support vs weight-sparse transformer request; not the same underlying change." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR vs Voxtral TTS; different audio tasks and model code." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT request vs Voxtral TTS support; unrelated model integrations." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR support vs DeepSeek-OCR2; different modality and implementation." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE by Meta AI vs TIPSv2 by Google DeepMind; both vision-language requests but distinct models and changes." + }, + { + "left": "issue:42503", + "right": "issue:46653", + "accept": false, + "reason": "ModernVBERT models vs a non-model title; clearly not duplicates." + }, + { + "left": "issue:45027", + "right": "issue:46653", + "accept": false, + "reason": "Voxtral TTS support vs a non-model title; unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 7, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-38740-2", + "nodes": [ + "issue:38740", + "issue:46443" + ], + "soft_pairs": [ + "issue:38740|issue:46443" + ], + "prepared_review_unit_hash": "3c9af4c28c6216132651ecb428ee169621dba63262154fa91973111052691e1a", + "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 pair is not a duplicate cluster: one issue is a docs request about adding `pruna`, the other is a Vision RoPE refactor. The soft similarity signal is spurious.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "If a representative must be chosen, issue #46443 is the more substantive open technical item, but it is not the same underlying problem as #38740.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "Titles and context are unrelated: #38740 is a closed documentation request about `pruna`, while #46443 is an open Vision RoPE refactor. No shared code path or duplicate bug/change is evident." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 8, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41084-2", + "nodes": [ + "issue:41084", + "issue:43037" + ], + "soft_pairs": [ + "issue:41084|issue:43037" + ], + "prepared_review_unit_hash": "d2edd493ee996bea81708354e05c595e75281d8badc3c1796de0525cc548b598", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated: one is about Set block decoding, the other about adding DeepSeek v3.2 support. They should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: these describe different problems and do not share the same underlying bug or feature request.", + "canonical_pr_reason": null, + "best_issue_reason": "No single best issue for this cluster; neither issue is a suitable representative because the topics are unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different subject matter with no shared code path or explicit linkage; this is not a duplicate pair." + } + ] + }, + "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": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41306-2", + "nodes": [ + "issue:41306", + "issue:41826" + ], + "soft_pairs": [ + "issue:41306|issue:41826" + ], + "prepared_review_unit_hash": "02074dbc42745386ee8feb0cf334694312afd426ce3ff832ec738de18349adde", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1585, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1585, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These look like separate feature requests, not duplicates: one is about exposing a TiledFusedLogitsLoss/Liger FLCE flag in `from_pretrained()`, while the other is about integrating TiledMLP for lower memory use.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue for the pair; they target different components and different changes.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 41826 is the broader, more central feature request in the cluster theme (memory-footprint reduction), but it is not a duplicate of 41306.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41306", + "right": "issue:41826", + "accept": false, + "reason": "Different underlying requests: FLCE flag plumbing in `from_pretrained()` vs. adding TiledMLP integration. 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": 10, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43598-2", + "nodes": [ + "issue:43598", + "issue:43600" + ], + "soft_pairs": [ + "issue:43598|issue:43600" + ], + "prepared_review_unit_hash": "498c6dca2f4c4a4b68be5218ccc55da3e95fed976fadacb8ed25d3c3c9a579fc", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are related to Trainer customizability, but they describe different problems: one concerns `remove_unused_column`, the other FLOP estimation for custom trainers. They should not be clustered as duplicates.", + "confidence": 0.9, + "canonical_issue_reason": "Neither issue is a clear duplicate of the other; if forced to choose, #43598 is the more specific API/behavior change request around Trainer input handling.", + "canonical_pr_reason": null, + "best_issue_reason": "#43598 is the cleaner canonical issue for the cluster because it has a concrete Trainer behavior (`remove_unused_column`) and a clearer customization focus.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "They touch different Trainer internals and different user-visible failures: column removal vs FLOP counting. Similarity is thematic, not the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43684-2", + "nodes": [ + "issue:43684", + "issue:44405" + ], + "soft_pairs": [ + "issue:43684|issue:44405" + ], + "prepared_review_unit_hash": "2cd9854c2f485fadfbe27fc244c587d56a3539cd5a346a2b80fc395897d4acd4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are related only at a broad theme level (Qwen model support) but describe different requests: one adds Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration, the other requests AutoModelForSequenceClassification support for Qwen3.5 (Qwen3_5Config). They are not the same underlying bug or change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different model families and different auto classes; one is registration for Qwen3-Omni generation models, the other is sequence-classification support for Qwen3.5. They would not plausibly be merged 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": 12, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": "99f969b8749d6c7e29df32f47f64d1e18927d174d3926b7bee6498b6611308de", + "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 issues titled \"huggingface \" look like duplicates of the same underlying report and can be clustered together; the \"Fett\" issue does not have enough evidence to join that cluster.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 43845 is the earliest of the near-identical \"huggingface \" reports, so it is the best canonical representative among the likely duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "43845 is the strongest issue representative because it is earliest and matches the same title pattern as 43846 and 43859.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Only weak soft similarity; the title \"Fett\" does not clearly match the repeated \"huggingface \" reports, and there is no body/detail evidence of the same bug." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Same as above: no concrete indication that \"Fett\" is the same issue as the huggingface reports." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Insufficient evidence that \"Fett\" refers to the same underlying problem as the huggingface issues." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": true, + "reason": "Near-identical titles and no contrary evidence; these appear to be duplicate reports of the same issue." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": true, + "reason": "Same repeated title pattern with no distinguishing evidence, so they likely describe the same issue." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": true, + "reason": "Near-identical \"huggingface \" issue reports with no evidence of different bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The clustering is grounded in the packet: 43845/43846/43859 share the exact same title, and selecting 43845 as the canonical representative is supported by its earliest timestamp among that set. The exclusion of 43835 is also conservative given only weak soft similarity and no stronger shared evidence. The soft-edge verdicts are appropriately hedged and do not overstate beyond the available packet data." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44371-6", + "nodes": [ + "issue:44371", + "issue:44418", + "issue:44572", + "issue:44573", + "issue:44937", + "issue:47036" + ], + "soft_pairs": [ + "issue:44371|issue:44572", + "issue:44371|issue:44573", + "issue:44371|issue:44418", + "issue:44371|issue:47036", + "issue:44371|issue:44937", + "issue:44418|issue:44572", + "issue:44418|issue:44573", + "issue:44572|issue:44573", + "issue:44572|issue:47036", + "issue:44572|issue:44937", + "issue:44573|issue:47036", + "issue:44573|issue:44937" + ], + "prepared_review_unit_hash": "1713b501cd4232d6874bd354215c23df8a48806ff2d7440c28d259153fc6efca", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 12, + "serialized_chars": 7352, + "estimated_input_tokens": 1838, + "estimated_eval_tokens": 3932 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 12, + "serialized_chars": 7352, + "estimated_input_tokens": 1838, + "estimated_eval_tokens": 3932 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are low-content spam/generic placeholder issues with no credible shared bug or feature to deduplicate. No soft pair looks like the same underlying problem.", + "confidence": 0.88, + "canonical_issue_reason": "No canonical issue: the cluster is just spam/generic placeholder issues with no shared concrete bug or feature.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:47036 has the most discussion activity, but it still doesn't look like a substantive duplicate target or representative issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are generic spam placeholders; no evidence they describe the same concrete issue or change." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Both are generic spam placeholders; no evidence they describe the same concrete issue or change." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is spam and the other is a vague documentation suggestion; not the same underlying problem." + }, + { + "left": "issue:44371", + "right": "issue:47036", + "accept": false, + "reason": "Spam placeholder versus a vague community benchmark tip; no shared concrete issue." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder versus an unrelated title; no sign of the same bug/change." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "A vague documentation suggestion and spam placeholder are not the same underlying issue." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "A vague documentation suggestion and spam placeholder are not the same underlying issue." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam placeholders, but there is no concrete bug/change to establish a real duplicate." + }, + { + "left": "issue:44572", + "right": "issue:47036", + "accept": false, + "reason": "Spam placeholder versus a benchmark tip; unrelated content and no shared fix target." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder versus unrelated content; no evidence of the same underlying issue." + }, + { + "left": "issue:44573", + "right": "issue:47036", + "accept": false, + "reason": "Spam placeholder versus a benchmark tip; unrelated content and no shared fix target." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder versus unrelated content; no evidence of 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": 14, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45145-2", + "nodes": [ + "issue:45145", + "issue:45151" + ], + "soft_pairs": [ + "issue:45145|issue:45151" + ], + "prepared_review_unit_hash": "32470db5e4184db51133716a4ac367021613359369606620a2c28b1e6f721329", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are highly similar: they have the same title, close body lengths, and a soft-similarity link, so they likely describe the same report/request. The evidence is enough to treat them as duplicates, but not enough to be highly certain about underlying details beyond that.", + "confidence": 0.86, + "canonical_issue_reason": "Issue #45145 is a reasonable canonical choice because it was created first and has slightly more inbound reference activity, so it can serve as the primary duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #45145 is the better global issue choice on the available evidence because it is the earliest of the near-duplicate pair and already has a bit more discussion/reference activity.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Same title, very similar body size, and a soft-similarity link make these look like likely duplicate issue reports for the same topic." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The packet supports that these two issues are very similar: same title, close body lengths, and a soft-similarity link. However, the analyst overstates certainty by giving 0.99 confidence and by asserting they describe the same underlying problem rather than saying they likely/appear to be duplicates. The canonical/best-issue rationale also goes beyond the evidence by calling #45145 the most representative without additional support. Please tone this down and keep the soft-edge language more cautious." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45762-2", + "nodes": [ + "issue:45762", + "issue:45763" + ], + "soft_pairs": [ + "issue:45762|issue:45763" + ], + "prepared_review_unit_hash": "ea14112d6366d39705e7a96dfb3088e89e7d33d23d2b7c2099d45b224aedc3c9", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues are unrelated-looking standalone entries with different personal names and dates; there is no evidence they describe the same bug or request, so the soft duplicate link should be rejected.", + "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": "Titles are different names and birthdates with no shared problem statement, code context, or explicit linkage; they do not appear to describe the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 17, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45764-2", + "nodes": [ + "issue:45764", + "issue:45765" + ], + "soft_pairs": [ + "issue:45764|issue:45765" + ], + "prepared_review_unit_hash": "03ad1cd3930dac28bb7adec13e2457a0fe81417402ff3b7ac8a2bcccfbb44185", + "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 closed issues are unrelated individual-name/title entries with no body, links, or shared targets; they do not look like duplicates or parts of the same bug report.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue has meaningful diagnostic content or any evidence of being a better canonical representative; they appear equally non-technical and unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Only weak textual similarity in a personal-name/date format; no shared problem statement, targets, or discussion evidence indicating the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 18, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45810-2", + "nodes": [ + "issue:45810", + "issue:46295" + ], + "soft_pairs": [ + "issue:45810|issue:46295" + ], + "prepared_review_unit_hash": "3eeb88654d4a4c87eb9a59f34a73b734bb240bfb1af2db52dd9e3bf7a6dc2269", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated feature requests: one asks for a new Qwen3_5 token-classification model class, while the other requests FP8 training support. They do not describe the same underlying bug or change, so the soft pair should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue stands out; the requests cover different areas of the codebase and different feature work.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a better duplicate target for the other because they are orthogonal enhancements with no shared implementation path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Different feature requests: adding a specific model head vs enabling FP8 training. 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": 19, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": "b503b2311403dee036cc35be28c6a24c5811b4518d6b7e1a3c36677a6b5fdce4", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5728, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5728, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The set splits into two exact-duplicate issue pairs: 45870/45871 and 45872/45873. Issue 45869 is unrelated and should not be merged with either pair.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue for the whole cluster: there are two separate exact-duplicate pairs (45870/45871 and 45872/45873), plus an unrelated dataset issue (45869).", + "canonical_pr_reason": null, + "best_issue_reason": "If one issue must be selected as the overall representative, 45870 is the best fallback because it is an exact duplicate pair member with the earliest timestamp and the cleanest generic title.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Different topics: a financial dataset bundle versus an example time-series prediction issue." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Different topics: a financial dataset bundle versus an example time-series prediction issue." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Exact title match and same underlying example issue; these are duplicates." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Related keywords, but one is an example prediction issue and the other is a scraping-service issue; not the same concrete request." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Different concrete issue: example prediction versus scraping-service request." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Same broad theme, but different requested change/issue scope." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Same broad theme, but different requested change/issue scope." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Exact title match and same underlying request; these are duplicates." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded in the packet: 45870/45871 and 45872/45873 are identical-title pairs with matching body lengths, while 45869 has a clearly different title. The soft-edge rejections are conservative, and the only acceptances are for the strongest duplicate signals." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 20, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46439-2", + "nodes": [ + "issue:46439", + "issue:46441" + ], + "soft_pairs": [ + "issue:46439|issue:46441" + ], + "prepared_review_unit_hash": "6ffc72039bc70025ab976f0e94570b3693303186803854fb8862de88ef8805f5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1640, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1640, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are related at the subsystem level (`cache_implementation=\"static\"` and linear-attention), but the packet only supports a potential relationship, not a confident duplicate judgment. I would keep them clustered cautiously while treating them as separate reports for now.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 46439 is the better canonical issue because it describes the broader and more diagnostic failure mode: static-cache early initialization corrupting linear-attention layers and causing shape/runtime errors. Issue 46441 reads like a narrower symptom report for a specific model.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46439 is the strongest representative of the cluster because it names the likely underlying mechanism rather than only the surfaced exception, making it the better anchor for deduping and linking follow-up reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "Reject as a duplicate edge: the evidence is limited to title-level overlap on `cache_implementation=\"static\"` and linear-attention plus a generic `soft_similarity` signal. That suggests relatedness, but not enough to conclude the same bug or same code path." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is mostly grounded, but the soft-edge verdict is too strong for the evidence in the packet. The two issues share `cache_implementation=\"static\"` and linear-attention context, but the packet only provides title-level signals plus a generic `soft_similarity` link. That supports a possible relationship, not a confident acceptance that they are the same bug or same code path. Please downgrade the pair verdict to something more conservative." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 21, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46551-2", + "nodes": [ + "issue:46551", + "issue:46552" + ], + "soft_pairs": [ + "issue:46551|issue:46552" + ], + "prepared_review_unit_hash": "0dc0642de50d74e252e2ee710abee629ea9df48a49568a8091c01852ccede232", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1707, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1707, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are highly likely duplicates/near-duplicates: they have identical titles, the same reported body length, and a perfect soft-similarity score. The open issue with inbound references is the better canonical tracker for the likely duplicate report.", + "confidence": 0.93, + "canonical_issue_reason": "issue:46552 is the better canonical issue because it is still open and already has inbound references, so it is the active tracker for this likely duplicate report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46552 is the best issue candidate overall for the same reason: it is the live, referenced report of this likely duplicate tokenizer bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46551", + "right": "issue:46552", + "accept": true, + "reason": "Identical titles and perfect soft similarity make these appear to be the same report; the body text is not shown, so this is best treated as a highly likely duplicate/near-duplicate rather than a proven exact match." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The duplicate call is plausible, but the summary overstates the evidence. The packet shows identical titles and a soft-similarity score of 1.0, plus the open issue has inbound references, but it does not provide the body text, so 'identical bodies' and 'exact same bug' are stronger than the evidence supports. Please phrase this as a highly likely duplicate/near-duplicate and keep the canonical-target reasoning tied to the open state and inbound references." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 22, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46657-2", + "nodes": [ + "issue:46657", + "issue:46692" + ], + "soft_pairs": [ + "issue:46657|issue:46692" + ], + "prepared_review_unit_hash": "5fe84fdb459f8800920f22092f0d1ae853ac76df9a3b26278addff8d93bbb4e3", + "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 an out-of-memory failure after several epochs in RT-DETR v2 training. They describe different failure modes and likely different root causes.", + "confidence": 0.94, + "canonical_issue_reason": "Issue #46657 is the cleaner canonical issue candidate if forced, because it describes a concrete, well-scoped runtime error rather than a broader training-stability symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #46657 is the better standalone representative because it names a specific error class and is more likely to map to a single fixable code path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46657", + "right": "issue:46692", + "accept": false, + "reason": "The reports concern different problems: a tensor shape mismatch versus an out-of-memory condition after some epochs. They are not the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 23, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46822-2", + "nodes": [ + "issue:46822", + "issue:46823" + ], + "soft_pairs": [ + "issue:46822|issue:46823" + ], + "prepared_review_unit_hash": "b010c2669e4cca54497abb92953392f54fcde9931f2d5c1512b0b5e84b306fcf", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1673, + "estimated_input_tokens": 419, + "estimated_eval_tokens": 1094 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1673, + "estimated_input_tokens": 419, + "estimated_eval_tokens": 1094 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues both concern model loading failures, but they describe different code paths and different bugs: ZeRO-3 partitioning during `zero.Init` versus 4-bit `device_map='auto'` CPU dispatch despite `max_memory`. Not a duplicate pair.", + "confidence": 0.96, + "canonical_issue_reason": "No true canonical issue across the pair; they are separate bugs. If one must be chosen for the cluster, issue 46822 is the more representative loading/OOM report.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46822 is the stronger representative of a concrete upstream bug report and has a focused failure mode; issue 46823 is a distinct quantized dispatch regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46822", + "right": "issue:46823", + "accept": false, + "reason": "Different underlying mechanisms and symptoms: ZeRO-3 composite-module partitioning OOM vs 4-bit auto device mapping incorrectly offloading to CPU. Same broad area, but 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": 24, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46906-16", + "nodes": [ + "issue:46906", + "issue:46940", + "issue:46948", + "issue:46969", + "issue:46985", + "issue:46998", + "issue:47037", + "issue:47049", + "issue:47053", + "issue:47091", + "issue:47102", + "issue:47120", + "issue:47182", + "issue:47227", + "issue:47256", + "issue:47265" + ], + "soft_pairs": [ + "issue:46906|issue:46940", + "issue:46906|issue:46948", + "issue:46906|issue:46969", + "issue:46906|issue:46985", + "issue:46906|issue:47037", + "issue:46940|issue:46948", + "issue:46940|issue:46969", + "issue:46940|issue:46985", + "issue:46940|issue:46998", + "issue:46948|issue:46969", + "issue:46948|issue:46985", + "issue:46948|issue:46998", + "issue:46969|issue:46985", + "issue:46969|issue:47037", + "issue:46969|issue:47091", + "issue:46985|issue:47037", + "issue:46985|issue:47049", + "issue:46998|issue:47053", + "issue:46998|issue:47037", + "issue:46998|issue:47049", + "issue:46985|issue:46998", + "issue:46998|issue:47091", + "issue:47037|issue:47049", + "issue:47037|issue:47091", + "issue:47037|issue:47053", + "issue:47049|issue:47053", + "issue:47049|issue:47091", + "issue:47053|issue:47091", + "issue:47053|issue:47102", + "issue:47091|issue:47102", + "issue:46985|issue:47091", + "issue:47037|issue:47102", + "issue:46985|issue:47102", + "issue:47049|issue:47102", + "issue:47120|issue:47182", + "issue:47120|issue:47256", + "issue:47120|issue:47265", + "issue:47102|issue:47120", + "issue:47120|issue:47227", + "issue:47182|issue:47256", + "issue:47182|issue:47265", + "issue:47182|issue:47227", + "issue:47102|issue:47182", + "issue:47227|issue:47256", + "issue:47227|issue:47265", + "issue:47102|issue:47227", + "issue:47256|issue:47265", + "issue:47102|issue:47256", + "issue:47102|issue:47265" + ], + "prepared_review_unit_hash": "fd5f0270984ea471afda72817afa980da5f0d08700a697756b38574910f81edc", + "component_budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 49, + "serialized_chars": 26578, + "estimated_input_tokens": 6645, + "estimated_eval_tokens": 13546 + }, + "budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 49, + "serialized_chars": 26578, + "estimated_input_tokens": 6645, + "estimated_eval_tokens": 13546 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This looks like a series of recurring daily '[serge] integration failure triage' issues, not true duplicates of one underlying bug. The similarity is mostly the shared template and naming pattern, so I would not merge any of the soft-edge pairs.", + "confidence": 0.91, + "canonical_issue_reason": "issue:47120 has the strongest cross-reference and discussion signal, so it's the best representative of this recurring triage series.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:47120 is the most suitable cluster representative because it has the highest inbound references and activity among these near-identical triage reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46906", + "right": "issue:46940", + "accept": false, + "reason": "Same triage template, but the date-stamped issues indicate separate daily runs rather than one shared bug instance." + }, + { + "left": "issue:46906", + "right": "issue:46948", + "accept": false, + "reason": "High textual similarity from the template; no evidence these are the same concrete failure." + }, + { + "left": "issue:46906", + "right": "issue:46969", + "accept": false, + "reason": "These appear to be separate daily triage entries, not duplicate reports of one bug." + }, + { + "left": "issue:46906", + "right": "issue:46985", + "accept": false, + "reason": "Shared wording only; the differing dates suggest distinct integration-failure occurrences." + }, + { + "left": "issue:46906", + "right": "issue:47037", + "accept": false, + "reason": "The similarity is superficial and tied to the recurring triage format, not the same underlying issue." + }, + { + "left": "issue:46940", + "right": "issue:46948", + "accept": false, + "reason": "Same template, but no concrete evidence they describe the same failure instance." + }, + { + "left": "issue:46940", + "right": "issue:46969", + "accept": false, + "reason": "Date-separated triage reports; likely separate incidents." + }, + { + "left": "issue:46940", + "right": "issue:46985", + "accept": false, + "reason": "These look like repeated triage placeholders rather than one duplicate bug report." + }, + { + "left": "issue:46940", + "right": "issue:46998", + "accept": false, + "reason": "Shared subsystem wording is not enough to treat them as duplicates." + }, + { + "left": "issue:46948", + "right": "issue:46969", + "accept": false, + "reason": "No evidence of the same concrete bug; just the same daily triage pattern." + }, + { + "left": "issue:46948", + "right": "issue:46985", + "accept": false, + "reason": "The matching title format is too generic to merge these issues." + }, + { + "left": "issue:46948", + "right": "issue:46998", + "accept": false, + "reason": "These likely track different daily failures, not one repeated report." + }, + { + "left": "issue:46969", + "right": "issue:46985", + "accept": false, + "reason": "Separate dated triage issues; similarity is from the repeated template." + }, + { + "left": "issue:46969", + "right": "issue:47037", + "accept": false, + "reason": "No concrete overlap beyond the recurring integration triage label." + }, + { + "left": "issue:46969", + "right": "issue:47091", + "accept": false, + "reason": "These appear to be distinct daily reports rather than the same bug." + }, + { + "left": "issue:46985", + "right": "issue:46998", + "accept": false, + "reason": "High similarity is expected from the template; not enough to dedupe." + }, + { + "left": "issue:46985", + "right": "issue:47037", + "accept": false, + "reason": "Different dates and no shared concrete failure details shown." + }, + { + "left": "issue:46985", + "right": "issue:47049", + "accept": false, + "reason": "These look like separate integration-failure triage entries." + }, + { + "left": "issue:46985", + "right": "issue:47091", + "accept": false, + "reason": "Same recurring format, but no evidence of the same underlying bug." + }, + { + "left": "issue:46985", + "right": "issue:47102", + "accept": false, + "reason": "Date-stamped triage reports are not enough to call these duplicates." + }, + { + "left": "issue:46998", + "right": "issue:47037", + "accept": false, + "reason": "The overlap is generic template similarity, not a shared concrete failure." + }, + { + "left": "issue:46998", + "right": "issue:47049", + "accept": false, + "reason": "Distinct daily triage items; no sign they were the same incident." + }, + { + "left": "issue:46998", + "right": "issue:47053", + "accept": false, + "reason": "These are likely separate runs of the same triage process, not duplicates." + }, + { + "left": "issue:46998", + "right": "issue:47091", + "accept": false, + "reason": "No concrete bug identity is shared beyond the title pattern." + }, + { + "left": "issue:47037", + "right": "issue:47049", + "accept": false, + "reason": "Same recurring triage naming, but not the same underlying issue." + }, + { + "left": "issue:47037", + "right": "issue:47053", + "accept": false, + "reason": "These appear to be different date-specific reports." + }, + { + "left": "issue:47037", + "right": "issue:47091", + "accept": false, + "reason": "Generic similarity only; insufficient for duplicate merging." + }, + { + "left": "issue:47037", + "right": "issue:47102", + "accept": false, + "reason": "No evidence these are the same failure instance." + }, + { + "left": "issue:47049", + "right": "issue:47053", + "accept": false, + "reason": "Separate dated triage issues with only template-level similarity." + }, + { + "left": "issue:47049", + "right": "issue:47091", + "accept": false, + "reason": "The shared title pattern is not enough to merge them." + }, + { + "left": "issue:47049", + "right": "issue:47102", + "accept": false, + "reason": "These look like independent triage entries, not one bug report." + }, + { + "left": "issue:47053", + "right": "issue:47091", + "accept": false, + "reason": "No concrete code-path or failure identity is shared here." + }, + { + "left": "issue:47053", + "right": "issue:47102", + "accept": false, + "reason": "Likely separate daily failures, despite the same subsystem label." + }, + { + "left": "issue:47091", + "right": "issue:47102", + "accept": false, + "reason": "The similarity is from the recurring triage template, not a shared bug." + }, + { + "left": "issue:46985", + "right": "issue:47091", + "accept": false, + "reason": "Duplicate of the same generic pattern only; not enough evidence of one underlying failure." + }, + { + "left": "issue:47037", + "right": "issue:47102", + "accept": false, + "reason": "Different date-stamped triage entries; no sign of the same incident." + }, + { + "left": "issue:46985", + "right": "issue:47102", + "accept": false, + "reason": "These are separate daily triage reports, not a single duplicate issue." + }, + { + "left": "issue:47049", + "right": "issue:47102", + "accept": false, + "reason": "Same recurring format, but the reports do not identify one concrete bug." + }, + { + "left": "issue:47120", + "right": "issue:47182", + "accept": false, + "reason": "Same triage series, but different dates indicate separate reports rather than one duplicate." + }, + { + "left": "issue:47120", + "right": "issue:47256", + "accept": false, + "reason": "No evidence these are the same underlying integration failure." + }, + { + "left": "issue:47120", + "right": "issue:47265", + "accept": false, + "reason": "Distinct date-stamped triage entries; the match is only template-level." + }, + { + "left": "issue:47102", + "right": "issue:47120", + "accept": false, + "reason": "Separate daily triage issues, not a merged concrete bug report." + }, + { + "left": "issue:47120", + "right": "issue:47227", + "accept": false, + "reason": "The titles are similar, but there is no proof of a shared failure instance." + }, + { + "left": "issue:47182", + "right": "issue:47256", + "accept": false, + "reason": "These look like successive triage reports, not duplicates." + }, + { + "left": "issue:47182", + "right": "issue:47265", + "accept": false, + "reason": "Shared wording only; the underlying failure is not shown to be the same." + }, + { + "left": "issue:47182", + "right": "issue:47227", + "accept": false, + "reason": "No concrete overlap beyond the recurring integration triage label." + }, + { + "left": "issue:47102", + "right": "issue:47182", + "accept": false, + "reason": "Likely different daily occurrences of a similar problem, not one bug." + }, + { + "left": "issue:47227", + "right": "issue:47256", + "accept": false, + "reason": "Same recurring triage pattern; not enough evidence to treat as duplicates." + }, + { + "left": "issue:47227", + "right": "issue:47265", + "accept": false, + "reason": "Different date-specific triage reports with only generic similarity." + }, + { + "left": "issue:47102", + "right": "issue:47227", + "accept": false, + "reason": "No concrete shared failure path is visible here." + }, + { + "left": "issue:47256", + "right": "issue:47265", + "accept": false, + "reason": "Adjacent daily triage entries, but not the same underlying bug." + }, + { + "left": "issue:47102", + "right": "issue:47256", + "accept": false, + "reason": "Template similarity only; do not merge without the same concrete failure." + }, + { + "left": "issue:47102", + "right": "issue:47265", + "accept": false, + "reason": "These appear to be separate integration-failure triage instances." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 25, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46983-2", + "nodes": [ + "issue:46983", + "issue:46984" + ], + "soft_pairs": [ + "issue:46983|issue:46984" + ], + "prepared_review_unit_hash": "0f495fef63bfd732f3bfbb88089a71af36134d9fee630328d6f1a6f166a49568", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1492, + "estimated_input_tokens": 373, + "estimated_eval_tokens": 1002 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1492, + "estimated_input_tokens": 373, + "estimated_eval_tokens": 1002 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are near-identical duplicates: same title, highly similar bodies, and no distinguishing targets or files. They should be clustered together, with the earlier issue as canonical.", + "confidence": 0.99, + "canonical_issue_reason": "Issue #46983 is the earliest created item and matches #46984 in title and apparent request, so it is the best canonical issue.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #46983 is the cleanest representative because it was opened first and has the same request as the duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46983", + "right": "issue:46984", + "accept": true, + "reason": "Same exact title and highly similar problem statement; both ask for RWKV7 model support, with no evidence of different scope." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The judgment is grounded in the packet: both issues have the exact same title, very similar text similarity evidence, close body lengths, and no distinguishing targets/files. Treating #46983 as canonical because it was opened first is reasonable, and the soft-edge acceptance is conservative enough here." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 26, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-47007-2", + "nodes": [ + "issue:47007", + "issue:47015" + ], + "soft_pairs": [ + "issue:47007|issue:47015" + ], + "prepared_review_unit_hash": "45c3612dffa212666b8d918f33b2648d523a621f8e0104e5eb367fe84cf794dc", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1626, + "estimated_input_tokens": 407, + "estimated_eval_tokens": 1070 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1626, + "estimated_input_tokens": 407, + "estimated_eval_tokens": 1070 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items are closely related AI/cybersecurity topic posts, but they do not look like the same underlying issue; they read more like separate discussion/proposal threads than duplicates.", + "confidence": 0.59, + "canonical_issue_reason": "Issue 47015 is the cleaner, more general formulation of the theme and is the better representative if these must be clustered.", + "canonical_pr_reason": null, + "best_issue_reason": "47015 has the most direct and concise title for the shared topic; 47007 is more retrospective/lesson-oriented and less canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:47007", + "right": "issue:47015", + "accept": false, + "reason": "High topical overlap, but the titles suggest different focuses ('lessons from using advanced LLMs' vs 'novel application of transformers') rather than the same concrete issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 27, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-47138-2", + "nodes": [ + "issue:47138", + "issue:47139" + ], + "soft_pairs": [ + "issue:47138|issue:47139" + ], + "prepared_review_unit_hash": "f576d00c3647ea7da01bdb7257891295e6191898a60401d392b139f6059535bd", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are highly similar and likely related, but the packet does not prove they are exact duplicates: it only shows identical titles and body length, not identical body content, and issue 47139 has 2 inbound references versus 47138's 0. Issue 47138 is the better canonical candidate because it is the earlier issue and has no extra inbound linkage.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 47138 is the earliest apparent candidate and is the cleaner canonical representative of the near-identical issue pair.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 47138 is the strongest cluster representative because it was created first and does not have additional inbound references that distinguish it from 47139.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:47138", + "right": "issue:47139", + "accept": false, + "reason": "The issues look very similar, but the packet does not establish identical body content, and 47139 has different inbound-reference metadata. That is enough to treat them as likely duplicates rather than confirmed duplicates." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Reject: the summary overstates what the packet supports. The two issues do have the same title and body_length, but the packet does not show identical body content, so 'duplicates' / 'indistinguishable' is too strong. Also, there is distinguishing metadata: issue 47139 has 2 inbound_references while 47138 has 0. A more conservative framing would be that they are highly similar / likely duplicates, with 47138 as the earlier candidate canonical issue." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 4, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-78", + "nodes": [ + "pull_request:44517", + "pull_request:46174", + "pull_request:46196", + "pull_request:46266", + "pull_request:46376", + "pull_request:46395", + "pull_request:46780", + "pull_request:46834", + "pull_request:46903", + "pull_request:46912", + "pull_request:46954", + "pull_request:46957", + "pull_request:46958", + "pull_request:46974", + "pull_request:47072", + "pull_request:47077", + "pull_request:47078", + "pull_request:47082", + "pull_request:47089", + "pull_request:47090", + "pull_request:47105", + "pull_request:47108", + "pull_request:47113", + "pull_request:47122", + "pull_request:47123", + "pull_request:47124", + "pull_request:47129", + "pull_request:47150", + "pull_request:47166", + "pull_request:47173", + "pull_request:47179", + "pull_request:47181", + "pull_request:47184", + "pull_request:47202", + "pull_request:47204", + "pull_request:47212", + "pull_request:47218", + "pull_request:47223", + "pull_request:47224", + "pull_request:47229", + "pull_request:47232", + "pull_request:47234", + "pull_request:47241", + "pull_request:47243", + "pull_request:47260", + "pull_request:47263", + "pull_request:47266", + "pull_request:47268" + ], + "soft_pairs": [ + "pull_request:46174|pull_request:46780", + "pull_request:46780|pull_request:47234", + "pull_request:46174|pull_request:47234", + "pull_request:46834|pull_request:47223", + "pull_request:46903|pull_request:47090", + "pull_request:46903|pull_request:46958", + "pull_request:47124|pull_request:47150", + "pull_request:47122|pull_request:47150", + "pull_request:47123|pull_request:47150", + "pull_request:47150|pull_request:47266", + "pull_request:47122|pull_request:47224", + "pull_request:47123|pull_request:47124", + "pull_request:47122|pull_request:47266", + "pull_request:47124|pull_request:47266", + "pull_request:47122|pull_request:47124", + "pull_request:47150|pull_request:47224", + "pull_request:47218|pull_request:47260", + "pull_request:46958|pull_request:46974", + "pull_request:46954|pull_request:46958", + "pull_request:47202|pull_request:47204", + "pull_request:47072|pull_request:47089", + "pull_request:47108|pull_request:47202", + "pull_request:47072|pull_request:47263", + "pull_request:47077|pull_request:47078", + "pull_request:47204|pull_request:47243", + "pull_request:47072|pull_request:47229", + "pull_request:47224|pull_request:47268", + "pull_request:47234|pull_request:47241", + "pull_request:46266|pull_request:46957", + "pull_request:47105|pull_request:47129", + "pull_request:47077|pull_request:47212", + "pull_request:47173|pull_request:47184", + "pull_request:47113|pull_request:47232", + "pull_request:47166|pull_request:47173", + "pull_request:46376|pull_request:47202", + "pull_request:47202|pull_request:47241", + "pull_request:44517|pull_request:47082", + "pull_request:47173|pull_request:47268", + "pull_request:46196|pull_request:47202", + "pull_request:46912|pull_request:47179", + "pull_request:46395|pull_request:47181" + ], + "prepared_review_unit_hash": "c273f3bd59ef2b91685047b958e3e90a5df14aa0834b3bc55a9d1d170122dd04", + "component_budget": { + "node_count": 78, + "item_count": 78, + "soft_pair_count": 217, + "serialized_chars": 272532, + "estimated_input_tokens": 68133, + "estimated_eval_tokens": 136522 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 41, + "serialized_chars": 127339, + "estimated_input_tokens": 31835, + "estimated_eval_tokens": 63926 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is mostly a heterogeneous PR cluster with a few real duplicate mini-clusters: RT-DETR-family MPS sine-embedding fixes, TimesFM 2.5 window_size fixes, and CohereASR double-shift loss fixes. Most other soft edges are only sharing a broad subsystem or being part of an unrelated bundled PR.", + "confidence": 0.57, + "canonical_issue_reason": null, + "canonical_pr_reason": "47234 is the clearest representative of the RT-DETR-family MPS sine-embedding fix: it is issue-linked, focused on the same helper across related models, and matches the strongest duplicate mini-cluster.", + "best_issue_reason": null, + "best_pr_reason": "47234 is the most concrete, well-scoped, issue-linked PR in the strongest duplicate subcluster, so it is the best single representative here.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46174", + "right": "pull_request:46780", + "accept": true, + "reason": "Same MPS crash in build_2d_sinusoidal_position_embedding on the same helper/function; both change the same RT-DETR-family code path." + }, + { + "left": "pull_request:46780", + "right": "pull_request:47234", + "accept": true, + "reason": "Same RT-DETR-family MPS sine-embedding bug and same helper; 47234 is a later variant of the same fix." + }, + { + "left": "pull_request:46174", + "right": "pull_request:47234", + "accept": true, + "reason": "Same underlying MPS sine-embedding crash in the same function across the RT-DETR-family models." + }, + { + "left": "pull_request:46834", + "right": "pull_request:47223", + "accept": true, + "reason": "Same TimesFM 2.5 window_size / moving-average bug in the same preprocessing path; 47223 is the broader version of the same fix." + }, + { + "left": "pull_request:46903", + "right": "pull_request:47090", + "accept": true, + "reason": "Same CohereASR training-loss double-shift bug in forward(); both fix the same loss alignment problem." + }, + { + "left": "pull_request:46903", + "right": "pull_request:46958", + "accept": true, + "reason": "Same CohereASR loss double-shift bug in the same code path; only the loss computation approach differs." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47150", + "accept": false, + "reason": "Different models and code paths; they only share a generic integration-test-failure theme." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47150", + "accept": false, + "reason": "Different bugs in different model code paths; no concrete overlap beyond being serge-failure fixes." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47150", + "accept": false, + "reason": "Unrelated models and fixes; only the failure category is similar." + }, + { + "left": "pull_request:47150", + "right": "pull_request:47266", + "accept": false, + "reason": "Whisper generation fix vs DeepSeek-V3.2 load-error fix; unrelated code paths." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47224", + "accept": false, + "reason": "47224 is a bundled multi-fix PR; the edgetam overlap is not enough to treat the full artifacts as the same standalone change." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47124", + "accept": false, + "reason": "Different model families and fixes; only the broader test-failure label overlaps." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47266", + "accept": false, + "reason": "Edgetam integration-test fix vs DeepSeek-V3.2 load-error fix; unrelated." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47266", + "accept": false, + "reason": "Falcon-Mamba output-mismatch tests vs DeepSeek-V3.2 load-error fix; unrelated." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47124", + "accept": false, + "reason": "Different model families and different failing behaviors; not the same underlying bug." + }, + { + "left": "pull_request:47150", + "right": "pull_request:47224", + "accept": false, + "reason": "47224 bundles multiple fixes; the whisper overlap is only one part of a larger unrelated PR." + }, + { + "left": "pull_request:47218", + "right": "pull_request:47260", + "accept": false, + "reason": "Both touch image-loading tests, but one is a helper refactor and the other is COCO fixture standardization; not the same concrete change." + }, + { + "left": "pull_request:46958", + "right": "pull_request:46974", + "accept": false, + "reason": "CohereASR loss fix vs Musicgen generate typo; unrelated." + }, + { + "left": "pull_request:46954", + "right": "pull_request:46958", + "accept": false, + "reason": "Pytest-v9 compatibility cleanup vs CohereASR loss fix; unrelated." + }, + { + "left": "pull_request:47202", + "right": "pull_request:47204", + "accept": false, + "reason": "Docker workflow removal vs Dockerfile dependency additions; different changes." + }, + { + "left": "pull_request:47072", + "right": "pull_request:47089", + "accept": false, + "reason": "Chat-template JSON schema fix vs AqlmConfig type error-message fix; unrelated." + }, + { + "left": "pull_request:47108", + "right": "pull_request:47202", + "accept": false, + "reason": "Dependabot comment tweak in doc workflows vs docker-image-builder removal; unrelated." + }, + { + "left": "pull_request:47072", + "right": "pull_request:47263", + "accept": false, + "reason": "Different areas: chat-template schema parsing vs auto.register regression test." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47078", + "accept": false, + "reason": "Both are Japanese docs edits, but one is a translation addition and the other is wording cleanup; not the same change." + }, + { + "left": "pull_request:47204", + "right": "pull_request:47243", + "accept": false, + "reason": "Exporter dependency setup vs exporter logic fixes; related area but different concrete changes." + }, + { + "left": "pull_request:47072", + "right": "pull_request:47229", + "accept": false, + "reason": "Chat-template schema fix vs TimesFM preprocessing fix; unrelated." + }, + { + "left": "pull_request:47224", + "right": "pull_request:47268", + "accept": false, + "reason": "Bundled serge-failure fixes vs Zaya auto-fix; unrelated." + }, + { + "left": "pull_request:47234", + "right": "pull_request:47241", + "accept": false, + "reason": "Both involve sine position embeddings, but they fix different model families and different failure modes/code paths." + }, + { + "left": "pull_request:46266", + "right": "pull_request:46957", + "accept": false, + "reason": "DINO conversion/mapping work vs finegrained FP8 generation optimization; unrelated." + }, + { + "left": "pull_request:47105", + "right": "pull_request:47129", + "accept": false, + "reason": "VITS test re-enable vs RT-DETRv2 converter fix; unrelated." + }, + { + "left": "pull_request:46395", + "right": "pull_request:47181", + "accept": false, + "reason": "Param2MoE model support vs Cosmos3 Edge model support; both are model additions but for different architectures and code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 29, + "review_unit_index": 2, + "review_unit_count": 4, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-78", + "nodes": [ + "pull_request:43451", + "pull_request:44517", + "pull_request:44775", + "pull_request:46196", + "pull_request:46266", + "pull_request:46267", + "pull_request:46376", + "pull_request:46836", + "pull_request:46895", + "pull_request:46912", + "pull_request:46957", + "pull_request:46995", + "pull_request:47003", + "pull_request:47034", + "pull_request:47069", + "pull_request:47077", + "pull_request:47078", + "pull_request:47082", + "pull_request:47089", + "pull_request:47093", + "pull_request:47108", + "pull_request:47113", + "pull_request:47143", + "pull_request:47163", + "pull_request:47166", + "pull_request:47173", + "pull_request:47175", + "pull_request:47178", + "pull_request:47179", + "pull_request:47181", + "pull_request:47184", + "pull_request:47198", + "pull_request:47204", + "pull_request:47207", + "pull_request:47210", + "pull_request:47216", + "pull_request:47218", + "pull_request:47223", + "pull_request:47229", + "pull_request:47231", + "pull_request:47239", + "pull_request:47243", + "pull_request:47253", + "pull_request:47255", + "pull_request:47260", + "pull_request:47263", + "pull_request:47264", + "pull_request:47268" + ], + "soft_pairs": [ + "pull_request:47003|pull_request:47204", + "pull_request:47163|pull_request:47173", + "pull_request:46196|pull_request:47210", + "pull_request:46995|pull_request:47163", + "pull_request:47069|pull_request:47089", + "pull_request:46376|pull_request:47260", + "pull_request:47204|pull_request:47268", + "pull_request:47260|pull_request:47268", + "pull_request:46196|pull_request:46995", + "pull_request:47089|pull_request:47113", + "pull_request:47239|pull_request:47255", + "pull_request:47078|pull_request:47239", + "pull_request:47093|pull_request:47255", + "pull_request:47089|pull_request:47231", + "pull_request:47218|pull_request:47268", + "pull_request:44775|pull_request:47077", + "pull_request:46376|pull_request:46995", + "pull_request:46912|pull_request:47173", + "pull_request:46995|pull_request:47181", + "pull_request:46267|pull_request:47181", + "pull_request:47093|pull_request:47181", + "pull_request:47089|pull_request:47229", + "pull_request:44517|pull_request:46376", + "pull_request:47207|pull_request:47218", + "pull_request:44775|pull_request:47181", + "pull_request:47204|pull_request:47207", + "pull_request:46995|pull_request:47143", + "pull_request:47093|pull_request:47143", + "pull_request:47184|pull_request:47260", + "pull_request:46266|pull_request:47216", + "pull_request:47093|pull_request:47163", + "pull_request:47082|pull_request:47108", + "pull_request:47179|pull_request:47210", + "pull_request:46196|pull_request:47179", + "pull_request:47077|pull_request:47210", + "pull_request:47175|pull_request:47179", + "pull_request:47231|pull_request:47255", + "pull_request:47166|pull_request:47260", + "pull_request:44775|pull_request:46836", + "pull_request:47082|pull_request:47210", + "pull_request:47163|pull_request:47179", + "pull_request:47229|pull_request:47231", + "pull_request:47175|pull_request:47263", + "pull_request:46376|pull_request:47218", + "pull_request:46836|pull_request:47218", + "pull_request:46957|pull_request:47216", + "pull_request:47082|pull_request:47181", + "pull_request:47108|pull_request:47216", + "pull_request:46912|pull_request:47082", + "pull_request:47239|pull_request:47243", + "pull_request:43451|pull_request:44775", + "pull_request:44775|pull_request:46376", + "pull_request:47077|pull_request:47239", + "pull_request:46836|pull_request:47178", + "pull_request:46912|pull_request:47078", + "pull_request:47108|pull_request:47204", + "pull_request:46895|pull_request:47268", + "pull_request:47175|pull_request:47239", + "pull_request:46266|pull_request:46376", + "pull_request:47243|pull_request:47253", + "pull_request:46895|pull_request:47207", + "pull_request:46266|pull_request:47034", + "pull_request:46196|pull_request:46376", + "pull_request:47198|pull_request:47253", + "pull_request:46196|pull_request:47223", + "pull_request:47034|pull_request:47253", + "pull_request:47181|pull_request:47263", + "pull_request:44517|pull_request:47264", + "pull_request:47077|pull_request:47216", + "pull_request:44517|pull_request:47181", + "pull_request:46376|pull_request:47198", + "pull_request:47078|pull_request:47243" + ], + "prepared_review_unit_hash": "4f655365b51988e55ddfe60ca06d60c9ac1f3dc6446e0a41be63f711af5da56e", + "component_budget": { + "node_count": 78, + "item_count": 78, + "soft_pair_count": 217, + "serialized_chars": 272532, + "estimated_input_tokens": 68133, + "estimated_eval_tokens": 136522 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 72, + "serialized_chars": 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routing; different code paths." + }, + { + "left": "pull_request:46995", + "right": "pull_request:47163", + "accept": false, + "reason": "Availability check for flash linear attention is unrelated to paged-attention XPU test updates." + }, + { + "left": "pull_request:47069", + "right": "pull_request:47089", + "accept": false, + "reason": "Type annotation/property behavior change is unrelated to AqlmConfig error-message fixes." + }, + { + "left": "pull_request:46376", + "right": "pull_request:47260", + "accept": false, + "reason": "Continuous batching multimodal support is a core runtime change; the other is a test image-loading refactor." + }, + { + "left": "pull_request:47204", + "right": "pull_request:47268", + "accept": false, + "reason": "Exporter container deps are unrelated to Zaya test skips and expectation updates." + }, + { + "left": "pull_request:47260", + "right": "pull_request:47268", + "accept": false, + "reason": "Shared test infra versus Zaya-specific CI adjustments; not 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"pull_request:47108", + "right": "pull_request:47239", + "accept": false, + "reason": "Doc-builder comment formatting has nothing to do with tokenizer docs wording." + }, + { + "left": "pull_request:47113", + "right": "pull_request:47231", + "accept": false, + "reason": "Audio backend requirements are unrelated to MoonshineStreaming window-context logic." + }, + { + "left": "pull_request:47218", + "right": "pull_request:47268", + "accept": false, + "reason": "Image-loading test refactor and Zaya test skips/expectations are different test fixes." + }, + { + "left": "pull_request:44775", + "right": "pull_request:47077", + "accept": false, + "reason": "Parallelism docs rename/addition is unrelated to Japanese DistilBERT translation work." + }, + { + "left": "pull_request:46376", + "right": "pull_request:46995", + "accept": false, + "reason": "Continuous batching multimodal support and flash-linear-attention availability are unrelated runtime changes." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47173", + "accept": false, + "reason": "RoPE test expansion is unrelated to XPU expectation adjustments." + }, + { + "left": "pull_request:46995", + "right": "pull_request:47181", + "accept": false, + "reason": "Flash-linear-attention availability and Cosmos3 Edge model support are unrelated." + }, + { + "left": "pull_request:46267", + "right": "pull_request:47181", + "accept": false, + "reason": "Serve chat parsing updates are unrelated to adding Cosmos3 Edge." + }, + { + "left": "pull_request:47093", + "right": "pull_request:47181", + "accept": false, + "reason": "Different model support additions; no shared concrete code-path problem." + }, + { + "left": "pull_request:47089", + "right": "pull_request:47229", + "accept": false, + "reason": "Quantization config error text fix is unrelated to TimesFM 2.5 preprocessing." + }, + { + "left": "pull_request:44517", + "right": "pull_request:46376", + "accept": false, + "reason": "Qwen3-TTS model addition and multimodal continuous batching are unrelated features." + }, + { + "left": "pull_request:47207", + "right": "pull_request:47218", + "accept": false, + "reason": "Swin2SR padding bug fix is unrelated to the image-loading helper refactor." + }, + { + "left": "pull_request:44775", + "right": "pull_request:47181", + "accept": false, + "reason": "N-D parallelism docs and Cosmos3 Edge model support are unrelated." + }, + { + "left": "pull_request:47204", + "right": "pull_request:47207", + "accept": false, + "reason": "Exporter CPU test deps are unrelated to Swin2SR over-padding." + }, + { + "left": "pull_request:46995", + "right": "pull_request:47143", + "accept": false, + "reason": "Flash-linear-attention availability and NeuCodec support are different changes." + }, + { + "left": "pull_request:47093", + "right": "pull_request:47143", + "accept": false, + "reason": "OpenPangu-V2 and NeuCodec are distinct model additions with no shared bug/change." + }, + { + "left": 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"pull_request:47003|pull_request:47143", + "pull_request:47096|pull_request:47163", + "pull_request:47143|pull_request:47264", + "pull_request:46509|pull_request:47096" + ], + "prepared_review_unit_hash": "f6e8c5172a8643cad96546d90fa43d28afa325f0e8f647f40d37088b99a51ba3", + "component_budget": { + "node_count": 78, + "item_count": 78, + "soft_pair_count": 217, + "serialized_chars": 272532, + "estimated_input_tokens": 68133, + "estimated_eval_tokens": 136522 + }, + "budget": { + "node_count": 23, + "item_count": 23, + "soft_pair_count": 54, + "serialized_chars": 75663, + "estimated_input_tokens": 18916, + "estimated_eval_tokens": 38088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose hub of unrelated PRs: new model integrations, exporter work, and test/CI tweaks. 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"accept": false, + "reason": "Continuous batching multimodal work is unrelated to NeuCodec model support." + }, + { + "left": "pull_request:46509", + "right": "pull_request:46836", + "accept": false, + "reason": "Nemotron Omni and Unlimited OCR are distinct model additions." + }, + { + "left": "pull_request:46836", + "right": "pull_request:47143", + "accept": false, + "reason": "Unlimited OCR and NeuCodec are different model integrations." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46509", + "accept": false, + "reason": "Molmo2 and Nemotron Omni are different models; shared auto-registration is not enough." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47181", + "accept": false, + "reason": "Paged-attention XPU tests and Cosmos3 Edge model support are unrelated." + }, + { + "left": "pull_request:46376", + "right": "pull_request:47163", + "accept": false, + "reason": "Continuous batching multimodal support is unrelated to the XPU test-only 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"pull_request:47143", + "right": "pull_request:47163", + "accept": false, + "reason": "NeuCodec integration is unrelated to paged-attention test coverage." + }, + { + "left": "pull_request:46196", + "right": "pull_request:47143", + "accept": false, + "reason": "wav2vec2 SDPA dispatch support and NeuCodec are separate model changes." + }, + { + "left": "pull_request:47181", + "right": "pull_request:47198", + "accept": false, + "reason": "Cosmos3 Edge model support and GPT backend/vLLM fixes are not the same issue." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47216", + "accept": false, + "reason": "Molmo2 model support and compressed-tensors fp8 exporter work are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47243", + "accept": false, + "reason": "Molmo2 integration and Executorch exporter fixes are different changes." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47243", + "accept": false, + "reason": "Kimi 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The diffs, filenames, and scopes do not indicate 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": 3, + "component_count": 29, + "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": 29, + "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-41855-12", + "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" + ], + "soft_pairs": [ + "pull_request:41855|pull_request:43424", + "pull_request:41855|pull_request:43823", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:45655", + "pull_request:43823|pull_request:43995", + "pull_request:43995|pull_request:45213", + "pull_request:43995|pull_request:44827", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:46048", + "pull_request:44827|pull_request:45655", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "6f738260e8ca975d425c1d3a778c35407943ffbc276cdd2b1196daa199d30276", + "component_budget": { + "node_count": 12, + "item_count": 12, + "soft_pair_count": 17, + "serialized_chars": 31600, + "estimated_input_tokens": 7900, + "estimated_eval_tokens": 16056 + }, + "budget": { + "node_count": 12, + "item_count": 12, + "soft_pair_count": 17, + "serialized_chars": 31600, + "estimated_input_tokens": 7900, + "estimated_eval_tokens": 16056 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Only one soft edge is a true duplicate: the two fixed_cross_entropy PRs both implement the same missing cross_entropy kwargs passthrough. 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No shared concrete bug." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Tokenizer API additions and adding a new model are unrelated changes." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor-auto robustness work and a new MobileLLM model add different code paths and goals." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Loss function kwargs support vs adding MobileLLM are unrelated." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "fixed_cross_entropy kwargs support is unrelated to Mistral4 test/model changes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Both touch tests, but they target different models and different behaviors; not the same underlying bug." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "ExecuTorch export tests and model addition are unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "Adding MobileLLM and fixing config resolution order are distinct changes." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "New model integration and Falcon output-interface refactor are different code paths." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactoring and the model-creation skill are not the same change and would not merge into one PR." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon output-capture refactor and Mistral4 test fixes are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test fixes and the layrnorm->layernorm rename are different subsystems and bugs." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 tests and TDT loss kernel integration are unrelated changes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 test work and config resolution ordering fix are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "A model test PR and a model-creation skill PR are not the same underlying change." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "Adding MobileLLM and adding a model-creation skill file are distinct deliverables." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Same concrete bug in src/transformers/loss/loss_utils.py: both PRs make fixed_cross_entropy pass supported kwargs through to nn.functional.cross_entropy, and they could plausibly be merged into one PR." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the single accepted soft edge is well supported by both shared issue target 43240 and the shared loss_utils diff. The rejected pairs are conservatively treated as separate changes, with no sign that they should be merged 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": 5, + "component_count": 29, + "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": "99604668d271d5ea0a23864d9312fe0eab92bc7b33259f34535155bdfa1038f9", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two separate GitHub Actions maintenance PRs: one broadly bumps core workflow actions for Node 24 compatibility, the other specifically bumps docker/build-push-action to v6. They overlap in workflow files but are not the same change.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the broader, more central workflow-actions upgrade and has a clearer compatibility-driven purpose, making it the better representative of this cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the stronger standalone PR candidate because it covers a wider set of shared workflow actions and directly targets the Node 24 compatibility need.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Both are workflow dependency bumps, but they change different actions and fix different upgrade concerns; they overlap in files without being the same concrete change or 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": 6, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42978-4", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:45490", + "pull_request:46562" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:45490", + "pull_request:43448|pull_request:45490", + "pull_request:45490|pull_request:46562" + ], + "prepared_review_unit_hash": "302cb415b7af7cdc7c3f5404b30164b606986043853d24217e5f9975e31d00d8", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 13047, + "estimated_input_tokens": 3262, + "estimated_eval_tokens": 6780 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 13047, + "estimated_input_tokens": 3262, + "estimated_eval_tokens": 6780 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All four items are distinct model-addition pull requests, not duplicates of one another. They share framework files because they each register a new model, but they target different architectures and codepaths.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No true duplicate PR exists in this cluster. If one PR must be used as a representative, #45490 is the most discussed and established, but it is still a separate CTSM model addition rather than the same change as the others.", + "best_issue_reason": null, + "best_pr_reason": "#45490 is the strongest single representative of the cluster by review activity and scope, but it should not be merged with the others as a duplicate because it adds CTSM specifically.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different models (ViT NEPA vs Molmo) with different configs/modeling/tests; only broad shared registration/docs files overlap." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "Different model additions for unrelated architectures; shared auto/docs changes are incidental, not the same fix/change." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM are separate model integrations with different filenames and implementation details; not the same underlying change." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46562", + "accept": false, + "reason": "CTSM and Step3p7 are distinct model additions with different model families and codepaths, so they are not mergeable as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 29, + "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": "e457ea41db2def9b15fb5dc0e595c01f9e244c416c1744d930e08d4773c60e93", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 15, + "serialized_chars": 19603, + "estimated_input_tokens": 4901, + "estimated_eval_tokens": 10058 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 15, + "serialized_chars": 19603, + "estimated_input_tokens": 4901, + "estimated_eval_tokens": 10058 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Only the YOLOS pull requests (46886 and 46922) look like the same underlying device-mapping bug; the rest are unrelated fixes across different models or CI/config code and should not be deduplicated.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46922 is the better canonical YOLOS fix: it directly addresses the device mismatch in the forward path and also keeps the no-split-module change, making it the more complete representative of the bug.", + "best_issue_reason": null, + "best_pr_reason": "PR 46922 is the best overall representative because it fixes the concrete YOLOS `device_map=\"auto\"` mismatch in the actual code path, while 46886 only adjusts split boundaries.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Different subsystems: Whisper tokenization/tests vs CLIP/ViT test edits; no shared bug or change." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper decode/test fix and FP8 dequant/loading fix are unrelated." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Whisper tokenization change is unrelated to generation watermarking/cis validation behavior." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46922", + "accept": false, + "reason": "Whisper decode logic and YOLOS device placement are unrelated code paths." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46539", + "accept": false, + "reason": "CLIP/ViT test edits do not match the Phimoe CI memory/device-map integration fix." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Model test-only edits and FP8 dequant/loading changes are not the same bug." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "CLIP/ViT test changes are unrelated to generation config validation and whisper/mistral plumbing." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46922", + "accept": false, + "reason": "Different models and failure modes; CLIP/ViT test edits are not the YOLOS device mismatch bug." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46539", + "accept": false, + "reason": "FP8 dequantization/loading logic is unrelated to Phimoe CI integration-test resource handling." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "FP8 quantization/loading fixes are unrelated to generation watermarking validation." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46922", + "accept": false, + "reason": "Different feature areas: FP8 dequantization vs YOLOS device-map placement." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46539", + "accept": false, + "reason": "Generation config validation and CI RAM/device-map patching are unrelated changes." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46922", + "accept": false, + "reason": "Watermarking/generation config work is unrelated to the YOLOS device mismatch fix." + }, + { + "left": "pull_request:46539", + "right": "pull_request:46922", + "accept": false, + "reason": "CI resource-mocking for Phimoe integration tests is unrelated to YOLOS model code." + }, + { + "left": "pull_request:46886", + "right": "pull_request:46922", + "accept": true, + "reason": "Both PRs target the same YOLOS device_map='auto' mismatch, touch the same model file, and 46922 is a plausible superset of 46886's split-boundary fix." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: 46886 and 46922 both target the same YOLOS issue and touch the same file, and 46922 is a superset-style fix with the forward-path device move plus the no-split-module change. The other soft-edge rejections are conservative and supported by clearly different subsystems/filenames." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 29, + "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": "9d3ae05e61cf3a202aea01a7a5bba04c0e0f67e73c579c005f3836d63b071f38", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6349, + "estimated_input_tokens": 1588, + "estimated_eval_tokens": 3432 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6349, + "estimated_input_tokens": 1588, + "estimated_eval_tokens": 3432 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three unrelated \"don't merge\" PRs that happen to touch CI/test infrastructure and one shared test file, but they do not look like the same underlying bug or change. They should not be clustered as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:46747", + "accept": false, + "reason": "Different changes: one tweaks setup/dependency metadata and a test, the other changes a workflow trigger for the PR security gate. No shared code-path or concrete fix." + }, + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Only superficial overlap via a Vit test file; one PR is about setup/version/dependency checks, the other rewrites several workflows and helper utilities. Not the same underlying change." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46747", + "accept": false, + "reason": "Both touch GitHub Actions, but they modify different workflows for different purposes. They are not one mergeable fix for the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 9, + "component_count": 29, + "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": "074c5d927f00a56fbab9ea26b3360e9e069e92cf8e07f233a4508422a51a0996", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate PRs for different pipeline additions: promptable concept segmentation vs promptable visual segmentation. They share some scaffolding, but the underlying tasks, models, and tests are distinct, so they should not be clustered as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "Prefer PR 43613 as the broader and more complete pipeline addition, with wider model coverage and more extensive tests/docs.", + "best_issue_reason": null, + "best_pr_reason": "PR 43613 is the better representative of this cluster because it is the more expansive visual-segmentation pipeline change, but it is not a duplicate of 43612.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different features: one adds Promptable Concept Segmentation, the other Promptable Visual Segmentation. Shared infrastructure files are not enough to treat them as the same code change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 29, + "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": "745521462341bd4854adb62dc1332cd2755efc5ba6c1bbcb73bc58749ea5aef2", + "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": "Two open PRs in `trainer.py` propose different trainer customization hooks; they share a file but not the same underlying change, so they are not duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43651 is the better representative of the cluster because it makes a concrete runtime behavior change in `training_step` and has the stronger discussion signal.", + "best_issue_reason": null, + "best_pr_reason": "PR 43651 is the strongest overall anchor among these items: it addresses a specific loss-scaling behavior change rather than a separate refactor of signature column filtering.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "They target different trainer code paths and behaviors: gradient-accumulation loss scaling vs. model signature column filtering. Same file/subsystem, but not the same change and not plausibly one merged PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 29, + "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": "5c03ca9cb6e36fe0ff5c6f5e962031513fba94aa30b5bc9baf917f610bb0c543", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two PRs touch the same CLI module and both mention TypeAdapter, but they appear to fix different runtime typing/import problems rather than the same bug.", + "confidence": 0.83, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43842 is the clearer, more specific fix: it explicitly targets the TypeAdapter NameError when pydantic is absent and uses TYPE_CHECKING plus a quoted annotation to avoid runtime import errors.", + "best_issue_reason": null, + "best_pr_reason": "PR 43842 is the best representative because it has the most concrete failure mode, a narrower scope, and a direct issue target tied to the reported NameError.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Reject: same file and similar symptom, but 43656 changes broader typing/future-annotations behavior while 43842 specifically guards a pydantic TypeAdapter reference when pydantic is not installed. They are not the same underlying change and would not plausibly be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 29, + "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": 29, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44024", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44085", + "pull_request:44086", + "pull_request:44098", + "pull_request:44101", + "pull_request:44116", + "pull_request:44129", + "pull_request:44154", + "pull_request:44161", + "pull_request:44722" + ], + "soft_pairs": [ + "pull_request:43996|pull_request:44085", + "pull_request:43996|pull_request:44044", + "pull_request:44066|pull_request:44085", + "pull_request:44007|pull_request:44072", + "pull_request:44072|pull_request:44722", + "pull_request:44066|pull_request:44072", + "pull_request:44013|pull_request:44044", + "pull_request:44066|pull_request:44086", + "pull_request:44066|pull_request:44071", + "pull_request:44018|pull_request:44068", + "pull_request:44066|pull_request:44068", + "pull_request:44018|pull_request:44066", + "pull_request:44019|pull_request:44722", + "pull_request:44019|pull_request:44085", + "pull_request:44086|pull_request:44722", + "pull_request:44018|pull_request:44019", + "pull_request:44019|pull_request:44071", + 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"pull_request:44018|pull_request:44059", + "pull_request:44056|pull_request:44101", + "pull_request:44059|pull_request:44066", + "pull_request:44101|pull_request:44161", + "pull_request:43997|pull_request:44017", + "pull_request:43997|pull_request:44056", + "pull_request:44071|pull_request:44076", + "pull_request:44074|pull_request:44101", + "pull_request:44056|pull_request:44161", + "pull_request:43997|pull_request:44018", + "pull_request:43997|pull_request:44161", + "pull_request:44074|pull_request:44161", + "pull_request:44010|pull_request:44071", + "pull_request:44018|pull_request:44129", + "pull_request:44010|pull_request:44073", + "pull_request:43997|pull_request:44074", + "pull_request:44010|pull_request:44018", + "pull_request:43997|pull_request:44129", + "pull_request:44071|pull_request:44129", + "pull_request:43996|pull_request:44161", + "pull_request:43996|pull_request:44017", + "pull_request:44010|pull_request:44044", + "pull_request:44044|pull_request:44074", + "pull_request:44066|pull_request:44722", + "pull_request:44085|pull_request:44722", + "pull_request:44085|pull_request:44129", + "pull_request:43996|pull_request:44007", + "pull_request:43996|pull_request:44129", + "pull_request:44044|pull_request:44129", + "pull_request:44044|pull_request:44154", + "pull_request:44024|pull_request:44076", + "pull_request:44073|pull_request:44074" + ], + "prepared_review_unit_hash": "c5ac1f8a0f4372117d43608ee6e2b0987295614f1981cc3ca0a925f459f817b0", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 76, + "serialized_chars": 84119, + "estimated_input_tokens": 21030, + "estimated_eval_tokens": 42316 + }, + "budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 72, + "serialized_chars": 76940, + "estimated_input_tokens": 19235, + "estimated_eval_tokens": 38726 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is mostly a theme cluster of model-by-model refactors toward the standardized output-capture / can_return_tuple interface. Most PRs are not duplicates across models; the clear overlaps are the GPT-Neo variants and the GPT-J variants.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44722 is the strongest representative of the overlapping GPT-J/CodeGen refactor thread: it has the clearest concrete code-path coverage and matches the later standardized-output implementation pattern.", + "best_issue_reason": null, + "best_pr_reason": "44722 is the best single representative PR for the cluster\u2019s real duplicate-like core, because it covers the same GPT-J output-tracing change as the other GPT-J PRs and is the most complete of that subset.", + "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 broad output-tracing theme is not enough to treat them as duplicates." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different model families and implementations; both refactor output tracing, but not the same concrete change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Both are GPT-J output-tracing refactors on the same underlying code path; one is a narrower version of the same change and could be merged into one PR." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "Different backbones (ResNet/RegNet/RT-DETR vs EfficientNet). Same standardized-output pattern, but not the same bug/change." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet and GPT-J are unrelated code paths; only the refactor style overlaps." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "Different model code paths. Shared issue/linkage is not enough to merge them as duplicates." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 vs DeBERTa are separate implementations; this is only a common refactor pattern." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen output tracing versus MGP-STR output tracing; different model-specific code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "Different models (GPT-J/CodeGen vs MPT). Same API migration theme, not the same concrete fix." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Both target GPT-Neo output tracing on the same model file/test surface; these look like overlapping versions of the same refactor." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen versus GPT-Neo are different code paths, even though both are output-tracing migrations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are different models; not the same underlying change." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet output-tracing refactor is unrelated to GPT-J/CodeGen." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "Different models and changes; same issue target does not make them duplicates." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J are unrelated code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet are separate model implementations; 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related refactor style, but not the same change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated implementations." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo versus MGP-STR, so this is not a duplicate." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44086", + "accept": false, + "reason": "MPT and MGP-STR are different model code paths." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J-related refactor versus MGP-STR; not the same concrete issue." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT versus Flaubert are different model implementations; only the refactor style overlaps." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-2 and MGP-STR are unrelated code paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "Segformer and LongT5 are unrelated model refactors." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "Segformer versus VisualBert: different model-specific output handling." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "Segformer and GPT-J/CodeGen are unrelated." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo versus MPT; different concrete code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet and VisualBert are different model families; shared tracing refactor is too broad." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44161", + "accept": false, + "reason": "VisualBert versus LongT5 are separate implementations." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBert and Flaubert are different code paths." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-2 versus MPT: same general subsystem, but not the same change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44059", + "accept": false, + "reason": "GPT-Neo and GPT-2 are distinct model code paths." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet and Flaubert are different models; not duplicates." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are unrelated backbones." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet versus MPNet: different concrete refactors." + }, + { + "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 are different implementations." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are unrelated model-specific changes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert and MPT are different model families." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo and SpeechT5 do not share the same code path." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert versus VisualBert: different concrete refactors." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44722", + "accept": false, + "reason": "SqueezeBert and GPT-J/CodeGen are unrelated." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBert and GPT-Neo are separate model implementations." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert versus DeBERTa are different model code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa and TextNet are unrelated model-specific output tracing changes." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet and ImageGPT are different models; same pattern, not same change." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "VisualBert and TextNet are separate model implementations." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing refactor on the same concrete files; 44722 looks like the broader later version of the same change." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both overlap on the GPT-J output-tracing refactor and can plausibly be merged into one PR; 44722 is the broader version." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J versus SpeechT5 are unrelated code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "CVT/FNet output tracing versus ResNet/RegNet/RT-DETR output tracing: same theme, different implementations." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet and SpeechT5 are unrelated model code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa and SpeechT5 are different model families." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa and ViTS are separate model-specific changes." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet and ImageGPT are different backbones; not the same underlying change." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "VisualBert versus TextNet are different model code paths." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: it correctly treats this as a broad standardized output-tracing theme cluster and conservatively limits duplicate-like overlap to the GPT-Neo and GPT-J variants. The accepted soft-edge pairs are plausibly mergeable into single PRs for the same bugfix, and the rejected pairs stay appropriately model-specific." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 29, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43997", + "pull_request:44010", + "pull_request:44056", + "pull_request:44073", + "pull_request:44074", + "pull_request:44129" + ], + "soft_pairs": [ + "pull_request:44056|pull_request:44073", + "pull_request:44056|pull_request:44074", + "pull_request:43997|pull_request:44010", + "pull_request:44010|pull_request:44129" + ], + "prepared_review_unit_hash": "7699cb235364c395fc7fe3bfd37aae1c7976841e87bbcbef1aae639c35d5814d", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 76, + "serialized_chars": 84119, + "estimated_input_tokens": 21030, + "estimated_eval_tokens": 42316 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 4, + "serialized_chars": 12757, + "estimated_input_tokens": 3190, + "estimated_eval_tokens": 6636 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are all separate model-specific refactors toward standardized output tracing/capture, not duplicate fixes of the same bug or change. The shared wording is mostly template-like; the PRs touch different model implementations and code paths.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No true canonical duplicate PR exists here. If one must be chosen as the cluster anchor, PR #44129 is the strongest representative because it has an explicit issue target and a concrete model-specific refactor, but it is still not a duplicate of the others.", + "best_issue_reason": null, + "best_pr_reason": "PR #44129 is the most substantive standalone candidate: it has an explicit linked issue and a clear, concrete SpeechT5 output-tracing refactor. The others are similar in theme but apply to different models and should not be merged as duplicates.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "Same high-level migration pattern, but different models (MPNet vs VisualBert) and different traced modules/classes; not the same underlying code-path change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "Both refactor output tracing, but they target different architectures and files with model-specific implementations; not mergeable as one duplicate PR." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "Shared standardized-output theme only; RegNet and SqueezeBert are unrelated model code paths with distinct forward logic." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "Both involve output/refactor changes, but SqueezeBert and SpeechT5 modify different internals and concrete behaviors; this is not the same fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 29, + "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": "d8244b5d78de0d903decd09909e38363f492795d1d8722fed263d6b07f0f639c", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40184, + "estimated_input_tokens": 10046, + "estimated_eval_tokens": 20348 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40184, + "estimated_input_tokens": 10046, + "estimated_eval_tokens": 20348 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs share a broad \"output tracing\" refactor theme, but they target different model families and code paths, so they are not duplicates of the same underlying change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #44003 is the best representative because it is the most substantial output-tracing refactor in the set, touching two related model implementations and adding the new tracing helpers/hooks rather than only a small decorator swap.", + "best_issue_reason": null, + "best_pr_reason": "PR #44003 is the strongest cluster representative: it modifies a shared tracing pattern across multiple files and introduces the infrastructure used by similar refactors elsewhere.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Both are tracing refactors, but they are for unrelated model families (timm_backbone vs upernet) and different forward paths." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Different architectures and modalities; only the high-level refactor theme overlaps." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Unrelated models (vision backbone vs audio generation) with no shared concrete code path." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Different subsystems and files; one is a tiny backbone cleanup, the other is a deeper mamba/falcon-mamba tracing rewrite." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Same general refactor pattern, but timm_backbone and rwkv are distinct implementations with different output logic." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "MobileNetV1 and UnivNet are unrelated model paths; the shared pattern is too broad to be a duplicate." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families and different tracing changes; not the same bug or change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "Both refactor outputs, but MobileNetV1 and Depth Anything do not share the same concrete implementation path." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "A classifier/backbone model versus an encoder-decoder wrapper; only the refactor style overlaps." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "Speech encoder-decoder vs MobileNetV1 are unrelated code paths." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Vision-text dual encoder and UnivNet are different models and different output semantics." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "No shared concrete change beyond generic tracing cleanup." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Vision-text dual encoder and mamba/falcon-mamba are distinct subsystems." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "These touch different model families and different forward signatures." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "UnivNet and UperNet are unrelated models; same refactor theme is not enough." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model stacks and different output-capturing code paths." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "Depth Anything and UnivNet are unrelated; no plausible single merged PR." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "UperNet and RWKV are different architectures with separate tracing implementations." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families and different refactor scope." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "Mamba/Falcon-Mamba versus SuperPoint are unrelated code paths." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Both are tracing-related, but CodeGen and Mamba fix different forward contracts and cannot plausibly be one PR." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Timm backbone and CodeGen are unrelated models and output shapes." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "UnivNet and CodeGen have no shared concrete bug or change." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "UperNet segmentation tracing and CodeGen attention/cache tracing are different changes." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "Depth Anything and VisionEncoderDecoder are different model families; same refactor pattern only." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "Depth Anything and SpeechEncoderDecoder do not share a code path." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "Depth Anything and SuperPoint are unrelated models with distinct forward logic." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "Different architectures and different tracing hooks; not the same underlying fix." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "Depth Anything and DPR are unrelated implementations." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "VisionEncoderDecoder wrapper and RWKV core model tracing are not the same change." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "Vision and speech encoder-decoder wrappers are parallel but distinct wrappers, not one duplicate PR." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "Different subsystems (encoder-decoder wrapper vs keypoint model)." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "VisionEncoderDecoder and DPR target different forward paths and output contracts." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "SpeechEncoderDecoder and SuperPoint are unrelated; only the broad tracing refactor matches." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Speech encoder-decoder wrapper and RWKV are different model families." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "SpeechEncoderDecoder and DPR do not share a concrete code-path bug." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "SuperPoint and RWKV are unrelated models with different output tracing implementations." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "SuperPoint and DPR are different tasks and code paths." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "RWKV and DPR are unrelated model implementations; same refactor theme is too broad." + } + ] + }, + "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": 29, + "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": "caaf41a7f30eae1733aa0ac6174fd459609a08db6f2fcd2d4282d49269ffff62", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6551, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6551, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated model-addition PRs that only overlap on shared Transformers boilerplate (auto registries, docs, tests). They do not appear to fix the same code-path or represent the same underlying change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "Add support for Voxtral-4B-TTS-2603 to transformers (45401) is the cleaner representative because it has an explicit issue target and a narrower, self-contained scope.", + "best_issue_reason": null, + "best_pr_reason": "45401 is the better cluster representative: it is more focused and explicitly tied to issue 45027, whereas 44662 is a separate PenguinVL model implementation.", + "soft_edge_verdicts": [ + { + "left": "[model] Add PenguinVL implementation", + "right": "Add support for Voxtral-4B-TTS-2603 to transformers", + "accept": false, + "reason": "Different models and different functionality: PenguinVL vs Voxtral TTS. The shared auto-registration/docs files are generic scaffolding, not evidence of 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": "pull_request", + "component_index": 16, + "component_count": 29, + "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": "3ad3cec86a043d4478431e2083ccdbd09ad9e4a11a9502f5ac1218ab2cacc4a2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are related to module/kernel fusion, but they are not duplicates: one introduces a general module-fusion API, while the other implements a specific n-to-1 kernel-fusion path via KernelConfig and integration changes.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45363 is the more concrete and representative change in this cluster: it implements a specific KernelConfig-based fusion workflow across multiple integration files, whereas PR 44979 is a broader API foundation.", + "best_issue_reason": null, + "best_pr_reason": "PR 45363 is the best standalone PR candidate because it describes a complete, user-facing feature with concrete code-path changes and an example; PR 44979 looks more like a foundational API proposal.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "They share the fusion theme, but they are not the same underlying change. 44979 adds a general Module Fusion API, while 45363 implements a specific KernelConfig-based n-to-1 kernel fusion path and supporting integration updates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 17, + "component_count": 29, + "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": "8473476609247ee49c4f4bef2ab2fd2175ee049ca4d1114b09862e91f052affe", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests fix the same Mistral regex patch AttributeError by switching from `backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer` in the same code path, and both target issue #45081. PR 45317 is the more complete candidate because it includes tests and has more review activity.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the best canonical PR: it makes the same fix as 45086 but adds test coverage and appears to be the more developed implementation.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 is the strongest representative because it addresses the bug with the same code change plus tests, making it the most complete fix for the shared issue.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying bug and same fix in the same file/code path, with identical issue target; 45317 simply adds test coverage." + } + ] + }, + "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": 29, + "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": "bcbf62696332df2ab86daa0a77802491baa5b4784c11f067063951a268123fdf", + "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 are related to NemotronH but address different changes: #45115 is a conversion/mapping refactor for NemotronH-to-GraniteMoeHybrid weight conversion, while #45569 is a larger architecture split adding NemotronHDense/NemotronHSparse and updating docs/auto-mappings. They are not the same underlying change, so the soft duplicate edge should be rejected.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "#45569 is the better canonical PR for this cluster because it is the broader, more representative NemotronH change set, covering the model split, auto-mapping updates, docs, and tests.", + "best_issue_reason": null, + "best_pr_reason": "#45569 is the strongest overall PR in the cluster: it implements the substantive model refactor and related plumbing, whereas #45115 is a narrower conversion-mapping adjustment.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Not the same concrete change. #45115 only adds checkpoint conversion key renames, while #45569 introduces new NemotronHDense/NemotronHSparse model variants and extensive supporting updates. Shared files reflect the same subsystem, not duplicate work." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 19, + "component_count": 29, + "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": "d4a9a7a2e9bee91a0b5a690996ef41c2eaac25b686d50e3dcf9e328a1c07569d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests are typing-focused, but they are not the same change: PR 45415 is a broad repository-wide type-checking sweep, while PR 45425 adds specific typing protocols/aliases for modeling_utils and related integrations. Shared files alone are not enough to merge them as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45425 is the more concrete, code-specific typing change; PR 45415 is a broad type-checking pass across many files and is not the same underlying change.", + "best_issue_reason": null, + "best_pr_reason": "PR 45425 is the best representative of the cluster because it has a narrower, identifiable purpose and concrete typing additions, whereas PR 45415 is a wide refactor/sweep.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Different scope and intent: 45415 is a broad type-checking cleanup across many modules, while 45425 introduces specific typing helpers/protocols for modeling_utils and related code paths. They overlap in some files but do not fix the same concrete problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 20, + "component_count": 29, + "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": "83999c043f60f660e1bd68aacf37b63d18b2202014c86f5af7291e3ee506fd25", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two expert-parallelism PRs share a broad subsystem and one filename, but they fix different bugs: one is about EP + DeepSpeed ZeRO-3 loading via accelerate launch, the other about EP + FSDP2 expert tensors being overwritten by rank-0 broadcast. Not duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45662 is the better canonical representative: it targets a concrete corruption bug in the EP/FSDP2 loading path and includes the more substantial, multi-file fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45662 is the strongest overall candidate because its title and diff point to a specific, user-visible failure mode and the code changes align tightly with that path.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Both involve expert parallelism and share modeling_utils.py, but they address different underlying problems and different execution paths (DeepSpeed ZeRO-3 loading vs FSDP2 rank-0 broadcast overwrite)." + } + ] + }, + "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": 29, + "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": "27aa3d3f58dd665743a3794bc1024f976f6bb8fdd8cb45ffb9e1b9e65d41a8d1", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4672, + "estimated_input_tokens": 1168, + "estimated_eval_tokens": 2592 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4672, + "estimated_input_tokens": 1168, + "estimated_eval_tokens": 2592 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target the same xdist/captured_info logging problem under issue 45561. PR 45645 appears to be the more complete version, adding CI workflow handling for multiple captured_info files on top of the core testing_utils fix seen in 45639.", + "confidence": 0.79, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the better canonical PR because it covers the core xdist-safe output change and also updates the CI workflow to correctly collect multiple captured_info files, making it the more complete fix.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 is the strongest representative of the change set: it fixes the worker-safe artifact path and preserves CI debug log collection, whereas 45639 is the narrower code-only subset.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "They address the same concrete bug in captured_info handling under xdist and share the same target issue/files; 45645 looks like an expanded version of the same fix rather than a separate change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 22, + "component_count": 29, + "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": 23, + "component_count": 29, + "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": "873a4731cf0b3bc77b157031a2b579aecc80cfc65141c6525232439fdab8cb81", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5524, + "estimated_input_tokens": 1381, + "estimated_eval_tokens": 3018 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5524, + "estimated_input_tokens": 1381, + "estimated_eval_tokens": 3018 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests live in the distributed-training area, but they are not the same change: PR #46126 is a focused EP + Trainer integration feature, while PR #46269 is a broad distributed branch-base aggregation touching many unrelated distributed files. The filename overlap looks like shared branch lineage or subsumption, not a duplicate fix/change.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46126 is the more coherent, specific change with a clear feature scope (EP + Trainer integration) and concrete code-path intent. PR #46269 is a broad umbrella branch-base PR, which makes it a poor canonical duplicate anchor.", + "best_issue_reason": null, + "best_pr_reason": "PR #46126 is the best representative artifact for this cluster because it targets a single concrete feature path. PR #46269 is too broad and mixed to serve as a clean stand-in for the underlying change set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Reject: the overlap is only topical and filename-based; #46269 is a broad distributed base branch, not the same concrete bug/change as the specific EP + Trainer integration in #46126." + } + ] + }, + "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": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46138-10", + "nodes": [ + "pull_request:46138", + "pull_request:46432", + "pull_request:46501", + "pull_request:46502", + "pull_request:46503", + "pull_request:46504", + "pull_request:46554", + "pull_request:46558", + "pull_request:46563", + "pull_request:46716" + ], + "soft_pairs": [ + "pull_request:46138|pull_request:46554", + "pull_request:46138|pull_request:46558", + "pull_request:46138|pull_request:46563", + "pull_request:46138|pull_request:46716", + "pull_request:46138|pull_request:46504", + "pull_request:46432|pull_request:46503", + "pull_request:46432|pull_request:46501", + "pull_request:46432|pull_request:46502", + "pull_request:46432|pull_request:46554", + "pull_request:46432|pull_request:46558", + "pull_request:46501|pull_request:46503", + "pull_request:46501|pull_request:46502", + "pull_request:46501|pull_request:46504", + "pull_request:46501|pull_request:46554", + "pull_request:46502|pull_request:46503", + "pull_request:46502|pull_request:46504", + "pull_request:46502|pull_request:46554", + "pull_request:46503|pull_request:46504", + "pull_request:46503|pull_request:46554", + "pull_request:46504|pull_request:46554", + "pull_request:46504|pull_request:46558", + "pull_request:46554|pull_request:46558", + "pull_request:46554|pull_request:46563", + "pull_request:46554|pull_request:46716", + "pull_request:46558|pull_request:46563", + "pull_request:46558|pull_request:46716", + "pull_request:46563|pull_request:46716", + "pull_request:46504|pull_request:46563", + "pull_request:46432|pull_request:46563", + "pull_request:46504|pull_request:46716", + "pull_request:46432|pull_request:46716" + ], + "prepared_review_unit_hash": "42c6e98b6a9f4bde63d3470cc4d0e9a46b1351083aea295c72976ba98408239b", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 31, + "serialized_chars": 26681, + "estimated_input_tokens": 6671, + "estimated_eval_tokens": 13598 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 31, + "serialized_chars": 26681, + "estimated_input_tokens": 6671, + "estimated_eval_tokens": 13598 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated workflow-chore PRs that only look similar by title. The only plausible duplicate subcluster is the pr-ci-security-gate hardening work; the rest should stay separate.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46554 is the strongest representative of the only coherent subcluster: it contains the core pr-ci-security-gate behavior change, while the other related PRs are narrower hardening tweaks.", + "best_issue_reason": null, + "best_pr_reason": "PR 46554 is the best global representative because it makes the main functional change in the security-gate workflow; the other items are either follow-up adjustments or unrelated workflow updates.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow files and different behavior; same generic chore title is not enough to treat these as the same change." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46558", + "accept": false, + "reason": "Unrelated workflow updates; they do not fix the same concrete code path." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46563", + "accept": false, + "reason": "A workflow command change and a comment-only security note are not the same underlying change." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflow area and different security concern; not a duplicate." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow file and different fix; only the title pattern is similar." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflows and unrelated behavior changes; too broad to merge." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46501", + "accept": false, + "reason": "Same broad CI/workflow domain, but different files and different changes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46502", + "accept": false, + "reason": "These are separate workflow edits, not the same concrete fix." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46554", + "accept": false, + "reason": "Only loosely related by CI security context; they change different workflows and different logic." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflow and different code path; not a duplicate." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "Both are workflow chore PRs, but they touch different files and implement different changes." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflow files and different operational changes." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "Same generic naming pattern, but the actual workflow edits are unrelated." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46554", + "accept": false, + "reason": "No shared concrete change; these are separate workflow updates." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46503", + "accept": false, + "reason": "Separate workflow modifications with no common code-path problem." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow file and different fix; not mergeable as one duplicate change." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46554", + "accept": false, + "reason": "Only superficial similarity; the changes address different workflows." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46504", + "accept": false, + "reason": "Both are workflow tweaks, but they are unrelated edits in different files." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different behavior; not the same underlying issue." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46554", + "accept": false, + "reason": "The build-image trigger tweak and the security-gate hardening are separate changes." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflow files and different fixes; same subsystem is too broad." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46558", + "accept": true, + "reason": "Both are concrete hardening changes to the same pr-ci-security-gate workflow and could plausibly be combined into one PR." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46563", + "accept": false, + "reason": "One changes workflow behavior, the other only adds explanatory comments; not the same concrete change." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46716", + "accept": true, + "reason": "Both are parts of the same PR CI security-gate hardening effort and target the same workflow safety path." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46563", + "accept": false, + "reason": "Permissions/approval logic and a comment-only note are not the same underlying change." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46716", + "accept": true, + "reason": "Both are compatible security-hardening edits in the same pr-ci-security-gate workflow." + }, + { + "left": "pull_request:46563", + "right": "pull_request:46716", + "accept": false, + "reason": "Commentary about safety and a secrets-change are different kinds of edits; not a duplicate change." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46563", + "accept": false, + "reason": "Completely different workflows; no shared concrete fix." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46563", + "accept": false, + "reason": "Only broad workflow similarity, not the same bug or change." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflow files and unrelated behavior changes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46716", + "accept": false, + "reason": "Not the same workflow or the same fix; too generic to merge." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 25, + "component_count": 29, + "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": "6025e6a89906a448e11e63496e8e663c87c07ced4d0006fe3f848cc2065467a0", + "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": "Two open PRs in the tokenizer area, but they address different bugs: CodeLlama decode-space stripping vs. AutoTokenizer misclassification for DeepSeek checkpoints. No duplicate cluster here.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR #46574 is the more self-contained fix: it targets one concrete decode regression in CodeLlama and includes the implementation detail that explains the bug (decoder assignment before `super().__init__()` being overwritten).", + "soft_edge_verdicts": [ + { + "left": "pull_request:46574", + "right": "pull_request:46580", + "accept": false, + "reason": "Different underlying code paths and failure modes: one fixes CodeLlama decoding/leading-space stripping, the other changes AutoTokenizer checkpoint-to-tokenizer-class selection for DeepSeek models. They are not the same bug and would not plausibly merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 26, + "component_count": 29, + "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-46696-2", + "nodes": [ + "pull_request:46696", + "pull_request:47215" + ], + "soft_pairs": [ + "pull_request:46696|pull_request:47215" + ], + "prepared_review_unit_hash": "3deafacca5516a0ff8c2d33a0891038f7112b1458fbe61a2a7c25dbc5a88e3d8", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4579, + "estimated_input_tokens": 1145, + "estimated_eval_tokens": 2546 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4579, + "estimated_input_tokens": 1145, + "estimated_eval_tokens": 2546 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same Flash Attention 2 long-context regression caused by scalar/tensor handling in `modeling_flash_attention_utils.py`. PR 47215 is the broader, more complete fix, while PR 46696 is a narrower predecessor touching the same code path.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47215 is the better canonical PR because it appears to implement the more complete version of the FA2 long-context performance fix, with related updates and tests beyond the narrow scalar-conversion change in PR 46696.", + "best_issue_reason": null, + "best_pr_reason": "PR 47215 is the best representative of the underlying bug: it targets the same FA2 long-context regression, covers the relevant utility path more fully, and includes broader validation compared with the smaller earlier patch in PR 46696.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46696", + "right": "pull_request:47215", + "accept": true, + "reason": "Same underlying FA2 long-context decode/performance regression in `modeling_flash_attention_utils.py`; both change scalar handling to avoid expensive syncs, and 47215 plausibly subsumes 46696 into one consolidated 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": 27, + "component_count": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46773-2", + "nodes": [ + "pull_request:46773", + "pull_request:47087" + ], + "soft_pairs": [ + "pull_request:46773|pull_request:47087" + ], + "prepared_review_unit_hash": "9cbc0eebda712edace1814e5bc98efe74cb1be81bff0d3ce7cf9f1cea93a4ca1", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5432, + "estimated_input_tokens": 1358, + "estimated_eval_tokens": 2972 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5432, + "estimated_input_tokens": 1358, + "estimated_eval_tokens": 2972 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are about padding-mask handling, but they fix different bugs in different code paths: 46773 patches a model-specific batch-size-1 check in linear-attention models, while 47087 changes recurrent masking utility behavior for continued/cache forwards. They are related thematically, but not duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47087 is the better representative because it fixes a single cohesive masking-utility bug, has an explicit issue target, and its scope is clearer and more general than the model-specific batch-size-1 fix in 46773.", + "best_issue_reason": null, + "best_pr_reason": "PR 47087 is the strongest standalone candidate: the change is concentrated in one utility path, the diff and tests align tightly with the stated bug, and it is easier to reason about as a distinct fix than the broader multi-model patch in 46773.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46773", + "right": "pull_request:47087", + "accept": false, + "reason": "Both touch padding masks, but 46773 fixes a batch-size-1 condition in linear-attention model code, while 47087 fixes recurrent-mask skipping on continued/cache forwards in masking_utils. Different underlying bugs and code paths, so not a duplicate." + } + ] + }, + "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": 29, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-47032-5", + "nodes": [ + "pull_request:47032", + "pull_request:47074", + "pull_request:47076", + "pull_request:47195", + "pull_request:47197" + ], + "soft_pairs": [ + "pull_request:47032|pull_request:47197", + "pull_request:47074|pull_request:47076", + "pull_request:47074|pull_request:47197", + "pull_request:47074|pull_request:47195", + "pull_request:47195|pull_request:47197" + ], + "prepared_review_unit_hash": "3b0f6ce9b6746b227663a0a9b6fabcdfd7743fd95faa341854c37aa2ee1a1381", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 11590, + "estimated_input_tokens": 2898, + "estimated_eval_tokens": 6052 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 11590, + "estimated_input_tokens": 2898, + "estimated_eval_tokens": 6052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All five PRs address distinct bugs in different code paths; the soft similarities are superficial and none should be merged as duplicates. PR 47074 is the best cluster representative because it is the most centrally connected and broadly scoped, but it is still not a duplicate of the others.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47074 is the most central item in the cluster by linkage and scope, and it has the clearest multimodal pipeline theme. It is the best representative PR, though not a duplicate of the others.", + "best_issue_reason": null, + "best_pr_reason": "PR 47074 is the strongest global representative because it sits at the center of the soft-similarity graph and covers a broad, user-facing pipeline normalization change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47032", + "right": "pull_request:47197", + "accept": false, + "reason": "Different bugs and different components: stop_sequence handling in image-text-to-text pipeline vs batched text postprocessing in Qwen Omni processors." + }, + { + "left": "pull_request:47074", + "right": "pull_request:47076", + "accept": false, + "reason": "Both are multimodal, but one normalizes AnyToAnyPipeline input keys while the other validates Gemma4 audio placeholder batching; they fix different code paths." + }, + { + "left": "pull_request:47074", + "right": "pull_request:47197", + "accept": false, + "reason": "Shared test surface only; 47074 fixes input key mapping in AnyToAnyPipeline, while 47197 fixes batched decoding in Qwen Omni postprocessing." + }, + { + "left": "pull_request:47074", + "right": "pull_request:47195", + "accept": false, + "reason": "Unrelated subsystems: multimodal pipeline input normalization vs generation candidate length capping in prompt lookup decoding." + }, + { + "left": "pull_request:47195", + "right": "pull_request:47197", + "accept": false, + "reason": "Generation candidate length budgeting and Qwen Omni batched postprocessing are separate bugs with no plausible single-PR merge." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 29, + "component_count": 29, + "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-47261-2", + "nodes": [ + "pull_request:47261", + "pull_request:47262" + ], + "soft_pairs": [ + "pull_request:47261|pull_request:47262" + ], + "prepared_review_unit_hash": "0cdf0a53d445abdfb71485737a31353d848560823444d79f4e7e53ed25259462", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4419, + "estimated_input_tokens": 1105, + "estimated_eval_tokens": 2466 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4419, + "estimated_input_tokens": 1105, + "estimated_eval_tokens": 2466 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster contains two unrelated Transformers PRs: one fixes loss scaling with label smoothing during gradient accumulation, and the other updates TopHLogitsWarper to honor min_tokens_to_keep. They do not appear to be the same underlying change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #47261 is the better canonical representative because it has an explicit issue target, a clearly scoped bug fix, and a concrete training-path impact.", + "best_issue_reason": null, + "best_pr_reason": "PR #47261 is the strongest standalone candidate: it addresses a specific reproducible bug, references a tracking issue, and is more likely to serve as a useful anchor for this cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47261", + "right": "pull_request:47262", + "accept": false, + "reason": "Different code paths and bugs: trainer loss scaling vs generation logits warping. They do not look mergeable into one PR or like duplicate fixes for the same issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260712T120026Z/analysis-runs/hybrid-model-20260712t120026z/manifest.json b/snapshots/20260712T120026Z/analysis-runs/hybrid-model-20260712t120026z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..4f860cafd3b479049be0d9de4d607a28e8f70016 --- /dev/null +++ b/snapshots/20260712T120026Z/analysis-runs/hybrid-model-20260712t120026z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260712t120026z", + "artifacts": { + "hybrid": "snapshots/20260712T120026Z/analysis-runs/hybrid-model-20260712t120026z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260712T120026Z/analysis-runs/hybrid-model-20260712t120026z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-07-12T12:10:15Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260712T120026Z", + "variant": "hybrid" +} diff --git a/snapshots/20260712T120026Z/manifest.json b/snapshots/20260712T120026Z/manifest.json index b6723879acf4334f865a8b7a4da5418fe579f49b..06689740aaa2c0f30efc8732e9f462862ad23537 100644 --- a/snapshots/20260712T120026Z/manifest.json +++ b/snapshots/20260712T120026Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 423 }, "extracted_at": "2026-07-12T12:00:26Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260712t120026z", + "runs": { + "hybrid-model-20260712t120026z": { + "analysis_id": "hybrid-model-20260712t120026z", + "artifacts": { + "hybrid": "snapshots/20260712T120026Z/analysis-runs/hybrid-model-20260712t120026z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260712T120026Z/analysis-runs/hybrid-model-20260712t120026z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260712T120026Z/analysis-runs/hybrid-model-20260712t120026z/manifest.json", + "model": null, + "published_at": "2026-07-12T12:10:15Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260712T120026Z", "watermark": {