diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index a9be1bbd15e1d1d0d340fd02284433947ff337fe..cc7dbab16ddf1d95dce61020331cff9629049acc 100644 --- a/analysis/current/analysis-report-hybrid.json +++ b/analysis/current/analysis-report-hybrid.json @@ -1,8 +1,8 @@ { "schema_version": "1.0", "repo": "huggingface/transformers", - "snapshot_id": "20260523T120023Z", - "generated_at": "2026-05-23T12:04:01Z", + "snapshot_id": "20260523T180021Z", + "generated_at": "2026-05-23T18:07:26Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1708,6 +1708,81 @@ } ] }, + { + "cluster_id": "cluster-43656-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 43656, + "issue_numbers": [], + "pr_numbers": [ + 43656, + 43842 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 43656, + "right_pr_number": 43842, + "code_similarity": 0.405, + "size_similarity": 0.5, + "file_overlap": 1.0, + "area_overlap": 0.0, + "patch_similarity": 0.036, + "shared_filenames": [ + "src/transformers/cli/serve.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/cli/serve.py", + "left_ranges": [ + [ + 11, + 18 + ], + [ + 30, + 36 + ], + [ + 315, + 323 + ], + [ + 665, + 671 + ], + [ + 931, + 937 + ], + [ + 1843, + 1849 + ], + [ + 1868, + 1874 + ] + ], + "right_ranges": [ + [ + 54, + 61 + ], + [ + 587, + 593 + ] + ] + } + ] + } + ] + }, { "cluster_id": "cluster-46100-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", @@ -2060,6 +2135,15 @@ "target_issue_number": 43240, "reason": "PRs in cluster-43240-3 are treated as duplicates because they converge on issue #43240 with closing_reference, shared_issue_target evidence." }, + { + "cluster_id": "cluster-43656-2", + "canonical_pr_number": 43656, + "duplicate_pr_numbers": [ + 43842 + ], + "target_issue_number": null, + "reason": "PRs in cluster-43656-2 are treated as duplicates because they share soft_similarity evidence." + }, { "cluster_id": "cluster-43698-3", "canonical_pr_number": 43779, diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index ae3f5fdbd76ca79008207a91e70d5e3a400a703d..87f86cab7ee3744f73ed14aba033596dc7067515 100644 --- a/analysis/current/analysis-report-hybrid.llm-reviews.json +++ b/analysis/current/analysis-report-hybrid.llm-reviews.json @@ -1,22 +1,22 @@ { "schema_version": "1.0", "repo": "huggingface/transformers", - "snapshot_id": "20260523T120023Z", - "generated_at": "2026-05-23T12:04:01Z", + "snapshot_id": "20260523T180021Z", + "generated_at": "2026-05-23T18:07:26Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { "label": "issue", "component_index": 1, - "component_count": 18, + "component_count": 17, "review_unit_index": 1, - "review_unit_count": 49, + "review_unit_count": 50, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-414", + "cluster_id": "cluster-10000-426", "nodes": [ "issue:24643", "issue:30277", @@ -93,8 +93,8 @@ "issue:34634|issue:35545", "issue:30277|issue:43638", "issue:43596|issue:43638", - "issue:43039|issue:45161", "issue:43975|issue:44457", + "issue:43039|issue:45161", "issue:44292|issue:44457", "issue:34928|issue:44805", "issue:24643|issue:30277", @@ -112,8 +112,8 @@ "issue:43716|issue:45685", "issue:43828|issue:44292", "issue:43541|issue:43716", - "issue:43716|issue:44292", "issue:44292|issue:44918", + "issue:43716|issue:44292", "issue:45507|issue:45685", "issue:43039|issue:44918", "issue:41762|issue:43638", @@ -123,8 +123,8 @@ "issue:44918|issue:45685", "issue:43039|issue:43828", "issue:30277|issue:36331", - "issue:34928|issue:36010", "issue:45237|issue:46015", + "issue:34928|issue:36010", "issue:43039|issue:44805", "issue:41762|issue:43596", "issue:39290|issue:41720", @@ -138,457 +138,367 @@ "issue:43866|issue:44863", "issue:44292|issue:46015" ], - "prepared_review_unit_hash": "7aabdaa34b273fbf976ac8796c06a3b41ace4f024378b85d43eb40da06b24c57", + "prepared_review_unit_hash": "c4f8ff4d3a668d957995d8b04d26dc1bc3cc62f6b253e1c173c20ab24c50c774", "component_budget": { - "node_count": 414, - "item_count": 414, - "soft_pair_count": 1552, - "serialized_chars": 800272, - "estimated_input_tokens": 200068, - "estimated_eval_tokens": 400392 + "node_count": 426, + "item_count": 426, + "soft_pair_count": 1572, + "serialized_chars": 814130, + "estimated_input_tokens": 203533, + "estimated_eval_tokens": 407322 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 69, - "serialized_chars": 48401, - "estimated_input_tokens": 12101, - "estimated_eval_tokens": 24458 + "serialized_chars": 48400, + "estimated_input_tokens": 12100, + "estimated_eval_tokens": 24456 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated similarity pairs; only two look like true duplicates: the ZeRO-3/Bert index-0 OOB reports and the AutoTokenizer wrong-token-ID regression reports.", - "confidence": 0.61, - "canonical_issue_reason": "issue:45920 is the broadest and most representative concrete bug report here: it describes the v5 AutoTokenizer token-ID regression across multiple model families, which is the clearest duplicate-worthy issue in the set.", + "summary": "Mostly heterogeneous cluster. The only solid duplicate pair is the Bert + DeepSpeed ZeRO-3 index-out-of-bounds reports (43596/43638); the Qwen3_5Moe rotary-embedding pair is related but not strong enough to merge conservatively. Everything else looks like broad false positives across unrelated models or subsystems.", + "confidence": 0.69, + "canonical_issue_reason": "Issue 43596 is the cleanest representative of the Bert + DeepSpeed ZeRO-3 index-out-of-bounds duplicate pair, with the broader wording making it the best canonical issue.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 is the strongest global issue anchor because it is specific enough to be actionable, broad enough to subsume the related tokenizer regression report, and has the clearest cross-model scope.", + "best_issue_reason": "Issue 43596 is the best overall issue representative because it captures the clearest concrete duplicate in the set and has the broadest, least noisy wording.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different failures: Qwen3.5 config attribute error vs streaming chat/completions API crash." + "reason": "Different failure modes: Qwen3_5 config attribute error vs chat/completions streaming API failure." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Different bugs: AMD GPU failure on GPT-OSS vs MPS histogram not implemented for Int." + "reason": "Both involve GPU/backend problems, but the concrete bugs are unrelated." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Different model paths and error types; not the same underlying bug." + "reason": "Mistral image dtype mismatch is unrelated to GPT-OSS AMD GPU support." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Both are runtime errors, but the model, device, and failure mode differ." + "reason": "Different concrete problems: autocast dtype mismatch vs AMD GPU runtime failure." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Different concrete problems in different model implementations." + "reason": "Different model families and symptoms; no shared code-path evidence." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "NVFP4 runtime failure is unrelated to AMD GPU support failure." + "reason": "Both are Qwen/GPT-OSS runtime issues, but not the same bug or fix." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed ZeRO-3 collective mismatch vs ModernBERT ONNX export are unrelated." + "reason": "Deepspeed collective mismatch and ONNX export error are unrelated." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "ONNX export error and FineGrainedFP8 load failure are different code paths." + "reason": "ModernBERT ONNX export and Qwen3Moe FP8 failure are different issues." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "Export-time ONNX failure vs device-map cudaErrorAssert are unrelated." + "reason": "ONNX export and Qwen3 auto device mapping are different code paths." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "Task crash vs documentation update issue; not the same bug." + "reason": "Table QA crash and outdated RAG examples are unrelated." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are outdated-docs issues, but they target different removed APIs and docs sections." + "reason": "Both are docs regressions after v5, but they target different removed features and are not the same change." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "ONNX export problem vs import error for GenerationMixin are unrelated." + "reason": "ONNX export and GenerationMixin import failure are unrelated." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Mask-shape index error and Gemma4 device mismatch are different failures." + "reason": "Different symptoms and different model families; no same underlying bug evidence." }, { "left": "issue:44918", "right": "issue:46165", "accept": false, - "reason": "TRl SFT embedding unpacking bug vs training resume/trust_remote_code issue are unrelated." + "reason": "TRL SFT unpacking failure and training-resume/trust_remote_code issue are distinct." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "ZeRO-3 Bert loading bug vs mask/index shape mismatch are different problems." + "reason": "Different tensor-shape failures in different contexts." }, { "left": "issue:43638", "right": "issue:46165", "accept": false, - "reason": "No shared code path; Bert ZeRO-3 loading and resume/trust_remote_code are unrelated." + "reason": "ZeRO-3 Bert index error and training-resume issue are unrelated." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Different errors and different model-loading contexts." + "reason": "Both mention index/shape errors, but they are different bugs in different paths." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Mask/index mismatch is unrelated to GPT-OSS tensor-parallel failure." + "reason": "Mask shape mismatch and GPT-OSS MoE tensor-parallel issue are unrelated." }, { "left": "issue:44560", "right": "issue:46165", "accept": false, - "reason": "Qwen3-vl video StopIteration and model-training resume bug are unrelated." + "reason": "Video StopIteration and model-training resume are unrelated." }, { "left": "issue:43596", "right": "issue:46165", "accept": false, - "reason": "Different failure class and different affected path." + "reason": "Different bug categories with no shared concrete code path." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Mask-shape indexing error and embedding unpacking error are not the same bug." + "reason": "Different failure modes in different trainer/input handling paths." }, { "left": "issue:43572", "right": "issue:46165", "accept": false, - "reason": "StableLmConfig pad_token_idx regression is unrelated to training-resume behavior." + "reason": "Config missing pad_token_idx is unrelated to training-resume behavior." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "BarkProcessor voice preset bug is unrelated to ModernBERT ONNX export." + "reason": "BarkProcessor voice_preset and ModernBERT ONNX export are unrelated." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Different DeepSpeed-related failures with different symptoms and triggers." + "reason": "Different models and failure modes; only both mention DeepSpeed broadly." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Both report the same ZeRO-3/BertModel index-0 out-of-bounds failure during loading; they look like duplicate reports of the same bug." + "reason": "Same concrete DeepSpeed ZeRO-3 Bert index-out-of-bounds failure; the titles describe the same underlying bug with slightly different wording." }, { - "left": "issue:43039", - "right": "issue:45161", + "left": "issue:43975", + "right": "issue:44457", "accept": false, - "reason": "Liger kernel cross-entropy issue is unrelated to GPT-OSS tensor-parallel support." + "reason": "DeepSeek detokenization and LoRA merge/save mismatch are unrelated." }, { - "left": "issue:43975", - "right": "issue:44457", + "left": "issue:43039", + "right": "issue:45161", "accept": false, - "reason": "Detokenization regression and LoRA merge/save-load mismatch are different code paths." + "reason": "Cross-entropy routing under Liger Kernel and GPT-OSS tensor-parallel failure are different issues." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "NVFP4 execution failure and LoRA consistency issue are unrelated." + "reason": "Qwen-3-8B NVFP4 runtime error and LoRA merge/save inconsistency are unrelated." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "Activation-checkpointing/FSDP size mismatch is unrelated to mask indexing errors." + "reason": "Activation checkpointing/FSDP recomputation issue is different from the mask-shape index error." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "Both mention DeepSpeed, but the runtime error and collective mismatch are different bugs." + "reason": "Both involve DeepSpeed, but the concrete RuntimeErrors differ and do not look like one bug." }, { "left": "issue:45859", "right": "issue:45902", "accept": false, - "reason": "Same model component, but CPU-offload incompatibility and meta/to_empty uninitialized-memory behavior are distinct failures." + "reason": "Same Qwen3_5Moe module, but the packet does not strongly establish one exact underlying bug/fix; the manifestations differ enough to stay conservative." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "Bert ZeRO-3 load failure is unrelated to GPT-OSS tensor-parallel support." + "reason": "Bert ZeRO-3 index error and GPT-OSS MoE TP issue are unrelated." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "FSDP checkpointing mismatch and CustomTrainer kwarg breakage are unrelated." + "reason": "Different trainer-related bugs: activation checkpointing mismatch vs compute_loss signature change." }, { "left": "issue:43596", "right": "issue:45161", "accept": false, - "reason": "Different subsystems and different symptoms." + "reason": "Different models and failure signatures; no same fix implied." }, { "left": "issue:43716", "right": "issue:45507", "accept": false, - "reason": "Mistral-3 dtype mismatch and GraniteMoEHybrid invalid method are unrelated." + "reason": "Mistral-3 dtype mismatch and GraniteMoEHybrid invalid method call are unrelated." }, { "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "Gemma3 config attribute error and Mistral tokenizer regex patch crash are different bugs." + "reason": "Gemma3 config attribute error with vLLM and Mistral regex patch crash are different bugs." }, { "left": "issue:45823", "right": "issue:45874", "accept": false, - "reason": "Both are Gemma4-related, but one is device placement and the other is reverse embedding lookup overhead." + "reason": "Device mismatch under auto mapping and expensive reverse embedding lookup are different issues." }, { "left": "issue:43425", "right": "issue:44292", "accept": false, - "reason": "Torch version compatibility and Qwen NVFP4 runtime failure are unrelated." + "reason": "Torch version incompatibility and Qwen-3-8B runtime error are not the same bug." }, { "left": "issue:34928", "right": "issue:41720", "accept": false, - "reason": "FSDP checkpointing mismatch and Qwen3 device-map cudaErrorAssert are unrelated." - }, - { - "left": "issue:43828", - "right": "issue:45161", - "accept": false, - "reason": "Autocast dtype mismatch and GPT-OSS tensor-parallel failure are different code paths." - }, - { - "left": "issue:44918", - "right": "issue:45161", - "accept": false, - "reason": "Embedding unpacking with TRL and GPT-OSS TP support are unrelated." - }, - { - "left": "issue:43716", - "right": "issue:45685", - "accept": false, - "reason": "Different models, devices, and error signatures." - }, - { - "left": "issue:43828", - "right": "issue:44292", - "accept": false, - "reason": "Autocast dtype mismatch is not the same as NVFP4 runtime failure." - }, - { - "left": "issue:43541", - "right": "issue:43716", - "accept": false, - "reason": "torch dynamo grouped_mm tracing failure and image-preprocessor dtype mismatch are unrelated." - }, - { - "left": "issue:43716", - "right": "issue:44292", - "accept": false, - "reason": "Different model families and failure modes." - }, - { - "left": "issue:44292", - "right": "issue:44918", - "accept": false, - "reason": "Qwen NVFP4 runtime error and TRL embedding unpacking bug are unrelated." - }, - { - "left": "issue:45507", - "right": "issue:45685", - "accept": false, - "reason": "Invalid method call in GraniteMoEHybrid is unrelated to the MPS histogram Int error." - }, - { - "left": "issue:43039", - "right": "issue:44918", - "accept": false, - "reason": "Liger cross-entropy issue and Qwen3.5 embedding unpacking issue are unrelated." - }, - { - "left": "issue:41762", - "right": "issue:43638", - "accept": false, - "reason": "Gemma3 ZeRO-3 loading error and Bert ZeRO-3 loading error are different model-specific bugs." + "reason": "FSDP activation-checkpointing mismatch and Qwen3 auto device mapping assert are unrelated." }, { "left": "issue:43827", "right": "issue:44512", "accept": false, - "reason": "Both are docs regressions, but they refer to different removed features and different doc fixes." - }, - { - "left": "issue:43716", - "right": "issue:44560", - "accept": false, - "reason": "Mistral-3 dtype mismatch and Qwen3-vl video StopIteration are unrelated." - }, - { - "left": "issue:43828", - "right": "issue:45685", - "accept": false, - "reason": "Autocast dtype mismatch and MPS Int histogram error are unrelated." - }, - { - "left": "issue:44918", - "right": "issue:45685", - "accept": false, - "reason": "TRL embedding unpacking issue and MPS histogram Int error are unrelated." + "reason": "Both are docs regressions, but they cover different removed commands/features and are not the same change." }, { - "left": "issue:43039", - "right": "issue:43828", - "accept": false, - "reason": "Different model/runtime bugs in different training stacks." - }, - { - "left": "issue:30277", - "right": "issue:36331", + "left": "issue:45237", + "right": "issue:46015", "accept": false, - "reason": "DeepSpeed collective mismatch and trainer compute_loss kwarg breakage are unrelated." + "reason": "AMD GPU runtime failure and outdated RAG examples are unrelated." }, { "left": "issue:34928", "right": "issue:36010", "accept": false, - "reason": "Checkpointing/FSDP tensor size mismatch vs import error are unrelated." - }, - { - "left": "issue:45237", - "right": "issue:46015", - "accept": false, - "reason": "GPU support failure and outdated RAG docs are unrelated." + "reason": "Different training/checkpointing bug versus import error." }, { "left": "issue:43039", "right": "issue:44805", "accept": false, - "reason": "Liger kernel cross-entropy and mask/index mismatch are unrelated." + "reason": "Liger Kernel cross-entropy issue and mask-shape error are unrelated." }, { "left": "issue:41762", "right": "issue:43596", "accept": false, - "reason": "Gemma3 ZeRO-3 load failure and Bert ZeRO-3 load failure are different model-specific problems." + "reason": "Both mention DeepSpeed, but Gemma3 ZeRO-3 loading and Bert ZeRO-3 index errors are different concrete bugs." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Gemma3 config attribute error and Qwen3 device-map assert are unrelated." + "reason": "Different model-specific errors with no shared code-path evidence." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "TextClassificationPipeline docs and transformers run-command docs are separate documentation issues." + "reason": "TextClassificationPipeline docs and transformers run command docs are separate documentation issues." }, { "left": "issue:45237", "right": "issue:45901", "accept": false, - "reason": "GPT-OSS AMD GPU failure is unrelated to table-question-answering crash." + "reason": "GPT-OSS AMD GPU failure and table-question-answering crash are unrelated." }, { "left": "issue:44841", "right": "issue:45823", "accept": false, - "reason": "Processor failure for Voxtral-Mini and Gemma4 device mismatch are unrelated." + "reason": "Processor failure for Voxtral and Gemma4 device mismatch are different issues." }, { "left": "issue:43039", "right": "issue:44560", "accept": false, - "reason": "Liger kernel cross-entropy and Qwen3-vl video StopIteration are unrelated." + "reason": "Liger Kernel cross-entropy issue and Qwen3-vl video StopIteration are unrelated." }, { "left": "issue:43975", "right": "issue:46015", "accept": false, - "reason": "Detokenization regression and outdated RAG docs are unrelated." + "reason": "DeepSeek detokenization bug and RAG docs staleness are unrelated." }, { "left": "issue:45812", "right": "issue:45920", - "accept": true, - "reason": "Both report the same v5 AutoTokenizer token-ID regression across model families; 45920 is the broader duplicate of the Granite-specific report." + "accept": false, + "reason": "Both are tokenizer regressions, but the affected model sets are broad enough that they may be separate AutoTokenizer bugs rather than one concrete duplicate." }, { "left": "issue:44863", "right": "issue:46015", "accept": false, - "reason": "NemotronH checkpoint-loading failure is unrelated to RAG docs updates." + "reason": "NemotronH checkpoint loading and outdated RAG docs are unrelated." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Corrupted Ovis2 checkpoint and NemotronH checkpoint-loading issue are different bugs." + "reason": "Checkpoint corruption and model-loading implementation failure are different problems." }, { "left": "issue:44292", "right": "issue:46015", "accept": false, - "reason": "Qwen NVFP4 runtime error and outdated RAG docs are unrelated." + "reason": "Qwen-3-8B NVFP4 runtime error and outdated RAG docs are unrelated." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The two accepted duplicate-like pairs are well supported by the titles/body descriptions, and the remaining soft-edge rejections avoid overclaiming shared root cause beyond what the evidence shows. No PR-pair mergeability issue applies here." + "accept": false, + "feedback": "The packet does support the Bert/DeepSpeed ZeRO-3 duplicate pair, but the analyst overstates the uniqueness of that duplicate: the packet also has a second accepted soft edge for the Qwen3_5Moe rotary-embedding issues (45859/45902). Because the reasoning says 43596 is the representative of the \"only clearly duplicated concrete bug in the set,\" the summary is not fully grounded. The Qwen3_5Moe acceptance also feels a bit stronger than the packet alone guarantees, so I would keep this conservative and reject." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -596,15 +506,15 @@ { "label": "issue", "component_index": 1, - "component_count": 18, + "component_count": 17, "review_unit_index": 2, - "review_unit_count": 49, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-414", + "cluster_id": "cluster-10000-426", "nodes": [ "issue:36010", "issue:39186", @@ -696,293 +606,290 @@ "issue:43645|issue:45399", "issue:43404|issue:45005" ], - "prepared_review_unit_hash": "0e5958b90eb8bb04775c57b53e4ef61bb8800dade8c226df8ee9c2a37c10fb87", + "prepared_review_unit_hash": "ba3a2331265e47a9f0093b301b79dfe337850868cc5887814ef6b129e60c429a", "component_budget": { - "node_count": 414, - "item_count": 414, - "soft_pair_count": 1552, - "serialized_chars": 800272, - "estimated_input_tokens": 200068, - "estimated_eval_tokens": 400392 + "node_count": 426, + "item_count": 426, + "soft_pair_count": 1572, + "serialized_chars": 814130, + "estimated_input_tokens": 203533, + "estimated_eval_tokens": 407322 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 39, - "serialized_chars": 39124, - "estimated_input_tokens": 9781, - "estimated_eval_tokens": 19818 + "serialized_chars": 39131, + "estimated_input_tokens": 9783, + "estimated_eval_tokens": 19822 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose collection of unrelated model-loading, config, dtype, and runtime issues. Only the SigLIP2 pair looks like a credible duplicate; the custom-module cache-path pair is adjacent but not the same bug.", - "confidence": 0.73, - "canonical_issue_reason": "issue:45698 is the best canonical issue: it is open, user-facing, and has the clearest actionable save_pretrained/from_pretrained custom-code loading regression with broader discussion than the other nearby loading reports.", + "summary": "This set is a heterogeneous grab bag of unrelated Transformers/vLLM regressions (model loading, quantization, dtype/device mismatches, chat/task failures, config issues). None of the proposed soft pairs look like safe duplicates, so the cluster should not be collapsed further.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45698 is the most actionable representative here: a concrete, reproducible custom-module loading regression after save_pretrained/from_pretrained, with active discussion and inbound references.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45698 is the strongest standalone triage target because it has a concrete reproduction, current open status, and a focused failure mode that is easier to act on than the more diffuse runtime reports in the cluster.", + "best_issue_reason": "issue:45698 is a good cluster anchor because it is specific, user-facing, and still under discussion; among these mostly unrelated issues it is the clearest representative bug report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Same broad sliding-window theme, but different models and different concrete failures (Gemma3/vLLM attribute access vs Qwen3-MoE behavior)." + "reason": "Different models and failures: Gemma3TextConfig missing attribute vs Qwen3-MoE sliding_window behavior." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "A model-loading test failure and a corrupted checkpoint report are not the same underlying bug." + "reason": "One is a model-loading test failure, the other is a corrupted checkpoint claim; different root causes." }, { "left": "issue:43792", "right": "issue:45901", "accept": false, - "reason": "Whisper inference failure and table-question-answering crash are unrelated code paths." + "reason": "Whisper runtime failure and table QA crash are unrelated tasks/code paths." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Both mention index errors under ZeRO-3/BERT, but the concrete symptoms and setups differ too much to merge confidently." + "reason": "Both are index-related, but one is a mask shape mismatch while the other is a zero-sized-tensor index error under ZeRO-3." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Torch compatibility and a PretrainedConfig/pydantic regression are separate issues." + "reason": "Torch-version incompatibility and a pydantic PretrainedConfig regression are different bugs." }, { "left": "issue:43596", "right": "issue:45800", "accept": false, - "reason": "A ZeRO-3 BERT index error and a Torch/Transformers incompatibility are different bugs." + "reason": "Empty-index error during ZeRO-3/Bert loading is unrelated to torch 2.4.1 vs transformers 5.8.0 incompatibility." }, { "left": "issue:43975", "right": "issue:45901", "accept": false, - "reason": "Incorrect detokenization and table QA crashes are different failure modes." + "reason": "Detokenization bug and table-question-answering crash are different features and failure modes." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Whisper runtime failure is unrelated to the PretrainedConfig/pydantic regression." + "reason": "Whisper runtime failure does not match the pydantic field regression." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Both involve Qwen3.5, but one is a chat-model crash and the other is a streaming API failure; not the same code path." + "reason": "Both involve Qwen3.5 chat, but one is a crash in transformers chat while the other is a streaming chat/completions API failure on a different model size." }, { "left": "issue:44292", "right": "issue:45901", "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime error and table-question-answering crash are unrelated." + "reason": "NVFP4 model loading error and table QA crash are unrelated." }, { "left": "issue:39290", "right": "issue:45823", "accept": false, - "reason": "Both are Gemma-family issues, but missing sliding_window_pattern and a device mismatch are distinct bugs." + "reason": "Gemma3/vLLM sliding_window error is unrelated to Gemma4 device-mismatch during forward." }, { "left": "issue:45464", "right": "issue:45685", "accept": false, - "reason": "Qwen3.5 streaming inference and an MPS histogram kernel error are unrelated." + "reason": "Chat streaming API failure and an MPS histogram/int bug in MoE code are different code paths." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "Tied lm_head weights in Mistral3 and a corrupted Ovis2 checkpoint are different bugs." + "reason": "Tied lm_head weights issue and a corrupted checkpoint report are not the same bug." }, { "left": "issue:43541", "right": "issue:45685", "accept": false, - "reason": "Grouped_mm tracing failure and MPS int histogram limitation are separate runtime issues." + "reason": "Mixtral torch-dynamo grouped_mm tracing error is unrelated to the MPS histogram Int failure." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Both are MoE-related runtime errors, but grouped_mm tracing and autocast dtype mismatch are different concrete bugs." + "reason": "Both mention runtime/dtype problems, but the affected model paths and concrete errors differ." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Processor failure for Voxtral and a compile/template-node TypeError are unrelated." + "reason": "Processor failure and non-template-node compilation error are unrelated." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "ImportError for GenerationMixin and a Gemma3 sliding_window_pattern issue are unrelated." + "reason": "ImportError for GenerationMixin is unrelated to the Gemma3/vLLM sliding_window regression." }, { "left": "issue:45800", "right": "issue:45823", "accept": false, - "reason": "Torch/Transformers incompatibility and Gemma4 device mismatch are distinct problems." + "reason": "Torch/transformers version incompatibility and Gemma4 device mismatch are different issues." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Both are ZeRO-3 index failures, but the error signatures and affected models differ enough to avoid merging." + "reason": "Both are index errors, but one is a mask-length mismatch and the other is an out-of-bounds access when loading Gemma3 with ZeRO-3." }, { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig is unrelated to the PretrainedConfig/pydantic regression." + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to the pydantic PretrainedConfig field breakage." }, { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "PaddleOCR-VL loading in vLLM and GGUF gpt-oss support are different requests/bugs." + "reason": "vLLM model-load failure and a request for GGUF support are not the same concrete bug." }, { "left": "issue:43541", "right": "issue:45161", "accept": false, - "reason": "Both touch MoE/GPT-OSS, but one is a grouped_mm tracing bug and the other is a tensor-parallel support problem." + "reason": "Mixtral torch-dynamo grouped_mm error and GPT-OSS tensor-parallel failure are different models and problems." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "int4 memory growth/OOM and tied-weight translation-model issues are unrelated." + "reason": "Int4 quantization OOM and tied-weights translation regression are unrelated." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "dtype mismatch under autocast and streaming chat/completions failure are not the same bug." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to Qwen3.5 streaming API failure." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "Both are v5 init/config regressions, but unexpected _is_hf_initialized and pydantic field handling are different code paths." + "reason": "init_empty_weights argument mismatch and pydantic PretrainedConfig breakage are different regressions." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "GPT-OSS GGUF support and Qwen3.5 streaming inference are unrelated." + "reason": "GGUF GPT-OSS support request and Qwen3.5 streaming failure are unrelated." }, { "left": "issue:45020", "right": "issue:45800", "accept": false, - "reason": "A broad remote_code regression and a Torch/Transformers version incompatibility are different issues." + "reason": "Remote_code breakage across recent versions is broader, but not the same bug as the torch/transformers compatibility report." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Sliding_window handling in Qwen3-MoE is unrelated to the PretrainedConfig/pydantic change." + "reason": "Sliding_window handling in Qwen3-MoE and a pydantic field regression do not match." }, { "left": "issue:43541", "right": "issue:44589", "accept": false, - "reason": "Grouped_mm tracing failure and missing Float8 storage are different runtime/toolchain bugs." + "reason": "Grouped_mm tracing failure and missing Float8 storage type are different runtime errors." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Both are index-out-of-bounds reports under ZeRO-3, but they affect different setups and error signatures." + "reason": "Both are index errors, but one is a mask shape mismatch and the other is a zero-sized tensor access in ZeRO-3 Bert loading." }, { "left": "issue:43054", "right": "issue:43994", - "accept": true, - "reason": "Both report broken SigLIP2 behavior on the same model family; bad text embeddings and nonsensical AutoModel/pipeline outputs plausibly share one underlying regression." + "accept": false, + "reason": "Siglip2 embedding quality regression and nonsensical results for a different model are not the same bug." }, { "left": "issue:45542", "right": "issue:45800", "accept": false, - "reason": "TensorBoard-without-TF backend handling is unrelated to Torch/Transformers compatibility." + "reason": "TensorBoard-without-TensorFlow backend error is unrelated to torch/transformers incompatibility." }, { "left": "issue:45759", "right": "issue:45902", "accept": false, - "reason": "Unwrapping text_config for composite Qwen configs and uninitialized inv_freq after to_empty are different bugs." + "reason": "Composite-config unwrap issue and uninitialized rotary embedding memory are different code paths." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "FSDP 2-D weight error and Qwen3.5 embedding unpacking/trl issue are unrelated." + "reason": "FSDP weight-dimensionality error and Qwen3.5 embedding unpacking failure are unrelated." }, { "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "Gemma3 image-preprocessor dtype mismatch and Qwen3.5 embedding unpacking failure are different issues." + "reason": "Mistral-3 image/text dtype mismatch and Qwen3.5 embedding unpacking are different issues." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "GPT-OSS perplexity regression and a GLM5 issue are unrelated." + "reason": "High perplexity on gpt-oss-20b and a generic GLM5 issue do not describe the same bug." }, { "left": "issue:45632", "right": "issue:45698", "accept": false, - "reason": "These are adjacent custom-code loading bugs, but one is a cache-path collision for local models sharing a leaf directory name and the other is wrong module resolution after save_pretrained; not clearly one mergeable fix." + "reason": "Both touch custom-code loading, but one is a cache-path collision while the other is loading the wrong module after save_pretrained." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Jupyter custom-model initialization breakage and flash-attn fallback blocking are separate regressions." + "reason": "Notebook custom-model initialization and flash-attn fallback blocking are unrelated." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Tied-weight handling in a specific Mistral3 multimodal model and broader translation-model tied-weight issues are related in theme but not the same concrete bug." + "reason": "Both mention tied weights, but they affect different model families and different concrete loading paths." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The cluster summary is mostly reasonable, but it overstates the evidence for at least one soft-edge merge. In particular, accepting issue:45632 vs issue:45698 as the same bug is not well grounded from the packet: one is a trust_remote_code cache-path collision for local models sharing a leaf directory name, while the other is from_pretrained loading the wrong custom module after save_pretrained. Those look adjacent, but not clearly one mergeable fix. Also, phrases like \"broad impact\" and \"likely share one underlying regression\" are a bit stronger than the packet supports." - }, - "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 1, - "component_count": 18, + "component_count": 17, "review_unit_index": 3, - "review_unit_count": 49, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-414", + "cluster_id": "cluster-10000-426", "nodes": [ "issue:36331", "issue:38175", @@ -1047,8 +954,8 @@ "issue:43644|issue:43950", "issue:39692|issue:43054", "issue:43828|issue:44928", - "issue:36331|issue:41762", "issue:41628|issue:45800", + "issue:36331|issue:41762", "issue:43950|issue:45902", "issue:43872|issue:44589", "issue:43866|issue:44403", @@ -1066,247 +973,247 @@ "issue:44403|issue:44488", "issue:42947|issue:43856", "issue:41762|issue:42915", - "issue:43782|issue:44960", - "issue:43881|issue:43883" + "issue:43881|issue:43883", + "issue:43782|issue:44960" ], - "prepared_review_unit_hash": "1b6c635565c820ed5d373d99e857494b922033147f4e4d92fd3d4adab909d236", + "prepared_review_unit_hash": "0e495c9627ec08d60b1db3fdb6b231f2aa07b1c58bc241c3e21fe3a7e3675405", "component_budget": { - "node_count": 414, - "item_count": 414, - "soft_pair_count": 1552, - "serialized_chars": 800272, - "estimated_input_tokens": 200068, - "estimated_eval_tokens": 400392 + "node_count": 426, + "item_count": 426, + "soft_pair_count": 1572, + "serialized_chars": 814130, + "estimated_input_tokens": 203533, + "estimated_eval_tokens": 407322 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 37512, - "estimated_input_tokens": 9378, - "estimated_eval_tokens": 19012 + "serialized_chars": 37513, + "estimated_input_tokens": 9379, + "estimated_eval_tokens": 19014 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a grab-bag of unrelated Transformers issues. The only clear duplicate-style match is the v5 non-persistent buffer regression pair; the rest are different bugs, models, or docs problems. No PRs were provided.", - "confidence": 0.93, - "canonical_issue_reason": "Issue #43950 is the best canonical because it most clearly states the non-persistent-buffer regression in v5 and is the most specific, root-cause-oriented report among the duplicate-like pair.", + "summary": "Most candidates are broad semantic matches, not true duplicates. The only clear duplicate cluster is the Transformers 5.x non-persistent buffer corruption regression (43950/44534, with 45902 as a specific manifestation). A second plausible duplicate pair is the SigLIP2 implementation discrepancy (43054/43493), but the rest are too vague or touch different concrete bugs.", + "confidence": 0.68, + "canonical_issue_reason": "43950 is the cleanest canonical issue: it describes the core Transformers 5.x non-persistent buffer corruption regression, and it has the strongest duplicate-style evidence among the candidates.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #43950 is the strongest overall representative of the only true duplicate cluster here: it is precise, broad enough to subsume the related report, and directly describes the underlying regression.", + "best_issue_reason": "43950 is the best overall issue to represent the cluster because it is specific, technical, and has the clearest same-bug follow-ups (44534 and 45902).", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "Different bugs: Qwen3.5 cache crash vs. tied-weights behavior in translation models." + "reason": "Both mention model behavior in v5, but they are different bugs: Qwen3.5 cache/group-type failure vs translation-model tied-weights handling." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "FP8 config failure and flash-attn2 fallback gating are separate issues." + "reason": "Different failure modes and code paths: FineGrainedFP8Config load failure vs flash-attn2 fallback gating." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization/offload behavior is unrelated to tied-weight handling." + "reason": "Quantized offloading behavior is unrelated to tied-weights issues." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "NemotronH checkpoint loading failure is not the same as translation-model tied weights." + "reason": "Checkpoint loading for NemotronH is a different bug than tied-weights handling on translation models." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "DSA indexer/ReLU discussion and a docs typo are not the same issue." + "reason": "ReLU in DSA indexer and a docs typo are unrelated." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "Qwen3.5 SFT embedding unpacking and GraniteMoEHybrid invalid method are different code paths." + "reason": "Qwen3.5 embedding unpacking with TRL and GraniteMoEHybrid invalid method are different concrete issues." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "A cache-strategy typo is not the same as stale run-command docs." + "reason": "A cache-strategy typo is unrelated to removed run-command documentation." }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Detokenization regression and NVFP4 runtime error are unrelated." + "reason": "Incorrect detokenization and NVFP4 runtime error are different problems." }, { "left": "issue:44292", "right": "issue:45507", "accept": false, - "reason": "Qwen-3-8B-NVFP4 failure and GraniteMoEHybrid invalid method are different bugs." + "reason": "Qwen3-8B-NVFP4 runtime failure does not match GraniteMoEHybrid invalid-method behavior." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Both describe the same v5 regression where non-persistent buffers are mishandled/corrupted with junk values." + "reason": "Same underlying regression: Transformers 5.x non-persistent buffers being corrupted/junk-filled on load." }, { "left": "issue:43644", "right": "issue:43950", "accept": false, - "reason": "AutoConfig trust_remote_code field loss is a different bug from non-persistent buffer corruption." + "reason": "AutoConfig missing fields with trust_remote_code is a different bug from non-persistent buffer corruption." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "SigLIP2 doc/example errors and poor text embeddings are separate problems." + "reason": "Docs example errors and degraded SigLIP2 embeddings are not the same concrete bug." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Autocast dtype mismatch is not the same as the Qwen3.5 SDPA/NaN issue." + "reason": "Autocast dtype mismatch on Phi-tiny-MoE and Qwen3.5 RLHF gradient explosion are different failures." }, { - "left": "issue:36331", - "right": "issue:41762", + "left": "issue:41628", + "right": "issue:45800", "accept": false, - "reason": "Trainer kwarg TypeError and DeepSpeed ZeRO-3 loading failure are unrelated." + "reason": "AutoImageProcessor import failure and torch/transformers incompatibility are related only at a broad ecosystem level, not the same bug." }, { - "left": "issue:41628", - "right": "issue:45800", + "left": "issue:36331", + "right": "issue:41762", "accept": false, - "reason": "Import error for AutoImageProcessor is different from torch/transformers version incompatibility." + "reason": "Unexpected trainer kwarg and Gemma3 ZeRO-3 loading IndexError are unrelated." }, { "left": "issue:43950", "right": "issue:45902", - "accept": false, - "reason": "Both involve non-persistent buffers, but this looks like a different Qwen3_5Moe materialization path rather than the same concrete bug." + "accept": true, + "reason": "Same non-persistent-buffer materialization bug: inv_freq reads uninitialized memory after meta -> to_empty(cuda), matching the regression in 43950." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "bitsandbytes Int8Params incompatibility and missing Float8 storage are different failures." + "reason": "Different bitsandbytes/storage incompatibilities with different error surfaces." }, { "left": "issue:43866", "right": "issue:44403", "accept": false, - "reason": "Corrupted checkpoint vs. generic loading noise are not the same underlying issue." + "reason": "A corrupted checkpoint and loading noise are not the same bug." }, { "left": "issue:43054", "right": "issue:45701", "accept": false, - "reason": "SigLIP2 embedding quality regression and tokenization changes are distinct." + "reason": "SigLIP2 embedding quality regression and tokenization changes across versions are too broad to treat as the same bug." }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "Bad AutoTokenizer error for Voxtral and Molmo tied-weights attribute error are unrelated." + "reason": "Bad AutoTokenizer error messaging and missing all_tied_weights_keys are unrelated." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Unexpected zero probabilities and worse text embeddings in SigLIP2 are different symptoms." + "reason": "Both involve SigLIP2 output quality, but the specific failure modes are not concrete enough to call the same bug." }, { "left": "issue:44910", "right": "issue:45859", "accept": false, - "reason": "Flash-attn illegal memory access on Qwen3.5 and CPU-offload incompatibility are different code paths." + "reason": "Flash-attention illegal memory access from 3D position_ids is different from CPU offload incompatibility in Qwen3_5MoeTextRotaryEmbedding." }, { "left": "issue:45663", "right": "issue:45902", "accept": false, - "reason": "Gemma4 FSDP2 shared_kv_states failure is unrelated to Qwen rotary embedding uninitialized memory." + "reason": "Gemma4 FSDP2 shared_kv_states KeyError is unrelated to Qwen3_5MoeTextRotaryEmbedding buffer materialization." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Bad Voxtral tokenizer loading error and glm-4v-9b load failure are not the same bug." + "reason": "Voxtral tokenizer error messaging and glm-4v-9b loading failure are different issues." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "LoRA gradient checkpointing ineffectiveness and int4 quantization OOM are different issues." + "reason": "LoRA gradient checkpointing ineffectiveness and int4 quantization OOM are different regressions." }, { "left": "issue:43054", "right": "issue:43493", - "accept": false, - "reason": "SigLIP2 embedding degradation and HF-vs-JAX discrepancy are related only by model family, not the same bug." + "accept": true, + "reason": "Same SigLIP2 implementation discrepancy family: worse text embeddings line up with a broader HF-vs-JAX implementation mismatch." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "Generic loading noise and ScandiBERT load failure are not the same underlying issue." + "reason": "Loading noise and inability to load a specific model are not the same underlying bug." }, { "left": "issue:43975", "right": "issue:45237", "accept": false, - "reason": "Detokenization regression and AMD GPU loading failure are unrelated." + "reason": "Detokenization regression and AMD GPU runtime failure are unrelated." }, { "left": "issue:43643", "right": "issue:45020", "accept": false, - "reason": "Missing fields with trust_remote_code and broad remote_code breakage are too broad to treat as the same concrete bug." + "reason": "Trust-remote-code missing fields and broad remote_code breakage are too general to merge as one concrete bug." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Generic loading noise and sleng-bert load failure are different reports." + "reason": "Generic loading noise and model-specific loading failure are different issues." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "LoRA checkpointing inefficiency and Qwen3 MoE memory usage are different performance issues." + "reason": "Gradient checkpointing/LoRA and Qwen3 MoE memory usage are different problems." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "Gemma3 ZeRO-3 loading failure and Qwen3Moe FP8 failure are unrelated." + "reason": "Gemma3 ZeRO-3 loading and Qwen3Moe FP8 config failure are unrelated." }, { - "left": "issue:43782", - "right": "issue:44960", + "left": "issue:43881", + "right": "issue:43883", "accept": false, - "reason": "Qwen3VL weight_only error and GLM5 are different model/load failures." + "reason": "glm-4v-9b loading failure and Molmo missing all_tied_weights_keys are different model-specific bugs." }, { - "left": "issue:43881", - "right": "issue:43883", + "left": "issue:43782", + "right": "issue:44960", "accept": false, - "reason": "These are separate model-loading failures with different error signatures and root causes." + "reason": "Qwen3VL weight_only load error and GLM5 are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative on the soft-edge calls. The only accepted duplicate pair, issue:43950 with issue:44534, is well supported by the titles and packet text. No PR-pair mergeability concerns apply here because no PRs were provided." + "feedback": "The summary is grounded in the packet and stays mostly conservative. The 43950/44534/45902 grouping is well supported by the titles, and the rejected pairs are handled cautiously. The only mildly speculative point is the accepted 43054/43493 edge, but it is still phrased as a plausible pair rather than a clear cluster, so it does not overstate the evidence." }, "evaluator_used": true, "retried": false, @@ -1317,15 +1224,15 @@ { "label": "issue", "component_index": 1, - "component_count": 18, + "component_count": 17, "review_unit_index": 4, - "review_unit_count": 49, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-414", + "cluster_id": "cluster-10000-426", "nodes": [ "issue:24643", "issue:30064", @@ -1387,262 +1294,250 @@ "issue:45081|issue:45399", "issue:45020|issue:45356", "issue:43742|issue:45399", - "issue:43827|issue:44509", "issue:43404|issue:43950", + "issue:43827|issue:44509", "issue:43638|issue:45823", "issue:42915|issue:45020", - "issue:43257|issue:43866", "issue:43792|issue:44220", + "issue:43257|issue:43866", "issue:43872|issue:44291", "issue:42915|issue:43872", "issue:41553|issue:44991", "issue:43940|issue:45313", "issue:36331|issue:41093", - "issue:42947|issue:45923", - "issue:43257|issue:45305", "issue:43854|issue:44863", + "issue:43257|issue:45305", + "issue:42947|issue:45923", "issue:44928|issue:45588", "issue:43872|issue:45538", "issue:41093|issue:44805", - "issue:44479|issue:44560", "issue:41553|issue:44488", + "issue:44479|issue:44560", "issue:44530|issue:44863", "issue:24643|issue:30064", "issue:43366|issue:43828", "issue:45325|issue:45902" ], - "prepared_review_unit_hash": "d21fa50cb4c4875fa8c27c43d17c5d9f56c54250eb70039a046a247ba6b7f8b6", + "prepared_review_unit_hash": "c203cbed20ac2b2ce2714e44ae563dad9f9717e5e65939072991c1d1f608ee78", "component_budget": { - "node_count": 414, - "item_count": 414, - "soft_pair_count": 1552, - "serialized_chars": 800272, - "estimated_input_tokens": 200068, - "estimated_eval_tokens": 400392 + "node_count": 426, + "item_count": 426, + "soft_pair_count": 1572, + "serialized_chars": 814130, + "estimated_input_tokens": 203533, + "estimated_eval_tokens": 407322 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 38072, - "estimated_input_tokens": 9518, - "estimated_eval_tokens": 19292 + "serialized_chars": 38075, + "estimated_input_tokens": 9519, + "estimated_eval_tokens": 19294 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous transformer/model-loading regressions with no single broad duplicate. Only one soft edge looks like a true duplicate: the two docs issues about stale v5 pipeline-task references. All other candidate pairs are different bugs or different subsystems.", - "confidence": 0.84, - "canonical_issue_reason": "Issue 44509 is the broader, more explicit version of the docs regression: it covers multiple removed pipeline tasks and subsumes 43827's narrower summary.", + "summary": "A few clear duplicate pairs emerged around identical error signatures and stale docs, but most soft-similarity pairs are only thematically related and should stay separate. No pull requests are present in the cluster.", + "confidence": 0.66, + "canonical_issue_reason": "Best canonical issue: issue:44291. It states the root cause and version window most precisely for the shared `_is_hf_initialized` TypeError, making it the cleanest anchor for that duplicate pair.", "canonical_pr_reason": null, - "best_issue_reason": "44509 is the best issue candidate because it is the clearest, most comprehensive statement of the docs cleanup needed after v5 pipeline removals.", + "best_issue_reason": "Issue:44291 is the strongest representative because it is specific, actionable, and directly subsumes the closely matching bitsandbytes crash report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45685", "right": "issue:45823", "accept": false, - "reason": "Different failures: MPS histogram/int typing vs Gemma4 PLE device-mapping mismatch." + "reason": "Both are runtime/model configuration failures, but the symptoms and code paths are unrelated." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "Different bugs: missing Qwen2.5-VL import vs bitsandbytes __new__ kwarg incompatibility." + "reason": "ImportError for a missing class and a bitsandbytes constructor TypeError are different bugs." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer load failure for a specific model vs flash-attn fallback being blocked; not the same code path." + "reason": "Tokenizer loading regression vs flash-attn fallback gating; not the same failure." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "Remote-code regressions and Gemma4 device mismatch are unrelated." + "reason": "Broad remote_code regression and Gemma4 device mismatch are distinct issues." }, { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "LoRA/Qwen3 MoE compatibility issue vs a warning about tie_word_embeddings; related theme but not the same bug." + "reason": "Qwen3-MoE LoRA compatibility and a tie_word_embeddings warning are not the same bug." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "Tokenizer mapping-name edge case vs broader remote_code breakage; distinct failure modes." + "reason": "Tokenizer mapping validation failure is separate from the remote_code regression." }, { "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "Autocast dtype mismatch is unrelated to Gemma4 PLE device placement." + "reason": "Autocast dtype mismatch and device_map device mismatch are different code-path failures." }, { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Mistral regex patch crash is a tokenizer-specific bug, not the flash-attn fallback issue." + "reason": "Mistral regex patch crash is unrelated to flash-attn fallback checks." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "General remote_code regression vs Kimi-K2.5 tokenizer codec/regression; different underlying problems." + "reason": "These are both tokenizer-related regressions, but they affect different models and different bugs." }, { "left": "issue:43742", "right": "issue:45399", "accept": false, - "reason": "Model-specific key error vs flash-attn fallback gating; no shared bug." - }, - { - "left": "issue:43827", - "right": "issue:44509", - "accept": true, - "reason": "These are the same docs regression: both report stale references to removed v5 pipeline tasks, with 44509 being the broader wording." + "reason": "MobileLLM load key error and flash-attn fallback gating are unrelated." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "Weight-tying bug in Mistral3 vs non-persistent buffer corruption on from_pretrained; different mechanisms." + "reason": "Untied lm_head weights vs non-persistent buffer corruption are different mechanisms." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Same stale v5 docs issue: both point to removed pipeline/task references that still remain in documentation." }, { "left": "issue:43638", "right": "issue:45823", "accept": false, - "reason": "Zero-3/Bert index error is unrelated to Gemma4 device-map mismatch." + "reason": "ZeRO-3/Bert index error and Gemma4 forward device mismatch are distinct." }, { "left": "issue:42915", "right": "issue:45020", "accept": false, - "reason": "Qwen3 MoE FP8 loading failure vs remote_code breakage; not the same bug." + "reason": "LoRA checkpoint compatibility across versions is not the same as the remote_code loading regression." }, { - "left": "issue:43257", - "right": "issue:43866", + "left": "issue:43792", + "right": "issue:44220", "accept": false, - "reason": "Qwen3 MoE weight conversion/loading issue vs Ovis2 checkpoint corruption." + "reason": "Whisper failing to run and a specific fbank helper issue are too indirect to merge as one bug." }, { - "left": "issue:43792", - "right": "issue:44220", + "left": "issue:43257", + "right": "issue:43866", "accept": false, - "reason": "Whisper loading/runtime problem vs _torch_extract_fbank_features issue; different code paths." + "reason": "DeepSpeed weight conversion on Qwen3 MoE and Ovis2 checkpoint corruption are unrelated." }, { "left": "issue:43872", "right": "issue:44291", - "accept": false, - "reason": "Different bitsandbytes vs init_empty_weights / _is_hf_initialized incompatibilities." + "accept": true, + "reason": "Same concrete `_is_hf_initialized` TypeError during `init_empty_weights`/model loading." }, { "left": "issue:42915", "right": "issue:43872", "accept": false, - "reason": "Qwen3 MoE loading/FP8 issue is unrelated to bitsandbytes constructor incompatibility." + "reason": "LoRA model compatibility and the bitsandbytes kwarg crash are different issues." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "Voxtral tokenizer error message vs est-roberta tokenizer loading regression; distinct models and failures." + "reason": "Voxtral error-message quality and est-roberta tokenizer loading failure do not share the same bug." }, { "left": "issue:43940", "right": "issue:45313", "accept": false, - "reason": "Both are DeepSpeed weight-loading issues, but one is Qwen3-Next all-missing params and the other is Qwen3.5 language_model loading; too different to merge." + "reason": "Both involve ZeRO-3 weight loading, but the model families and concrete failures differ." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "Trainer compute_loss signature mismatch vs tensor/mask shape mismatch; unrelated bugs." + "reason": "Unexpected trainer kwarg and mask/tensor shape mismatch are unrelated." }, { - "left": "issue:42947", - "right": "issue:45923", + "left": "issue:43854", + "right": "issue:44863", "accept": false, - "reason": "Gradient checkpointing ineffective in PEFT LoRA vs missing supports_gradient_checkpointing flag; different issues." + "reason": "Different model-loading failures for different architectures." }, { "left": "issue:43257", "right": "issue:45305", "accept": false, - "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed vs gradient averaging with GAS and DeepSpeed; distinct training bugs." + "reason": "Weight conversion/loading and gradient averaging under GAS are separate defects." }, { - "left": "issue:43854", - "right": "issue:44863", + "left": "issue:42947", + "right": "issue:45923", "accept": false, - "reason": "Unit-test loading failure for GLM-4.7-Flash vs NemotronH checkpoint loading failure; separate model implementations." + "reason": "Both touch gradient checkpointing, but one is ineffective LoRA behavior and the other is a missing config flag." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "RLHF gradient explosion from 3D position_ids/SDPA fallback vs flash_attention AttributeError on s_aux=None." + "reason": "RLHF NaNs from position_ids and a flash-attn crash on s_aux=None are distinct problems." }, { "left": "issue:43872", "right": "issue:45538", "accept": false, - "reason": "bitsandbytes incompatibility is unrelated to CLIPTokenizer model_max_length behavior." + "reason": "bitsandbytes kwarg crash and CLIPTokenizer max-length handling are unrelated." }, { "left": "issue:41093", "right": "issue:44805", - "accept": false, - "reason": "Both are mask/tensor index errors, but the reported shapes and contexts differ enough that they do not look like the same bug." - }, - { - "left": "issue:44479", - "right": "issue:44560", - "accept": false, - "reason": "Video input regression across multiple Qwen variants vs a specific Qwen3-vl-embedding StopIteration; related area but not the same failure." + "accept": true, + "reason": "Same mask-shape IndexError; 44805 is the later, more detailed manifestation of the same bug." }, { "left": "issue:41553", "right": "issue:44488", "accept": false, - "reason": "Bad AutoTokenizer error for Voxtral vs a model-loading failure for cjvt/sleng-bert; different problems." - }, - { - "left": "issue:44530", - "right": "issue:44863", - "accept": false, - "reason": "PagedAttentionCache linear_attention crash vs NemotronH checkpoint loading failure; unrelated." + "reason": "Voxtral loading UX and cjvt/sleng-bert tokenizer loading are different model-specific issues." }, { - "left": "issue:24643", - "right": "issue:30064", - "accept": false, - "reason": "DeepSpeed training RuntimeError vs image processor void segmentation-map failure; no shared bug." + "left": "issue:44479", + "right": "issue:44560", + "accept": true, + "reason": "Same v5.3.0 video-input regression in the Qwen3-VL family; 44560 is a specific StopIteration manifestation." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "GGUF gpt-oss support request vs autocast dtype mismatch in Phi-tiny-MoE; not duplicates." + "reason": "GGUF gpt-oss support and Phi-tiny-MoE autocast dtype mismatch are unrelated." }, { "left": "issue:45325", "right": "issue:45902", "accept": false, - "reason": "Qwen2.5-VL rope-index scaling bug vs uninitialized-memory read in Qwen3_5MoeTextRotaryEmbedding; different implementations and symptoms." + "reason": "Still-image position_ids scaling and uninitialized-memory rotary state are different rotary/initialization bugs." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded and conservative overall. The only accepted soft edge, issue:43827 vs issue:44509, is well supported by the titles: both describe stale docs references to removed v5 pipeline tasks, with 44509 clearly broader. The remaining rejections stay cautious and do not overclaim duplication from the packet evidence." + "feedback": "The cluster review is grounded in the packet: the canonical issue choice is well-supported by the matching `_is_hf_initialized` TypeError, the accepted duplicate pairs are limited to clearly matching titles/error signatures, and the rejected pairs stay conservative. The summary also correctly notes that no PRs are present." }, "evaluator_used": true, "retried": false, @@ -1653,15 +1548,15 @@ { "label": "issue", "component_index": 1, - "component_count": 18, + "component_count": 17, "review_unit_index": 5, - "review_unit_count": 49, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-414", + "cluster_id": "cluster-10000-426", "nodes": [ "issue:36010", "issue:38175", @@ -1745,232 +1640,232 @@ "issue:42491|issue:45276", "issue:43708|issue:44075" ], - "prepared_review_unit_hash": "b0b3fe14205ef052d89f7b0d611c333ed599226ea3ec36e7a5bfc9d432787219", + "prepared_review_unit_hash": "515b59d586bef3495f823c10a6c13eec3c12354d688318dc86aa202a35bf3cad", "component_budget": { - "node_count": 414, - "item_count": 414, - "soft_pair_count": 1552, - "serialized_chars": 800272, - "estimated_input_tokens": 200068, - "estimated_eval_tokens": 400392 + "node_count": 426, + "item_count": 426, + "soft_pair_count": 1572, + "serialized_chars": 814130, + "estimated_input_tokens": 203533, + "estimated_eval_tokens": 407322 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 32, - "serialized_chars": 36625, - "estimated_input_tokens": 9157, - "estimated_eval_tokens": 18570 + "serialized_chars": 36622, + "estimated_input_tokens": 9156, + "estimated_eval_tokens": 18568 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a mix of unrelated Transformers issues with a few true duplicate pairs. The clearest duplicate groups are SigLIP2 loading/output regressions, non-persistent-buffer corruption in v5, custom model initialization failures, and a BERT model-loading regression.", - "confidence": 0.89, - "canonical_issue_reason": "I\u2019d anchor the cluster on issue 43644 because it is a clear, regression-focused description of the non-persistent-buffer bug and has an exact duplicate in 44534, making it a strong representative issue.", + "summary": "The cluster is mixed, but there are two clear duplicate subgroups: Transformers 5 non-persistent buffer corruption and current-version BERT checkpoint load failures. Most other soft pairs are broader-similarity matches rather than true duplicates.", + "confidence": 0.68, + "canonical_issue_reason": "No single issue covers the whole heterogeneous cluster; #43646 is the best broad anchor because it captures a generic Transformers 5 custom-model initialization regression and overlaps directly with a near-duplicate report.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43644 is the best overall representative: it is specific enough to describe the core regression cleanly, yet generic enough to subsume the matching duplicate 44534.", + "best_issue_reason": "#43646 is the best overall issue to keep as the umbrella report: it is concrete, broadly framed, and likely to subsume related Transformers 5 initialization failures better than the model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45663", "right": "issue:45823", "accept": false, - "reason": "Same model family, but different symptoms and code paths: FSDP2 KeyError in attention vs device_map forward mismatch." + "reason": "Different bugs: Gemma4 FSDP2 training KeyError vs Gemma4 PLE device mismatch in auto device mapping." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "Different problems: GGUF architecture support vs Qwen3-MoE sliding_window behavior." + "reason": "Different problem classes: GGUF/gpt-oss support request vs Qwen3-MoE sliding_window behavior." }, { "left": "issue:44155", "right": "issue:45584", "accept": false, - "reason": "Unrelated models and failures: AudioFlamingo3 track leakage vs Whisper empty-transcription generation." + "reason": "Different code paths and symptoms: AudioFlamingo3 batch leakage vs Whisper empty-transcription generation failure." }, { "left": "issue:43950", "right": "issue:45834", "accept": false, - "reason": "Both are loading/runtime bugs, but the buffer-corruption regression and Kosmos2.5 OCR index error are distinct." + "reason": "Different regressions: non-persistent buffer corruption vs Kosmos2.5 OCR long-input index error." }, { "left": "issue:44560", "right": "issue:45685", "accept": false, - "reason": "Different model-specific failures: Qwen3-vl video StopIteration vs MPS histogram support for int." + "reason": "Unrelated model/runtime issues: Qwen3-vl StopIteration vs MPS histogram not implemented for Int." }, { "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "ImportError for a missing class and meta-device loading breakage are different failure modes." + "reason": "Different failures: missing export/import for a specific class vs meta-device loading breaking some models." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Different code paths: torch.compile+SDPA in Bamba vs Flash Attention on Qwen3.5 with 3D position_ids." + "reason": "Different models and code paths: Bamba-9B-v2 SDPA/torch.compile failure vs Qwen3.5 flash-attention packed-sequence bug." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "Qwen3-MoE FP8 failure and meta-device loading regression are not the same bug." + "reason": "Only broad similarity around model loading; the FP8/Qwen3MoE failure and meta-device loading issue are not the same bug." }, { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "Both involve low-level model loading, but GGUF gpt-oss support and Float8 storage lookup are separate issues." + "reason": "Different bugs: GGUF gpt-oss support vs Float8 storage lookup failure." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "Same underlying custom-model initialization regression; the notebook-specific report is just a variant of the generic failure." + "reason": "Same underlying Transformers 5 custom-model initialization regression; the notebook-specific report and the general report are the same bug family." }, { "left": "issue:44560", "right": "issue:44918", "accept": false, - "reason": "Different Qwen3-family failures: video StopIteration vs TRL SFT unpacking of input embeddings." + "reason": "Different symptoms: video StopIteration in Qwen3-vl-embedding vs TRL SFT unpacking failure for Qwen3.5 embeddings." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "3d_parallel.py runtime failure and GGUF gpt-oss support are unrelated." + "reason": "Not the same bug: 3d_parallel.py runtime issue vs GGUF architecture support request." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "GenerationMixin import error and Qwen3-MoE FP8 failure do not share a concrete code-path problem." + "reason": "Completely different failures: GenerationMixin import breakage vs Qwen3-MoE FP8/device-mapping failure." }, { "left": "issue:44661", "right": "issue:45823", "accept": false, - "reason": "Tokenizer-mapping/model-addition bug and Gemma4 device-mismatch forward bug are unrelated." + "reason": "Different layers: tokenizer mapping/add-new-model-like validation vs Gemma4 runtime device mismatch." }, { "left": "issue:44560", "right": "issue:44805", "accept": false, - "reason": "Both are runtime errors, but StopIteration in video handling and mask shape mismatch are different bugs." + "reason": "Different issues: Qwen3-vl video StopIteration vs generic mask-shape IndexError." }, { "left": "issue:43632", "right": "issue:45834", "accept": false, - "reason": "_is_hf_initialized flag regression and Kosmos2.5 long-OCR index error are unrelated." + "reason": "Different regressions: _is_hf_initialized flag breakage vs Kosmos2.5 OCR long-input index error." }, { "left": "issue:38175", "right": "issue:43994", - "accept": true, - "reason": "Same SigLIP2 issue: incorrect loading/processing leads to zero or nonsensical outputs for the same model." + "accept": false, + "reason": "Same model family but not clearly the same bug from the titles alone; zero probabilities and nonsensical outputs may be related, but evidence is too weak to merge confidently." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "Deepspeed ZeRO-3 Bert index error and add-new-model-like tokenizer-mapping failure are different failures." + "reason": "Different failures: DeepSpeed ZeRO-3 Bert indexing vs tokenizer mapping restrictions for add-new-model-like." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "Both mention index/init problems, but the Bert ZeRO-3 error and tokenizer-mapping bug are not the same code path." + "reason": "Different model-loading paths and symptoms; Bert zero3 init index error is not the same as tokenizer mapping validation." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "Tokenizer-mapping bug and mask/tensor shape mismatch are unrelated." + "reason": "Unrelated: tokenizer mapping validation vs generic mask/tensor shape mismatch." }, { "left": "issue:44877", "right": "issue:45030", "accept": false, - "reason": "Strict config validation on granite_speech and glm4v config validation are separate model/config issues." + "reason": "Both involve config validation, but the affected models and exact failures differ; not the same underlying bug." }, { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "Device-map dequantized-model loading and Strix Halo mmap OOM are different concerns." + "reason": "Different issues: gpu+cpu offload dequantized loading failure vs mmap/OOM concern on Strix Halo." }, { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "Exact same non-persistent-buffer corruption regression; 44534 is essentially a re-report of 43644." + "reason": "Same underlying v5 regression: non-persistent buffers being filled/corrupted during model loading." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "SigLIP2 zero-probability output and a documentation example with multiple errors are not the same underlying bug." + "reason": "Related SigLIP2 area, but one is output-quality/runtime behavior and the other is documentation/example errors; not the same bug." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "LoRA qwen3_moe compatibility across hf versions and BitNet packed-weight loading are unrelated." + "reason": "Different subsystems and failures: Qwen3 MoE LoRA compatibility vs BitNet packed-weight loading in accelerate." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Qwen3 auto device-mapping cuda assert and Qwen3-MoE FineGrainedFP8 failure are different issues." + "reason": "Same model family only loosely; cuda assert on A800 and FP8 config failure are distinct problems." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "GLM5 and Qwen3.5 flash-attention generation failures are different models and different failures." + "reason": "Different models and behaviors: GLM5 generic issue vs Qwen3.5 flash-attention generation bug." }, { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "ZeRO-3 weight loading for Qwen3.5 language_model and incorrect visual-encoder keys in save_pretrained are separate bugs." + "reason": "Both are Qwen3.5, but one is ZeRO-3 language_model loading and the other is save_pretrained visual-encoder key regression." }, { "left": "issue:44451", "right": "issue:44488", "accept": true, - "reason": "Same loading failure class for the same BERT-style models; 44488 is a duplicate report of the model-loading regression." + "reason": "Same underlying model-loading regression on current versions; both reports say BERT-family checkpoints no longer load." }, { "left": "issue:42915", "right": "issue:44756", "accept": false, - "reason": "Qwen3-MoE FP8 failure and Strix Halo mmap OOM are unrelated." + "reason": "Different bugs: Qwen3-MoE FP8 failure vs mmap/OOM on Strix Halo." }, { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "Qwen3 MoE LoRA compatibility and Gemma4 resize_token_embeddings behavior are different problems." + "reason": "Different problems: Qwen3 MoE LoRA hf5 compatibility vs Gemma4 resize_token_embeddings not updating tied structures." }, { "left": "issue:43708", "right": "issue:44075", "accept": false, - "reason": "Trainer resume/max_steps calculation and SGD args being ignored are different Trainer/optimizer issues." + "reason": "Unrelated trainer scheduling bug vs optimizer argument handling." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The accepted duplicate pairs are plausible from the titles/body metadata: 43644/44534 is effectively the same non-persistent-buffer regression, 43645/43646 are clearly the same custom-model initialization bug, 44451/44488 are the same BERT loading regression, and 38175/43994 are reasonably treated as a SigLIP2 duplicate pair. The false soft-edge verdicts are mostly cautious and the cluster-level summary correctly reflects that this set is largely unrelated issues with a few duplicate groups." + "feedback": "The evaluation is grounded in the packet, and the soft-edge verdicts are generally conservative. The three accepted duplicate pairs are plausible from the issue titles/summaries, and the rest are mostly appropriately rejected as different bug classes." }, "evaluator_used": true, "retried": false, @@ -1981,15 +1876,15 @@ { "label": "issue", "component_index": 1, - "component_count": 18, + "component_count": 17, "review_unit_index": 6, - "review_unit_count": 49, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-414", + "cluster_id": "cluster-10000-426", "nodes": [ "issue:36010", "issue:39404", @@ -2061,8 +1956,8 @@ "issue:43425|issue:43957", "issue:41720|issue:44155", "issue:39692|issue:44960", - "issue:42947|issue:45704", "issue:44402|issue:44488", + "issue:42947|issue:45704", "issue:43873|issue:44387", "issue:45663|issue:45759", "issue:44291|issue:44756", @@ -2078,20 +1973,20 @@ "issue:44164|issue:44756", "issue:43381|issue:44928" ], - "prepared_review_unit_hash": "0ce7477a3c19eb43ffa84d6f03d00715bae1123b1ae74b5fd0a48f7a84fa59e0", + "prepared_review_unit_hash": "231ab0da021d42b6f5107dc3745dcd4ba821fd02899eb33289bdcaa7a5e4a1ce", "component_budget": { - "node_count": 414, - "item_count": 414, - "soft_pair_count": 1552, - "serialized_chars": 800272, - "estimated_input_tokens": 200068, - "estimated_eval_tokens": 400392 + "node_count": 426, + "item_count": 426, + "soft_pair_count": 1572, + "serialized_chars": 814130, + "estimated_input_tokens": 203533, + "estimated_eval_tokens": 407322 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 36, - "serialized_chars": 38638, + "serialized_chars": 38639, "estimated_input_tokens": 9660, "estimated_eval_tokens": 19576 }, @@ -2100,234 +1995,234 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most items are unrelated model-specific regressions or broad theme overlaps. The only clear duplicate family is the resize_token_embeddings failure affecting output_embeddings / model-specific embedding modules across related architectures.", - "confidence": 0.73, - "canonical_issue_reason": "Issue 45292 is the cleanest, most general statement of the resize_token_embeddings regression and best serves as the duplicate anchor for the embedding-resize subgroup.", + "summary": "This cluster is mostly heterogeneous one-off bug reports with only one clear duplicate-like pair around `resize_token_embeddings` not updating output embeddings. No pull requests are present.", + "confidence": 0.78, + "canonical_issue_reason": "`issue:45292` is the cleanest, model-agnostic statement of the `resize_token_embeddings` regression and serves well as the duplicate target for the more specific Gemma4 report.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45292 is the strongest overall issue representative in this cluster because it is concise, model-agnostic, and directly captures the shared failure mode behind the related resize_token_embeddings reports.", + "best_issue_reason": "`issue:45292` is the best representative because it names the core bug directly and broadly, without tying it to one model variant.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43854", "right": "issue:43931", "accept": false, - "reason": "Different model/loading failures: GLM-4.7 unit-test loading vs Qwen3-VL weight-shape mismatch." + "reason": "Both are model-loading failures, but they involve different models and different symptoms, so the root cause is not clearly shared." }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "Qwen3 MoE conversion/offload problem is unrelated to GLM-4.7 test loading." + "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed is a different bug from a GLM model-loading failure." }, { "left": "issue:45488", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but they target different model families and likely different code paths." + "reason": "Both concern tokenizer behavior, but one is a DeepSeek byte-level pretokenizer regression and the other is a Granite token-id regression." }, { "left": "issue:44488", "right": "issue:44991", "accept": false, - "reason": "Both concern tokenizer loading on transformers 5.x, but the model-specific failures are distinct." + "reason": "These are separate tokenizer/load failures for different models, with no indication of the same underlying defect." }, { "left": "issue:39692", "right": "issue:43994", "accept": false, - "reason": "SigLIP2 docs/example errors and bad AutoModel/pipeline results are related only at a very broad model-family level." + "reason": "Both mention SigLIP2, but one is a docs example mismatch/quantization issue and the other is incorrect inference results; likely different causes." }, { "left": "issue:43644", "right": "issue:43645", "accept": false, - "reason": "Different regressions: junk non-persistent buffers vs Jupyter custom-model initialization." + "reason": "Both are Transformers 5.0 regressions, but one is about junk non-persistent buffers and the other about notebook model initialization." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "Training memory usage and quantized offloading behavior are not the same underlying bug." + "reason": "Both touch Qwen3 MoE/quantization memory behavior, but they describe different failure modes and code paths." }, { "left": "issue:42491", "right": "issue:43931", "accept": false, - "reason": "Unrelated issues: Qwen3 MoE LoRA compatibility vs Qwen3-VL load mismatch." + "reason": "A Qwen3 MoE LoRA incompatibility on hf5.x is unrelated to a Qwen3-VL weight-shape mismatch." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Both involve Qwen3/quantization memory, but one is training efficiency and the other is reserved-memory OOM under int4." + "reason": "Both are memory-related, but one is MoE training efficiency and the other is int4 quantization increasing reserved CUDA memory." }, { "left": "issue:45362", "right": "issue:45406", "accept": false, - "reason": "Different crashes in different subsystems/models: chat loading vs serve processor attribute error." + "reason": "Different model families and different crash mechanisms; not the same bug." }, { "left": "issue:44960", "right": "issue:46050", "accept": false, - "reason": "GLM5 loading and sinq save/load corruption are different bugs." + "reason": "GLM5 is too vague to match a specific sinq save/load corruption bug." }, { "left": "issue:42491", "right": "issue:45292", "accept": false, - "reason": "Qwen3 MoE LoRA compatibility is unrelated to the embedding resize regression." + "reason": "LoRA model compatibility on hf5.x is not the same issue as `resize_token_embeddings` failing to update output embeddings." }, { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "Flash-Attention position_ids crash and flash_attention.py s_aux=None crash are different code-path failures." + "reason": "Both involve flash attention, but one is a packed-sequence/position_ids crash and the other is an `s_aux=None` AttributeError." }, { "left": "issue:44164", "right": "issue:44291", "accept": false, - "reason": "save/from_pretrained extra_state handling and init_empty_weights argument handling are separate loading issues." + "reason": "One is about `extra_state` in save/from_pretrained, the other about `init_empty_weights` rejecting `_is_hf_initialized`." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "ImportError for GenerationMixin and Whisper return_language pipeline break are unrelated." + "reason": "An import-path regression for `GenerationMixin` is unrelated to Whisper pipeline `return_language` behavior." }, { "left": "issue:45276", "right": "issue:45335", - "accept": true, - "reason": "Both report the same resize_token_embeddings failure class: resizing does not propagate to model-specific embedding/output modules." + "accept": false, + "reason": "They are very similar, but the titles point to different model-specific embedding locations and no concrete shared code path is shown." }, { "left": "issue:43404", "right": "issue:43454", "accept": false, - "reason": "Similar symptom (lm_head not tied), but different model implementations and not enough evidence of a shared code path." + "reason": "Both are lm_head weight-tying bugs, but in different model classes with no evidence of the same underlying implementation fault." }, { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "Torch version incompatibility and meta-device loading failures are different issues." + "reason": "Torch version incompatibility is a different problem from meta-device model loading breakage." }, { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "Qwen3 auto device-map crash and AudioFlamingo3 batched inference leakage are unrelated." + "reason": "A Qwen3 auto-device-map CUDA assert is unrelated to AudioFlamingo3 token/embedding leakage during batched inference." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "SigLIP2 example problems and GLM5 loading are different model regressions." + "reason": "SigLIP2 docs errors and GLM5 loading are unrelated issues." }, { - "left": "issue:42947", - "right": "issue:45704", + "left": "issue:44402", + "right": "issue:44488", "accept": false, - "reason": "Gradient checkpointing/LoRA behavior is unrelated to T5 apex RMSNorm memory leak." + "reason": "Both are model loading/tokenizer problems, but the first is a vocab-size mismatch and the second is a different model load failure." }, { - "left": "issue:44402", - "right": "issue:44488", + "left": "issue:42947", + "right": "issue:45704", "accept": false, - "reason": "Different tokenizer-loading/model-vocab issues with no clear shared underlying bug." + "reason": "Gradient checkpointing under PEFT LoRA is unrelated to a T5 RMSNorm memory leak." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Quantization offloading misbehavior and int4 reserved-memory OOM are related only at a broad theme level." + "reason": "Offloading/quantization behavior and int4 reserved-memory OOM are related only broadly, not the same concrete bug." }, { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "Gemma4 FSDP2 shared_kv_states bug and Qwen multimodal text_config unwrapping are different model/config issues." + "reason": "Gemma4 FSDP2 attention-state rebuilding and Qwen multimodal config unwrapping are different code paths." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "Meta init TypeError and Strix Halo mmap OOM are unrelated." + "reason": "`init_empty_weights` argument handling is unrelated to disabling mmap for Strix Halo OOM." }, { "left": "issue:45663", "right": "issue:45859", "accept": false, - "reason": "Different models and failures: Gemma4 FSDP2 KeyError vs Qwen3_5Moe CPU offload incompatibility." + "reason": "Gemma4 FSDP2 KeyError and Qwen3_5 rotary embedding CPU-offload incompatibility are distinct bugs." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "AudioFlamingo3 embedding/token leak and Gemma4 device mismatch are unrelated." + "reason": "AudioFlamingo3 batch leakage is unrelated to Gemma4 device-map mismatches." }, { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "Sparse-layer config bug and Gemma4 attention KeyError are unrelated." + "reason": "SwitchTransformers sparse-layer construction and Gemma4 shared-kv-state rebuilding are unrelated." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Qwen NVFP4 loading failure and git-oss MXFP4 fallback are different quantization bugs." + "reason": "Different quantization formats and different failure modes; not the same issue." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "Reserved-memory OOM under int4 and Strix Halo mmap OOM are different failure modes." + "reason": "Both mention memory, but one is quantization OOM and the other is mmap-related OOM avoidance." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "Meta-device loading regressions and mmap/OOM on Strix Halo are unrelated." + "reason": "Meta-device loading failures are unrelated to mmap being disabled to avoid OOM." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "GLM-4.7 load/test failure and Qwen3.5 save_pretrained regression are different issues." + "reason": "A GLM model-load problem is not the same as the Qwen3.5 save_pretrained checkpoint regression." }, { "left": "issue:45276", "right": "issue:45292", "accept": true, - "reason": "Same underlying bug: resize_token_embeddings does not update output/embedded weights correctly." + "reason": "Same underlying `resize_token_embeddings` regression: the Gemma4-specific report is a concrete instance of the broader `output_embeddings` bug." }, { "left": "issue:42947", "right": "issue:43381", "accept": false, - "reason": "Gradient checkpointing in PEFT LoRA and eval-mode checkpointing are distinct behaviors." + "reason": "LoRA gradient checkpointing ineffectiveness is unrelated to gradient checkpointing being unusable in eval mode." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "Extra_state save/load failure and mmap/OOM on Strix Halo are unrelated." + "reason": "Save/load `extra_state` handling is unrelated to mmap being disabled for OOM." }, { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Eval-mode gradient checkpointing and RLHF NaN/SDPA fallback are different bugs." + "reason": "Eval-mode gradient checkpointing and Qwen3.5 3D position_ids/SDPA issues are different problems." } ] }, "evaluator_result": { "accept": true, - "feedback": "The clustering is grounded in the packet and the soft-edge calls are conservative overall. The resize_token_embeddings group is the only clearly mergeable duplicate family, and using issue 45292 as the canonical anchor is reasonable given its model-agnostic wording. No obvious overstatement beyond the evidence shown." + "feedback": "The summary is grounded in the packet and stays conservative. The single accepted duplicate-like pair, `issue:45276` / `issue:45292`, is well supported by the titles, and the other soft-edge rejections avoid overclaiming shared root causes. The note that no pull requests are present is also consistent with the packet." }, "evaluator_used": true, "retried": false, @@ -2338,15 +2233,15 @@ { "label": "issue", "component_index": 1, - "component_count": 18, + "component_count": 17, "review_unit_index": 7, - "review_unit_count": 49, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-414", + "cluster_id": "cluster-10000-426", "nodes": [ "issue:36032", "issue:39404", @@ -2405,40 +2300,40 @@ "issue:43645|issue:44164", "issue:43828|issue:43957", "issue:45292|issue:45335", - "issue:44402|issue:44451", "issue:43425|issue:43828", + "issue:44402|issue:44451", "issue:43257|issue:44863", "issue:44683|issue:45823", "issue:44589|issue:44756", "issue:39404|issue:45701", "issue:43425|issue:45823", - "issue:43425|issue:43716", "issue:43611|issue:43645", - "issue:43906|issue:44530", + "issue:43425|issue:43716", "issue:44530|issue:45084", + "issue:43906|issue:44530", "issue:39404|issue:44912", "issue:44265|issue:44898", - "issue:43901|issue:44509", "issue:44479|issue:44805", + "issue:43901|issue:44509", "issue:43994|issue:44079", "issue:43425|issue:44918", "issue:44589|issue:45084", "issue:43299|issue:43931", "issue:43596|issue:44683", - "issue:44164|issue:45759", "issue:39404|issue:44671", + "issue:44164|issue:45759", "issue:36032|issue:43452", "issue:44671|issue:44991", "issue:43856|issue:44756" ], - "prepared_review_unit_hash": "4547e36f0048699a8b0d6ddcc47820d6d9ebbf8d929ee6bacf4938de29314f68", + "prepared_review_unit_hash": "d4c1878db55df5fba2fcd564915f15c40451a823f853f0a2b9648c827dd19705", "component_budget": { - "node_count": 414, - "item_count": 414, - "soft_pair_count": 1552, - "serialized_chars": 800272, - "estimated_input_tokens": 200068, - "estimated_eval_tokens": 400392 + "node_count": 426, + "item_count": 426, + "soft_pair_count": 1572, + "serialized_chars": 814130, + "estimated_input_tokens": 203533, + "estimated_eval_tokens": 407322 }, "budget": { "node_count": 48, @@ -2453,210 +2348,204 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose theme of Transformers v5 regressions across unrelated models/code paths. Only one soft pair looks like a true duplicate; the rest are just similarly worded issues and should stay separate.", - "confidence": 0.57, - "canonical_issue_reason": "#45292 is the broadest, most central report: it describes the underlying resize_token_embeddings propagation bug, and #45335 looks like a model-specific instance of the same failure.", + "summary": "This cluster is mostly a set of separate Transformers regression reports, many around v5 model loading and multimodal/model-specific edge cases. Only a couple of pairs look like true duplicates; most are just thematically similar.", + "confidence": 0.61, + "canonical_issue_reason": "Issue 43611 is the broadest representative of the cluster\u2019s main theme: Transformers 5.0 breaking model loading/initialization for models that rely on special config/model-class handling.", "canonical_pr_reason": null, - "best_issue_reason": "#45292 is the best representative issue because it is the most general, actionable statement of the bug and can subsume the narrower t5gemma-specific report.", + "best_issue_reason": "43611 is the best single issue to anchor the cluster because it is general, clearly phrased, and closest to the recurring loading-regression pattern seen across the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45684", "right": "issue:45698", "accept": false, - "reason": "Permissions propagation and wrong custom-module loading are different save/load problems, not the same bug." + "reason": "Both involve custom save/load behavior, but one is about permissions propagation and the other about loading the wrong custom module; different bugs." }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "A video-input regression in Qwen VL models is unrelated to strict config blocking granite_speech loading." + "reason": "Both are v5 regressions in model/config loading, but they affect different models and different failure modes." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "Flash-attention crashing on s_aux=None is a different code path from Gemma4 FSDP2 shared_kv_states rebuilding." + "reason": "Flash-attention sink handling and Gemma4 FSDP shared_kv_states are unrelated code paths." }, { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Custom model initialization breakage and Trainer resume max_steps miscalculation are unrelated issues." + "reason": "Custom model initialization in notebooks versus Trainer resume/max_steps calculation are separate problems." }, { "left": "issue:43645", "right": "issue:44164", "accept": false, - "reason": "Notebook custom-model initialization and extra_state save/load failures are separate lifecycle bugs." + "reason": "Notebook class-definition init issues and extra_state serialization/loading are not the same bug." }, { "left": "issue:43828", "right": "issue:43957", "accept": false, - "reason": "These are both loading/runtime mismatches, but one is autocast dtype behavior and the other is meta-device loading." + "reason": "Both are dtype/device mismatch reports, but they target different mechanisms and model families." }, { "left": "issue:45292", "right": "issue:45335", "accept": true, - "reason": "Both report resize_token_embeddings not updating downstream embeddings/output layers; one is a general report and the other a t5gemma-specific manifestation." - }, - { - "left": "issue:44402", - "right": "issue:44451", - "accept": false, - "reason": "Tokenizer vocab-size mismatch and inability to load a specific model are not clearly the same underlying bug." + "reason": "These describe the same embedding-resize propagation bug, with 45335 being the t5gemma-specific instance of the broader resize_token_embeddings issue." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "Torch 2.10 compatibility and autocast dtype mismatch are different failures." + "reason": "Torch version incompatibility and an autocast dtype mismatch are different issues." }, { - "left": "issue:43257", + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "A tokenizer vocab-size mismatch for one model is not clearly the same as a generic load failure for another model." + }, + { + "left": "issue:43257", "right": "issue:44863", "accept": false, - "reason": "Qwen3 MoE conversion under accelerate+deepspeed and NemotronH checkpoint loading are distinct model-loading problems." + "reason": "Both are model-loading failures, but they concern different architectures and different failure causes." }, { "left": "issue:44683", "right": "issue:45823", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 PLE device-map mismatch do not share the same concrete code-path." + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device-mapping mismatch are unrelated." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Float8 storage lookup failure and mmap-induced OOM are unrelated issues." + "reason": "Float8 storage lookup failure and mmap/OOM on Strix Halo are unrelated runtime issues." }, { "left": "issue:39404", "right": "issue:45701", "accept": false, - "reason": "Whisper return_language pipeline regression is unrelated to tokenization changes in general." + "reason": "Whisper pipeline return_language and tokenizer-behavior changes are different regressions." }, { "left": "issue:43425", "right": "issue:45823", "accept": false, - "reason": "Torch version incompatibility is not the same as Gemma4 PLE forward device mismatch." - }, - { - "left": "issue:43425", - "right": "issue:43716", - "accept": false, - "reason": "Torch 2.10 incompatibility and Mistral-3 image preprocessor dtype mismatch are different regressions." + "reason": "Torch 2.10 incompatibility is not the same as Gemma4 PLE device mismatch." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "Base_model_prefix loading and Jupyter custom-model initialization are separate Transformers 5 breakages." + "reason": "Both mention custom model loading, but one is base_model_prefix handling and the other is notebook redefinition/initialization." }, { - "left": "issue:43906", - "right": "issue:44530", + "left": "issue:43425", + "right": "issue:43716", "accept": false, - "reason": "A reproduction of another issue and a Qwen3.5 PagedAttentionCache crash are not the same bug." + "reason": "Generic torch-version incompatibility and Mistral-3 dtype mismatch are distinct." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "PagedAttentionCache linear_attention failure and non-template-node compile errors are different compiler/runtime problems." + "reason": "PagedAttentionCache linear_attention failure and non-template-node compilation are different code paths." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "The isolated reproduction reference is too vague to treat as the same concrete bug as the Qwen3.5 cache crash." }, { "left": "issue:39404", "right": "issue:44912", "accept": false, - "reason": "Whisper pipeline behavior and MXFP4 quantization fallback are unrelated regressions." + "reason": "Whisper return_language and MXFP4 quantization fallback are unrelated." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "torch.export compatibility with torch_compilable_check is a different failure from Perceiver resolution handling." - }, - { - "left": "issue:43901", - "right": "issue:44509", - "accept": false, - "reason": "Both are docs-related, but they document different removed/deprecated pipeline behaviors and should not be merged." + "reason": "torch.export with torch_compilable_check and Perceiver resize/interpolation failure are not the same defect." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "A Qwen video-input regression and a generic mask/index shape error are not clearly the same issue." + "reason": "A video-input regression and a mask shape mismatch are too different to merge." }, { - "left": "issue:43994", - "right": "issue:44079", + "left": "issue:43901", + "right": "issue:44509", "accept": false, - "reason": "Incorrect inference results and ModelOutput key assignment with None are different problems." + "reason": "Both are docs mismatches, but they cover different deprecated/removed pipeline surfaces." }, { - "left": "issue:43425", - "right": "issue:44918", + "left": "issue:43994", + "right": "issue:44079", "accept": false, - "reason": "Torch compatibility and TRL embedding unpacking are unrelated." + "reason": "Nonsensical outputs for SigLIP2 and ModelOutput key assignment are unrelated." }, { "left": "issue:44589", "right": "issue:45084", "accept": false, - "reason": "Storage-object lookup failure is unrelated to compile-time non-template-node errors." + "reason": "Storage-object lookup and compilation-template-node errors are unrelated." }, { "left": "issue:43299", "right": "issue:43931", - "accept": false, - "reason": "Qwen3VL MoE loading regression and a specific weight-shape mismatch on Qwen3-VL-30B-A3B-Instruct are not the same concrete bug." + "accept": true, + "reason": "Both point to the same Qwen3-VL MoE loading regression, with 43931 being a specific shape-mismatch manifestation of the broader 43299 issue." }, { "left": "issue:43596", "right": "issue:44683", "accept": false, - "reason": "DeepSpeed zero3/BertModel index errors and flex_attention compilation failures are separate code paths." + "reason": "Deepspeed zero3 init index error and compiled flex_attention failure are unrelated." }, { - "left": "issue:44164", - "right": "issue:45759", + "left": "issue:39404", + "right": "issue:44671", "accept": false, - "reason": "extra_state save/load handling and unwrapping text_config in from_config are different model-serialization issues." + "reason": "Whisper pipeline behavior and CamemBERT masked-LM predictions are unrelated." }, { - "left": "issue:39404", - "right": "issue:44671", + "left": "issue:44164", + "right": "issue:45759", "accept": false, - "reason": "Whisper pipeline regression and CamemBERT MLM prediction correctness are unrelated." + "reason": "extra_state save/load handling and multimodal config unwrapping are separate model-loading bugs." }, { "left": "issue:36032", "right": "issue:43452", "accept": false, - "reason": "Tokenizer add_special_tokens conflict and gguf_file from_pretrained breakage are different tokenizer/model-loading bugs." + "reason": "Tokenizer special-token method conflict and gguf_file loading breakage are different failures." }, { "left": "issue:44671", "right": "issue:44991", "accept": false, - "reason": "CamemBERT prediction correctness and tokenizer loading for EMBEDDIA/est-roberta are not the same underlying bug." + "reason": "CamemBERT prediction drift and tokenizer loading failure for a different model are not the same issue." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "Qwen3 MoE training memory usage and Strix Halo mmap OOM are different performance/memory issues." + "reason": "Qwen3 MoE training memory usage and Strix Halo mmap OOM are different performance/memory problems." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative about the soft pairs. The only accepted duplicate pair, issue:45292 vs issue:45335, is well supported by the titles, and the other pairwise rejections do not overclaim equivalence." + "feedback": "The cluster summary stays grounded in the packet: it treats most pairs as thematically similar but not duplicates, and the two accepted pairs (45292/45335 and 43299/43931) are plausible same-bug/broader-instance matches. The anchor choice around 43611 is conservative and fits the dominant v5 loading/initialization theme." }, "evaluator_used": true, "retried": false, @@ -2667,15 +2556,15 @@ { "label": "issue", "component_index": 1, - "component_count": 18, + "component_count": 17, "review_unit_index": 8, - "review_unit_count": 49, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-414", + "cluster_id": "cluster-10000-426", "nodes": [ "issue:32090", "issue:34567", @@ -2740,17 +2629,17 @@ "issue:44206|issue:44220", "issue:36032|issue:42915", "issue:43643|issue:44530", - "issue:34567|issue:40444", "issue:43883|issue:44488", + "issue:34567|issue:40444", "issue:44811|issue:45584", "issue:43541|issue:45084", - "issue:42915|issue:44530", "issue:44451|issue:44987", + "issue:42915|issue:44530", "issue:44464|issue:45987", "issue:43644|issue:43646", "issue:43452|issue:43482", - "issue:43317|issue:43482", "issue:36032|issue:43645", + "issue:43317|issue:43482", "issue:44849|issue:45325", "issue:44987|issue:44991", "issue:45084|issue:45507", @@ -2760,257 +2649,257 @@ "issue:43645|issue:44534", "issue:43646|issue:44534" ], - "prepared_review_unit_hash": "94b2982e355b2a834df6cb1dbd3513ef648ba574813a190d787b268117342a0a", + "prepared_review_unit_hash": "390618722a8c13f66bc81ac7c32a257abfa4f9f901bed2d480c8f09b488fd82b", "component_budget": { - "node_count": 414, - "item_count": 414, - "soft_pair_count": 1552, - "serialized_chars": 800272, - "estimated_input_tokens": 200068, - "estimated_eval_tokens": 400392 + "node_count": 426, + "item_count": 426, + "soft_pair_count": 1572, + "serialized_chars": 814130, + "estimated_input_tokens": 203533, + "estimated_eval_tokens": 407322 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 33, - "serialized_chars": 37025, - "estimated_input_tokens": 9257, - "estimated_eval_tokens": 18770 + "serialized_chars": 37024, + "estimated_input_tokens": 9256, + "estimated_eval_tokens": 18768 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster looks mostly heterogeneous. There is a loose Transformers v5 subgroup around loading/initialization/buffer regressions, but the visible evidence does not support treating it as a confirmed duplicate set. I would avoid a strong canonical anchor and treat 44534 only as a lightweight representative of that weak subtheme, not the whole cluster.", - "confidence": 0.62, - "canonical_issue_reason": null, + "summary": "This set is mostly a collection of adjacent Transformers regressions rather than true duplicates. The only pair that looks like the same underlying bug is the GGUF/from_pretrained loader regression; the rest are model- or feature-specific issues with similar symptoms but different code paths.", + "confidence": 0.73, + "canonical_issue_reason": "issue:43452 is the broader, more general report: it names the shared gguf_file/from_pretrained failure path and covers both AutoTokenizer and AutoModelForCausalLM. That makes it a better canonical duplicate target than the more model-specific issue:43482.", "canonical_pr_reason": null, - "best_issue_reason": "44534 is the clearest representative of the loose Transformers v5 buffer/init regression subtheme, but only as a provisional topic anchor. It is not strong enough evidence to collapse the cluster into one duplicate issue.", + "best_issue_reason": "issue:43452 is the best overall representative because it is the most general and concrete duplicate target in the cluster, with the clearest shared failure mode and the strongest fit to the one accepted soft pair.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:32090", "right": "issue:39404", "accept": false, - "reason": "Different subsystems and symptoms: Trainer GPU broadcast TypeError vs Whisper pipeline return_language regression." + "reason": "Different subsystems and failures: Trainer GPU broadcast TypeError vs Whisper pipeline return_language behavior." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Both are loading-related regressions, but they affect different paths and models; not the same concrete bug." + "reason": "Both are tokenizer-loading regressions, but they affect different models and appear to come from different loader paths." }, { "left": "issue:44164", "right": "issue:44479", "accept": false, - "reason": "save/from_pretrained extra_state handling is unrelated to the Qwen video-input regression." + "reason": "Unrelated bugs: save/from_pretrained extra_state handling vs Qwen2.5-VL video input regression." }, { "left": "issue:44737", "right": "issue:45859", "accept": false, - "reason": "Both involve device behavior, but the model-specific failures and code paths differ." + "reason": "Both involve device placement, but one is XLNet CPU work on every forward and the other is Qwen3_5Moe CPU offload compatibility." }, { "left": "issue:43582", "right": "issue:43632", "accept": false, - "reason": "Apple Silicon warmup TypeError and _is_hf_initialized flag regression are different defects." + "reason": "Apple Silicon allocator TypeError and the _is_hf_initialized flag regression are unrelated." }, { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "Tokenizer mapping logic and compiled flex_attention failures are unrelated." + "reason": "Different areas: tokenizer-mapping model registration vs compiled flex_attention on torch>=2.9." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "Generic model loading failure vs Mistral tokenizer regex patch crash; same area, different bug." + "reason": "Both mention loading failures, but one is a generic model load failure and the other is a specific Mistral regex patch crash." }, { "left": "issue:44488", "right": "issue:44987", "accept": false, - "reason": "Both are loading complaints, but the models and failure modes differ too much to treat as duplicates." + "reason": "Same broad symptom class, but different models and no evidence of the same code path." }, { "left": "issue:43611", "right": "issue:43644", "accept": false, - "reason": "The titles suggest a related Transformers v5 theme, but the concrete symptoms differ and the packet does not support a confirmed duplicate." + "reason": "Both are v5 regressions, but one is base_model_prefix loading and the other is non-persistent buffer initialization." }, { "left": "issue:40990", "right": "issue:43421", "accept": false, - "reason": "Perplexity regression is unrelated to runtime special-token/post-processor update behavior." + "reason": "Perplexity on a benchmark and tokenizer post-processor updates are unrelated." }, { "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "Different bug classes: image preprocessor dtype mismatch vs template-node compilation error." + "reason": "Different failures: Mistral image preprocessor dtype mismatch vs template compilation TypeError." }, { "left": "issue:44206", "right": "issue:44220", "accept": false, - "reason": "Both are audio-feature related, but not clearly the same underlying defect or code path." + "reason": "Both are audio-feature related, but the titles point to different failure modes and not the same concrete bug." }, { "left": "issue:36032", "right": "issue:42915", "accept": false, - "reason": "T5 tokenizer conflict and Qwen3Moe FP8 failure are unrelated." + "reason": "Tokenizer special-token conflict and Qwen3Moe FP8 config failure are unrelated." }, { "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "AutoConfig trust_remote_code field loss is unrelated to the Qwen3.5 PagedAttention crash." + "reason": "AutoConfig trust_remote_code missing fields and PagedAttentionCache linear_attention crash are different bugs." }, { - "left": "issue:34567", - "right": "issue:40444", + "left": "issue:43883", + "right": "issue:44488", "accept": false, - "reason": "TrainerState token counting and multi-image IterableDataset finetuning failures are unrelated." + "reason": "Molmo tied-weights metadata and a model-loading failure for a different repo do not match." }, { - "left": "issue:43883", - "right": "issue:44488", + "left": "issue:34567", + "right": "issue:40444", "accept": false, - "reason": "Missing tied-weights metadata and BERT loading failure are different issues." + "reason": "TrainerState token counting and Qwen2.5-VL multi-image IterableDataset failure are unrelated." }, { "left": "issue:44811", "right": "issue:45584", "accept": false, - "reason": "Both are Whisper issues, but the specific symptoms and code paths differ." + "reason": "Both involve Whisper, but one is batch_decode skip_special_tokens handling and the other is empty-transcription generation after align_special_tokens." }, { "left": "issue:43541", "right": "issue:45084", "accept": false, - "reason": "Torch dynamo grouped_mm tracing failure is unrelated to non-template-node compilation errors." + "reason": "Torch dynamo grouped_mm tracing failure is unrelated to template compilation errors." }, { - "left": "issue:42915", - "right": "issue:44530", + "left": "issue:44451", + "right": "issue:44987", "accept": false, - "reason": "Both are Qwen-family regressions, but the FP8 config failure and linear_attention cache crash are different bugs." + "reason": "Both are model-loading regressions, but they concern different repositories and likely different root causes." }, { - "left": "issue:44451", - "right": "issue:44987", + "left": "issue:42915", + "right": "issue:44530", "accept": false, - "reason": "Both are model-loading failures, but there is no evidence of the same root cause." + "reason": "Qwen3Moe FineGrainedFP8Config and Qwen3.5 PagedAttentionCache failures are different code paths." }, { "left": "issue:44464", "right": "issue:45987", "accept": false, - "reason": "Chunked generation inconsistency and seq_length return-type contract issue are unrelated." + "reason": "Chunked generation inconsistency and StaticCache seq_length return type are not the same bug." }, { "left": "issue:43644", "right": "issue:43646", "accept": false, - "reason": "Custom model initialization breakage is only superficially related to the non-persistent-buffer junk regression." + "reason": "Both are Transformers v5 regressions, but one is buffer initialization and the other is custom model initialization." }, { "left": "issue:43452", "right": "issue:43482", - "accept": false, - "reason": "Both touch GGUF loading, but the visible descriptions point to different concrete failures." + "accept": true, + "reason": "These look like the same GGUF/from_pretrained loader regression, with 43482 being a specific model instance of the broader 43452 failure path." }, { - "left": "issue:43317", - "right": "issue:43482", + "left": "issue:36032", + "right": "issue:43645", "accept": false, - "reason": "GPU+CPU offload loading and Qwen2.5-GGUF loading are different failure modes." + "reason": "Tokenizer special-token method conflict and Jupyter custom-model initialization are unrelated." }, { - "left": "issue:36032", - "right": "issue:43645", + "left": "issue:43317", + "right": "issue:43482", "accept": false, - "reason": "Tokenizer method conflict and notebook custom model initialization are unrelated." + "reason": "GPU/CPU offload loading failure and GGUF loading failure are different mechanisms." }, { "left": "issue:44849", "right": "issue:45325", "accept": false, - "reason": "Different Qwen model regressions with different symptoms and code paths." + "reason": "Different model families and different bugs: hidden-states output vs RoPE scaling for still images." }, { "left": "issue:44987", "right": "issue:44991", "accept": false, - "reason": "Both are transformers>=5 loading failures, but for different models and no shared concrete bug is visible." + "reason": "Both are load failures on newer transformers, but they affect different models and the titles do not indicate the same root cause." }, { "left": "issue:45084", "right": "issue:45507", "accept": false, - "reason": "Non-template-node compilation error and GraniteMoE invalid-method call are unrelated." + "reason": "Template compilation and GraniteMoEHybrid invalid method calls are different issues." }, { "left": "issue:43883", "right": "issue:44991", "accept": false, - "reason": "Missing tied-weights metadata and tokenizer loading regression are unrelated." + "reason": "Missing tied-weights metadata and tokenizer loading failure are unrelated." }, { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Audio chat-template sample-rate defaulting and MIMI padding-mask mismatch are different bugs." + "reason": "Audio chat-template sampling-rate defaulting and MIMI batched-vs-single padding-mask behavior are different bugs." }, { "left": "issue:43089", "right": "issue:45987", "accept": false, - "reason": "Generation performance overhead and seq_length contract regression are not the same issue." + "reason": "Generation performance overhead and cache seq_length return-type mismatch are unrelated." }, { "left": "issue:43645", "right": "issue:44534", "accept": false, - "reason": "Custom model initialization in notebooks is distinct from the non-persistent-buffer junk regression." + "reason": "Custom model initialization in notebooks and non-persistent buffer junk are different regressions." }, { "left": "issue:43646", "right": "issue:44534", "accept": false, - "reason": "Custom model initialization breakage is only loosely related to the buffer-junk regression; different concrete defects." + "reason": "Custom model initialization and non-persistent buffer filling are not the same underlying bug." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The summary is a bit too strong for the packet. The only pair the analyst marked as a true duplicate, issue:43611 vs issue:43644, is not clearly supported by the visible titles, and the packet\u2019s own soft-pair signal marks it as deterministic_accept=false. Because of that, calling this a clear duplicate theme and using 44534 as the canonical anchor overstates the evidence. The conservative read is that the cluster is mostly heterogeneous, with at most a loose Transformers v5 similarity around buffer/init regressions, not a confirmed duplicate set." + "accept": true, + "feedback": "The verdicts are conservative and grounded in the packet. The canonical choice of issue:43452 is well supported by its broader title, and the single accepted soft pair (43452/43482) is a plausible shared GGUF/from_pretrained regression. The remaining pair rejections stay within what can be inferred from titles alone and do not overclaim duplicate evidence." }, "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": false, + "retried": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 1, - "component_count": 18, + "component_count": 17, "review_unit_index": 9, - "review_unit_count": 49, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-414", + "cluster_id": "cluster-10000-426", "nodes": [ "issue:33666", "issue:36032", @@ -3073,8 +2962,8 @@ "issue:44451|issue:45081", "issue:44987|issue:45081", "issue:42915|issue:44291", - "issue:43632|issue:44756", "issue:45216|issue:45357", + "issue:43632|issue:44756", "issue:36032|issue:43742", "issue:44062|issue:44987", "issue:42915|issue:44589", @@ -3086,8 +2975,8 @@ "issue:36032|issue:41720", "issue:43611|issue:44534", "issue:43425|issue:44403", - "issue:43632|issue:44534", "issue:40990|issue:44811", + "issue:43632|issue:44534", "issue:43792|issue:44589", "issue:44079|issue:45663", "issue:44683|issue:45020", @@ -3095,235 +2984,235 @@ "issue:42175|issue:45542", "issue:33666|issue:40444" ], - "prepared_review_unit_hash": "a836a7a71932389f811ad07c23e8015dac0b2582c6a6143c6b918461a768d631", + "prepared_review_unit_hash": "fc88df72f136227b77a933bb4d569581e4f6e97014ca64103b05919e566d7180", "component_budget": { - "node_count": 414, - "item_count": 414, - "soft_pair_count": 1552, - "serialized_chars": 800272, - "estimated_input_tokens": 200068, - "estimated_eval_tokens": 400392 + "node_count": 426, + "item_count": 426, + "soft_pair_count": 1572, + "serialized_chars": 814130, + "estimated_input_tokens": 203533, + "estimated_eval_tokens": 407322 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37185, - "estimated_input_tokens": 9297, - "estimated_eval_tokens": 18850 + "serialized_chars": 37179, + "estimated_input_tokens": 9295, + "estimated_eval_tokens": 18846 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is thematically related but not a true duplicate set: it mixes many independent Transformers v5/model-loading regressions, tokenizer errors, and multimodal preprocessing bugs. Only a couple of soft pairs look like the same underlying bug; most are merely similar by subsystem or model family.", - "confidence": 0.82, - "canonical_issue_reason": "issue:45020 is the broadest umbrella item in the set: it describes recent Transformers versions breaking remote_code model loading, which best matches the cluster\u2019s repeated pattern of version-regression breakages across models.", + "summary": "This cluster is mostly a grab-bag of distinct issue reports with broad subsystem overlap, especially around Qwen/VL and v5 regressions. I\u2019d keep only one true duplicate-style pair: the Qwen3.5 save_pretrained regression reports. The Qwen VL temporal-position/video pair should be treated conservatively as adjacent similarity, not a confirmed duplicate.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45216 is the best canonical issue because it describes the broader Qwen3.5 save_pretrained regression, while issue:45357 is a narrower symptom report about incorrect visual encoder keys.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the strongest representative to surface because it is broad, regression-focused, and most likely to anchor the shared version-breakage theme across the cluster.", + "best_issue_reason": "issue:45216 is the strongest global issue anchor in this set: it is concrete, clearly regression-focused, and has the cleanest nearby follow-up in the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43404", "right": "issue:44466", "accept": false, - "reason": "Both concern tied weights in related models, but one is a missing tie in Mistral3ForConditionalGeneration and the other is device-dependent save_pretrained serialization; different bugs." + "reason": "Same general tied-weights theme, but different concrete failures: Mistral3 lm_head tying vs Qwen3.5 save_pretrained serialization on device." }, { "left": "issue:43322", "right": "issue:43540", "accept": false, - "reason": "Different model families and failure modes: Llava Next segfault vs Qwen3OmniMoe video-input ValueError." + "reason": "Both are multimodal failures, but one is a Llava Next loading segfault and the other is a Qwen3OmniMoe video-processing ValueError." }, { "left": "issue:44403", "right": "issue:45081", "accept": false, - "reason": "Generic loading noise vs a specific Mistral tokenizer crash; not the same underlying issue." + "reason": "Unrelated bugs: generic loading noise vs a specific Mistral tokenizer regex patch crash." }, { "left": "issue:43994", "right": "issue:44610", "accept": false, - "reason": "Unrelated vision bugs: SigLIP2 bad outputs vs OmDet-Turbo processor/model input-size mismatch." + "reason": "Different models and symptoms: SigLIP2 bad outputs vs OmDet-Turbo processor/model input-size mismatch." }, { "left": "issue:42915", "right": "issue:45084", "accept": false, - "reason": "Qwen3Moe FP8 config failure and a template compilation TypeError are different code paths." + "reason": "One is a Qwen3Moe FP8 config failure; the other is a generic compile/template-node error. No shared code-path is evident." }, { "left": "issue:43377", "right": "issue:43819", "accept": false, - "reason": "Both are audio/codec related, but one is batch padding-mask behavior in MIMI and the other is DAC STE mismatch; not duplicates." + "reason": "Both mention mismatches between two execution paths, but they are different models and different mechanisms (padding mask vs STE)." }, { "left": "issue:44220", "right": "issue:44683", "accept": false, - "reason": "Feature extraction helper failure and compiled flex_attention regression are unrelated." + "reason": "Both involve torch internals, but one is fbank feature extraction and the other is compiled flex_attention on newer torch." }, { "left": "issue:44265", "right": "issue:44610", "accept": false, - "reason": "Different subsystems: torch.export with torch_compilable_check vs OmDet-Turbo preprocessing size bug." + "reason": "torch.export with torch_compilable_check and an OmDet-Turbo processor image-size bug are unrelated." }, { "left": "issue:44451", "right": "issue:45081", "accept": false, - "reason": "ScandiBERT loading failure and a Mistral regex/tokenizer crash are unrelated model-specific bugs." + "reason": "Different targets and failures: ScandiBERT loading vs Mistral tokenizer backend_tokenizer crash." }, { "left": "issue:44987", "right": "issue:45081", "accept": false, - "reason": "Physical-intelligence/fast loading regression is not the same as the Mistral tokenizer backend crash." + "reason": "A broad transformers>=5.1.0 remote_code regression is not the same as the specific Mistral regex patch tokenizer crash." }, { "left": "issue:42915", "right": "issue:44291", "accept": false, - "reason": "Both mention newer Transformers behavior, but FP8 config failure and init_empty_weights/_is_hf_initialized are distinct bugs." - }, - { - "left": "issue:43632", - "right": "issue:44756", - "accept": false, - "reason": "_is_hf_initialized breakage and Strix Halo mmap OOM are unrelated." + "reason": "Both are v5-related loading issues, but one is FP8 config handling and the other is init_empty_weights/_is_hf_initialized argument handling." }, { "left": "issue:45216", "right": "issue:45357", "accept": true, - "reason": "Same Qwen3.5 save_pretrained regression family: both report incorrect serialized checkpoint contents/keys after v5.4+." + "reason": "Same underlying Qwen3.5 save_pretrained regression: both report incorrect checkpoint contents, with 45357 narrowing it to visual encoder keys." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "Transformers v5 initialization flag breakage is unrelated to disabling mmap on Strix Halo for OOM avoidance." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "T5 tokenizer add_special_tokens conflict and MobileLLM key error are unrelated loading issues." + "reason": "Both are loading errors, but one is a tokenizer attribute conflict and the other is a key error for a specific model." }, { "left": "issue:44062", "right": "issue:44987", "accept": false, - "reason": "AddedToken special-argument conflict is a tokenizer construction bug, not the same as loading physical-intelligence/fast." + "reason": "Tokenizer AddedToken argument duplication is unrelated to a broad remote_code loading regression." }, { "left": "issue:42915", "right": "issue:44589", "accept": false, - "reason": "FP8 config failure and missing Float8 storage type are different failure points and likely different fixes." + "reason": "Different bugs: FP8 config failure versus missing Float8 storage type." }, { "left": "issue:44479", "right": "issue:45325", - "accept": true, - "reason": "Same Qwen2.5-VL temporal-position/rope-index regression in v5.3.0; 45325 is a narrower symptom of the broader video/input regression." + "accept": false, + "reason": "Related Qwen/VL area, but not enough evidence for the same bug: 44479 is a video-input regression across several Qwen VL variants, while 45325 is a still-image temporal position_id scaling issue in get_rope_index." }, { "left": "issue:43404", "right": "issue:45127", "accept": false, - "reason": "Both involve tied embeddings, but one is a model implementation bug and the other is LoRA merge collapse with extended vocab; not the same issue." + "reason": "Both touch tied weights, but one is Mistral3 lm_head tying and the other is LoRA merge collapse with extended vocabulary." }, { "left": "issue:43296", "right": "issue:43531", "accept": false, - "reason": "PaddleOCR-VL loading and Qwen3-MoE sliding_window behavior are unrelated." + "reason": "PaddleOCR-VL loading and Qwen3-MoE sliding_window behavior are unrelated model-specific issues." }, { "left": "issue:40444", "right": "issue:45325", "accept": false, - "reason": "IterableDataset multi-image training failure is not the same as the Qwen2.5-VL rope-index temporal-position bug." + "reason": "Both involve Qwen VL, but one is an IterableDataset multi-image finetuning failure while the other is a temporal position-id scaling regression." }, { "left": "issue:43531", "right": "issue:44877", "accept": false, - "reason": "Qwen3-MoE sliding_window bug and granite_speech strict-config loading are separate problems." + "reason": "Sliding_window in Qwen3-MoE and strict config loading for granite_speech are separate problems." }, { "left": "issue:36032", "right": "issue:41720", "accept": false, - "reason": "Tokenizer construction conflict vs Qwen3 auto device mapping cudaErrorAssert are unrelated." + "reason": "Tokenizer loading conflict and Qwen3 auto device mapping cudaErrorAssert are unrelated." }, { "left": "issue:43611", "right": "issue:44534", "accept": false, - "reason": "Both are v5 regressions, but base_model_prefix loading and non-persistent buffer junk are different code paths." + "reason": "Base-model-prefix loading breakage and non-persistent-buffer junk initialization are different v5 regressions." }, { "left": "issue:43425", "right": "issue:44403", "accept": false, - "reason": "Torch 2.10 compatibility and generic loading noise are not the same issue." + "reason": "Torch 2.10 incompatibility is not the same as generic transformer loading noise." }, { - "left": "issue:43632", - "right": "issue:44534", + "left": "issue:40990", + "right": "issue:44811", "accept": false, - "reason": "_is_hf_initialized handling and non-persistent buffer initialization are different regression classes." + "reason": "Perplexity on gpt-oss-20b and Whisper processor batch_decode skipping special tokens are unrelated." }, { - "left": "issue:40990", - "right": "issue:44811", + "left": "issue:43632", + "right": "issue:44534", "accept": false, - "reason": "High perplexity on gpt-oss-20b and Whisper batch_decode skip_special_tokens are unrelated." + "reason": "Both are v5-related, but one is the _is_hf_initialized flag and the other is non-persistent buffer initialization." }, { "left": "issue:43792", "right": "issue:44589", "accept": false, - "reason": "Whisper runtime failure and missing Float8 storage are unrelated errors." + "reason": "Whisper runtime failure and missing Float8 storage type are unrelated." }, { "left": "issue:44079", "right": "issue:45663", "accept": false, - "reason": "Different KeyError mechanisms in different models; no shared underlying bug is evident." + "reason": "ModelOutput key assignment and Gemma4 shared_kv_states/FSDP2 KeyError are distinct bugs." }, { "left": "issue:44683", "right": "issue:45020", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 and remote_code loading regressions are separate concerns." + "reason": "Compiled flex_attention on torch>=2.9 and remote_code loading regressions are separate issues." }, { "left": "issue:41553", "right": "issue:43582", "accept": false, - "reason": "AutoTokenizer Voxtral error-message issue and Apple Silicon TypeError are unrelated." + "reason": "Bad AutoTokenizer error for Voxtral and Apple Silicon caching_allocator_warmup TypeError are unrelated." }, { "left": "issue:42175", "right": "issue:45542", "accept": false, - "reason": "Both touch TensorFlow backend packaging, but one is missing tf in the torch extra and the other is an undefined backend error when only tensorboard is installed; not clearly the same bug." + "reason": "Both mention TensorFlow/backend packaging, but one is missing TF in the torch extra and the other is an undefined tf backend error from tensorboard-only installs; too different to merge." }, { "left": "issue:33666", "right": "issue:40444", "accept": false, - "reason": "Both are Qwen VL training issues, but multi-GPU training and multi-image iterable finetuning failures are different problems." + "reason": "Both are Qwen VL training issues, but one is multi-GPU training and the other is iterable-dataset multi-image finetuning." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: it correctly characterizes the cluster as mostly unrelated Transformers v5/model-loading regressions and multimodal edge cases, with only a small number of plausible duplicate pairs. The canonical issue choice is defensible as a broad umbrella regression, and the soft-edge verdicts are generally conservative rather than overclaiming duplicates." + "accept": false, + "feedback": "The writeup is mostly grounded, but one soft-edge verdict is too strong: issue:44479 vs issue:45325 is treated as a true duplicate, yet the packet only supports broad thematic similarity (Qwen/VL, temporal-position logic) rather than clear same-bug evidence. One is a video-input regression across several Qwen VL variants; the other is a still-image temporal position_id scaling bug in get_rope_index. That looks adjacent, not clearly the same defect. The summary should stay at near-duplicate/conservative similarity unless there is stronger direct evidence." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -3331,15 +3220,15 @@ { "label": "issue", "component_index": 1, - "component_count": 18, + "component_count": 17, "review_unit_index": 10, - "review_unit_count": 49, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-414", + "cluster_id": "cluster-10000-426", "nodes": [ "issue:35707", "issue:40444", @@ -3398,8 +3287,8 @@ "issue:43317|issue:43856", "issue:44462|issue:45812", "issue:43381|issue:45923", - "issue:43482|issue:45538", "issue:44291|issue:44589", + "issue:43482|issue:45538", "issue:44829|issue:45479", "issue:43482|issue:43525", "issue:44079|issue:44534", @@ -3413,241 +3302,238 @@ "issue:42175|issue:43296", "issue:43632|issue:45072", "issue:45325|issue:45381", - "issue:43611|issue:43646", "issue:43792|issue:43957", + "issue:43611|issue:43646", "issue:43994|issue:44898", "issue:45325|issue:45834", "issue:43454|issue:44466", "issue:42915|issue:43482", "issue:43296|issue:45800" ], - "prepared_review_unit_hash": "4f123c347033a7bd5895d969630551ed9e845ee306f620d21555b6a0f237250c", + "prepared_review_unit_hash": "a249aa08dc3b992c1ef7cbbd0a1cf051309a3a78e3fc4110b92e93168d1901c3", "component_budget": { - "node_count": 414, - "item_count": 414, - "soft_pair_count": 1552, - "serialized_chars": 800272, - "estimated_input_tokens": 200068, - "estimated_eval_tokens": 400392 + "node_count": 426, + "item_count": 426, + "soft_pair_count": 1572, + "serialized_chars": 814130, + "estimated_input_tokens": 203533, + "estimated_eval_tokens": 407322 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36641, - "estimated_input_tokens": 9161, - "estimated_eval_tokens": 18578 + "serialized_chars": 36646, + "estimated_input_tokens": 9162, + "estimated_eval_tokens": 18580 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous; the only convincing duplicate-like edge is the pair of Transformers v5 model-initialization/load regressions around custom models/base_model_prefix.", - "confidence": 0.46, - "canonical_issue_reason": "issue:43646 is the broader, more representative statement of the v5 model-initialization regression and can absorb the narrower base_model_prefix-loading report.", + "summary": "This cluster is mostly a grab-bag of unrelated closed issues, though many share a broad Transformers v5 regression theme around loading, initialization, tokenization, and multimodal model behavior. None of the soft-edge pairs are strong enough to treat as true duplicates.", + "confidence": 0.81, + "canonical_issue_reason": "issue:43632 is the best central representative because it describes a foundational Transformers v5 initialization regression (_is_hf_initialized) that sits near the middle of several other v5 loading/custom-model breakages in this cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Best anchor for the only close duplicate subcluster; broad enough to represent the v5 init/load breakage.", + "best_issue_reason": "issue:43632 is the most suitable global issue to anchor the cluster: it is broad, concrete, and closer to a root-cause-style regression than the more model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44403", "right": "issue:44991", "accept": false, - "reason": "Both involve tokenization/loading, but the symptoms and target objects differ substantially." + "reason": "Both involve loading/tokenizer behavior, but one is about noisy model loading and the other about AutoTokenizer ignoring tokenizer.json for a specific repo. Different failures." }, { "left": "issue:43421", "right": "issue:44568", "accept": false, - "reason": "Related tokenizer behavior, but one is runtime post-processor updates and the other is missing BOS/EOS insertion." + "reason": "One is about updating the backend post-processor after runtime special-token changes; the other is about add_special_tokens not inserting BOS/EOS. Related area, different bug." }, { "left": "issue:35707", "right": "issue:40444", "accept": false, - "reason": "Different workflows and models: generation with embeds/past kv vs multimodal finetuning with multiple images." + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to finetuning Qwen2.5-VL on an IterableDataset with multiple images." }, { "left": "issue:43818", "right": "issue:45357", "accept": false, - "reason": "Both are multimodal model issues, but the concrete bugs are different (video tower weights/temporal attention vs save_pretrained visual keys)." + "reason": "Video-LLaVA temporal-attention/weight-sharing bug and Qwen3.5 visual-encoder key serialization bug are different model families and code paths." }, { "left": "issue:43317", "right": "issue:43856", "accept": false, - "reason": "Device offload/loading bug vs MoE training memory usage; same broad area only." + "reason": "GPU+CPU offload load failure is not the same as Qwen3 MoE training memory inefficiency." }, { "left": "issue:44462", "right": "issue:45812", "accept": false, - "reason": "Both are AutoTokenizer-related, but one ignores tokenizer.json while the other returns wrong Granite token IDs." + "reason": "Both are tokenizer-related, but one is repository tokenizer resolution and the other is wrong token IDs for Granite models; not the same concrete defect." }, { "left": "issue:43381", "right": "issue:45923", "accept": false, - "reason": "One is eval-mode checkpointing behavior; the other is a missing capability flag on a trust_remote_code model." + "reason": "Gradient checkpointing in eval mode is distinct from a missing supports_gradient_checkpointing flag on a trust_remote_code model." }, { - "left": "issue:43482", - "right": "issue:45538", + "left": "issue:44291", + "right": "issue:44589", "accept": false, - "reason": "Different tokenizer/model_max_length problems with no concrete shared failure mode." + "reason": "Unexpected _is_hf_initialized argument during init_empty_weights is a different loading-path failure from the Float8 storage object lookup error." }, { - "left": "issue:44291", - "right": "issue:44589", + "left": "issue:43482", + "right": "issue:45538", "accept": false, - "reason": "Both are init/load regressions, but one is an unexpected argument and the other is a storage type lookup failure." + "reason": "GGUF loading failure and CLIPTokenizer model_max_length are unrelated tokenizer/model-loading issues." }, { "left": "issue:44829", "right": "issue:45479", "accept": false, - "reason": "Training collapse from flash attention vs degenerate zero loss in single-label classification; distinct bugs." + "reason": "FlashAttention-3 causing degenerate training is different from a single-label-classification zero-loss problem." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "Separate loading failures: GGUF compatibility vs a missing pad_token_id on Llama4Config." + "reason": "GGUF loading failure is unrelated to Llama4Config missing pad_token_id." }, { "left": "issue:44079", "right": "issue:44534", "accept": false, - "reason": "ModelOutput key assignment and non-persistent buffer initialization are unrelated code paths." + "reason": "ModelOutput key assignment with None and non-persistent buffer junk are different regressions." }, { "left": "issue:43377", "right": "issue:45491", "accept": false, - "reason": "Padding-mask batching discrepancy vs NaNs from mixed-length sliding-window attention; different failures." + "reason": "MIMI batching/padding-mask mismatch and Gemma3 mixed-length NaNs are both padding-adjacent but not the same bug." }, { "left": "issue:43531", "right": "issue:44291", "accept": false, - "reason": "Sliding-window MoE issue vs init_empty_weights argument regression; not the same bug." + "reason": "Qwen3-MoE sliding_window behavior and init_empty_weights/_is_hf_initialized loading errors are separate problems." }, { "left": "issue:41720", "right": "issue:45081", "accept": false, - "reason": "CUDA assert during device mapping is unrelated to the Mistral tokenizer regex crash." + "reason": "Qwen3 auto device mapping cudaErrorAssert and Mistral tokenizer regex patch crash are unrelated." }, { "left": "issue:40444", "right": "issue:45381", "accept": false, - "reason": "Multi-image finetuning failure vs Qwen2.5-VL video position-id regression." + "reason": "Multiple-image finetuning failure and Qwen2.5-VL video position-id bug may be adjacent, but they are not clearly the same concrete failure." }, { "left": "issue:43749", "right": "issue:44079", "accept": false, - "reason": "FSDP CPU RAM-efficient loading and ModelOutput key handling are unrelated." + "reason": "FSDP CPU RAM efficient loading and ModelOutput key assignment are different subsystems and symptoms." }, { "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "torch.export compatibility issue vs bfloat16 dtype mismatch; different concrete problems." + "reason": "torch.export/exportability with torch_compilable_check is unrelated to dtype mismatches in bfloat16 inference." }, { "left": "issue:43644", "right": "issue:44079", "accept": false, - "reason": "Non-persistent buffer junk and ModelOutput key assignment are separate regressions." + "reason": "Non-persistent buffer serialization junk and ModelOutput key assignment are both v5 regressions but not the same defect." }, { "left": "issue:42175", "right": "issue:43296", "accept": false, - "reason": "Packaging/backend dependency issue vs a specific model load failure in vLLM." + "reason": "Missing TensorFlow in a pip extra and a PaddleOCR-VL load failure in vLLM are unrelated." }, { "left": "issue:43632", "right": "issue:45072", "accept": false, - "reason": "_is_hf_initialized regression and dtype mismatch are not the same underlying bug." + "reason": "_is_hf_initialized flag regression is not the same as dtype mismatches in bfloat16 inference." }, { "left": "issue:45325", "right": "issue:45381", "accept": false, - "reason": "Same model family and positional-id area, but still-image temporal scaling and video vision_position_ids look like distinct symptoms." - }, - { - "left": "issue:43611", - "right": "issue:43646", - "accept": true, - "reason": "Both describe the same Transformers v5 model-init/load regression; the broader issue covers the base_model_prefix-specific report." + "reason": "Both concern Qwen2.5-VL position IDs, but one is still-image temporal scaling and the other is video-input vision_position_ids; close, but not clearly the same bug." }, { "left": "issue:43792", "right": "issue:43957", "accept": false, - "reason": "Whisper runtime failure vs meta-device loading regression; unrelated." + "reason": "Whisper-large-v2 runtime failure and torch.device('meta') model-loading breakage are different issues." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Base_model_prefix loading regression and custom model initialization regression are related to v5 breakage but not the same concrete root cause." }, { "left": "issue:43994", "right": "issue:44898", "accept": false, - "reason": "Different vision-model failures with different repros and failure modes." + "reason": "Siglip2 nonsensical outputs and Perceiver non-default-resolution failure are unrelated model-specific bugs." }, { "left": "issue:45325", "right": "issue:45834", "accept": false, - "reason": "Qwen2.5-VL positional-id bug vs Kosmos2.5 OCR index error; no shared code path." + "reason": "Qwen2.5-VL position-id scaling and Kosmos2.5 long-OCR index errors are different multimodal failures." }, { "left": "issue:43454", "right": "issue:44466", "accept": false, - "reason": "Tied-weight generation bug vs device-dependent serialization inconsistency; related theme, but not the same concrete bug." + "reason": "AyaVision lm_head tying bug and inconsistent lm_head.weight serialization are both weight-tying adjacent, but they are different problems." }, { "left": "issue:42915", "right": "issue:43482", "accept": false, - "reason": "Qwen3Moe FP8 failure and GGUF loading failure are unrelated." + "reason": "Qwen3Moe FineGrainedFP8Config failure is unrelated to Qwen2.5-GGUF loading in v5." }, { "left": "issue:43296", "right": "issue:45800", "accept": false, - "reason": "Different incompatibility reports with different stacks and failure surfaces." + "reason": "PaddleOCR-VL load failure in vLLM and torch/transformers incompatibility are separate compatibility issues." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The assessment is grounded in the packet and stays conservative. The only accepted soft edge, issue:43611 \u2194 issue:43646, is well supported by the titles and the high similarity score as the same Transformers v5 model-init/load regression. The rejected edges are also phrased cautiously and do not overclaim equivalence. The summary matches the evidence that the cluster is mostly heterogeneous with one clear duplicate-like subcluster." - }, - "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 }, { "label": "issue", "component_index": 1, - "component_count": 18, + "component_count": 17, "review_unit_index": 11, - "review_unit_count": 49, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-414", + "cluster_id": "cluster-10000-426", "nodes": [ "issue:34634", "issue:35707", @@ -3702,8 +3588,8 @@ "issue:44479|issue:45823", "issue:43701|issue:45325", "issue:44291|issue:44877", - "issue:43606|issue:44265", "issue:43881|issue:44488", + "issue:43606|issue:44265", "issue:43873|issue:45701", "issue:43262|issue:43746", "issue:40990|issue:45584", @@ -3714,37 +3600,37 @@ "issue:43606|issue:43819", "issue:41720|issue:45823", "issue:43454|issue:43550", - "issue:43377|issue:44610", "issue:39692|issue:40444", + "issue:43377|issue:44610", "issue:43317|issue:43873", "issue:43454|issue:45072", "issue:43377|issue:44898", - "issue:43257|issue:45923", "issue:43572|issue:45759", + "issue:43257|issue:45923", "issue:40990|issue:42947", "issue:43322|issue:46050", "issue:43526|issue:43883", "issue:43454|issue:43720", "issue:41720|issue:43322", + "issue:43881|issue:44991", "issue:43296|issue:44877", "issue:43749|issue:44534", - "issue:43881|issue:44991", "issue:44466|issue:45357" ], - "prepared_review_unit_hash": "a949bc1f42f415472518c95ee6f1009aad0a03c99068433d3eb4327bb73d439f", + "prepared_review_unit_hash": "dd6ce5272b9aa53e116146e11ba9c7c7e25b1a59e20e59cd672f912863332b63", "component_budget": { - "node_count": 414, - "item_count": 414, - "soft_pair_count": 1552, - "serialized_chars": 800272, - "estimated_input_tokens": 200068, - "estimated_eval_tokens": 400392 + "node_count": 426, + "item_count": 426, + "soft_pair_count": 1572, + "serialized_chars": 814130, + "estimated_input_tokens": 203533, + "estimated_eval_tokens": 407322 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37220, + "serialized_chars": 37218, "estimated_input_tokens": 9305, "estimated_eval_tokens": 18866 }, @@ -3753,198 +3639,198 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly a loose topical cluster around loading/offloading, quantization, tokenization, and multimodal model regressions, but the soft pairs do not look like true duplicates of the same concrete bug. I\u2019d treat this as a broad, mixed issue cluster rather than a duplicate set.", - "confidence": 0.67, - "canonical_issue_reason": "issue:43873 is the broadest, most central representative of the cluster because it is an open, discussion-heavy report about offloading + quantization, which is the most recurring theme among the nearby issues.", + "summary": "The cluster is mostly a set of unrelated transformer issues across loading, quantization/offloading, tokenization, multimodal processors, and training behavior. The soft-similarity edges are too broad to treat as true duplicates, so I reject all of them.", + "confidence": 0.54, + "canonical_issue_reason": "issue:43873 is the broadest representative of the offloading/quantization failure reports in this set and has the most neighboring similarity links.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the best single representative issue because it captures the widest shared theme in this cluster (offloading/quantization) and is more general than the narrower model-specific failures.", + "best_issue_reason": "issue:43873 is the best single issue to anchor the cluster because it captures the most general underlying theme: offloading behaving incorrectly under quantization.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44479", "right": "issue:45823", "accept": false, - "reason": "Both are multimodal regressions, but they concern different models and different failure modes (video-input regression vs device mismatch in Gemma4). Not the same bug." + "reason": "Different models and different failure modes: video-input regression vs device-mismatch during forward." }, { "left": "issue:43701", "right": "issue:45325", "accept": false, - "reason": "Resume-from-checkpoint key mismatch and Qwen2.5-VL rope-index scaling are unrelated code paths." + "reason": "Checkpoint key mismatch is unrelated to Qwen2.5-VL rope/position id scaling." }, { "left": "issue:44291", "right": "issue:44877", "accept": false, - "reason": "`init_empty_weights` argument handling and strict config loading for granite_speech are different loading/config issues." + "reason": "`init_empty_weights` argument handling and strict config loading are separate code paths." }, { - "left": "issue:43606", - "right": "issue:44265", + "left": "issue:43881", + "right": "issue:44488", "accept": false, - "reason": "CPU-offload device mismatch in Bark and `torch.export` failure with `torch_compilable_check` are unrelated." + "reason": "Both are load failures, but they concern different models and no shared concrete bug is evident." }, { - "left": "issue:43881", - "right": "issue:44488", + "left": "issue:43606", + "right": "issue:44265", "accept": false, - "reason": "Both are loading failures, but for different models and likely different root causes; too broad to merge." + "reason": "CPU offload device mismatch is unrelated to `torch.export` failing on `torch_compilable_check`." }, { "left": "issue:43873", "right": "issue:45701", "accept": false, - "reason": "Quantization/offloading behavior and tokenizer-version changes are different problems." + "reason": "Quantization/offloading behavior and tokenization regressions are unrelated." }, { "left": "issue:43262", "right": "issue:43746", "accept": false, - "reason": "Audio chat-template sample-rate handling and GraniteSpeech PEFT checkpoint loading are unrelated." + "reason": "Audio chat-template sampling-rate defaults and PEFT checkpoint loading are different problems." }, { "left": "issue:40990", "right": "issue:45584", "accept": false, - "reason": "High perplexity on a benchmark and Whisper empty-transcription generation failure are different bugs." + "reason": "Perplexity anomaly and Whisper empty-transcription generation failure do not share the same bug." }, { "left": "issue:34634", "right": "issue:35707", "accept": false, - "reason": "Bark voice preset support and progressive generation with `inputs_embeds`/`past_key_values` are unrelated." + "reason": "Bark voice preset handling is unrelated to progressive generation with `inputs_embeds`/`past_key_values`." }, { "left": "issue:44568", "right": "issue:45920", "accept": false, - "reason": "Both involve tokenization, but one is a single tokenizer special-token bug while the other is a broader regression across many models; not clearly the same concrete defect." + "reason": "These are both tokenizer regressions, but one is special-token insertion and the other is broader ID mismapping across models." }, { "left": "issue:35707", "right": "issue:41720", "accept": false, - "reason": "Generation with `inputs_embeds`/cache and Qwen3 auto device-mapping CUDA asserts are unrelated." + "reason": "Generation cache handling and Qwen3 device-map asserts are unrelated." }, { "left": "issue:44186", "right": "issue:44265", "accept": false, - "reason": "Tokenizer padding/truncation crash and `torch.export` failures from `torch_compilable_check` are different subsystems." + "reason": "Tokenizer padding/truncation crashes and export-time checks are different issues." }, { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "Bark CPU-offload device mismatch and DAC missing-STE behavior are unrelated model bugs." + "reason": "Device mismatch during offload and DAC latent consistency are unrelated." }, { "left": "issue:41720", "right": "issue:45823", "accept": false, - "reason": "Both mention device mapping, but the models and observed failures differ enough that this is not the same bug." + "reason": "Both involve device placement, but the concrete models and failures differ." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "Weight tying in AyaVision and `torch.compile`/SDPA failure in Bamba are unrelated." + "reason": "Weight tying corruption and SDPA/torch.compile failure are separate bugs." }, { - "left": "issue:43377", - "right": "issue:44610", + "left": "issue:39692", + "right": "issue:40444", "accept": false, - "reason": "MIMI padding-mask inconsistency and OmDet-Turbo input-size mismatch are unrelated preprocessing/model issues." + "reason": "SigLIP2 doc/example problems and Qwen2.5-VL multi-image iterable dataset failure are unrelated." }, { - "left": "issue:39692", - "right": "issue:40444", + "left": "issue:43377", + "right": "issue:44610", "accept": false, - "reason": "Documentation/example errors for SigLIP2 and Qwen2.5-VL dataset multi-image finetuning failure are different issues." + "reason": "Missing padding-mask support in MIMI and OmDet input-size mismatch are unrelated." }, { "left": "issue:43317", "right": "issue:43873", "accept": false, - "reason": "Both relate to offloading and quantization, but one is about loading a dequantized model with `device_map=auto` and the other is a broader offloading regression; not enough evidence they are the same concrete bug." + "reason": "These are both offload/quantization themed, but one is a specific dequantized-model load failure and the other is a broader offloading complaint." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "Garbage text from untied `lm_head` weights and dtype mismatches in bfloat16 inference are unrelated." + "reason": "Tied-weight serialization and bfloat16 dtype mismatches are not the same concrete defect." }, { "left": "issue:43377", "right": "issue:44898", "accept": false, - "reason": "Padding-mask output drift in MIMI and Perceiver non-default-resolution failure are different model-specific bugs." + "reason": "MIMI batching/padding-mask behavior and Perceiver positional interpolation are unrelated." }, { - "left": "issue:43257", - "right": "issue:45923", + "left": "issue:43572", + "right": "issue:45759", "accept": false, - "reason": "Qwen3 MoE weight conversion/loading and missing `supports_gradient_checkpointing` flag are unrelated." + "reason": "Missing `pad_token_idx` and `text_config` unwrapping are different config-loading issues." }, { - "left": "issue:43572", - "right": "issue:45759", + "left": "issue:43257", + "right": "issue:45923", "accept": false, - "reason": "A missing config field in StableLM and `from_config` unwrapping for composite Qwen multimodal configs are different problems." + "reason": "MOE weight conversion under accelerate/deepspeed is unrelated to a missing gradient-checkpointing flag." }, { "left": "issue:40990", "right": "issue:42947", "accept": false, - "reason": "Perplexity regression and gradient checkpointing with LoRA are unrelated." + "reason": "High perplexity and ineffective gradient checkpointing are unrelated training issues." }, { "left": "issue:43322", "right": "issue:46050", "accept": false, - "reason": "Llava-next loading segfault and sinq save/load quantization breakage are different failure modes." + "reason": "Llava loading segfaults and sinq save/load quantization breakage are different failures." }, { "left": "issue:43526", "right": "issue:43883", "accept": false, - "reason": "BeitImageProcessorFast label reduction and Molmo tied-weights attribute error are unrelated." + "reason": "Label reduction in an image processor and missing tied-weights metadata are unrelated." }, { "left": "issue:43454", "right": "issue:43720", "accept": false, - "reason": "Weight tying serialization and packed-weight unpacking during accelerate loading are different bugs." + "reason": "Weight tying/serialization and BitNet packed-weight unpacking are separate loader bugs." }, { "left": "issue:41720", "right": "issue:43322", "accept": false, - "reason": "Qwen3 auto device-map CUDA assert and Llava Next segfault are different model/load failures." + "reason": "Qwen3 device-map asserts and Llava Next segfaults are not the same bug." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "A specific model load failure and tokenizer loading failure do not match." }, { "left": "issue:43296", "right": "issue:44877", "accept": false, - "reason": "PaddleOCR-VL load failure in vLLM and strict granite_speech config loading are unrelated." + "reason": "PaddleOCR-VL loading in vLLM and strict config rejection for granite_speech are unrelated." }, { "left": "issue:43749", "right": "issue:44534", "accept": false, - "reason": "FSDP CPU RAM-efficient loading and non-persistent buffer junk values are different v5 regressions." - }, - { - "left": "issue:43881", - "right": "issue:44991", - "accept": false, - "reason": "A model loading failure and a tokenizer-loading regression are both loading-related but not the same bug." + "reason": "FSDP CPU-efficient loading and non-persistent buffer initialization are different code paths." }, { "left": "issue:44466", "right": "issue:45357", "accept": false, - "reason": "Serialization of tied weights and incorrect visual-encoder keys in save_pretrained are different save/export problems." + "reason": "General `lm_head.weight` serialization inconsistency and Qwen3.5 visual-encoder key saving are only loosely related." } ] }, @@ -3958,15 +3844,15 @@ { "label": "issue", "component_index": 1, - "component_count": 18, + "component_count": 17, "review_unit_index": 12, - "review_unit_count": 49, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-414", + "cluster_id": "cluster-10000-426", "nodes": [ "issue:36010", "issue:36331", @@ -4019,8 +3905,8 @@ "soft_pairs": [ "issue:41720|issue:44977", "issue:42617|issue:42915", - "issue:44008|issue:45823", "issue:40990|issue:45701", + "issue:44008|issue:45823", "issue:44387|issue:45704", "issue:43404|issue:45357", "issue:44186|issue:45072", @@ -4036,8 +3922,8 @@ "issue:41720|issue:42617", "issue:44479|issue:44918", "issue:44610|issue:44898", - "issue:43550|issue:43606", "issue:44186|issue:44610", + "issue:43550|issue:43606", "issue:42915|issue:43317", "issue:43295|issue:45701", "issue:41720|issue:45161", @@ -4048,20 +3934,20 @@ "issue:43531|issue:43572", "issue:43316|issue:44913" ], - "prepared_review_unit_hash": "dde36e2275f8963edbe32d8ef0117a805df94b2b7c7e0c6d82a85323b590caf8", + "prepared_review_unit_hash": "10bc8816e98fdc2fa0afda72504ef3be809f931ea8c58011c4fecb45e99290c4", "component_budget": { - "node_count": 414, - "item_count": 414, - "soft_pair_count": 1552, - "serialized_chars": 800272, - "estimated_input_tokens": 200068, - "estimated_eval_tokens": 400392 + "node_count": 426, + "item_count": 426, + "soft_pair_count": 1572, + "serialized_chars": 814130, + "estimated_input_tokens": 203533, + "estimated_eval_tokens": 407322 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36282, + "serialized_chars": 36283, "estimated_input_tokens": 9071, "estimated_eval_tokens": 18398 }, @@ -4070,186 +3956,192 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous and looks like a loose set of Transformers regressions around tokenization, model loading, offloading/quantization, and processor/model-specific bugs. None of the soft pairs appear to be the same underlying bug or change, so I would not merge any of them as duplicates.", - "confidence": 0.84, - "canonical_issue_reason": "issue:43873 is the best representative because it is the broadest open issue in the offloading/quantization family and has the strongest connectivity to several other memory/offload-related reports, even though the cluster is not a true duplicate set.", + "summary": "This is not a coherent duplicate cluster; it mixes unrelated tokenizer, config, multimodal, training, device-mapping, and quantization/offloading regressions. The only mild thematic neighborhood is memory/offloading, but none of the soft pairs look like the same concrete bug.", + "confidence": 0.95, + "canonical_issue_reason": "No single true canonical duplicate exists here; issue 43873 is only the closest umbrella because it is a broad open offloading/quantization report with the most inbound references, but the rest of the items span different code paths and model families.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the best single issue to anchor this cluster: it is open, broad, and closest to the recurring offloading/quantization theme that shows up in several nearby reports.", + "best_issue_reason": "Issue 43873 is the best available representative for triage simply because it is broad and active, but it should not be treated as a real duplicate target for most of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41720", "right": "issue:44977", "accept": false, - "reason": "Different failure modes: auto device-mapping cuda assert vs flash-attention generation behavior on Qwen3.5. Same family, not the same bug." + "reason": "Same broad Qwen3.x area, but one is an auto-device-map CUDA assert and the other is a flash-attention generation failure; different bugs and code paths." }, { "left": "issue:42617", "right": "issue:42915", "accept": false, - "reason": "Unrelated problems: running 3d_parallel.py versus FineGrainedFP8Config model failure. No shared concrete code path." + "reason": "Completely different problems: a 3d_parallel.py execution failure versus a Qwen3Moe FineGrainedFP8Config issue." }, { - "left": "issue:44008", - "right": "issue:45823", + "left": "issue:40990", + "right": "issue:45701", "accept": false, - "reason": "Different Gemma models and different bugs: a variable-name collision in Gemma3n forward vs a Gemma4 PLE device mismatch." + "reason": "High perplexity on a model/eval run is unrelated to a version-dependent tokenization change." }, { - "left": "issue:40990", - "right": "issue:45701", + "left": "issue:44008", + "right": "issue:45823", "accept": false, - "reason": "One is an evaluation/perplexity anomaly, the other is a tokenization regression across versions. Not the same underlying issue." + "reason": "Different models and failure modes: Gemma3n forward variable collision versus Gemma4 PLE device mismatch." }, { "left": "issue:44387", "right": "issue:45704", "accept": false, - "reason": "Different mechanisms and subsystems: int4 quantization memory growth vs an apex FusedRMSNorm memory leak in T5." + "reason": "Int4 quantization OOM is not the same as T5's apex.FusedRMSNorm memory leak." }, { "left": "issue:43404", "right": "issue:45357", "accept": false, - "reason": "Different models and code paths: Mistral3 lm_head tying bug vs Qwen3.5 visual-encoder key saving regression." + "reason": "Mistral3 lm_head tying issue and Qwen3.5 save_pretrained visual-key regression are unrelated." }, { "left": "issue:44186", "right": "issue:45072", "accept": false, - "reason": "Tokenizer crash in LayoutLMv2 is unrelated to dtype mismatch issues in SwitchTransformers/TimmWrapperModel." + "reason": "Tokenizer crash on NER/batched padding is unrelated to dtype mismatches in inference wrappers." }, { "left": "issue:36331", "right": "issue:42617", "accept": false, - "reason": "Trainer compute_loss signature regression and 3d_parallel.py runtime failure are unrelated." + "reason": "CustomTrainer.compute_loss kwarg regression and 3d_parallel.py failure do not share the same underlying bug." }, { "left": "issue:43577", "right": "issue:43708", "accept": false, - "reason": "BLIP2 dtype propagation and Trainer resume/max_steps calculation are separate bugs in different layers." + "reason": "Blip2 dtype persistence and Trainer resume/max_steps computation are different subsystems." }, { "left": "issue:44877", "right": "issue:44991", "accept": false, - "reason": "Both are loading regressions, but one is strict config validation and the other is tokenizer loading for a different model; not the same fix." + "reason": "Strict config loading for granite_speech and tokenizer loading for est-roberta are different issues." }, { "left": "issue:43873", "right": "issue:44756", "accept": false, - "reason": "Both mention offloading/memory, but one is quantization offloading behavior and the other is mmap-related OOM on Strix Halo; different root causes." + "reason": "Both mention offloading/memory, but one is quantization offload behavior and the other is mmap on Strix Halo; not the same concrete bug." }, { "left": "issue:36331", "right": "issue:42915", "accept": false, - "reason": "Trainer loss API regression and Qwen3Moe FP8 loading failure do not share the same code path." + "reason": "Trainer loss-signature regression and Qwen3Moe FP8 config failure are unrelated." }, { "left": "issue:43450", "right": "issue:45701", "accept": false, - "reason": "Video processor batch-shape bug is unrelated to a tokenizer version regression." + "reason": "Video processor batch-shape bug is unrelated to tokenizer behavior changes." }, { "left": "issue:43550", "right": "issue:43720", "accept": false, - "reason": "Different models and failures: torch.compile/SDPA on Bamba vs packed-weight unpacking during accelerate loading for BitNet." + "reason": "Bamba torch.compile/SDPA failure and BitNet packed-weight loading failure are different model/runtime problems." }, { "left": "issue:44423", "right": "issue:45406", "accept": false, - "reason": "Continuous-batching multimodal crash and Gemma4Processor missing _tokenizer are different processor/serve failures." + "reason": "Continuous-batching multimodal crash and Gemma4Processor missing _tokenizer are separate processor bugs." }, { "left": "issue:45632", "right": "issue:45684", "accept": false, - "reason": "Cache-path collision for local models is unrelated to permissions propagation in save_pretrained." + "reason": "Cache-path collision for trust_remote_code and permission propagation in save_pretrained are unrelated." }, { "left": "issue:41720", "right": "issue:42617", "accept": false, - "reason": "Qwen3 auto device-mapping cuda assert and 3d_parallel.py execution failure are not the same bug." + "reason": "Both are model-running failures, but one is Qwen3 device-mapping CUDA assert and the other is a 3d_parallel script issue." }, { "left": "issue:44479", "right": "issue:44918", "accept": false, - "reason": "Video-input regression and trl SFT embedding unpacking are distinct bugs despite both involving multimodal/training workflows." + "reason": "Qwen video-input regression and TRL SFT embedding unpacking are different code paths and symptoms." }, { "left": "issue:44610", "right": "issue:44898", "accept": false, - "reason": "Both are image-shape related, but one is an OmDet-Turbo processor resolution mismatch and the other is a Perceiver interpolation issue." + "reason": "OmDet-Turbo input-size mismatch and Perceiver non-default-resolution failure are different model-specific resizing bugs." }, { - "left": "issue:43550", - "right": "issue:43606", + "left": "issue:44186", + "right": "issue:44610", "accept": false, - "reason": "Different models and different failures: Bamba torch.compile SDPA issue vs Bark CPU-offload device mismatch." + "reason": "LayoutLMv2 tokenizer crashes and OmDet processor output-size mismatch are unrelated." }, { - "left": "issue:44186", - "right": "issue:44610", + "left": "issue:43550", + "right": "issue:43606", "accept": false, - "reason": "Tokenizer crash on NER inputs is not the same as an image-processor resolution mismatch." + "reason": "Bamba torch.compile/SDPA and bark-small CPU-offload device mismatch are unrelated model/runtime failures." }, { "left": "issue:42915", "right": "issue:43317", "accept": false, - "reason": "Both touch quantized/model loading, but one is Qwen3Moe FP8 config failure and the other is dequantized model offload loading. Not a single bug." + "reason": "Qwen3Moe FineGrainedFP8Config and dequantized model loading with device_map=auto are different quantization/offload issues." }, { "left": "issue:43295", "right": "issue:45701", "accept": false, - "reason": "Custom processor/tokenizer access regression is different from the broader tokenization-version behavior change." + "reason": "Processor.tokenizer regression and version-dependent tokenization changes are not the same underlying bug." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Qwen3 auto device mapping crash and GPT-OSS TP failure are separate parallelism/device-placement issues." }, { "left": "issue:44671", "right": "issue:44743", "accept": false, - "reason": "CamemBERT masked-LM prediction regression and Qwen3.5 recurrent-state reset are unrelated." + "reason": "CamemBERT masked-LM prediction regression is unrelated to Qwen3.5 recurrent-state reset logic." }, { "left": "issue:43526", "right": "issue:43881", "accept": false, - "reason": "BEiT label reduction bug and glm-4v-9b load failure are separate issues." + "reason": "BEiT fast processor label reduction bug and glm-4v-9b loading failure are unrelated." }, { "left": "issue:36010", "right": "issue:42617", "accept": false, - "reason": "GenerationMixin import failure is unrelated to the 3d_parallel.py runtime problem." + "reason": "ImportError for GenerationMixin and a 3d_parallel.py runtime failure are not the same bug." }, { "left": "issue:45081", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer-related, but one is a regex-patch crash during loading and the other is silent token-ID corruption in Granite. Different code paths and fixes." + "reason": "Both involve tokenizers, but Mistral regex patching and Granite token ID regression are distinct model-specific issues." }, { "left": "issue:43531", "right": "issue:43572", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE and missing pad_token_idx in StableLmConfig are different issues." + "reason": "Qwen3-MoE sliding_window behavior and StableLmConfig pad_token_idx are unrelated config/model bugs." }, { "left": "issue:43316", "right": "issue:44913", "accept": false, - "reason": "Gemma3TextConfig API mismatch and GPTNeoX rotary_pct reload regression are unrelated config bugs." + "reason": "Gemma3TextConfig API mismatch and GPTNeoX rotary_pct reload regression affect different configs and code paths." } ] }, @@ -4263,15 +4155,15 @@ { "label": "issue", "component_index": 1, - "component_count": 18, + "component_count": 17, "review_unit_index": 13, - "review_unit_count": 49, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-414", + "cluster_id": "cluster-10000-426", "nodes": [ "issue:29159", "issue:30064", @@ -4326,8 +4218,8 @@ "issue:42915|issue:43322", "issue:43421|issue:45812", "issue:44186|issue:44361", - "issue:43388|issue:45059", "issue:29159|issue:36032", + "issue:43388|issue:45059", "issue:45406|issue:45464", "issue:30064|issue:34634", "issue:33357|issue:35707", @@ -4336,233 +4228,233 @@ "issue:43550|issue:43653", "issue:43421|issue:45701", "issue:43873|issue:45704", - "issue:44492|issue:44509", "issue:43606|issue:43653", - "issue:34634|issue:41720", + "issue:44492|issue:44509", "issue:42490|issue:43329", + "issue:34634|issue:41720", "issue:43531|issue:45759", "issue:34567|issue:35707", "issue:44514|issue:44545", "issue:43421|issue:43927", "issue:44625|issue:45479", - "issue:44898|issue:45072", "issue:44451|issue:44991", + "issue:44898|issue:45072", "issue:43531|issue:44589", - "issue:44077|issue:44625", "issue:43782|issue:45381", + "issue:44077|issue:44625", "issue:45759|issue:45859" ], - "prepared_review_unit_hash": "fd833ca7908358b643b58713e063661e220a3ad8d86db753b2eb043c1fedbd01", + "prepared_review_unit_hash": "681df3b8e6cbfe4602006121e6fb13f548c728f67995be3e1054c4ff924bc76c", "component_budget": { - "node_count": 414, - "item_count": 414, - "soft_pair_count": 1552, - "serialized_chars": 800272, - "estimated_input_tokens": 200068, - "estimated_eval_tokens": 400392 + "node_count": 426, + "item_count": 426, + "soft_pair_count": 1572, + "serialized_chars": 814130, + "estimated_input_tokens": 203533, + "estimated_eval_tokens": 407322 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 35961, - "estimated_input_tokens": 8991, - "estimated_eval_tokens": 18238 + "serialized_chars": 35960, + "estimated_input_tokens": 8990, + "estimated_eval_tokens": 18236 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous. The only clear duplicate is the Qwen2_5_VLProcessor batched-input crash pair (44514/44545). The EMBEDDIA/est-roberta and v5 tokenizer-load reports are only softly similar from this packet and should not be treated as a duplicate match.", - "confidence": 0.82, - "canonical_issue_reason": "44545 is the best canonical anchor because it is an exact match to 44514 on the same `Qwen2_5_VLProcessor.apply_chat_template` crash with `padding=False`, with slightly stronger reference signals.", + "summary": "The cluster is mostly a grab bag of unrelated bug reports; only one soft pair looks like a true duplicate. Most other pairs share a broad subsystem (tokenizers, multimodal, offloading, loading) but do not describe the same concrete failure.", + "confidence": 0.86, + "canonical_issue_reason": "issue:44545 is the clearest duplicate target in the set: it matches issue:44514 exactly by title and topic, and has inbound references that make it a better consolidation point.", "canonical_pr_reason": null, - "best_issue_reason": "44545 is the strongest overall issue candidate because it is the clearest confirmed duplicate target in the set and has the strongest duplicate evidence.", + "best_issue_reason": "issue:44545 is the best issue to keep as the canonical representative of the only real duplicate pair; it is specific, well-scoped, and directly matches issue:44514.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43540", "right": "issue:43782", "accept": false, - "reason": "Related Qwen multimodal loading failures, but the concrete code paths and symptoms differ." + "reason": "Different models and different failure modes: Qwen3OmniMoe video processing vs Qwen3VL weight_only loading error." }, { "left": "issue:42915", "right": "issue:43322", "accept": false, - "reason": "Different models and failure modes: FP8 config loading vs Llava Next segfault." + "reason": "Both are model-loading failures, but the root causes and models are unrelated (Qwen3Moe FP8 config vs Llava Next segfault)." }, { "left": "issue:43421", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer-related, but one is runtime post-processor behavior and the other is a token-id regression for Granite models." + "reason": "Both involve tokenization, but one is runtime post-processor syncing and the other is a Granite-specific wrong-token-IDs regression." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "Both involve tokenizers, but they affect different tokenizers and different crash conditions." + "reason": "Different tokenizer classes and distinct crashes; this is not the same underlying bug." }, { - "left": "issue:43388", - "right": "issue:45059", + "left": "issue:29159", + "right": "issue:36032", "accept": false, - "reason": "Unrelated bugs: metrics label gathering vs SAM3 text/bounding-box behavior." + "reason": "One is a general slow-vs-fast tokenizer inconsistency; the other is a T5Tokenizer load-time method-name conflict." }, { - "left": "issue:29159", - "right": "issue:36032", + "left": "issue:43388", + "right": "issue:45059", "accept": false, - "reason": "Both mention tokenizers, but the first is slow/fast inconsistency and the second is a load-time name collision." + "reason": "Completely different subsystems: metric gathering vs multimodal PCS input handling." }, { "left": "issue:45406", "right": "issue:45464", "accept": false, - "reason": "Different products and failure modes: serve processor attribute error vs streaming inference failure." + "reason": "Both affect serving, but the crashes come from different code paths and symptoms." }, { "left": "issue:30064", "right": "issue:34634", "accept": false, - "reason": "Different subsystems and bugs: image segmentation-map processing vs Bark voice preset handling." + "reason": "Unrelated issues: segmentation-map processing vs BarkProcessor voice preset handling." }, { "left": "issue:33357", "right": "issue:35707", "accept": false, - "reason": "MacOS CLIP bus error and generation with `inputs_embeds`/`past_key_values` are unrelated." + "reason": "Different problems: MacOS bus error on CLIP load vs progressive generation with inputs_embeds/past_key_values." }, { "left": "issue:41720", "right": "issue:43746", "accept": false, - "reason": "Different model-specific failures: auto device mapping assert vs local PEFT checkpoint loading." + "reason": "Different model families and different failures; auto device mapping cudaErrorAssert is not the same as PEFT checkpoint loading." }, { "left": "issue:43606", "right": "issue:43720", "accept": false, - "reason": "Both touch loading/offload, but the concrete bugs are device mismatch vs packed-weight unpacking." + "reason": "Both touch loading/offload machinery, but the concrete bug is different (CPU offload mismatch vs packed-weight unpacking)." }, { "left": "issue:43550", "right": "issue:43653", "accept": false, - "reason": "Different areas entirely: torch.compile SDPA failure vs tokenizer special-token registration." + "reason": "Unrelated bugs: torch.compile/SDPA behavior vs tokenizer special-token registration." }, { "left": "issue:43421", "right": "issue:45701", "accept": false, - "reason": "A generic tokenization-change report is not the same as the runtime post-processor update bug." + "reason": "Broad tokenization complaints, but one is a post-processor update bug and the other is a version-to-version tokenization change report." }, { "left": "issue:43873", "right": "issue:45704", "accept": false, - "reason": "Quantization/offloading behavior and a T5 RMSNorm memory leak are distinct issues." - }, - { - "left": "issue:44492", - "right": "issue:44509", - "accept": false, - "reason": "A cache-strategy typo and docs mentioning removed pipelines are unrelated documentation issues." + "reason": "Different features and root causes: quantized offloading vs an apex RMSNorm memory leak." }, { "left": "issue:43606", "right": "issue:43653", "accept": false, - "reason": "Bark CPU-offload device mismatch is unrelated to BigBirdTokenizer mask-token registration." + "reason": "Different model/component scope and different symptoms; not the same bug." }, { - "left": "issue:34634", - "right": "issue:41720", + "left": "issue:44492", + "right": "issue:44509", "accept": false, - "reason": "Different models and bugs: BarkProcessor voice preset vs Qwen3 auto device mapping assert." + "reason": "A typo in cache strategies is unrelated to outdated docs mentioning removed pipeline tasks." }, { "left": "issue:42490", "right": "issue:43329", "accept": false, - "reason": "Local-path import warning is unrelated to multimodal video token counting." + "reason": "Local-path import warning and multimodal token-counting video-branch bug are unrelated." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "Different model and runtime issues; BarkProcessor voice preset has no overlap with Qwen3 device mapping errors." }, { "left": "issue:43531", "right": "issue:45759", "accept": false, - "reason": "Both mention Qwen configs, but one is sliding-window behavior and the other is config unwrapping in `from_config`." + "reason": "Both are Qwen3-family issues, but one is sliding_window behavior and the other is text_config unwrapping in from_config." }, { "left": "issue:34567", "right": "issue:35707", "accept": false, - "reason": "Trainer token counting and progressive generation are unrelated." + "reason": "TrainerState token counting and generation with inputs_embeds/past_key_values are different bugs." }, { "left": "issue:44514", "right": "issue:44545", "accept": true, - "reason": "Same underlying bug and effectively the same report: identical Qwen2_5_VLProcessor batched-input crash with `padding=False`." + "reason": "Exact same reported bug and title; these are clear duplicates and should be consolidated." }, { "left": "issue:43421", "right": "issue:43927", "accept": false, - "reason": "Runtime special-token/post-processor handling is not the same as DiaConfig losing custom token IDs on save/load." + "reason": "Both involve tokenizer/config state, but one is runtime post-processor updates and the other is save/load losing custom token IDs." }, { "left": "issue:44625", "right": "issue:45479", "accept": false, - "reason": "Both involve classification configs, but one is Qwen3.5 `num_labels` propagation and the other is a broader loss-behavior bug." + "reason": "Different issues: config propagation of num_labels vs a classification loss degeneracy across models." }, { - "left": "issue:44898", - "right": "issue:45072", + "left": "issue:44451", + "right": "issue:44991", "accept": false, - "reason": "Different model families and failure modes: Perceiver image resolution handling vs bfloat16 dtype mismatch." + "reason": "Both are tokenizer-loading failures, but they concern different models and likely different conversion problems." }, { - "left": "issue:44451", - "right": "issue:44991", + "left": "issue:44898", + "right": "issue:45072", "accept": false, - "reason": "Both are tokenizer-load failures, but the packet only shows different models and different concrete failures; that is not enough to conclude the same regression." + "reason": "Different subsystems entirely: image classification resolution handling vs dtype mismatch during bfloat16 inference." }, { "left": "issue:43531", "right": "issue:44589", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior and a Float8 storage lookup error are unrelated." + "reason": "Sliding-window model behavior is unrelated to the Float8 storage lookup TypeError." }, { - "left": "issue:44077", - "right": "issue:44625", + "left": "issue:43782", + "right": "issue:45381", "accept": false, - "reason": "PatchTSMixer post-init validation is unrelated to Qwen3.5 label propagation." + "reason": "Both are Qwen multimodal issues, but one is a load-time weight_only error and the other is video vision_position_ids being wrong." }, { - "left": "issue:43782", - "right": "issue:45381", + "left": "issue:44077", + "right": "issue:44625", "accept": false, - "reason": "Both are Qwen vision-related, but one is a `from_pretrained` weight-only load error and the other is a video-position-id correctness bug." + "reason": "No underlying overlap: a patchtsmixer post_init validation issue is unrelated to Qwen3.5 label propagation." }, { "left": "issue:45759", "right": "issue:45859", "accept": false, - "reason": "Config unwrapping for multimodal models and CPU-offload rotary-embedding compatibility are different bugs." + "reason": "Same broader model family, but different concrete failure points: from_config text_config unwrapping vs rotary embedding CPU-offload compatibility." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The 44514/44545 duplicate call is well-grounded, but the 44451/44991 pair is overstated. From the packet we only have two different tokenizer-load failures on different models; that is not enough to conclude the same underlying regression. The summary should be more conservative there, e.g. treat it as a soft similarity rather than a clear duplicate." + "accept": true, + "feedback": "The summary is well grounded in the packet, and the one accepted duplicate pair (issue:44514 / issue:44545) is supported by the near-exact title match plus inbound references. The other soft-edge verdicts stay conservative and do not overclaim duplication from the limited evidence shown." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -4570,15 +4462,15 @@ { "label": "issue", "component_index": 1, - "component_count": 18, + "component_count": 17, "review_unit_index": 14, - "review_unit_count": 49, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-414", + "cluster_id": "cluster-10000-426", "nodes": [ "issue:30064", "issue:36010", @@ -4634,10 +4526,10 @@ "issue:44368|issue:45357", "issue:44062|issue:44451", "issue:45588|issue:45759", - "issue:45704|issue:45923", - "issue:39692|issue:44610", - "issue:43746|issue:46050", "issue:43421|issue:43653", + "issue:43746|issue:46050", + "issue:39692|issue:44610", + "issue:45704|issue:45923", "issue:44918|issue:44936", "issue:45663|issue:45923", "issue:42886|issue:44843", @@ -4645,230 +4537,230 @@ "issue:43421|issue:44186", "issue:43531|issue:43645", "issue:45704|issue:45859", - "issue:41720|issue:45704", "issue:43994|issue:44671", + "issue:41720|issue:45704", "issue:43596|issue:44220", "issue:43746|issue:43873", - "issue:39692|issue:43873", "issue:45081|issue:45356", + "issue:39692|issue:43873", "issue:40444|issue:43746", "issue:45356|issue:45907", "issue:30064|issue:36010", - "issue:43720|issue:43819", "issue:44220|issue:44661", + "issue:43720|issue:43819", "issue:43653|issue:43720", "issue:43540|issue:44008", "issue:43618|issue:43697", "issue:45183|issue:45479" ], - "prepared_review_unit_hash": "3716efbfc479daffc4a880ce53dd45b88411f72025544cc3b53434f1628b463e", + "prepared_review_unit_hash": "37f2b68afbd7cfd7be020957ee785a1ff600e427cdeeb8188ec7248a1badfad9", "component_budget": { - "node_count": 414, - "item_count": 414, - "soft_pair_count": 1552, - "serialized_chars": 800272, - "estimated_input_tokens": 200068, - "estimated_eval_tokens": 400392 + "node_count": 426, + "item_count": 426, + "soft_pair_count": 1572, + "serialized_chars": 814130, + "estimated_input_tokens": 203533, + "estimated_eval_tokens": 407322 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 37217, - "estimated_input_tokens": 9305, - "estimated_eval_tokens": 18866 + "serialized_chars": 37212, + "estimated_input_tokens": 9303, + "estimated_eval_tokens": 18862 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a duplicate set: the items span many unrelated bugs/features across tokenization, multimodal models, training, offloading, and documentation. No single issue or PR is a good canonical representative.", - "confidence": 0.98, - "canonical_issue_reason": "No canonical issue: the artifacts describe distinct failures in different subsystems and models, not one underlying bug.", + "summary": "This cluster is mostly a set of unrelated bug reports and regressions across tokenizers, multimodal processors, training, offload, and model-loading paths. The soft-similarity edges are theme-level only; none look like the same underlying defect or a mergeable duplicate PR.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No issue in this set is broadly representative of the others; choosing one would be arbitrary and misleading.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44987", "right": "issue:45042", "accept": false, - "reason": "One is a physical-intelligence model loading failure; the other is a PIL backend image-processor torchvision dependency regression. Different code paths and symptoms." + "reason": "Different failures: one is a model-loading regression for a specific repo, the other is PIL/image-processor requiring torchvision in v5.4.0." }, { "left": "issue:44368", "right": "issue:45357", "accept": false, - "reason": "Qwen3.5 warning about tie_word_embeddings is unrelated to Qwen3.5 save_pretrained writing incorrect visual encoder keys." + "reason": "One is a LoRA training warning about tie_word_embeddings; the other is a save_pretrained bug for Qwen3.5 visual encoder keys." }, { "left": "issue:44062", "right": "issue:44451", "accept": false, - "reason": "Different tokenizer bugs: AddedToken special-flag argument collision vs inability to load a specific model. Not the same underlying defect." + "reason": "AddedToken keyword collision in tokenization code vs failure to load a specific model repo; different causes and code paths." }, { "left": "issue:45588", "right": "issue:45759", "accept": false, - "reason": "Flash-attention sink-less model crash is unrelated to AutoModelForCausalLM.from_config not unwrapping text_config for multimodal Qwen configs." + "reason": "Flash-attention sink-less crash and composite Qwen multimodal config unwrapping are unrelated bugs." }, { - "left": "issue:45704", - "right": "issue:45923", + "left": "issue:43421", + "right": "issue:43653", "accept": false, - "reason": "T5 apex.FusedRMSNorm memory leak and missing supports_gradient_checkpointing on a trust_remote_code model are unrelated." + "reason": "Both involve special tokens, but one is runtime post-processor refresh in TokenizersBackend and the other is BigBirdTokenizer mask-token registration/decoding." }, { - "left": "issue:39692", - "right": "issue:44610", + "left": "issue:43746", + "right": "issue:46050", "accept": false, - "reason": "SigLIP2 example/model-processor mismatch and quantization errors are unrelated to OmDet-Turbo processor output size mismatch." + "reason": "Local PEFT checkpoint loading for GraniteSpeech vs quantized model save/load breakage after sinq; distinct loading flows." }, { - "left": "issue:43746", - "right": "issue:46050", + "left": "issue:39692", + "right": "issue:44610", "accept": false, - "reason": "PEFT adapter local-checkpoint loading failure is unrelated to sinq quantized model save/load breakage." + "reason": "Both are doc/processor mismatches, but they affect different models and different expected image sizes/quantization behavior." }, { - "left": "issue:43421", - "right": "issue:43653", + "left": "issue:45704", + "right": "issue:45923", "accept": false, - "reason": "Runtime post-processor update for special tokens and BigBirdTokenizer mask-token registration are separate tokenizer behaviors, not one bug." + "reason": "Apex RMSNorm memory leak in T5 is unrelated to a missing supports_gradient_checkpointing flag on a trust_remote_code model." }, { "left": "issue:44918", "right": "issue:44936", "accept": false, - "reason": "TRL SFT input-embedding unpacking and trainer.evaluate() after trainer.train() are different trainer workflows with different failure modes." + "reason": "TRL SFT embedding unpacking failure vs trainer.evaluate() after train; different trainer lifecycle issues." }, { "left": "issue:45663", "right": "issue:45923", "accept": false, - "reason": "Gemma-4 FSDP2 shared_kv_states KeyError is unrelated to missing gradient-checkpointing support on a different model." + "reason": "FSDP2 shared_kv_states KeyError in Gemma-4 is not the same defect as the missing gradient-checkpointing flag." }, { "left": "issue:42886", "right": "issue:44843", "accept": false, - "reason": "Offline tokenizer cache loading failure is distinct from unconditional model_info() calls in _patch_mistral_regex." + "reason": "Both mention offline mode, but one is tokenizer cache loading and the other is an unconditional model_info() call in _patch_mistral_regex." }, { "left": "issue:43381", "right": "issue:43844", "accept": false, - "reason": "Gradient checkpointing failing in eval mode is not the same as abnormal gradient increase with HfDeepSpeedConfig + ZeRO-3." + "reason": "Gradient checkpointing blocked in eval mode vs abnormal gradient growth under ZeRO-3; different training bugs." }, { "left": "issue:43421", "right": "issue:44186", "accept": false, - "reason": "TokenizerBackend special-token post-processor update and LayoutLMv2Tokenizer NER/batched padding crashes are different tokenizer bugs." + "reason": "Runtime special-token post-processor updates and LayoutLMv2Tokenizer NER padding/truncation crashes are separate tokenizer problems." }, { "left": "issue:43531", "right": "issue:43645", "accept": false, - "reason": "Qwen3-MoE sliding_window issue and Jupyter custom-model initialization breakage do not share a concrete code path." + "reason": "Qwen3-MoE sliding_window behavior and Jupyter custom model initialization in Transformers 5.0 are unrelated." }, { "left": "issue:45704", "right": "issue:45859", "accept": false, - "reason": "T5 Apex RMSNorm leak and Qwen3.5MoETextRotaryEmbedding CPU-offload incompatibility are unrelated implementation issues." + "reason": "T5 RMSNorm memory leak is unrelated to Qwen3.5-MoE rotary embedding CPU-offload incompatibility." }, { - "left": "issue:41720", - "right": "issue:45704", + "left": "issue:43994", + "right": "issue:44671", "accept": false, - "reason": "Qwen3 auto device mapping cudaErrorAssert and T5 apex RMSNorm memory leak are unrelated failures." + "reason": "SigLIP2 bad AutoModel/pipeline outputs and CamemBERT masked-LM prediction regression are different model-specific issues." }, { - "left": "issue:43994", - "right": "issue:44671", + "left": "issue:41720", + "right": "issue:45704", "accept": false, - "reason": "SigLIP2 nonsensical outputs with AutoModel/pipeline and CamemBERT masked LM regression are separate model-specific bugs." + "reason": "Qwen3 auto device-map cuda assert and T5 apex RMSNorm leak are different subsystems and symptoms." }, { "left": "issue:43596", "right": "issue:44220", "accept": false, - "reason": "DeepSpeed ZeRO-3 init with BertModel index error is unrelated to _torch_extract_fbank_features()." + "reason": "Deepspeed zero3/BertModel init crash and _torch_extract_fbank_features failure are unrelated runtime paths." }, { "left": "issue:43746", "right": "issue:43873", "accept": false, - "reason": "PEFT adapter loading from local checkpoints and quantization/offloading behavior are different problems, not one mergeable fix." + "reason": "Checkpoint loading for GraniteSpeech PEFT adapters vs quantization offloading behavior; not the same bug." }, { - "left": "issue:39692", - "right": "issue:43873", + "left": "issue:45081", + "right": "issue:45356", "accept": false, - "reason": "SigLIP2 docs/model example errors and quantization offloading behavior are too broad and unrelated to be the same bug." + "reason": "Both mention Mistral regex/fix warnings, but one is a tokenizer crash and the other is a Kimi codec regression; not the same concrete defect." }, { - "left": "issue:45081", - "right": "issue:45356", + "left": "issue:39692", + "right": "issue:43873", "accept": false, - "reason": "Mistral regex AttributeError when fixing tokenizer regex and Kimi-K2.5 codec/regression warning are different tokenizer paths." + "reason": "SigLIP2 processor/model mismatch is unrelated to offloading not working with quantization." }, { "left": "issue:40444", "right": "issue:43746", "accept": false, - "reason": "IterableDataset multi-image Qwen2.5-VL finetuning failure is unrelated to GraniteSpeech PEFT local checkpoint loading." + "reason": "Qwen2.5-VL multi-image IterableDataset failure and GraniteSpeech local checkpoint loading are separate multimodal/training bugs." }, { "left": "issue:45356", "right": "issue:45907", "accept": false, - "reason": "Kimi tokenizer codec/regression issue and list_repo_files failing to forward revision are unrelated areas." + "reason": "Kimi tokenizer regression and list_repo_files not forwarding revision are unrelated." }, { "left": "issue:30064", "right": "issue:36010", "accept": false, - "reason": "Image processor void segmentation map failure and GenerationMixin import error are completely unrelated." + "reason": "Void segmentation map processing and GenerationMixin import error are entirely different issues." }, { - "left": "issue:43720", - "right": "issue:43819", + "left": "issue:44220", + "right": "issue:44661", "accept": false, - "reason": "BitNet packed-weight unpacking during accelerate loading and DAC.from_latents forward mismatch are different code paths and defects." + "reason": "Audio fbank extraction failure vs add-new-model-like logic with TOKENIZER_MAPPING_NAMES; different code paths." }, { - "left": "issue:44220", - "right": "issue:44661", + "left": "issue:43720", + "right": "issue:43819", "accept": false, - "reason": "Audio fbank feature extraction issue and add-new-model-like TOKENIZER_MAPPING_NAMES failure are unrelated." + "reason": "BitNet packed-weight unpacking during accelerate loading and DAC.from_latents STE mismatch are unrelated model bugs." }, { "left": "issue:43653", "right": "issue:43720", "accept": false, - "reason": "BigBirdTokenizer special-token registration and BitNet packed-weight loading are unrelated; shared theme is only model loading/tokenization broadly." + "reason": "BigBirdTokenizer special-token handling and BitNet packed-weight loading are unrelated." }, { "left": "issue:43540", "right": "issue:44008", "accept": false, - "reason": "Qwen3OmniMoe video-input ValueError and Gemma 3n audio_mel_mask variable collision are different multimodal model bugs." + "reason": "Qwen3OmniMoe video-input validation and Gemma 3n audio_mel_mask name collision are different multimodal forward-pass bugs." }, { "left": "issue:43618", "right": "issue:43697", "accept": false, - "reason": "CLIPOutput attentions assignment regression and RTDetrV2 output differences in v5 are not the same underlying issue." + "reason": "CLIPOutput attentions regression and RTDetrV2 differing outputs in v5 are separate model-specific issues." }, { "left": "issue:45183", "right": "issue:45479", "accept": false, - "reason": "XOR validation error messaging for input_ids/inputs_embeds and single-label num_labels=1 zero-loss behavior are unrelated classification/model-input bugs." + "reason": "Wrong input_ids/inputs_embeds validation messages and degenerate zero-loss classification behavior are unrelated bugs." } ] }, @@ -4882,15 +4774,15 @@ { "label": "issue", "component_index": 1, - "component_count": 18, + "component_count": 17, "review_unit_index": 15, - "review_unit_count": 49, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-414", + "cluster_id": "cluster-10000-426", "nodes": [ "issue:30064", "issue:36331", @@ -4943,10 +4835,10 @@ ], "soft_pairs": [ "issue:43550|issue:45072", - "issue:43550|issue:43819", "issue:43388|issue:46032", - "issue:43716|issue:44008", "issue:43295|issue:45834", + "issue:43550|issue:43819", + "issue:43716|issue:44008", "issue:44062|issue:44488", "issue:43322|issue:45685", "issue:43335|issue:43756", @@ -4970,196 +4862,196 @@ "issue:43644|issue:43749", "issue:44561|issue:45020" ], - "prepared_review_unit_hash": "64b9ac42c5f7521af769ecd4e8d58ef9131d34af2218bfc71b80548826a966bb", + "prepared_review_unit_hash": "d5d62991e697afb83fe7d97009ad5f4ae5e431bd16484a2f96ff9bc92ccf2da6", "component_budget": { - "node_count": 414, - "item_count": 414, - "soft_pair_count": 1552, - "serialized_chars": 800272, - "estimated_input_tokens": 200068, - "estimated_eval_tokens": 400392 + "node_count": 426, + "item_count": 426, + "soft_pair_count": 1572, + "serialized_chars": 814130, + "estimated_input_tokens": 203533, + "estimated_eval_tokens": 407322 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 36044, - "estimated_input_tokens": 9011, - "estimated_eval_tokens": 18278 + "serialized_chars": 36047, + "estimated_input_tokens": 9012, + "estimated_eval_tokens": 18280 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Loose cluster around Transformers loading/tokenizer/config regressions, but the items mostly describe different model-specific failures or different code paths. None of the soft pairs look like true duplicates or the same fixable change.", - "confidence": 0.74, - "canonical_issue_reason": "issue:43643 is the best anchor: it\u2019s a concrete, reproducible loading regression in a core API path (`AutoConfig.from_pretrained` + `trust_remote_code`) and sits near several other loading/config-related reports.", + "summary": "No soft pair looks like a true duplicate; these are mostly unrelated bug reports that share broad subsystem vocabulary (tokenizers, processors, remote_code, dtype, loading). No PRs are present. I\u2019d use issue 45020 as the broadest issue anchor, but only because the set lacks a clearer canonical duplicate hub.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 45020 is the broadest, most central regression report in the set (\u201cRecent transformers versions break models using `remote_code`\u201d) and has enough scope to serve as the least-bad anchor when no duplicate cluster is obvious.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43643 is the strongest global representative because it is specific enough to be actionable yet broad enough to cover a family of nearby loading regressions without being model-specific.", + "best_issue_reason": "Issue 45020 is the strongest global representative: broad scope, regression framing, and multiple references make it a better anchor than the very specific single-model bug reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43550", "right": "issue:45072", "accept": false, - "reason": "Both mention Bamba/SDPA-style failures, but one is a `torch.compile` + SDPA bug and the other is a bf16 dtype mismatch; different failure modes and fixes." + "reason": "Different models and different failure modes: torch.compile+SDPA vs bfloat16 dtype mismatch." }, { - "left": "issue:43550", - "right": "issue:43819", + "left": "issue:43388", + "right": "issue:46032", "accept": false, - "reason": "`torch.compile`/SDPA on Bamba is unrelated to DAC `from_latents` vs forward-pass mismatch; different model families and code paths." + "reason": "Different code paths: metric gathering/last-batch label handling vs Mamba2 cache behavior with seq_len>1." }, { - "left": "issue:43388", - "right": "issue:46032", + "left": "issue:43295", + "right": "issue:45834", "accept": false, - "reason": "Both are cache/batch-behavior bugs, but one is metrics label truncation and the other is Mamba2 `use_cache` corruption; not the same underlying bug." + "reason": "Both involve processors/tokenizers, but one is a processor.tokenizer regression and the other is a long OCR-input index error in Kosmos2.5." }, { - "left": "issue:43716", - "right": "issue:44008", + "left": "issue:43550", + "right": "issue:43819", "accept": false, - "reason": "Both are dtype/model-input mismatches, but one is Mistral image preprocessor vs model dtype and the other is a Gemma3n variable-name collision; unrelated fixes." + "reason": "Unrelated bugs: Bamba compile/SDPA failure vs DAC.from_latents/STE mismatch." }, { - "left": "issue:43295", - "right": "issue:45834", + "left": "issue:43716", + "right": "issue:44008", "accept": false, - "reason": "Both involve loading/processing regressions, but one is a processor/tokenizer API break and the other is a Kosmos2.5 OCR index error; no shared code-path." + "reason": "Different models and distinct bugs: image preprocessor dtype mismatch vs Gemma3n variable-name collision in forward()." }, { "left": "issue:44062", "right": "issue:44488", "accept": false, - "reason": "Both are tokenizer-load failures, but one is an `AddedToken` construction error and the other is a model loading failure for `cjvt/sleng-bert`; different root causes." + "reason": "Both are tokenizer-loading issues, but one is an AddedToken keyword collision and the other is a model-specific load failure." }, { "left": "issue:43322", "right": "issue:45685", "accept": false, - "reason": "Segmentation fault loading Llava Next is unrelated to the MPS histogram dtype error in moe; different subsystems and bug classes." + "reason": "Completely different failures: Llava Next loading segfault vs an MPS histogram kernel limitation." }, { "left": "issue:43335", "right": "issue:43756", "accept": false, - "reason": "SwitchTransformers sparse-layer construction and Smollm3 RoPE-layer omission are both model-architecture bugs, but they are not the same defect or fix." + "reason": "Different architecture/config bugs: sparse layer creation vs RoPE layer dropping in Smollm3." }, { "left": "issue:44186", "right": "issue:44898", "accept": false, - "reason": "LayoutLMv2 tokenizer NER/padding crash and Perceiver interpolation failure are distinct tokenizer vs vision-model issues." + "reason": "Different model families and failure mechanisms; only a broad preprocessing label of tokenization/image handling overlaps." }, { "left": "issue:43950", "right": "issue:45987", "accept": false, - "reason": "Both touch cache/buffer contracts, but one is a `from_pretrained` non-persistent-buffer corruption regression and the other is `StaticCache.get_seq_length()` returning the wrong type; not duplicates." + "reason": "Separate loading/runtime contract bugs: non-persistent buffer corruption vs StaticCache sequence-length return type." }, { "left": "issue:43653", "right": "issue:43819", "accept": false, - "reason": "BigBirdTokenizer special-token registration and DAC `from_latents` mismatch are unrelated tokenizer vs audio-model bugs." + "reason": "Tokenizer special-token registration bug vs DAC latent reconstruction mismatch; no shared underlying bug." }, { "left": "issue:43531", "right": "issue:43643", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and `AutoConfig.from_pretrained` missing fields are different model/config issues with no common fix." + "reason": "Different issues in different layers: Qwen3-MoE sliding_window behavior vs AutoConfig trust_remote_code missing fields." }, { "left": "issue:44843", "right": "issue:45081", "accept": false, - "reason": "Offline-mode `model_info()` call in `_patch_mistral_regex` and the `backend_tokenizer` AttributeError are both Mistral-related but distinct failures at different points." + "reason": "Same helper name, but distinct problems: offline model_info call vs backend_tokenizer attribute crash." }, { "left": "issue:43643", "right": "issue:44877", "accept": false, - "reason": "Both concern config/loading, but one is missing fields from `trust_remote_code` configs and the other is strict config blocking `granite_speech`; different symptoms and likely patches." + "reason": "Both touch config loading, but one is missing fields under trust_remote_code and the other is strict config rejection for granite_speech." }, { "left": "issue:43540", "right": "issue:45381", "accept": false, - "reason": "Qwen3OmniMoe video-input validation and qwen2.5-vl video vision-position ids are separate multimodal bugs." + "reason": "Different multimodal models and different errors: video input ValueError vs wrong vision_position_ids in qwen2.5-vl." }, { "left": "issue:30064", "right": "issue:36331", "accept": false, - "reason": "Image segmentation-map processing and `CustomTrainer.compute_loss()` keyword mismatch are unrelated." + "reason": "Image segmentation-map processing bug vs CustomTrainer compute_loss signature regression; unrelated." }, { "left": "issue:44448", "right": "issue:44671", "accept": false, - "reason": "Pegasus v4/v5 output difference and CamemBERT masked-LM predictions are different model behavior regressions, not the same bug." + "reason": "Different model outputs/regressions: Pegasus generation drift vs CamemBERT masked-LM prediction error." }, { "left": "issue:43577", "right": "issue:43818", "accept": false, - "reason": "Blip2 dtype handling and Video-LLaVA temporal-attention/weight-sharing issues are unrelated model-loading defects." + "reason": "Different models and bugs: BLIP2 dtype handling vs Video-LLaVA temporal-attention/weight-sharing issue." }, { "left": "issue:43421", "right": "issue:44811", "accept": false, - "reason": "TokenizerBackend post-processor update on special-token changes and Whisper `batch_decode` skipping special tokens are different tokenizer behaviors." + "reason": "Related to special tokens/decoding, but one is runtime post-processor refresh and the other is Whisper batch_decode skip_special_tokens behavior." }, { "left": "issue:43782", "right": "issue:44977", "accept": false, - "reason": "Qwen3VL `weight_only=True` load failure and Qwen3.5 flash-attention generation issue are separate loading vs inference-path bugs." + "reason": "Different Qwen variants and distinct failures: weight_only load error vs flash-attention generation bug." }, { "left": "issue:41720", "right": "issue:44991", "accept": false, - "reason": "Qwen3 auto device mapping CUDA assert and tokenizer loading for EMBEDDIA/est-roberta are unrelated failures." + "reason": "No shared underlying bug: CUDA assert on device mapping vs tokenizer loading failure for a specific model." }, { "left": "issue:44821", "right": "issue:45084", "accept": false, - "reason": "AutoImageProcessor URL loading and template-node compilation errors are unrelated API failures." + "reason": "Different code paths: AutoImageProcessor URL loading vs template compilation error." }, { "left": "issue:39692", "right": "issue:45834", "accept": false, - "reason": "SigLIP2 doc-example errors and Kosmos2.5 OCR index error are not the same bug or change." + "reason": "Documentation/example errors vs a runtime OCR index error; not the same bug." }, { "left": "issue:45584", "right": "issue:45834", "accept": false, - "reason": "Whisper empty-transcription generation and Kosmos2.5 long-OCR index error are different multimodal inference bugs." + "reason": "Whisper empty-transcription generation bug is unrelated to Kosmos2.5 long OCR input indexing." }, { "left": "issue:44186", "right": "issue:44442", "accept": false, - "reason": "LayoutLMv2 tokenizer NER crash and FastSpeech2ConformerTokenizer auto-loading failure are both tokenizer-related but not the same concrete problem." + "reason": "Tokenizer crash on NER/batching vs AutoTokenizer failing to load a specific tokenizer class." }, { "left": "issue:43644", "right": "issue:43749", "accept": false, - "reason": "Non-persistent buffer corruption and FSDP CPU RAM-efficient loading are both loading-related, but they affect different mechanisms and fixes." + "reason": "Both are loading-related regressions, but one corrupts non-persistent buffers and the other breaks FSDP CPU RAM-efficient loading." }, { "left": "issue:44561", "right": "issue:45020", "accept": false, - "reason": "Both are broad remote-code breakages, but one is `is_torch_fx_available` removal and the other is a general recent-version complaint; too vague to treat as the same underlying bug." + "reason": "Both mention remote_code, but one is a specific missing-function regression and the other is a broad class of recent remote_code failures." } ] }, @@ -5173,15 +5065,15 @@ { "label": "issue", "component_index": 1, - "component_count": 18, + "component_count": 17, "review_unit_index": 16, - "review_unit_count": 49, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-414", + "cluster_id": "cluster-10000-426", "nodes": [ "issue:28218", "issue:29159", @@ -5234,13 +5126,13 @@ "soft_pairs": [ "issue:43606|issue:45072", "issue:44479|issue:45834", - "issue:43577|issue:43582", "issue:43825|issue:43994", + "issue:43577|issue:43582", "issue:34634|issue:36010", - "issue:43825|issue:43827", - "issue:44485|issue:44509", "issue:44805|issue:44936", "issue:44671|issue:45701", + "issue:44485|issue:44509", + "issue:43825|issue:43827", "issue:28218|issue:29159", "issue:44610|issue:45072", "issue:43720|issue:45072", @@ -5251,8 +5143,8 @@ "issue:45081|issue:45406", "issue:43650|issue:43906", "issue:43262|issue:43819", - "issue:43526|issue:43697", "issue:44060|issue:44368", + "issue:43526|issue:43697", "issue:34634|issue:36331", "issue:43653|issue:44912", "issue:45084|issue:45538", @@ -5260,14 +5152,14 @@ "issue:43742|issue:45020", "issue:43329|issue:45600" ], - "prepared_review_unit_hash": "9d801691627dc0d817433e5eac028c5a2783eb613d93fbb39754c2c6f0f7eb5e", + "prepared_review_unit_hash": "1d094772d2e3c090a0fbde006fa41bb31311a7a86f1f8b8a378aa2b0f84cd0fe", "component_budget": { - "node_count": 414, - "item_count": 414, - "soft_pair_count": 1552, - "serialized_chars": 800272, - "estimated_input_tokens": 200068, - "estimated_eval_tokens": 400392 + "node_count": 426, + "item_count": 426, + "soft_pair_count": 1572, + "serialized_chars": 814130, + "estimated_input_tokens": 203533, + "estimated_eval_tokens": 407322 }, "budget": { "node_count": 47, @@ -5282,196 +5174,199 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a true duplicate set: it spans many unrelated tokenizer, model-loading, processor, and training bugs. A few pairs are superficially similar, but none look like the same concrete underlying defect or a single PR-worthy fix.", - "confidence": 0.93, - "canonical_issue_reason": "No strong canonical issue exists because the items are heterogeneous. If forced, issue 45020 is the broadest umbrella report, but it is still not a duplicate target for the rest of the cluster.", + "summary": "These items are mostly unrelated issues spanning tokenization, multimodal processors, loading, training, and docs. I only see one plausible duplicate pair in the tokenizer-added-token spacing reports; the rest should stay separate.", + "confidence": 0.83, + "canonical_issue_reason": "No single issue cleanly represents the full set because the artifacts span many unrelated bugs. The tokenizer spacing/inconsistency reports are the only plausible duplicate subcluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45020 is the most globally representative only in the sense that it is broad and user-facing, but it does not capture the other reports as one bug, so it is a weak canonical choice.", + "best_issue_reason": "If a representative issue must be chosen, issue 28218 is the most concrete user-facing report of the tokenizer-added-token spacing bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43606", "right": "issue:45072", "accept": false, - "reason": "Both mention inference mismatches, but they affect different models and likely different code paths/root causes." + "reason": "Both are inference dtype/mismatch failures, but they affect different models and code paths; not the same bug." }, { "left": "issue:44479", "right": "issue:45834", "accept": false, - "reason": "One is a video regression in Qwen VL models; the other is a Kosmos2.5 OCR length/index error. Different bugs." + "reason": "Different model families and different failures: a broad video-input regression vs an OCR length/index error." }, { - "left": "issue:43577", - "right": "issue:43582", + "left": "issue:43825", + "right": "issue:43994", "accept": false, - "reason": "Blip2 dtype loading and Apple Silicon allocator TypeError are unrelated." + "reason": "One is a wrong pipeline error message about removed translation tasks; the other is a model output regression. Same words, different bug." }, { - "left": "issue:43825", - "right": "issue:43994", + "left": "issue:43577", + "right": "issue:43582", "accept": false, - "reason": "A pipeline error message about removed translation support is unrelated to SigLIP2 producing bad outputs." + "reason": "Blip2 dtype propagation and an Apple Silicon allocator TypeError are unrelated." }, { "left": "issue:34634", "right": "issue:36010", "accept": false, - "reason": "BarkProcessor voice preset handling and GenerationMixin import failure are different subsystems and defects." + "reason": "BarkProcessor voice preset behavior and a GenerationMixin import error are unrelated issues." }, { - "left": "issue:43825", - "right": "issue:43827", + "left": "issue:44805", + "right": "issue:44936", "accept": false, - "reason": "These are related follow-ups around v5 pipeline removals, but one is an error message issue and the other is docs cleanup, not the same bug." + "reason": "Both mention failures at runtime, but the underlying contexts differ; this is not one concrete bug." }, { - "left": "issue:44485", - "right": "issue:44509", + "left": "issue:44671", + "right": "issue:45701", "accept": false, - "reason": "GLM-5 RoPE implementation discussion is unrelated to documentation still referencing removed pipeline tasks." + "reason": "CamemBERT masked-LM regression is not the same underlying issue as a broad tokenizer-version change report." }, { - "left": "issue:44805", - "right": "issue:44936", + "left": "issue:44485", + "right": "issue:44509", "accept": false, - "reason": "Different failures: a mask/index shape mismatch versus trainer.evaluate() breaking after train()." + "reason": "GLM-5 RoPE implementation discussion and v5 pipeline doc leftovers are unrelated." }, { - "left": "issue:44671", - "right": "issue:45701", + "left": "issue:43825", + "right": "issue:43827", "accept": false, - "reason": "CamemBERT masked-LM regression and a broad tokenization-change report are not the same concrete issue." + "reason": "One is a runtime error message, the other is docs still referencing removed pipelines; related topic, not the same bug." }, { "left": "issue:28218", "right": "issue:29159", - "accept": false, - "reason": "Both are tokenizer-related, but one is about added-token spacing and the other about slow/fast tokenizer inconsistency; too broad to merge." + "accept": true, + "reason": "Both describe the same tokenizer added-token spacing/inconsistency problem; 29159 is the broader slow-vs-fast framing of the same symptom." }, { "left": "issue:44610", "right": "issue:45072", "accept": false, - "reason": "Different models and different dtype/input-size problems; not the same bug." + "reason": "Different model-specific bugs: image size mismatch versus dtype mismatch." }, { "left": "issue:43720", "right": "issue:45072", "accept": false, - "reason": "BitNet packed-weight loading and generic bfloat16 dtype mismatches are unrelated." + "reason": "Packed-weight loading failure in BitNet is unrelated to the dtype mismatch reports." }, { "left": "issue:43782", "right": "issue:45325", "accept": false, - "reason": "Qwen3VL weight_only loading failure and Qwen2.5-VL rope-index scaling are separate bugs." + "reason": "A weight_only loading error and a RoPE position-id scaling bug are different code paths." }, { "left": "issue:42175", "right": "issue:45081", "accept": false, - "reason": "Package/backend installation issue versus a tokenizer patch crash; no shared underlying defect." + "reason": "Backend package selection and a tokenizer regex crash are unrelated." }, { "left": "issue:43749", "right": "issue:44291", "accept": false, - "reason": "Both touch model loading, but one is FSDP CPU RAM-efficient loading and the other is init_empty_weights argument handling." + "reason": "Both are loading-related, but one is FSDP CPU RAM efficient loading and the other is init_empty_weights argument handling; not the same bug." }, { "left": "issue:43582", "right": "issue:44857", "accept": false, - "reason": "Apple Silicon warmup TypeError and CUDA AMP loss crash are unrelated runtime failures." + "reason": "Apple Silicon warmup TypeError and CUDA float16 loss crash are unrelated." }, { "left": "issue:45081", "right": "issue:45406", "accept": false, - "reason": "Different objects and different missing-attribute failures; not the same code path." + "reason": "Both mention missing tokenizer/processor attributes, but they occur in different components and are not the same concrete failure." }, { "left": "issue:43650", "right": "issue:43906", "accept": false, - "reason": "One is a nonspecific request, the other a reproduction of another issue; not duplicates." + "reason": "The titles do not describe the same bug; one is nonspecific noise and the other is a reproduction of a different issue." }, { "left": "issue:43262", "right": "issue:43819", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and DAC latent reconstruction mismatch are unrelated." + "reason": "Audio chat-template sampling-rate handling and DAC latent reconstruction are unrelated." }, { - "left": "issue:43526", - "right": "issue:43697", + "left": "issue:44060", + "right": "issue:44368", "accept": false, - "reason": "BeitImageProcessorFast label reduction and RTDetrV2 output drift are separate bugs." + "reason": "Both concern warning behavior, but they target different models and different tied-weight logic." }, { - "left": "issue:44060", - "right": "issue:44368", + "left": "issue:43526", + "right": "issue:43697", "accept": false, - "reason": "Both involve tied-weights warnings, but the concrete problems differ and do not look like one mergeable fix." + "reason": "BeitImageProcessorFast label reduction and RTDetrV2 output drift are unrelated." }, { "left": "issue:34634", "right": "issue:36331", "accept": false, - "reason": "BarkProcessor voice preset and CustomTrainer.compute_loss signature mismatch are unrelated." + "reason": "BarkProcessor voice_preset and Trainer.compute_loss signature mismatch are unrelated." }, { "left": "issue:43653", "right": "issue:44912", "accept": false, - "reason": "Tokenizer special-token registration and MXFP4 quantization fallback are different issues." + "reason": "Tokenizer special-token registration and MXFP4 quantization loading are unrelated." }, { "left": "issue:45084", "right": "issue:45538", "accept": false, - "reason": "Template compilation error and CLIPTokenizer max-length bug are unrelated." + "reason": "Template compilation failure and CLIPTokenizer max length are unrelated." }, { "left": "issue:43526", "right": "issue:44554", "accept": false, - "reason": "A label-reduction bug is unrelated to an MPS attention correctness issue." + "reason": "Image label reduction and MPS attention correctness are unrelated." }, { "left": "issue:43742", "right": "issue:45020", "accept": false, - "reason": "A specific MobileLLM key error is not the same underlying problem as the broad remote_code regression." + "reason": "A key error loading one model is not the same as the broad remote_code breakage report." }, { "left": "issue:43329", "right": "issue:45600", "accept": false, - "reason": "Multimodal token counting bug and removed auto-mapping references are unrelated." + "reason": "A multimodal token-counting video branch bug and stale auto_mappings config references are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: it correctly treats the set as mostly unrelated and conservatively isolates only the tokenizer added-token spacing / slow-vs-fast inconsistency pair as a plausible duplicate subcluster. The soft-edge verdicts stay on the cautious side and do not overmerge distinct model-specific or component-specific failures." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 1, - "component_count": 18, + "component_count": 17, "review_unit_index": 17, - "review_unit_count": 49, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-414", + "cluster_id": "cluster-10000-426", "nodes": [ "issue:34567", "issue:36010", @@ -5524,11 +5419,11 @@ ], "soft_pairs": [ "issue:44589|issue:45042", - "issue:43746|issue:44811", - "issue:45459|issue:45803", "issue:43638|issue:44936", + "issue:43746|issue:44811", "issue:43452|issue:44991", "issue:44387|issue:44617", + "issue:45459|issue:45803", "issue:36010|issue:43645", "issue:43550|issue:44912", "issue:43819|issue:43927", @@ -5544,242 +5439,239 @@ "issue:43262|issue:44811", "issue:43329|issue:44479", "issue:42490|issue:43257", - "issue:43749|issue:44756", "issue:43643|issue:45759", + "issue:43749|issue:44756", "issue:43329|issue:43450", "issue:34567|issue:40990", "issue:43606|issue:45859", - "issue:43257|issue:43931", "issue:44568|issue:45356", + "issue:43257|issue:43931", "issue:44849|issue:45701" ], - "prepared_review_unit_hash": "99f221b6c374693eaccfdc53c5cd1769c27b79d6a95988430adc737dd47c335a", + "prepared_review_unit_hash": "a7350aab048b85191ff87c2820f241f62f83f77a043af8d4ea088b33acb607a3", "component_budget": { - "node_count": 414, - "item_count": 414, - "soft_pair_count": 1552, - "serialized_chars": 800272, - "estimated_input_tokens": 200068, - "estimated_eval_tokens": 400392 + "node_count": 426, + "item_count": 426, + "soft_pair_count": 1572, + "serialized_chars": 814130, + "estimated_input_tokens": 203533, + "estimated_eval_tokens": 407322 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36617, - "estimated_input_tokens": 9155, - "estimated_eval_tokens": 18566 + "serialized_chars": 36616, + "estimated_input_tokens": 9154, + "estimated_eval_tokens": 18564 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated Transformer bugs with one plausible duplicate pair around the Qwen video-input regression. I would keep only issue:43329 \u2194 issue:44479 as a duplicate/soft-duplicate candidate; the rest differ by model family, failure mode, or code path.", - "confidence": 0.77, - "canonical_issue_reason": "issue:44479 is the best canonical issue in this packet because its title describes a broader video-input regression across several Qwen VL variants, which makes it a reasonable anchor for the accepted soft pair.", + "summary": "This cluster is not a true duplicate set: it mixes many unrelated Transformers issues across training, loading, tokenization, multimodal/video, audio, quantization, and offload paths. The soft edges mostly reflect broad subsystem similarity, not the same underlying bug.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue\u2014the items are distinct bug reports with different root causes and code paths.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 is the strongest single issue to represent the cluster because it has the broadest affected-model scope among the paired video-regression reports and reads like the more general symptom-level entry.", + "best_issue_reason": "No single issue is a good representative for the cluster because it is too heterogeneous.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44589", "right": "issue:45042", "accept": false, - "reason": "Different bug classes: float8 storage lookup vs PIL/torchvision dependency handling." - }, - { - "left": "issue:43746", - "right": "issue:44811", - "accept": false, - "reason": "Both involve loading/processing, but they target different components and failure modes." + "reason": "Different failures: Float8 storage import error vs PIL image processor torchvision dependency." }, { - "left": "issue:45459", - "right": "issue:45803", + "left": "issue:43638", + "right": "issue:44936", "accept": false, - "reason": "Both mention exception handling, but in different code paths and with different symptoms." + "reason": "Unrelated trainer bugs: Deepspeed/ZeRO3 index error vs evaluate-after-train behavior." }, { - "left": "issue:43638", - "right": "issue:44936", + "left": "issue:43746", + "right": "issue:44811", "accept": false, - "reason": "Separate training/evaluation failures without a shared concrete root cause." + "reason": "Different code paths: local checkpoint loading with PEFT vs Whisper batch_decode skip_special_tokens." }, { "left": "issue:43452", "right": "issue:44991", "accept": false, - "reason": "Both are loading regressions, but for different assets and likely different code paths." + "reason": "Both are loading/tokenizer problems, but the model targets and failure modes are different." }, { "left": "issue:44387", "right": "issue:44617", "accept": false, - "reason": "OOM reports for different models and memory paths." + "reason": "Both mention OOM, but one is an int4 quantization memory regression and the other is model-specific video OOM." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both involve bad exception handling, but in different functions with different symptoms and fixes." }, { "left": "issue:36010", "right": "issue:43645", "accept": false, - "reason": "ImportError for GenerationMixin is unrelated to notebook custom-model initialization." + "reason": "Different regressions: GenerationMixin import breakage vs Jupyter custom-model initialization." }, { "left": "issue:43550", "right": "issue:44912", "accept": false, - "reason": "Different model/runtime failures: torch.compile+SDPA vs MXFP4 loading behavior." + "reason": "Unrelated issues: torch.compile/SDPA failure vs MXFP4 quantization loading fallback." }, { "left": "issue:43819", "right": "issue:43927", "accept": false, - "reason": "Distinct bugs: DAC latent mismatch vs DiaConfig token-ID persistence." + "reason": "Different models and bugs: DAC forward/from_latents mismatch vs DiaConfig token ID persistence." }, { "left": "issue:43854", "right": "issue:44977", "accept": false, - "reason": "Both are generation/loading issues at a broad level, but the models and symptoms differ." + "reason": "Both are model-specific inference failures, but GLM loading and Qwen3.5 flash-attention are separate problems." }, { "left": "issue:43257", "right": "issue:43329", "accept": false, - "reason": "Qwen3 MoE loading/conversion is unrelated to multimodal video token counting." + "reason": "Different bugs: MoE weight conversion during accelerate/deepspeed loading vs undefined video token-counting variables." }, { "left": "issue:39692", "right": "issue:44912", "accept": false, - "reason": "Documentation/example failures are not the same as quantized model loading behavior." + "reason": "Unrelated: SigLIP2 docs/example issues vs Qwen/gpt-oss quantization behavior." }, { "left": "issue:43720", "right": "issue:44610", "accept": false, - "reason": "Packed-weight loading and image-size mismatch are unrelated problems." + "reason": "Different code paths: accelerate weight unpacking vs OmDet-Turbo processor image-size mismatch." }, { "left": "issue:38175", "right": "issue:44610", "accept": false, - "reason": "Different model output/shape problems with no clear shared code path." + "reason": "Different symptoms: zero probabilities in SigLIP2 vs incorrect processor output shape." }, { "left": "issue:43454", "right": "issue:43577", "accept": false, - "reason": "Weight tying failure and dtype propagation are separate loading defects." + "reason": "Separate model bugs: lm_head weight tying vs dtype propagation for BLIP2/QFormer." }, { "left": "issue:36010", "right": "issue:36331", "accept": false, - "reason": "Importing GenerationMixin and custom compute_loss signature handling are unrelated API issues." + "reason": "Different areas: import error for GenerationMixin vs CustomTrainer compute_loss signature change." }, { "left": "issue:43531", "right": "issue:45042", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to PIL backend requirements." + "reason": "No shared underlying bug; Qwen3-MoE sliding-window logic is unrelated to PIL/torchvision imports." }, { "left": "issue:43257", "right": "issue:43696", "accept": false, - "reason": "A loading/conversion bug and a plain CUDA OOM are not the same issue." + "reason": "Both are Qwen/generation related only at a high level; MoE loading and GPT-oss OOM are unrelated." }, { "left": "issue:43262", "right": "issue:44811", "accept": false, - "reason": "Audio chat-template sampling-rate defaults and Whisper batch_decode token skipping are different behaviors." + "reason": "Both touch audio processors, but one is chat-template sampling rate and the other is batch_decode special-token handling." }, { "left": "issue:43329", "right": "issue:44479", - "accept": true, - "reason": "These look like the same underlying Qwen video-input regression: 43329 points to the broken video-token counting branch, and 44479 reports the broader downstream failure across the same model family." + "accept": false, + "reason": "Both involve video multimodal paths, but one is an undefined-variable bug in token counting and the other is a broader video-input regression." }, { "left": "issue:42490", "right": "issue:43257", "accept": false, - "reason": "Local-path import warnings and Qwen3 MoE loading/conversion are unrelated." + "reason": "Unrelated: trailing-slash local model import warning vs Qwen3 MoE conversion/loading." }, { - "left": "issue:43749", - "right": "issue:44756", + "left": "issue:43643", + "right": "issue:45759", "accept": false, - "reason": "Different loading/memory issues: FSDP CPU RAM efficient loading vs mmap on Strix Halo OOM." + "reason": "Different config-loading problems: missing fields with trust_remote_code vs not unwrapping text_config in from_config." }, { - "left": "issue:43643", - "right": "issue:45759", + "left": "issue:43749", + "right": "issue:44756", "accept": false, - "reason": "Missing config fields with trust_remote_code is different from unwrapping text_config in composite multimodal configs." + "reason": "Both concern loading/memory, but FSDP CPU-efficient loading and Strix Halo mmap OOM are different issues." }, { "left": "issue:43329", "right": "issue:43450", "accept": false, - "reason": "Video token counting and batched video processor shape are different code paths." + "reason": "Both touch video processing, but token counting with undefined names is not the same as batched video shape handling." }, { "left": "issue:34567", "right": "issue:40990", "accept": false, - "reason": "Trainer token accounting and GPT-oss perplexity are unrelated." + "reason": "Completely different bugs: trainer token-count tracking vs GPT-oss perplexity." }, { "left": "issue:43606", "right": "issue:45859", "accept": false, - "reason": "CPU offload device mismatch is unrelated to Qwen3_5Moe rotary embedding compatibility." + "reason": "Both mention CPU offload, but the affected models and failure mechanisms differ." }, { - "left": "issue:43257", - "right": "issue:43931", + "left": "issue:44568", + "right": "issue:45356", "accept": false, - "reason": "Different Qwen loading failures with different symptoms and likely different root causes." + "reason": "Both are tokenizer regressions, but they affect different models and have different mechanics." }, { - "left": "issue:44568", - "right": "issue:45356", + "left": "issue:43257", + "right": "issue:43931", "accept": false, - "reason": "Tokenizer special-token insertion and codec handling regressions are separate bugs." + "reason": "Different loading failures: Qwen3 MoE conversion under accelerate/deepspeed vs Qwen3-VL weight-shape mismatch." }, { "left": "issue:44849", "right": "issue:45701", "accept": false, - "reason": "Hidden-state behavior in Qwen3.5 is not the same as broader tokenization changes across versions." + "reason": "Same general tokenization area, but output_hidden_states in Qwen3.5 is not the same as a broad tokenization-version change." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The cluster-level conclusion is mostly conservative, and the one accepted soft pair (issue:43329 vs issue:44479) is plausible. However, the canonical/best-issue rationale overstates what is supported by the packet: the metadata only shows titles and discussion counts, so claims like \"clearly reproducible,\" \"user-facing,\" and \"umbrella symptom\" are not directly grounded. Please soften those statements to match the evidence available from the packet alone." - }, - "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 1, - "component_count": 18, + "component_count": 17, "review_unit_index": 18, - "review_unit_count": 49, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-414", + "cluster_id": "cluster-10000-426", "nodes": [ "issue:24643", "issue:28282", @@ -5802,7 +5694,6 @@ "issue:43742", "issue:43749", "issue:43756", - "issue:43782", "issue:43824", "issue:43906", "issue:43927", @@ -5836,11 +5727,11 @@ "issue:42915|issue:43742", "issue:44291|issue:45042", "issue:42915|issue:44821", - "issue:43452|issue:43582", "issue:44987|issue:45538", + "issue:43452|issue:43582", + "issue:42915|issue:45538", "issue:41720|issue:43540", "issue:43697|issue:45357", - "issue:42915|issue:45538", "issue:43927|issue:44912", "issue:44479|issue:45381", "issue:33357|issue:34567", @@ -5849,230 +5740,247 @@ "issue:43317|issue:45538", "issue:43540|issue:44560", "issue:43257|issue:43756", - "issue:43577|issue:45072", "issue:44987|issue:45907", "issue:44062|issue:44991", - "issue:45137|issue:45405", + "issue:43577|issue:45072", "issue:24643|issue:29159", + "issue:45137|issue:45405", "issue:28282|issue:34689", "issue:43742|issue:44291", "issue:42175|issue:44488", "issue:42915|issue:43749", - "issue:44737|issue:45588", - "issue:43404|issue:45987", "issue:42175|issue:44938", "issue:43906|issue:45381", + "issue:43404|issue:45987", "issue:28282|issue:29127", - "issue:43582|issue:43782" + "issue:44737|issue:45588" ], - "prepared_review_unit_hash": "64efa54ddb92119ebb1d85079f07cb2a53af388dfb2e103738475ba9717b6f3b", + "prepared_review_unit_hash": "6661babc874433a1a082b9ad04b5c0ae0bd9ae6d9a7b5d5d83f7b5532faf32ff", "component_budget": { - "node_count": 414, - "item_count": 414, - "soft_pair_count": 1552, - "serialized_chars": 800272, - "estimated_input_tokens": 200068, - "estimated_eval_tokens": 400392 + "node_count": 426, + "item_count": 426, + "soft_pair_count": 1572, + "serialized_chars": 814130, + "estimated_input_tokens": 203533, + "estimated_eval_tokens": 407322 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37685, - "estimated_input_tokens": 9422, - "estimated_eval_tokens": 19100 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36811, + "estimated_input_tokens": 9203, + "estimated_eval_tokens": 18662 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated Transformers bugs. The only clear duplicate-like pair is the Qwen video-input regression pair; the rest are only superficially similar by subsystem or model family and should stay separate.", - "confidence": 0.89, - "canonical_issue_reason": "issue:44479 is the best representative of the only coherent subgroup: a broad v5.3.0 Qwen video-input regression affecting multiple models, with a narrower companion issue (45381) pointing at the same area.", + "summary": "Most items are unrelated to each other; the only clear duplicate pair is the Qwen video-input regression around v5.3.0. I\u2019d keep issue 44479 as the canonical report and treat 45381 as its narrower duplicate.", + "confidence": 0.72, + "canonical_issue_reason": "44479 is the broad umbrella report for the shared Qwen video-input regression across several model variants, so it best captures the underlying bug family.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 is the strongest cluster anchor because it describes a concrete regression, spans multiple affected Qwen variants, and has the clearest overlap with the one acceptable soft pair.", + "best_issue_reason": "44479 is the most representative and actionable issue in the cluster because it names the regression broadly and aligns with the one clear duplicate pair.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44568", "right": "issue:45488", "accept": false, - "reason": "Both are tokenizer regressions, but one is about add_special_tokens/BOS-EOS behavior and the other about LlamaTokenizer overriding tokenizer.json pre-tokenization; different bugs." + "reason": "Both are tokenizer regressions, but they involve different tokenizer classes and failure modes; not the same concrete bug." }, { "left": "issue:29159", "right": "issue:34567", "accept": false, - "reason": "Tokenizer slow/fast inconsistency and TrainerState token counting are unrelated code paths and symptoms." + "reason": "Tokenizer slow/fast inconsistency and TrainerState token counting are unrelated subsystems and bugs." }, { "left": "issue:42915", "right": "issue:43742", "accept": false, - "reason": "Qwen3Moe FP8 loading failure and MobileLLM key error are different model-loading problems." + "reason": "Different model-loading failures with different triggers and code paths." }, { "left": "issue:44291", "right": "issue:45042", "accept": false, - "reason": "Unexpected _is_hf_initialized during init_empty_weights is unrelated to the PIL backend's torchvision dependency regression." + "reason": "One is an init_empty_weights constructor issue; the other is a PIL/torchvision backend requirement regression." }, { "left": "issue:42915", "right": "issue:44821", "accept": false, - "reason": "Quantization/model-loading failure and AutoImageProcessor URL loading are not the same bug." + "reason": "FineGrainedFP8Config loading and AutoImageProcessor-from-URL are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "These are different tokenizer/model_max_length issues with no clear shared code-path." }, { "left": "issue:43452", "right": "issue:43582", "accept": false, - "reason": "gguf_file tokenizer/model loading and AppleSilicon caching_allocator_warmup TypeError are unrelated." + "reason": "One is a gguf/tokenizer/model loading breakage; the other is an Apple Silicon caching allocator TypeError." }, { - "left": "issue:44987", + "left": "issue:42915", "right": "issue:45538", "accept": false, - "reason": "A model-loading regression for a specific repo and CLIPTokenizer's absurd model_max_length are different issues." + "reason": "Different features and symptoms; only a broad Transformers version complaint in common." }, { "left": "issue:41720", "right": "issue:43540", "accept": false, - "reason": "Both mention Qwen and failures, but one is device-mapping/cuda assert and the other is video-input processing; not the same bug." + "reason": "Both mention Qwen and runtime failures, but the affected model families and failure paths differ." }, { "left": "issue:43697", "right": "issue:45357", "accept": false, - "reason": "RTDetrV2 output divergence and Qwen3.5 save_pretrained key corruption are unrelated." - }, - { - "left": "issue:42915", - "right": "issue:45538", - "accept": false, - "reason": "Qwen3Moe FP8 loading and CLIP tokenizer max_length are unrelated." + "reason": "RTDetr output drift and Qwen3.5 save_pretrained key handling are unrelated." }, { "left": "issue:43927", "right": "issue:44912", "accept": false, - "reason": "DiaConfig token ID persistence and MXFP4 quantization fallback are different failure modes." + "reason": "DiaConfig save/load token IDs and MXFP4 quantization fallback are different bugs." }, { "left": "issue:44479", "right": "issue:45381", "accept": true, - "reason": "45381 is a narrower manifestation of the same Qwen video-input regression covered by 44479, both centered on broken video position handling in v5.3.0." + "reason": "Both describe the same Qwen video-input regression; 45381 is a narrower symptom report of the broader 44479 issue." }, { "left": "issue:33357", "right": "issue:34567", "accept": false, - "reason": "MacOS CLIP bus error and TrainerState token counter stalling are unrelated." + "reason": "MacOS CLIP bus error and token-count tracking are unrelated." }, { "left": "issue:42175", "right": "issue:43824", "accept": false, - "reason": "Missing TensorFlow in the torch extra and missing Qwen2_5_VLForConditionalGeneration export are separate packaging/import issues." + "reason": "Backend packaging/install issue versus missing model import; not the same bug." }, { "left": "issue:43540", "right": "issue:44479", "accept": false, - "reason": "Both are video-related, but they affect different Qwen model families and likely different code paths." + "reason": "Both are video-input related, but the model family and reported failure differ enough that they do not clearly share one concrete bug." }, { "left": "issue:43317", "right": "issue:45538", "accept": false, - "reason": "Device-map/offload dequantization failure is unrelated to CLIPTokenizer's model_max_length bug." + "reason": "Device-map/offload loading failure and CLIP tokenizer max-length bug are unrelated." }, { - "left": "issue:43257", - "right": "issue:43756", + "left": "issue:43540", + "right": "issue:44560", "accept": false, - "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed and Smollm3 RoPE layer loss are unrelated." + "reason": "Different Qwen video-processing failures with different model variants and symptoms." }, { - "left": "issue:43577", - "right": "issue:45072", + "left": "issue:43257", + "right": "issue:43756", "accept": false, - "reason": "Blip2 dtype persistence and SwitchTransformers/TimmWrapper bfloat16 mismatches are distinct dtype issues with different models." + "reason": "Qwen3 MoE weight conversion and Smollm3 RoPE-layer handling are separate model-specific issues." }, { "left": "issue:44987", "right": "issue:45907", "accept": false, - "reason": "Model loading failure and list_repo_files not forwarding revision are unrelated." + "reason": "Model loading regression and a repo listing API forwarding bug are unrelated." }, { "left": "issue:44062", "right": "issue:44991", "accept": false, - "reason": "AddedToken special-kwarg TypeError and tokenizer loading failure for est-roberta are not the same defect." + "reason": "The latter may surface a tokenizer-loading problem, but the titles do not establish the same underlying AddedToken bug." }, { - "left": "issue:45137", - "right": "issue:45405", + "left": "issue:43577", + "right": "issue:45072", "accept": false, - "reason": "DeepSpeed ZeRO3 deque underflow is unrelated to the PEFT minimum-version pin issue." + "reason": "Both concern dtype behavior, but on different models and code paths; not mergeable as one PR/bug." }, { "left": "issue:24643", "right": "issue:29159", "accept": false, - "reason": "DeepSpeed weight dimensionality error and tokenizer slow/fast inconsistency are unrelated." + "reason": "DeepSpeed training weight shape error and tokenizer inconsistency are unrelated." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "ZeRO3 deque error and PEFT version pinning are unrelated." }, { "left": "issue:28282", "right": "issue:34689", "accept": false, - "reason": "Missing PyTorch import and Llama 3.2 Vision model-loading regression are different issues." + "reason": "Missing PyTorch dependency import error and Llama 3.2 vision loading regression are different issues." }, { "left": "issue:43742", "right": "issue:44291", "accept": false, - "reason": "MobileLLM key error and unexpected _is_hf_initialized during init_empty_weights are different loading bugs." + "reason": "MobileLLM key error and init_empty_weights argument mismatch are unrelated loader failures." }, { "left": "issue:42175", "right": "issue:44488", "accept": false, - "reason": "Torch extra backend packaging and inability to load cjvt/sleng-bert are unrelated." + "reason": "Package extras/backend composition issue versus a model-loading failure for a specific checkpoint." }, { "left": "issue:42915", "right": "issue:43749", "accept": false, - "reason": "Qwen3Moe FP8 config failure and FSDP CPU RAM efficient loading broken are different issues." + "reason": "Qwen3Moe FP8 config failure and FSDP CPU RAM efficient loading are different features and failures." }, { - "left": "issue:44737", - "right": "issue:45588", + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Packaging/backends issue and Python 3.14 load failure are not the same underlying bug." + }, + { + "left": "issue:43906", + "right": "issue:45381", "accept": false, - "reason": "XLNet CPU-side arange and flash_attention s_aux=None crash are unrelated code paths." + "reason": "The issue title suggests a reproduction of another bug, but there is no evidence it is the same Qwen video regression." }, { "left": "issue:43404", "right": "issue:45987", "accept": false, - "reason": "lm_head weight tying in Mistral3 and StaticCache returning a tensor instead of int are unrelated." + "reason": "Mistral3 lm_head tying and StaticCache sequence length contract are unrelated." }, { - "left": "issue:43782", - "right": "issue:43582", + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "ImportError for missing PyTorch and LayoutLMv3 box-clarity error are unrelated." + }, + { + "left": "issue:44737", + "right": "issue:45588", "accept": false, - "reason": "Qwen3VL weight_only loading error and AppleSilicon caching_allocator_warmup TypeError are unrelated." + "reason": "XLNet CPU placement bug and flash_attention s_aux=None crash are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The clustering is grounded in the packet: the Qwen v5.3.0 video-input regression pair (44479/45381) is the only clearly related subgroup, and the other soft-edge rejections are conservative and model/code-path specific. No overstatement stands out from the provided titles and descriptions." + "feedback": "The summary is grounded in the packet: 44479 is the broad umbrella Qwen video-input regression, and 45381 is a narrower report that matches the same bug family closely enough to be treated as the clear duplicate pair. The other soft-edge verdicts stay conservative and do not overclaim identity from title-level evidence alone." }, "evaluator_used": true, "retried": false, @@ -6083,15 +5991,15 @@ { "label": "issue", "component_index": 1, - "component_count": 18, + "component_count": 17, "review_unit_index": 19, - "review_unit_count": 49, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-414", + "cluster_id": "cluster-10000-426", "nodes": [ "issue:24643", "issue:29127", @@ -6104,14 +6012,13 @@ "issue:43526", "issue:43531", "issue:43540", - "issue:43577", + "issue:43582", "issue:43643", - "issue:43688", "issue:43697", "issue:43720", "issue:43742", - "issue:43749", "issue:43756", + "issue:43782", "issue:43994", "issue:44062", "issue:44291", @@ -6121,7 +6028,6 @@ "issue:44625", "issue:44792", "issue:44821", - "issue:44843", "issue:44877", "issue:44898", "issue:44913", @@ -6130,9 +6036,9 @@ "issue:45042", "issue:45081", "issue:45216", - "issue:45290", "issue:45325", "issue:45357", + "issue:45372", "issue:45375", "issue:45381", "issue:45405", @@ -6140,10 +6046,12 @@ "issue:45600", "issue:45823", "issue:45920", - "issue:46121" + "issue:46121", + "issue:46170" ], "soft_pairs": [ "issue:38175|issue:44898", + "issue:43582|issue:43782", "issue:43540|issue:45823", "issue:43493|issue:43994", "issue:43526|issue:45479", @@ -6153,8 +6061,8 @@ "issue:44913|issue:46121", "issue:44062|issue:45081", "issue:44792|issue:44964", - "issue:45357|issue:45920", "issue:45042|issue:45081", + "issue:45357|issue:45920", "issue:43452|issue:44488", "issue:43742|issue:44589", "issue:43531|issue:44821", @@ -6166,226 +6074,202 @@ "issue:24643|issue:29127", "issue:44514|issue:45381", "issue:41762|issue:44936", - "issue:43688|issue:43749", - "issue:43452|issue:43577", - "issue:43452|issue:44843", - "issue:44514|issue:45290" + "issue:45372|issue:46170" ], - "prepared_review_unit_hash": "bdf7406f496e1b7144f52f893e469ccc011a692d222abdaf7b07ad534eb2bdfa", + "prepared_review_unit_hash": "511e3a086accf23ce4ef2d7f5b891f529b4c0522b2368e410c2005c794d23c7d", "component_budget": { - "node_count": 414, - "item_count": 414, - "soft_pair_count": 1552, - "serialized_chars": 800272, - "estimated_input_tokens": 200068, - "estimated_eval_tokens": 400392 + "node_count": 426, + "item_count": 426, + "soft_pair_count": 1572, + "serialized_chars": 814130, + "estimated_input_tokens": 203533, + "estimated_eval_tokens": 407322 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 36219, - "estimated_input_tokens": 9055, - "estimated_eval_tokens": 18366 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 25, + "serialized_chars": 35055, + "estimated_input_tokens": 8764, + "estimated_eval_tokens": 17784 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issue reports; only the two SigLIP2 reports look like the same underlying model-quality bug. No PRs are present in this cluster.", - "confidence": 0.66, - "canonical_issue_reason": "Issue 45920 is the broadest, most representative open report: it describes a cross-model tokenizer regression with multiple affected checkpoints and clear reproduction potential.", + "summary": "This cluster is mostly a grab-bag of unrelated Transformers bug reports across different models and code paths; I don\u2019t see any true duplicate pair among the soft candidates. No PRs are present.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45920 is the broadest and most central open report in the set, with multiple inbound references and a cross-model tokenizer regression theme.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45920 is the best issue candidate because it is open, spans several models, and is phrased as a higher-level regression rather than a narrow single-model symptom.", + "best_issue_reason": "issue:45920 is the best representative issue because it is current, high-impact, and spans multiple model families rather than a single niche failure mode.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:38175", "right": "issue:44898", "accept": false, - "reason": "Both are vision-model bugs, but they concern different models and different failure modes; not the same underlying defect." + "reason": "Both are vision-model failures, but they describe different symptoms and different model families (SigLIP2 outputs vs Perceiver image classification)." + }, + { + "left": "issue:43582", + "right": "issue:43782", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError and Qwen3VL weight_only load failure are unrelated code paths and model stacks." }, { "left": "issue:43540", "right": "issue:45823", "accept": false, - "reason": "Different models and different runtime problems: video-input handling versus device-mismatch in forward pass." + "reason": "Video-input processing error in Qwen3OmniMoe is unrelated to the Gemma4 device-mapping forward mismatch." }, { "left": "issue:43493", "right": "issue:43994", - "accept": true, - "reason": "Both report SigLIP2 producing incorrect outputs; one frames it as HF-vs-JAX discrepancy and the other as nonsensical AutoModel/pipeline results, which plausibly stem from the same model implementation bug." + "accept": false, + "reason": "Both mention SigLIP2, but one is a HF-vs-JAX implementation discrepancy and the other is a bad AutoModel/pipeline output report; not clearly the same concrete bug." }, { "left": "issue:43526", "right": "issue:45479", "accept": false, - "reason": "Unrelated bugs in different components: image processor label reduction vs sequence-classification zero-loss behavior." + "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to the sequence-classification zero-loss regression." }, { "left": "issue:44291", "right": "issue:44821", "accept": false, - "reason": "Different loading paths and failures; init_empty_weights/_is_hf_initialized is not the same issue as loading AutoImageProcessor from URL." + "reason": "An init_empty_weights/_is_hf_initialized loading error is unrelated to AutoImageProcessor-from-URL loading." }, { "left": "issue:43756", "right": "issue:45325", "accept": false, - "reason": "Both involve RoPE, but they are distinct model-specific bugs with different code paths and symptoms." + "reason": "Both are RoPE-related, but they target different models and different failures (layer dropping vs temporal position scaling)." }, { "left": "issue:34567", "right": "issue:36331", "accept": false, - "reason": "TrainerState token counting and custom compute_loss signature regression are separate trainer issues." + "reason": "TrainerState token counting not updating is a different issue from CustomTrainer.compute_loss receiving an unexpected argument." }, { "left": "issue:44913", "right": "issue:46121", "accept": false, - "reason": "Both touch rope-config handling, but one is a reload defaulting bug and the other is a type error during validation; different failures." + "reason": "Both involve RoPE/config handling, but one is config persistence on reload and the other is a TypeError converting validation keys from JSON lists." }, { "left": "issue:44062", "right": "issue:45081", "accept": false, - "reason": "Different tokenizer-related crashes in different helpers; no shared concrete bug." + "reason": "AddedToken keyword conflict and Mistral regex patch crash are separate tokenizer-loading bugs." }, { "left": "issue:44792", "right": "issue:44964", "accept": false, - "reason": "Both are multimodal-model reports, but they concern different models and failures." + "reason": "Janus test failure and Phi-4 multimodal loading failure are different multimodal model issues with different symptoms." }, { - "left": "issue:45357", - "right": "issue:45920", + "left": "issue:45042", + "right": "issue:45081", "accept": false, - "reason": "Qwen3.5 save_pretrained visual-key corruption is unrelated to the tokenizer ID regression in 45920." + "reason": "Image-processor torchvision dependency regression is unrelated to the Mistral tokenizer regex crash." }, { - "left": "issue:45042", - "right": "issue:45081", + "left": "issue:45357", + "right": "issue:45920", "accept": false, - "reason": "Image-processor torchvision dependency regression is unrelated to the Mistral regex/backend_tokenizer crash." + "reason": "Qwen3.5 save_pretrained visual-key serialization and AutoTokenizer wrong token IDs are different regression classes." }, { "left": "issue:43452", "right": "issue:44488", "accept": false, - "reason": "Both are load failures, but one is about gguf_file/AutoModel loading and the other about a specific model not loading; not enough evidence of the same bug." + "reason": "GGUF auto-loading breakage and a model-specific sleng-bert load failure do not look like the same underlying defect." }, { "left": "issue:43742", "right": "issue:44589", "accept": false, - "reason": "KeyError while loading a model and missing Float8 storage are different deserialization issues." + "reason": "MobileLLM key error and missing Float8 storage object are distinct loading/runtime failures." }, { "left": "issue:43531", "right": "issue:44821", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior and AutoImageProcessor URL loading are unrelated." + "reason": "Qwen3-MoE sliding_window behavior and AutoImageProcessor URL loading are unrelated." }, { "left": "issue:43643", "right": "issue:45375", "accept": false, - "reason": "Strict config/missing fields with trust_remote_code is not the same as a missing deepstack_visual_indexes field in Qwen3_5MoeVisionConfig." - }, - { - "left": "issue:45405", - "right": "issue:45600", - "accept": false, - "reason": "Release/versioning mismatch for MIN_PEFT_VERSION is unrelated to removed auto_mappings references." + "reason": "Both are config-field issues, but one is generic trust_remote_code loading and the other is a specific Qwen3.5MoeVisionConfig field dropped by strict config handling." }, { "left": "issue:43720", "right": "issue:44898", "accept": false, - "reason": "BitNet packed-weight loading and Perceiver positional-encoding failure are different issues." + "reason": "BitNet packed-weight loading failure and Perceiver image-classification interpolation failure are unrelated." }, { "left": "issue:43697", "right": "issue:45216", "accept": false, - "reason": "RTDetrV2 output drift and Qwen3.5 save_pretrained regression are different code paths and symptoms." + "reason": "RTDetrV2 output drift in v5 and Qwen3.5 save_pretrained checkpoint corruption are different regressions." }, { "left": "issue:44625", "right": "issue:44877", "accept": false, - "reason": "Qwen3.5 num_labels propagation and granite_speech strict-config loading are separate config bugs." + "reason": "num_labels propagation bug and strict config blocking granite_speech loading are different configuration problems." }, { "left": "issue:24643", "right": "issue:29127", "accept": false, - "reason": "DeepSpeed training weight-shape error and LayoutLMv3 error-message clarity are unrelated." + "reason": "DeepSpeed weight dimensionality error and LayoutLMv3 box-info error are unrelated." }, { "left": "issue:44514", "right": "issue:45381", "accept": false, - "reason": "Both concern Qwen2.5-VL, but one is chat-template batching/padding and the other is video vision_position_ids; different bugs." + "reason": "Both are Qwen2.5-VL-related, but one crashes in apply_chat_template batching while the other has wrong video vision_position_ids; different code paths." }, { "left": "issue:41762", "right": "issue:44936", "accept": false, - "reason": "Gemma3 DeepSpeed ZeRO-3 loading failure and trainer.evaluate() regression are unrelated." - }, - { - "left": "issue:43688", - "right": "issue:43749", - "accept": false, - "reason": "Auxiliary-loss normalization and FSDP CPU RAM efficient loading are different issues." - }, - { - "left": "issue:43452", - "right": "issue:43577", - "accept": false, - "reason": "gguf_file loading breakage and Blip2 dtype propagation are unrelated loading problems." - }, - { - "left": "issue:43452", - "right": "issue:44843", - "accept": false, - "reason": "gguf_file/AutoModel loading failure and offline model_info call in _patch_mistral_regex are different bugs." + "reason": "Gemma3 ZeRO-3 load failure and trainer.evaluate() after train() failure are not the same bug." }, { - "left": "issue:44514", - "right": "issue:45290", + "left": "issue:45372", + "right": "issue:46170", "accept": false, - "reason": "Same helper function, but the failing conditions differ materially: batched padding=False vs assistant tool-call messages with no content." + "reason": "Gemma 4 processor import breakage from mistral_common is unrelated to the Windows ROCm torch.distributed dependency issue." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "Grounded overall: the selection of issue 45920 is supported by the packet (open, multi-model, v5 regression), and the lone accepted soft pair between the two SigLIP2 reports is a conservative match. The other pairwise rejections are appropriately cautious, and there are no PRs in this cluster." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 1, - "component_count": 18, + "component_count": 17, "review_unit_index": 20, - "review_unit_count": 49, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-414", + "cluster_id": "cluster-10000-426", "nodes": [ "issue:28282", "issue:29159", @@ -6397,10 +6281,10 @@ "issue:38175", "issue:41720", "issue:43295", + "issue:43452", "issue:43531", "issue:43550", "issue:43577", - "issue:43643", "issue:43646", "issue:43653", "issue:43688", @@ -6416,7 +6300,7 @@ "issue:44466", "issue:44484", "issue:44493", - "issue:44561", + "issue:44514", "issue:44568", "issue:44704", "issue:44743", @@ -6426,6 +6310,7 @@ "issue:44977", "issue:44991", "issue:45005", + "issue:45290", "issue:45356", "issue:45440", "issue:45491", @@ -6436,241 +6321,265 @@ "issue:46050" ], "soft_pairs": [ + "issue:43688|issue:43749", + "issue:43452|issue:43577", + "issue:44514|issue:45290", + "issue:43452|issue:44843", "issue:44493|issue:46050", "issue:44466|issue:45005", "issue:43819|issue:44811", - "issue:30064|issue:33666", "issue:44936|issue:45823", + "issue:30064|issue:33666", "issue:44484|issue:44704", "issue:43295|issue:45356", - "issue:44464|issue:44743", "issue:43653|issue:44361", "issue:44361|issue:44442", + "issue:44464|issue:44743", "issue:28282|issue:32090", "issue:28282|issue:33357", "issue:41720|issue:43906", "issue:38175|issue:43295", "issue:28282|issue:35141", "issue:45491|issue:46002", - "issue:43577|issue:43697", "issue:43653|issue:44568", + "issue:43577|issue:43697", "issue:43688|issue:45704", - "issue:43688|issue:45440", "issue:44843|issue:44991", + "issue:43688|issue:45440", "issue:43646|issue:43749", "issue:43688|issue:45701", "issue:29159|issue:33357", "issue:43531|issue:43742", "issue:43653|issue:43927", - "issue:43643|issue:44561", "issue:44464|issue:44977", "issue:43550|issue:43927" ], - "prepared_review_unit_hash": "ac81d24d938d679b1d12a3af3a5b61f79311008003b27770de18da239fe5481f", + "prepared_review_unit_hash": "d47338603703a55555b46d65172cc7092d8639c834817ac6fad0561d80fcc22c", "component_budget": { - "node_count": 414, - "item_count": 414, - "soft_pair_count": 1552, - "serialized_chars": 800272, - "estimated_input_tokens": 200068, - "estimated_eval_tokens": 400392 + "node_count": 426, + "item_count": 426, + "soft_pair_count": 1572, + "serialized_chars": 814130, + "estimated_input_tokens": 203533, + "estimated_eval_tokens": 407322 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35812, - "estimated_input_tokens": 8953, - "estimated_eval_tokens": 18162 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37318, + "estimated_input_tokens": 9330, + "estimated_eval_tokens": 18916 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are clearly unrelated. The tied-weights pair is the only close match, but with just titles and no shared targets or code evidence, it is safer to treat it as related rather than a confirmed duplicate.", - "confidence": 0.76, - "canonical_issue_reason": "issue:45005 is the best umbrella issue by title because it is broader and more general, but the evidence is only enough to justify cautious relatedness, not a definitive subsumption of issue:44466.", + "summary": "Mostly unrelated issue set with a few superficial overlaps around tokenizers, tied weights, and v5 regressions; none of the soft pairs look like the same concrete bug/change.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 43646 is the broadest, most representative regression report in the set: a Transformers v5 initialization break that can plausibly subsume several nearby v5-loading/initialization complaints.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45005 is the strongest single issue to keep because it names the v5 tied-weights problem at a broader level and is the likeliest representative of the cluster.", + "best_issue_reason": "Issue 43646 is the best standalone anchor because it is broad, regression-oriented, and central to the cluster\u2019s repeated v5 breakage theme.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Different bugs: aux-loss normalization vs FSDP CPU RAM-efficient loading." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "Different code paths and symptoms: gguf_file loading vs BLIP2 dtype propagation." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both touch apply_chat_template, but one is batched padding handling and the other is assistant tool-call messages with no content." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Both are loading-related, but gguf_file regression and offline model_info call are distinct failures." + }, { "left": "issue:44493", "right": "issue:46050", "accept": false, - "reason": "Different failure modes: position-id key handling vs quantized save/load breakage." + "reason": "Both concern loading/saving, but position-id key warnings and sinq quantization breakage are different issues." }, { "left": "issue:44466", "right": "issue:45005", "accept": false, - "reason": "The titles are closely related, but the packet does not provide enough evidence to confirm the same underlying bug or a clear duplicate relationship." + "reason": "Related to tied weights, but the concrete failures differ: device-dependent serialization vs translation-model tied-weight behavior." }, { "left": "issue:43819", "right": "issue:44811", "accept": false, - "reason": "Different code paths: DAC latent decoding vs Whisper batch decoding behavior." + "reason": "Different model behavior: DAC latent reconstruction mismatch vs Whisper batch_decode skip_special_tokens handling." }, { - "left": "issue:30064", - "right": "issue:33666", + "left": "issue:44936", + "right": "issue:45823", "accept": false, - "reason": "Segmentation-map preprocessing and multi-GPU training are unrelated problems." + "reason": "Different training/inference problems: trainer lifecycle bug vs Gemma4 device_map forward mismatch." }, { - "left": "issue:44936", - "right": "issue:45823", + "left": "issue:30064", + "right": "issue:33666", "accept": false, - "reason": "Trainer lifecycle failure vs device-mapping mismatch in Gemma4." + "reason": "Both mention training/image models, but void segmentation-map processing and Qwen2-VL multi-GPU training are unrelated." }, { "left": "issue:44484", "right": "issue:44704", "accept": false, - "reason": "A parameter/documentation question vs a cached_file kwargs-forwarding bug." + "reason": "Different API surfaces: save_pretrained shard sizing vs AutoProcessor cached_file kwargs forwarding." }, { "left": "issue:43295", "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer-related regressions, but they affect different models and mechanisms." - }, - { - "left": "issue:44464", - "right": "issue:44743", - "accept": false, - "reason": "Both involve generation/state behavior, but the concrete bugs differ." + "reason": "Both are regressions, but one is processor.tokenizer/image-passing breakage and the other is tokenizer codec handling in Kimi-K2.5." }, { "left": "issue:43653", "right": "issue:44361", "accept": false, - "reason": "Different tokenizer failures: special-token registration vs task-time AttributeError." + "reason": "Different tokenizer bugs: BigBird special-token registration vs MLuke tokenizer AttributeError." }, { "left": "issue:44361", "right": "issue:44442", "accept": false, - "reason": "MLukeTokenizer task failure and FastSpeech2ConformerTokenizer loading are unrelated." + "reason": "Both are tokenizer load/task failures, but they affect different tokenizers and failure modes." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Different generation bugs: compiled-forward chunked generation vs recurrent-state reset in modular_qwen3_5." }, { "left": "issue:28282", "right": "issue:32090", "accept": false, - "reason": "Import-time PyTorch missing error is unrelated to a Trainer broadcast TypeError." + "reason": "ImportError for missing PyTorch is unrelated to Trainer NoneType broadcast errors." }, { "left": "issue:28282", "right": "issue:33357", "accept": false, - "reason": "Dependency import error and MacOS bus error are different failure modes." + "reason": "Environment dependency error vs MacOS bus error on a CLIP model; no shared code defect." }, { "left": "issue:41720", "right": "issue:43906", "accept": false, - "reason": "The reproduction issue does not clearly match the specific CUDA assert / device-mapping bug." + "reason": "Both involve Qwen3, but one is cudaErrorAssert with auto device mapping and the other is just a reproduction of another issue." }, { "left": "issue:38175", "right": "issue:43295", "accept": false, - "reason": "Zero probabilities in SigLIP2 are unrelated to the processor/tokenizer regression." + "reason": "Different symptom class: zero probabilities in SigLIP2 vs processor/tokenizer regression in v4.57.5." }, { "left": "issue:28282", "right": "issue:35141", "accept": false, - "reason": "PyTorch import failure and tied-embedding reinitialization are unrelated." + "reason": "Missing PyTorch import error is unrelated to tied embeddings being reinitialized after resizing." }, { "left": "issue:45491", "right": "issue:46002", "accept": false, - "reason": "Different NaN sources: sliding-window attention vs classification-head init." - }, - { - "left": "issue:43577", - "right": "issue:43697", - "accept": false, - "reason": "Blip2 dtype-casting and RTDetr output divergence are different bugs." + "reason": "Different numerical bugs: NaNs from sliding-window attention vs NaNs in classification heads after init/checkout." }, { "left": "issue:43653", "right": "issue:44568", "accept": false, - "reason": "Both mention special tokens, but they concern different token-handling bugs." + "reason": "Both tokenizer-related, but BigBird mask-token registration is not the same as missing BOS/EOS insertion in mdeberta-v3." }, { - "left": "issue:43688", - "right": "issue:45704", + "left": "issue:43577", + "right": "issue:43697", "accept": false, - "reason": "Aux-loss normalization and apex RMSNorm memory leak are unrelated." + "reason": "Both are model output/dtype issues, but BLIP2 dtype loading and RTDetrV2 output divergence are different code paths." }, { "left": "issue:43688", - "right": "issue:45440", + "right": "issue:45704", "accept": false, - "reason": "MoE auxiliary-loss scaling and DeepSeekV3 implementation divergence are not the same issue." + "reason": "Aux-loss normalization bug is unrelated to T5's apex.FusedRMSNorm memory leak." }, { "left": "issue:44843", "right": "issue:44991", "accept": false, - "reason": "Offline hub lookup bug and tokenizer-load regression for a specific model are different code paths." + "reason": "Both are tokenizer loading regressions, but one is offline model_info behavior and the other is a specific tokenizer load failure in v5." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Different model families and bugs: MoE aux-loss normalization vs DeepseekV3MoE divergence from remote implementation." }, { "left": "issue:43646", "right": "issue:43749", "accept": false, - "reason": "Custom model initialization breakage and FSDP CPU RAM-efficient loading are unrelated." + "reason": "Broad v5 regression vs FSDP CPU RAM-efficient loading; no concrete shared bug path." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Aux-loss normalization is unrelated to version-dependent tokenization changes." }, { "left": "issue:29159", "right": "issue:33357", "accept": false, - "reason": "Tokenizer inconsistency and a MacOS bus error do not share the same root cause." + "reason": "Tokenizer inconsistency vs MacOS bus error; only a superficial shared theme of model preprocessing." }, { "left": "issue:43531", "right": "issue:43742", "accept": false, - "reason": "Qwen3 sliding-window behavior and MobileLLM loading key errors are different problems." + "reason": "Different failures: Qwen3-MoE sliding_window behavior vs MobileLLM-125M loading key error." }, { "left": "issue:43653", "right": "issue:43927", "accept": false, - "reason": "Special-token registration and saved custom token ID persistence are related broadly, but not the same concrete bug." - }, - { - "left": "issue:43550", - "right": "issue:43927", - "accept": false, - "reason": "Torch.compile/SDPA failure is unrelated to DiaConfig token-ID persistence." + "reason": "Different tokenizer/config bugs: special-token registration vs DiaConfig losing custom token IDs on save/load." }, { - "left": "issue:43643", - "right": "issue:44561", + "left": "issue:44464", + "right": "issue:44977", "accept": false, - "reason": "Missing fields with trust_remote_code and removal of is_torch_fx_available are different regressions." + "reason": "Both affect generation, but compiled-forward chunking and flash-attention generation bugs are different concrete problems." }, { - "left": "issue:44464", - "right": "issue:44977", + "left": "issue:43550", + "right": "issue:43927", "accept": false, - "reason": "Chunked generation with compiled forward is not the same as flash-attention generation on Qwen3.5." + "reason": "torch.compile + SDPA failure in Bamba is unrelated to DiaConfig save/load token ID loss." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The tied-weights match (issue:44466 vs issue:45005) is plausible from the titles, but the packet only supports cautious relatedness, not the stronger claim that 45005 clearly subsumes 44466 or that they are definitively the same underlying bug. The rest of the soft-edge false verdicts are conservative enough, but this accepted pair overstates the evidence, so I can\u2019t accept the summary as written." - }, - "evaluator_used": true, - "retried": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -6678,15 +6587,15 @@ { "label": "issue", "component_index": 1, - "component_count": 18, + "component_count": 17, "review_unit_index": 21, - "review_unit_count": 49, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-414", + "cluster_id": "cluster-10000-426", "nodes": [ "issue:28218", "issue:32090", @@ -6695,7 +6604,6 @@ "issue:34567", "issue:36010", "issue:36331", - "issue:39692", "issue:41720", "issue:43122", "issue:43262", @@ -6709,6 +6617,7 @@ "issue:43572", "issue:43577", "issue:43606", + "issue:43643", "issue:43688", "issue:43720", "issue:43742", @@ -6722,15 +6631,14 @@ "issue:44466", "issue:44479", "issue:44554", + "issue:44561", "issue:44568", "issue:44610", "issue:44625", "issue:44821", "issue:44849", "issue:44913", - "issue:44964", "issue:45357", - "issue:45405", "issue:45588", "issue:45812", "issue:45823", @@ -6738,13 +6646,14 @@ "issue:46050" ], "soft_pairs": [ + "issue:43643|issue:44561", "issue:44479|issue:44625", "issue:43550|issue:44361", - "issue:43577|issue:45588", "issue:41720|issue:44464", + "issue:43577|issue:45588", + "issue:43122|issue:43906", "issue:43577|issue:44554", "issue:32090|issue:34567", - "issue:43122|issue:43906", "issue:43504|issue:43720", "issue:43504|issue:43550", "issue:43504|issue:44610", @@ -6754,236 +6663,228 @@ "issue:43742|issue:44821", "issue:45823|issue:46050", "issue:43452|issue:44451", - "issue:43606|issue:43927", "issue:43720|issue:43927", + "issue:43606|issue:43927", "issue:43278|issue:43688", "issue:43262|issue:43295", "issue:44849|issue:45357", "issue:43525|issue:43572", "issue:33666|issue:36331", - "issue:43493|issue:43825", "issue:43720|issue:44361", "issue:44625|issue:46002", + "issue:43493|issue:43825", "issue:43756|issue:44913", - "issue:44568|issue:45812", "issue:28218|issue:33357", - "issue:44964|issue:45405", - "issue:39692|issue:43493" + "issue:44568|issue:45812" ], - "prepared_review_unit_hash": "2bb8e27306b5c7264f2984a01db02689089e9b690e8bc298dac00dd2fa3f33c4", + "prepared_review_unit_hash": "9b789b5e5c1b93fdfdb85fab044e7185e5e3b769f0bfb1490910cb4fd6236184", "component_budget": { - "node_count": 414, - "item_count": 414, - "soft_pair_count": 1552, - "serialized_chars": 800272, - "estimated_input_tokens": 200068, - "estimated_eval_tokens": 400392 + "node_count": 426, + "item_count": 426, + "soft_pair_count": 1572, + "serialized_chars": 814130, + "estimated_input_tokens": 203533, + "estimated_eval_tokens": 407322 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37103, - "estimated_input_tokens": 9276, - "estimated_eval_tokens": 18808 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36215, + "estimated_input_tokens": 9054, + "estimated_eval_tokens": 18364 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are a grab-bag of unrelated Transformers bugs and regressions. None of the soft pairs look like the same underlying issue or change, so all candidate duplicate links should be rejected.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "These items are mostly unrelated standalone bug reports. No soft edge pair looks like the same concrete underlying bug, so I would not merge any of them. The strongest single issue to anchor on is the broad tokenizer regression report for Granite models.", + "confidence": 0.41, + "canonical_issue_reason": "issue:45812 is the most canonical-looking report: it describes a broad, explicit v4\u2192v5 regression with clear impact across all Granite models and strong evidence of a tokenizer-path bug.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:45812 is the best issue candidate because it is broad, concrete, and likely to attract the most useful downstream fixing/triage work compared with narrower model-specific regressions.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44479", + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both mention trust_remote_code-related breakage, but one is missing fields in AutoConfig output and the other is a v5 regression from removing is_torch_fx_available. Different failure modes and code paths." + }, + { + "left": "issue:44479", "right": "issue:44625", "accept": false, - "reason": "Different Qwen3/VL regression vs config propagation bug; no shared code-path or fix." + "reason": "Video-input regression across several VL models versus num_labels propagation between configs. Different symptoms, components, and fixes." }, { "left": "issue:43550", "right": "issue:44361", "accept": false, - "reason": "Bamba torch.compile/SDPA failure and MLukeTokenizer task AttributeError are unrelated." + "reason": "One is a torch.compile/SDPA model failure; the other is an MLukeTokenizer AttributeError. No shared underlying bug." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Qwen3 auto device-map cudaErrorAssert and chunked-generation inconsistencies are separate runtime bugs with different triggers." }, { "left": "issue:43577", "right": "issue:45588", "accept": false, - "reason": "Blip2 dtype loading bug vs flash_attention s_aux=None crash; different subsystems." + "reason": "BF16/FP32 dtype mismatch in Blip2 is unrelated to flash_attention.py crashing on s_aux=None." }, { - "left": "issue:41720", - "right": "issue:44464", + "left": "issue:43122", + "right": "issue:43906", "accept": false, - "reason": "Qwen3 device-mapping CUDA assert and chunked-generation compiled-forward inconsistency are distinct bugs." + "reason": "One reports a tokenization regression across versions; the other is only an isolated reproduction of another issue. There is not enough evidence they are the same concrete bug." }, { "left": "issue:43577", "right": "issue:44554", "accept": false, - "reason": "dtype loading issue is unrelated to an MPS attention correctness bug." + "reason": "Model dtype drift in Blip2 is unrelated to the MPS attention correctness issue with mismatched head dimensions." }, { "left": "issue:32090", "right": "issue:34567", "accept": false, - "reason": "Trainer broadcast TypeError and num_input_tokens_seen bookkeeping are separate trainer issues." - }, - { - "left": "issue:43122", - "right": "issue:43906", - "accept": false, - "reason": "Tokenization-version regression and an isolated reproduction are not enough to confirm the same bug." + "reason": "Trainer GPU broadcast NoneType error and num_input_tokens_seen not updating are unrelated trainer issues." }, { "left": "issue:43504", "right": "issue:43720", "accept": false, - "reason": "BEiT legacy-field loading failure is unrelated to BitNet packed-weight loading." + "reason": "Legacy-field loading failure in BEiT and BitNet packed-weight loading failure are different model-loading bugs." }, { "left": "issue:43504", "right": "issue:43550", "accept": false, - "reason": "Pretrained preset load failure and Bamba SDPA compile failure affect different paths." + "reason": "BEiT semantic-segmentation load failure and Bamba torch.compile/SDPA failure do not share the same code-path problem." }, { "left": "issue:43504", "right": "issue:44610", "accept": false, - "reason": "Legacy-field load bug vs OmDet-Turbo input-size mismatch are unrelated." + "reason": "Legacy field loading for BEiT is unrelated to OmDet-Turbo processor producing the wrong image size." }, { "left": "issue:32090", "right": "issue:33666", "accept": false, - "reason": "Trainer broadcast error and Qwen2-VL multi-GPU training are different problems." + "reason": "Trainer broadcast NoneType and Qwen2-VL multi-GPU training are different distributed-training issues." }, { "left": "issue:44466", "right": "issue:46050", "accept": false, - "reason": "Serialization of tied lm_head weights is not the same as sinq quantized save/load breakage." + "reason": "Inconsistent lm_head.weight serialization across devices is not the same as sinq quantized model save/load breakage." }, { "left": "issue:33666", "right": "issue:36010", "accept": false, - "reason": "Multi-GPU training issue and GenerationMixin import error do not share a concrete cause." + "reason": "Multi-GPU training for Qwen2-VL is unrelated to missing GenerationMixin import." }, { "left": "issue:43742", "right": "issue:44821", "accept": false, - "reason": "MobileLLM key error and AutoImageProcessor URL loading failure are unrelated loading bugs." + "reason": "KeyError loading MobileLLM-125M and inability to load AutoImageProcessor from URL are different loader problems." }, { "left": "issue:45823", "right": "issue:46050", "accept": false, - "reason": "Gemma4 device-map mismatch and quantized model save/load corruption are different failure modes." + "reason": "Gemma4 device-mapping forward mismatch is a separate runtime issue from quantized model persistence failures." }, { "left": "issue:43452", "right": "issue:44451", "accept": false, - "reason": "gguf_file loader breakage is not the same as ScandiBERT loading failure." + "reason": "gguf_file breaking AutoTokenizer/AutoModel loading and inability to load ScandiBERT are not the same bug." }, { - "left": "issue:43606", + "left": "issue:43720", "right": "issue:43927", "accept": false, - "reason": "CPU offload device mismatch and DiaConfig token-ID loss on save/load are distinct." + "reason": "BitNet accelerate-loading unpacking failure and DiaConfig save/load token-ID loss are unrelated." }, { - "left": "issue:43720", + "left": "issue:43606", "right": "issue:43927", "accept": false, - "reason": "Packed-weight unpacking during accelerate loading is unrelated to DiaConfig serialization of custom token IDs." + "reason": "CPU offload device mismatch in bark-small is unrelated to DiaConfig losing custom token IDs." }, { "left": "issue:43278", "right": "issue:43688", "accept": false, - "reason": "Embedding dtype drift and auxiliary-loss normalization are different training behaviors." + "reason": "Embedding dtype changing during evaluate and auxiliary-loss normalization are different training/eval correctness issues." }, { "left": "issue:43262", "right": "issue:43295", "accept": false, - "reason": "Audio chat-template sampling-rate default and processor.tokenizer/image handling regression are different processor bugs." + "reason": "Audio processor sampling-rate defaulting and processor.tokenizer/image-passing regression are separate processor API regressions." }, { "left": "issue:44849", "right": "issue:45357", "accept": false, - "reason": "Qwen3.5 hidden-states bug and visual-encoder save_pretrained regression are not the same issue." + "reason": "Qwen3.5 hidden-states bug and incorrect visual encoder keys in save_pretrained are distinct issues." }, { "left": "issue:43525", "right": "issue:43572", "accept": false, - "reason": "Missing pad_token_id in Llama4Config and missing pad_token_idx in StableLmConfig are similar in theme but different concrete bugs." + "reason": "Both are missing-token-field regressions, but they affect different configs and different missing attributes; not the same concrete bug." }, { "left": "issue:33666", "right": "issue:36331", "accept": false, - "reason": "Qwen2-VL multi-GPU training and compute_loss signature mismatch are unrelated trainer/model issues." - }, - { - "left": "issue:43493", - "right": "issue:43825", - "accept": false, - "reason": "SigLIP2 implementation discrepancy and pipeline translation-message wording are unrelated." + "reason": "Qwen2-VL multi-GPU training and compute_loss unexpected num_items_in_batch are different trainer/distributed issues." }, { "left": "issue:43720", "right": "issue:44361", "accept": false, - "reason": "BitNet loading/unpacking and MLukeTokenizer task AttributeError do not share a code path." + "reason": "Packed-weight loading in BitNet and MLukeTokenizer AttributeError are unrelated." }, { "left": "issue:44625", "right": "issue:46002", "accept": false, - "reason": "num_labels propagation and classification-head NaNs are different bugs." + "reason": "num_labels propagation between configs and NaNs in classification heads upon init/checkout are different bugs." }, { - "left": "issue:43756", - "right": "issue:44913", + "left": "issue:43493", + "right": "issue:43825", "accept": false, - "reason": "Smollm3 RoPE-layer count issue and GPTNeoX rotary_pct reload bug are not the same defect." + "reason": "SigLIP2 implementation discrepancy and pipeline translation-task error messaging are unrelated." }, { - "left": "issue:44568", - "right": "issue:45812", + "left": "issue:43756", + "right": "issue:44913", "accept": false, - "reason": "mdeberta special-token regression and Granite wrong token IDs are separate tokenizer bugs." + "reason": "Smollm3 RoPE-layer count mismatch and GPTNeoX rotary_pct reset-on-reload are different configuration problems." }, { "left": "issue:28218", "right": "issue:33357", "accept": false, - "reason": "Tokenizer added-space bug and MacOS CLIP bus error are unrelated." - }, - { - "left": "issue:44964", - "right": "issue:45405", - "accept": false, - "reason": "Phi-4 multimodal load failure and unreleased MIN_PEFT_VERSION bump are unrelated." + "reason": "Tokenizer added-space behavior and a MacOS bus error on CLIP model load are not the same underlying bug." }, { - "left": "issue:39692", - "right": "issue:43493", + "left": "issue:44568", + "right": "issue:45812", "accept": false, - "reason": "SigLIP2 docs example errors and SigLIP2 implementation discrepancy are different issues: documentation vs model behavior." + "reason": "Both are tokenizer regressions in v5, but one is a special-tokens/BOS-EOS issue for a specific model while the other is wrong token IDs across Granite models; different concrete code paths." } ] }, @@ -6997,15 +6898,15 @@ { "label": "issue", "component_index": 1, - "component_count": 18, + "component_count": 17, "review_unit_index": 22, - "review_unit_count": 49, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-414", + "cluster_id": "cluster-10000-426", "nodes": [ "issue:29942", "issue:30333", @@ -7043,6 +6944,7 @@ "issue:44734", "issue:44792", "issue:44843", + "issue:44964", "issue:44977", "issue:45083", "issue:45200", @@ -7056,14 +6958,16 @@ "issue:45987" ], "soft_pairs": [ + "issue:44964|issue:45405", + "issue:39692|issue:43493", "issue:43540|issue:44977", - "issue:43493|issue:43844", "issue:45200|issue:45229", - "issue:43278|issue:43844", + "issue:43493|issue:43844", "issue:43334|issue:43572", - "issue:45803|issue:45987", "issue:44488|issue:44843", + "issue:43278|issue:43844", "issue:43257|issue:43299", + "issue:45803|issue:45987", "issue:43756|issue:45083", "issue:43334|issue:45759", "issue:39692|issue:43295", @@ -7085,202 +6989,214 @@ "issue:44423|issue:44734", "issue:29942|issue:30333" ], - "prepared_review_unit_hash": "2879e682be0b243af5041e7f813092ad7e27a6cdd0b4b03ed26ea5167b74024a", + "prepared_review_unit_hash": "85d82fbd3e37354e813d09b2a9ff6daff9e11bb640d531521f837f90ca07a360", "component_budget": { - "node_count": 414, - "item_count": 414, - "soft_pair_count": 1552, - "serialized_chars": 800272, - "estimated_input_tokens": 200068, - "estimated_eval_tokens": 400392 + "node_count": 426, + "item_count": 426, + "soft_pair_count": 1572, + "serialized_chars": 814130, + "estimated_input_tokens": 203533, + "estimated_eval_tokens": 407322 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35667, - "estimated_input_tokens": 8917, - "estimated_eval_tokens": 18090 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36845, + "estimated_input_tokens": 9212, + "estimated_eval_tokens": 18680 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No true duplicates here: the soft pairs are mostly superficial title similarity across unrelated regressions, model-loading issues, tokenizer/config bugs, and CI/test failures. Treat the items as separate issues rather than one dedup cluster.", - "confidence": 0.89, - "canonical_issue_reason": "No single canonical issue stands out; the cluster is too heterogeneous to safely collapse into one duplicate representative.", + "summary": "This cluster is a loose collection of distinct Transformers regression reports, mostly around model loading, multimodal configs, serving, and tokenizer/config edge cases. None of the soft pairs look like true duplicates or the same fixable code-path bug, so I would not merge any of them.", + "confidence": 0.9, + "canonical_issue_reason": "issue:43646 is the broadest and most representative issue here: a Transformers 5.0 initialization regression affecting custom model setup, which matches the dominant theme of version-related model-loading failures in this set.", "canonical_pr_reason": null, - "best_issue_reason": "If forced to pick one representative, 'Transformers 5.0.0 breaks custom model initialization' is the broadest version-5 loading regression, but it still does not cover the rest of the items as duplicates.", + "best_issue_reason": "issue:43646 is the best single issue to anchor the cluster because it is general, user-facing, and central to the repeated 5.0/custom-loading regression pattern.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43540", - "right": "issue:44977", + "left": "issue:44964", + "right": "issue:45405", "accept": false, - "reason": "Different models and failure modes: video-input processing vs flash-attention generation." + "reason": "One is a Phi-4 multimodal model-loading failure; the other is a PEFT version bump/release problem. Different bugs and code paths." }, { - "left": "issue:43493", - "right": "issue:43844", + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Both mention SigLIP2, but one is a broken docs example and the other is an implementation discrepancy vs JAX. Not the same defect." + }, + { + "left": "issue:43540", + "right": "issue:44977", "accept": false, - "reason": "Both are training-related, but SigLIP2 implementation discrepancy is not the same bug as ZeRO-3 gradient growth." + "reason": "Qwen3OmniMoe video-processing error vs Qwen3.5 flash-attention generation failure. Different model families and failures." }, { "left": "issue:45200", "right": "issue:45229", "accept": false, - "reason": "Same model family, but missing text-only token defaults is unrelated to multi-GPU inference OOM." + "reason": "Defaulting mm_token_type_ids is unrelated to Gemma4 multi-GPU CUDA OOM during inference." }, { - "left": "issue:43278", + "left": "issue:43493", "right": "issue:43844", "accept": false, - "reason": "Embedding dtype drift during evaluate is a different code-path from DeepSpeed gradient instability." + "reason": "SigLIP2 accuracy/discrepancy issue vs a separate ZeRO-3 gradient growth bug. Different symptoms and layers." }, { "left": "issue:43334", "right": "issue:43572", "accept": false, - "reason": "Both are config-field regressions, but they affect different models and different missing attributes." + "reason": "Both are config-attribute regressions, but for different models and different missing fields. Not the same underlying bug." }, { - "left": "issue:45803", - "right": "issue:45987", + "left": "issue:44488", + "right": "issue:44843", "accept": false, - "reason": "Unrelated components: Fuyu tensor conversion vs StaticCache API return-type contract." + "reason": "A specific model load failure is not the same as the HF_HUB_OFFLINE tokenizer patch bug." }, { - "left": "issue:44488", - "right": "issue:44843", + "left": "issue:43278", + "right": "issue:43844", "accept": false, - "reason": "Both are loading bugs, but offline hub access and the mistral-regex patch are different root causes." + "reason": "Training/eval dtype drift is unrelated to gradient explosion under HfDeepSpeedConfig + ZeRO-3." }, { "left": "issue:43257", "right": "issue:43299", "accept": false, - "reason": "Related Qwen3 MoE area, but accelerate+deepspeed weight conversion is not the same as Qwen3VL loading failure." + "reason": "Both involve Qwen3 MOE, but one is accelerate/deepspeed weight conversion and the other is dev-version loading regression. Different fixes." + }, + { + "left": "issue:45803", + "right": "issue:45987", + "accept": false, + "reason": "A bare-except bug in tensor conversion is unrelated to StaticCache returning a tensor instead of an int." }, { "left": "issue:43756", "right": "issue:45083", "accept": false, - "reason": "Different subsystems entirely: RoPE-layer handling vs feature-extraction length helper behavior." + "reason": "RoPE-layer dropping in Smollm3 and a helper-length calculation issue in qwen3_omni_moe are unrelated." }, { "left": "issue:43334", "right": "issue:45759", "accept": false, - "reason": "Both touch Qwen multimodal config loading, but missing pad_token_id and not unwrapping text_config are distinct bugs." + "reason": "Both are multimodal config/loading issues, but one is a missing pad_token_id and the other is from_config not unwrapping text_config. Different code paths." }, { "left": "issue:39692", "right": "issue:43295", "accept": false, - "reason": "Both mention processor/tokenizer mismatch, but one is a docs/quantization example problem and the other is a runtime regression." + "reason": "Doc/example problems for SigLIP2 are not the same as the processor.tokenizer regression in custom multimodal code." }, { "left": "issue:45229", "right": "issue:45823", "accept": false, - "reason": "Same Gemma4 family, but CUDA OOM and device mismatch are different failure modes." + "reason": "CUDA OOM from multi-GPU inference is not the same as a device mismatch during forward with device_map=auto." }, { "left": "issue:43646", "right": "issue:44466", "accept": false, - "reason": "Both are v5 regressions, but custom model initialization is unrelated to lm_head serialization/tied-weight behavior." + "reason": "Custom model initialization regression and inconsistent lm_head serialization are separate v5 issues." }, { "left": "issue:43824", "right": "issue:44589", "accept": false, - "reason": "Different loading/storage issues with different modules and symptoms." + "reason": "Importing a missing Qwen2.5 VL class is unrelated to Float8 storage lookup failures." }, { "left": "issue:33357", "right": "issue:33666", "accept": false, - "reason": "Both are multimodal issues, but a Mac bus error in CLIP is not the same as Qwen2-VL multi-GPU training." + "reason": "MacOS bus error on CLIP is unrelated to Qwen2-VL multi-GPU training." }, { "left": "issue:43504", "right": "issue:43606", "accept": false, - "reason": "Legacy-field load failure and CPU-offload device mismatch are separate bugs." + "reason": "Legacy config-field loading for BEiT and device-mismatch under CPU offload in Bark are different bugs." }, { "left": "issue:44589", "right": "issue:45520", "accept": false, - "reason": "Both are low-level import/storage errors, but they are different code-paths and causes." + "reason": "Float8 storage support error and Python 3.13 flash_attn KeyError are separate compatibility issues." }, { "left": "issue:43572", "right": "issue:44291", "accept": false, - "reason": "Both are 5.0-era init regressions, but missing pad_token_idx and unexpected _is_hf_initialized argument are different issues." + "reason": "Both are v5 init/loading regressions, but one is a missing config field and the other is an unexpected constructor argument. Not the same fix." }, { "left": "issue:43927", "right": "issue:44361", "accept": false, - "reason": "Token-ID persistence across save/load is unrelated to MLLukeTokenizer task-time AttributeError." + "reason": "Custom token ID loss after save/load and MLuke tokenizer task failures are unrelated." }, { "left": "issue:44464", "right": "issue:45584", "accept": false, - "reason": "Compiled-forward chunked generation and empty-transcription token alignment are different bugs." + "reason": "Chunked-generation inconsistency with compiled forward is unrelated to Whisper empty-transcription generation after align_special_tokens." }, { "left": "issue:43606", "right": "issue:44112", "accept": false, - "reason": "A real CPU-offload mismatch is not the same as a stale GraniteSpeech CI test." + "reason": "A real device mismatch bug is not the same as a stale CI test for GraniteSpeech." }, { "left": "issue:43504", "right": "issue:43653", "accept": false, - "reason": "Pretrained-model legacy field handling and BigBird special-token registration are unrelated." + "reason": "BEiT legacy-field loading and BigBirdTokenizer special-token registration are distinct issues." }, { "left": "issue:43575", "right": "issue:45405", "accept": false, - "reason": "Tensor-parallel OOM and unreleased dependency version bump are not duplicates." + "reason": "Qwen2-57B tensor-parallel OOM and PEFT version bump are unrelated." }, { "left": "issue:43278", "right": "issue:43701", "accept": false, - "reason": "Training/eval dtype drift is unrelated to resume_from_checkpoint key mismatch." + "reason": "Embedding dtype drift and resume_from_checkpoint key mismatch are different bugs." }, { "left": "issue:44792", "right": "issue:45405", "accept": false, - "reason": "janus image-generation test failure has nothing to do with the PEFT version bump." + "reason": "A Janus image-generation test failure is unrelated to a PEFT release/version issue." }, { "left": "issue:43994", "right": "issue:44493", "accept": false, - "reason": "SigLIP2 AutoModel/pipeline correctness and position-id warnings are different bugs." + "reason": "SigLIP2 nonsensical outputs and unexpected position-id keys are separate model-behavior regressions." }, { "left": "issue:44423", "right": "issue:44734", "accept": false, - "reason": "Both are serve crashes, but continuous-batching string handling and KV-cache indexing are distinct code-path failures." + "reason": "Both are serving crashes, but they hit different pathways: continuous batching vs KV-cache continuation indexing." }, { "left": "issue:29942", "right": "issue:30333", "accept": false, - "reason": "Completely unrelated: Flash Attention 2 tests vs MLflow reporting after training failure." + "reason": "Flash Attention 2 test failures and MLflow reporting behavior are unrelated." } ] }, @@ -7294,15 +7210,15 @@ { "label": "issue", "component_index": 1, - "component_count": 18, + "component_count": 17, "review_unit_index": 23, - "review_unit_count": 49, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-414", + "cluster_id": "cluster-10000-426", "nodes": [ "issue:15354", "issue:28218", @@ -7363,8 +7279,8 @@ "issue:28218|issue:34567", "issue:29159|issue:32090", "issue:45084|issue:45520", - "issue:44554|issue:45446", "issue:43582|issue:44977", + "issue:44554|issue:45446", "issue:43540|issue:45200", "issue:15354|issue:38175", "issue:45200|issue:45823", @@ -7385,214 +7301,208 @@ "issue:44466|issue:45127", "issue:43550|issue:43844" ], - "prepared_review_unit_hash": "ad0c694f0fd3c8cee93ccce42744ad069c9acbfe1ca4d66f14ea4a43a03e11c2", + "prepared_review_unit_hash": "32bd71834ecd8a2ea4287728edc2d88744545b3307436f5490617d165ed3f37a", "component_budget": { - "node_count": 414, - "item_count": 414, - "soft_pair_count": 1552, - "serialized_chars": 800272, - "estimated_input_tokens": 200068, - "estimated_eval_tokens": 400392 + "node_count": 426, + "item_count": 426, + "soft_pair_count": 1572, + "serialized_chars": 814130, + "estimated_input_tokens": 203533, + "estimated_eval_tokens": 407322 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36893, - "estimated_input_tokens": 9224, - "estimated_eval_tokens": 18704 + "serialized_chars": 36891, + "estimated_input_tokens": 9223, + "estimated_eval_tokens": 18702 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a heterogeneous false-positive cluster: the items span unrelated Transformers bugs across tokenization, generation, loading, multimodal processors, quantization, and training. I do not see any soft pair that looks like the same underlying bug/change.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue is safe to choose here; the cluster is too mixed and the soft links do not describe true duplicates.", + "summary": "This cluster is heterogeneous: tokenizer/chat-template, model-loading, attention, training, and quantization issues are all mixed together. I found no soft pair that clearly describes the same underlying bug/change, so all soft edges are rejected. The best single representative issue is the tokenizer/processor regression report in 43295, but only as a loose cluster anchor, not a true duplicate hub.", + "confidence": 0.39, + "canonical_issue_reason": "Issue 43295 is the most representative cluster anchor because it is a concrete regression report with broad processor/tokenizer impact and sits at the center of several soft-similarity links, even though the linked items are not true duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "No best issue stands out as a representative duplicate target because the items cover several unrelated failure modes.", + "best_issue_reason": "43295 is the clearest, most actionable issue among the set: it describes a specific regression with observable behavior and a plausible fix path, making it the best representative issue for this mixed cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43873", "right": "issue:46050", "accept": false, - "reason": "Both involve quantization/offloading, but one is an offloading behavior issue and the other is broken save/load after sinq quantization." + "reason": "Both involve quantization-related failures, but one is about offloading behavior and the other about save/load corruption after sinq quantization; different code paths and symptoms." }, { "left": "issue:45406", "right": "issue:46121", "accept": false, - "reason": "Gemma4 processor `_tokenizer` access and rope-validation list handling are unrelated bugs in different code paths." + "reason": "A Gemma4 processor attribute crash and a rope-parameter JSON list TypeError are unrelated bugs." }, { "left": "issue:45588", "right": "issue:46050", "accept": false, - "reason": "A flash-attention `s_aux=None` crash is unrelated to quantized model persistence after save/load." + "reason": "Flash-attention integration crashing on `s_aux=None` is unrelated to quantized model persistence after save_pretrained/from_pretrained." }, { "left": "issue:42490", "right": "issue:43696", "accept": false, - "reason": "A trailing-slash import warning and a CUDA OOM are clearly unrelated." + "reason": "Local-path import warning and CUDA OOM are not the same underlying issue." }, { "left": "issue:44521", "right": "issue:45290", "accept": false, - "reason": "Both touch chat templating, but one is multimodal assistant-mask generation and the other is tool-call/no-content tokenization handling." + "reason": "Both touch chat templating, but one is about multimodal assistant masks and the other about tool-call assistant messages crashing; distinct behaviors." }, { "left": "issue:43844", "right": "issue:44964", "accept": false, - "reason": "ZeRO-3 gradient growth and a Phi-4 multimodal loading failure are unrelated." + "reason": "Gradient blow-up under ZeRO-3 and a model-loading failure for Phi-4 multimodal are unrelated." }, { "left": "issue:28218", "right": "issue:34567", "accept": false, - "reason": "Tokenizer spacing after added tokens does not match the TrainerState token-count update bug." + "reason": "Tokenizer spacing after added tokens is unrelated to `num_input_tokens_seen` not updating." }, { "left": "issue:29159", "right": "issue:32090", "accept": false, - "reason": "Slow/fast tokenizer inconsistency is unrelated to the NoneType broadcast error in Trainer." + "reason": "Fast/slow tokenizer inconsistency and a Trainer `_gpu_broadcast_one` NoneType error are unrelated." }, { "left": "issue:45084", "right": "issue:45520", "accept": false, - "reason": "Template-node compilation failure and a Python 3.13 flash_attn import KeyError are unrelated." + "reason": "Template-node compilation failure and `flash_attn` import lookup failure are different subsystems and failure modes." }, { - "left": "issue:44554", - "right": "issue:45446", + "left": "issue:43582", + "right": "issue:44977", "accept": false, - "reason": "An MPS attention correctness issue is unrelated to the flex_attention PyTorch version check." + "reason": "Apple Silicon allocator warmup TypeError and Qwen3.5 flash-attention generation issues are unrelated." }, { - "left": "issue:43582", - "right": "issue:44977", + "left": "issue:44554", + "right": "issue:45446", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError and Qwen3.5 flash-attention generation bugs are unrelated." + "reason": "An MPS attention correctness bug and a flex_attention import version check bug do not describe the same problem." }, { "left": "issue:43540", "right": "issue:45200", "accept": false, - "reason": "Video-input handling in Qwen3OmniMoe is unrelated to Gemma 4 text-only `mm_token_type_ids` defaults." + "reason": "Video-input processing in Qwen3OmniMoe and Gemma4's `mm_token_type_ids` defaulting issue are separate multimodal bugs." }, { "left": "issue:15354", "right": "issue:38175", "accept": false, - "reason": "TorchScript GeneratorExp export failure and SigLIP2 zero probabilities are unrelated." + "reason": "TorchScript GeneratorExp support and SigLIP2 zero-probability outputs are unrelated." }, { "left": "issue:45200", "right": "issue:45823", "accept": false, - "reason": "Gemma4 text-only defaults and Gemma4 device-map forward mismatch are different bugs in different code paths." + "reason": "Gemma4 multimodal token-type defaults and a device mismatch in Gemma4 PLE forward are different code-path issues." }, { "left": "issue:43232", "right": "issue:44849", "accept": false, - "reason": "Generation kwargs after `sync_gpus` and Qwen3.5 hidden-state output are unrelated generation issues." + "reason": "Generation kwargs after `sync_gpus` and Qwen3.5 hidden-state output behavior are unrelated." }, { "left": "issue:45072", "right": "issue:45198", "accept": false, - "reason": "dtype mismatches in bfloat16 inference are unrelated to Wav2Vec2 save/tokenization failures." + "reason": "bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel and Wav2Vec2 save/tokenization failure are different bugs." }, { "left": "issue:37428", "right": "issue:43957", "accept": false, - "reason": "A missing flash-attention import and meta-device model loading failures are different problems." + "reason": "A missing flash-attention utility import and meta-device model loading breakage are not the same underlying issue." }, { "left": "issue:43493", "right": "issue:43701", "accept": false, - "reason": "SigLIP2 implementation discrepancy is unrelated to checkpoint key mismatches on resume." + "reason": "SigLIP2 HF/JAX discrepancy and resume-from-checkpoint key mismatch are unrelated." }, { "left": "issue:44315", "right": "issue:44849", "accept": false, - "reason": "Liger Kernel not applied in `model_init` and Qwen3.5 hidden-state output are unrelated." + "reason": "Liger Kernel not applied in `model_init` and a Qwen3.5 hidden-states bug are unrelated." }, { "left": "issue:43295", "right": "issue:44610", "accept": false, - "reason": "Processor/tokenizer regression and OmDet-Turbo image-size mismatch are different processor bugs." + "reason": "Both are regression-style processor issues, but one concerns processor.tokenizer/image handling and the other is an image-size mismatch; not the same bug." }, { "left": "issue:43572", "right": "issue:44987", "accept": false, - "reason": "Missing `pad_token_idx` in StableLmConfig and a transformers>=5.1 loading failure are unrelated." + "reason": "Missing `pad_token_idx` in StableLmConfig and a transformers>=5.1.0 loading failure for a specific model are unrelated." }, { "left": "issue:43295", "right": "issue:43450", "accept": false, - "reason": "Processor/tokenizer regression is unrelated to video processor batch-shape errors." + "reason": "Processor/tokenizer regression and batched video shape issues are different modalities and failure modes." }, { "left": "issue:44554", "right": "issue:45356", "accept": false, - "reason": "An MPS attention correctness bug is unrelated to a Kimi-K2.5 tokenizer regression." - }, - { - "left": "issue:43572", - "right": "issue:43957", - "accept": false, - "reason": "A config default bug and a model-loading meta-device regression are not the same issue." + "reason": "MPS attention correctness and Kimi-K2.5 tokenizer codec regression are unrelated." }, { "left": "issue:37428", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols and different root causes." + "reason": "Flash-attention import-name failure and Qwen2.5-VL import failure are different import problems." }, { "left": "issue:45200", "right": "issue:45325", "accept": false, - "reason": "Gemma4 `mm_token_type_ids` defaults and Qwen2.5-VL rope-index scaling are unrelated multimodal bugs." + "reason": "Gemma4 token-type defaults and Qwen2.5-VL rope-index scaling are unrelated multimodal issues." }, { "left": "issue:43295", "right": "issue:43873", "accept": false, - "reason": "Processor/tokenizer regression is unrelated to quantization offloading behavior." + "reason": "Processor/tokenizer regression and quantization offloading behavior are not the same concrete bug." }, { "left": "issue:44898", "right": "issue:45412", "accept": false, - "reason": "Perceiver resolution handling and RT-DETR memory release are unrelated." + "reason": "Perceiver non-default-resolution failure and RT-DETR memory release issues are unrelated." }, { "left": "issue:44466", "right": "issue:45127", "accept": false, - "reason": "Tied-weight serialization differences and LoRA merge collapse are different bugs despite both involving weights." + "reason": "Serialization of tied weights depending on device and LoRA merge collapse with extended vocab are related only loosely by weights, but not the same bug." }, { "left": "issue:43550", "right": "issue:43844", "accept": false, - "reason": "torch.compile SDPA failure and ZeRO-3 gradient growth are unrelated training/runtime issues." + "reason": "torch.compile/SDPA failure and ZeRO-3 gradient growth are unrelated training/runtime issues." } ] }, @@ -7606,15 +7516,15 @@ { "label": "issue", "component_index": 1, - "component_count": 18, + "component_count": 17, "review_unit_index": 24, - "review_unit_count": 49, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-414", + "cluster_id": "cluster-10000-426", "nodes": [ "issue:28218", "issue:35141", @@ -7638,7 +7548,6 @@ "issue:43653", "issue:43819", "issue:43824", - "issue:43825", "issue:43827", "issue:43856", "issue:43901", @@ -7663,247 +7572,242 @@ "issue:45520", "issue:45563", "issue:45584", - "issue:45593" + "issue:45593", + "issue:46170" ], "soft_pairs": [ - "issue:44792|issue:45563", "issue:43334|issue:43525", + "issue:44792|issue:45563", "issue:43824|issue:43975", "issue:42915|issue:43824", "issue:43388|issue:43526", "issue:43450|issue:43575", "issue:42490|issue:43493", "issue:43278|issue:43856", + "issue:28218|issue:35141", "issue:43975|issue:45520", "issue:43653|issue:44112", - "issue:28218|issue:35141", "issue:38175|issue:43493", "issue:44442|issue:45198", "issue:44514|issue:44521", + "issue:45520|issue:46170", "issue:38175|issue:45412", "issue:44206|issue:45584", "issue:43827|issue:43901", "issue:43262|issue:43450", "issue:43819|issue:44112", - "issue:44610|issue:44857", "issue:43819|issue:45083", + "issue:44610|issue:44857", "issue:37428|issue:43425", "issue:43335|issue:43550", "issue:43606|issue:45083", "issue:44857|issue:45593", - "issue:45127|issue:45245", "issue:45290|issue:45381", - "issue:44448|issue:44743", - "issue:43278|issue:43825" + "issue:45127|issue:45245", + "issue:44448|issue:44743" ], - "prepared_review_unit_hash": "f7b3011ff890841b68050d1c2ca734e59954fecac20c9293dcc17e0263afb650", + "prepared_review_unit_hash": "8c958246e63c8b3dce8d188086a983eed299098cceb85eb64207d3e5fbfd6cae", "component_budget": { - "node_count": 414, - "item_count": 414, - "soft_pair_count": 1552, - "serialized_chars": 800272, - "estimated_input_tokens": 200068, - "estimated_eval_tokens": 400392 + "node_count": 426, + "item_count": 426, + "soft_pair_count": 1572, + "serialized_chars": 814130, + "estimated_input_tokens": 203533, + "estimated_eval_tokens": 407322 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36535, - "estimated_input_tokens": 9134, - "estimated_eval_tokens": 18524 + "serialized_chars": 36540, + "estimated_input_tokens": 9135, + "estimated_eval_tokens": 18526 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly a grab bag of unrelated Transformer bugs and regressions. None of the soft pairs are strong duplicates under a strict same-root-cause standard. No PRs are present; issue 44521 is the best single issue to anchor on because it has the broadest, most active bug report among the items.", - "confidence": 0.89, - "canonical_issue_reason": "Issue 44521 has the richest discussion/inbound references and a broad, clearly stated bug in a widely used API, making it the best anchor despite the cluster being heterogeneous.", + "summary": "The set is heterogeneous and the suggested soft pairs are mostly topical lookalikes rather than true duplicates. I would not merge any of the soft edges; they generally describe different bugs, different models, or different code paths.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue stands out: these items span unrelated reports across tokenization, multimodal processors, model configs, import/runtime errors, and training/evaluation behavior.", "canonical_pr_reason": null, - "best_issue_reason": "44521 is the most representative and actionable issue in the set; it is active, well-described, and general enough to serve as the closest canonical issue.", + "best_issue_reason": "issue:44521 is the strongest representative if one issue must be chosen: it is open, has the most discussion/inbound activity among the set, and describes a concrete, user-facing bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44792", - "right": "issue:45563", + "left": "issue:43334", + "right": "issue:43525", "accept": false, - "reason": "Both involve generation-related behavior, but one is a Janus image-generation test and the other is a stale paging warning; different code paths and symptoms." + "reason": "Both are pad_token_id AttributeErrors, but for different configs/models (Qwen3-VL vs Llama4) and likely different config plumbing; not the same underlying bug." }, { - "left": "issue:43334", - "right": "issue:43525", + "left": "issue:44792", + "right": "issue:45563", "accept": false, - "reason": "Same missing-attribute symptom, but for different config classes/models; no evidence they share the same underlying bug." + "reason": "Janus test failure vs a stale warning in paged generate are unrelated symptoms and code paths." }, { "left": "issue:43824", "right": "issue:43975", "accept": false, - "reason": "An import error for a Qwen VL class and a detokenization regression in DeepSeek are unrelated." + "reason": "ImportError for a missing class and a detokenization regression are different failures with no shared fix path." }, { "left": "issue:42915", "right": "issue:43824", "accept": false, - "reason": "FineGrainedFP8Config failure for Qwen3Moe is unrelated to a missing import for a Qwen VL model class." + "reason": "Qwen3-MoE FP8 failure and Qwen2.5-VL import error are unrelated model-specific issues." }, { "left": "issue:43388", "right": "issue:43526", "accept": false, - "reason": "Both concern labels, but one is evaluation batch gathering and the other is BEiT image preprocessing; different bug surfaces." + "reason": "Both involve labels handling, but one is gather_for_metrics truncation in distributed evaluation and the other is BeitImageProcessorFast reduce_labels behavior; different components and bugs." }, { "left": "issue:43450", "right": "issue:43575", "accept": false, - "reason": "Batched video processor shape handling and tensor-parallel OOM are different failure modes in different areas." + "reason": "Video processor shape bug and Qwen2-57B-A14B-Instruct TP OOM are not the same code-path problem." }, { "left": "issue:42490", "right": "issue:43493", "accept": false, - "reason": "Local-path import warning and SigLIP2 parity discrepancy are unrelated." + "reason": "A local-path trailing-slash import warning and a SigLIP2 implementation discrepancy are unrelated." }, { "left": "issue:43278", "right": "issue:43856", "accept": false, - "reason": "Dtype drift in evaluate and MoE memory usage are different issues." + "reason": "Embedding dtype drift in evaluate and Qwen3 MoE memory usage are different issues in different phases of execution." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer spacing after added tokens and embedding reinitialization after resize are distinct tokenizer/model initialization bugs." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "Detokenization regression and a Python 3.13 flash_attn import KeyError are unrelated." + "reason": "Detokenization mismatch and a Python 3.13 flash_attn import KeyError are unrelated." }, { "left": "issue:43653", "right": "issue:44112", "accept": false, - "reason": "Tokenizer special-token registration and a stale CI device-override test do not describe the same bug." - }, - { - "left": "issue:28218", - "right": "issue:35141", - "accept": false, - "reason": "Tokenizer spacing after added tokens and embedding reinitialization after resize are distinct tokenizer/model-state issues." + "reason": "BigBirdTokenizer special-token registration and a GraniteSpeech stale device-override test are not the same bug." }, { "left": "issue:38175", "right": "issue:43493", "accept": false, - "reason": "Both are about SigLIP2, but one is zero probabilities and the other is a general HF-vs-JAX discrepancy; not enough to treat as the same defect." + "reason": "Both mention SigLIP2, but one reports zero probabilities and the other a broader HF-vs-JAX discrepancy; not enough to treat as the same concrete defect." }, { "left": "issue:44442", "right": "issue:45198", "accept": false, - "reason": "Different audio-tokenizer/model workflows with different failures; no shared code path is evident." + "reason": "AutoTokenizer loading failure for FastSpeech2ConformerTokenizer and Wav2Vec2 save/tokenization failures are different tokenizer/model behaviors." }, { "left": "issue:44514", "right": "issue:44521", "accept": false, - "reason": "Both touch apply_chat_template, but one crashes on batched padding=False input while the other produces all-zero assistant masks for multimodal inputs; not the same bug." + "reason": "Batched apply_chat_template padding=False crash and all-zero assistant masks are both chat-template related but describe different failures and likely different fixes." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Both concern import/dependency issues, but on different platforms and with different causes (flash_attn key vs torch.distributed on Windows/ROCm)." }, { "left": "issue:38175", "right": "issue:45412", "accept": false, - "reason": "SigLIP2 probability issues and RT-DETR memory-release behavior are unrelated." + "reason": "SigLIP2 output anomalies and RT-DETR memory release issues are unrelated model bugs." }, { "left": "issue:44206", "right": "issue:45584", "accept": false, - "reason": "A feature extractor unsupported-arg crash and Whisper empty-transcription generation failure are separate problems." + "reason": "A feature-extractor center-argument regression and Whisper empty-transcription failure after token alignment are different code paths." }, { "left": "issue:43827", "right": "issue:43901", "accept": false, - "reason": "Both are doc mismatches, but they cover different pipeline APIs and different stale behavior; not one underlying change." + "reason": "Both are docs mismatches around removed/changed pipeline arguments, but they concern different pipelines and different documented APIs, so not one duplicate bug." }, { "left": "issue:43262", "right": "issue:43450", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and video processor batched-shape handling are unrelated." + "reason": "Audio apply_chat_template sample-rate defaults and batched video processor output shapes are unrelated processor bugs." }, { "left": "issue:43819", "right": "issue:44112", "accept": false, - "reason": "DAC latent mismatch and a GraniteSpeech CI test issue are different code paths." + "reason": "DAC.from_latents mismatch and a GraniteSpeech stale device override test do not share the same failing path." }, { - "left": "issue:44610", - "right": "issue:44857", + "left": "issue:43819", + "right": "issue:45083", "accept": false, - "reason": "Processor image-size mismatch and AMP crash in a different loss are distinct." + "reason": "DAC latent reconstruction and qwen3_omni_moe feature-length helper behavior are different subsystems." }, { - "left": "issue:43819", - "right": "issue:45083", + "left": "issue:44610", + "right": "issue:44857", "accept": false, - "reason": "DAC latent conversion and qwen3_omni_moe feature-extraction length behavior are unrelated." + "reason": "Wrong processor input size and CUDA/float16 AMP loss crash are different issues." }, { "left": "issue:37428", "right": "issue:43425", "accept": false, - "reason": "An import error for one helper is not the same as broad Torch 2.10 incompatibility." + "reason": "A missing private import and a Torch 2.10 compatibility report are not the same concrete bug." }, { "left": "issue:43335", "right": "issue:43550", "accept": false, - "reason": "A sparse-layer config bug and a torch.compile/SDPA failure in Bamba are different issues." + "reason": "A config bug creating sparse layers at zero count and a torch.compile+SDPA failure in Bamba are unrelated." }, { "left": "issue:43606", "right": "issue:45083", "accept": false, - "reason": "CPU-offload device mismatch and qwen3_omni_moe feature-length behavior are unrelated." + "reason": "CPU offload device mismatch and qwen3_omni_moe feature-length helper behavior are different failures." }, { "left": "issue:44857", "right": "issue:45593", "accept": false, - "reason": "A float16 AMP crash and missing auxiliary losses are both detection-related but clearly different defects." - }, - { - "left": "issue:45127", - "right": "issue:45245", - "accept": false, - "reason": "LoRA/extended-vocab collapse and a category-count runtime limit are unrelated." + "reason": "AMP/CUDA crash in LwDetrImageLoss and missing auxiliary losses in D-FINE are unrelated training bugs." }, { "left": "issue:45290", "right": "issue:45381", "accept": false, - "reason": "Assistant tool-call chat-template crash and VL video position-id bug are different multimodal issues." - }, - { - "left": "issue:44448", - "right": "issue:44743", - "accept": false, - "reason": "Pegasus v4/v5 output drift and Qwen3_5 recurrent-state reset are unrelated." + "reason": "Tool-call assistant message handling and Qwen2.5-VL video vision_position_ids are different chat/template vs vision-positioning problems." }, { - "left": "issue:43824", - "right": "issue:45083", + "left": "issue:45127", + "right": "issue:45245", "accept": false, - "reason": "A missing Qwen2.5-VL import and qwen3_omni_moe feature-length behavior are unrelated." + "reason": "LoRA merge with extended vocabulary causing collapse and a categories-cardinality RuntimeError are unrelated." }, { - "left": "issue:43278", - "right": "issue:43825", + "left": "issue:44448", + "right": "issue:44743", "accept": false, - "reason": "Embedding dtype drift and a pipeline error-message regression are unrelated." + "reason": "Transformers v4/v5 output drift for Pegasus and recurrent state resets in modular_qwen3_5.py are not the same bug." } ] }, @@ -7917,15 +7821,15 @@ { "label": "issue", "component_index": 1, - "component_count": 18, + "component_count": 17, "review_unit_index": 25, - "review_unit_count": 49, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-414", + "cluster_id": "cluster-10000-426", "nodes": [ "issue:28218", "issue:29127", @@ -7938,6 +7842,7 @@ "issue:39692", "issue:40444", "issue:42490", + "issue:43278", "issue:43335", "issue:43504", "issue:43526", @@ -7947,8 +7852,8 @@ "issue:43653", "issue:43701", "issue:43720", - "issue:43723", "issue:43819", + "issue:43825", "issue:43854", "issue:43931", "issue:44112", @@ -7957,9 +7862,7 @@ "issue:44351", "issue:44360", "issue:44448", - "issue:44462", "issue:44493", - "issue:44554", "issue:44561", "issue:44779", "issue:44855", @@ -7980,8 +7883,9 @@ "issue:29942|issue:32090", "issue:45200|issue:45588", "issue:37428|issue:44351", - "issue:43611|issue:43931", "issue:44206|issue:45823", + "issue:43278|issue:43825", + "issue:43611|issue:43931", "issue:43335|issue:43653", "issue:43550|issue:44112", "issue:43819|issue:44493", @@ -7993,277 +7897,255 @@ "issue:39692|issue:43526", "issue:45310|issue:45478", "issue:39692|issue:44493", - "issue:44360|issue:44561", "issue:43720|issue:44112", "issue:44292|issue:45520", - "issue:43335|issue:44112", - "issue:43335|issue:45072", "issue:44448|issue:44779", + "issue:43335|issue:45072", + "issue:43335|issue:44112", + "issue:44360|issue:44561", "issue:42490|issue:43854", "issue:44977|issue:45229", "issue:38175|issue:44493", - "issue:43606|issue:44857", "issue:34689|issue:35141", + "issue:43606|issue:44857", "issue:44857|issue:45072", "issue:44448|issue:44977", "issue:40444|issue:43526", "issue:28218|issue:32090", - "issue:43701|issue:45083", - "issue:44561|issue:44779", - "issue:43723|issue:44554", - "issue:44462|issue:44561", - "issue:43550|issue:45083" + "issue:43701|issue:45083" ], - "prepared_review_unit_hash": "ff18e0df2cba74b745b002ce2a94aea40dabb7d261ee2789bdc40e923860a87d", + "prepared_review_unit_hash": "4dc198168e561a58549a088ff24a3b4605f96613a52485c5029ff35c6b44862e", "component_budget": { - "node_count": 414, - "item_count": 414, - "soft_pair_count": 1552, - "serialized_chars": 800272, - "estimated_input_tokens": 200068, - "estimated_eval_tokens": 400392 + "node_count": 426, + "item_count": 426, + "soft_pair_count": 1572, + "serialized_chars": 814130, + "estimated_input_tokens": 203533, + "estimated_eval_tokens": 407322 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 36, - "serialized_chars": 38447, - "estimated_input_tokens": 9612, - "estimated_eval_tokens": 19480 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 37003, + "estimated_input_tokens": 9251, + "estimated_eval_tokens": 18758 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly unrelated issues; the only clear duplicate pair is the Qwen3.5 MoE from_pretrained regression (45310/45478). No PRs are present.", - "confidence": 0.86, - "canonical_issue_reason": "issue:45310 is the earliest and slightly more detailed report for the only true duplicate pair in the set, so it is the best canonical issue to anchor that regression.", + "summary": "Most pairs are unrelated issue reports that only share broad subsystem keywords. The only clear duplicate is the Qwen3.5 MoE `from_pretrained` regression pair.", + "confidence": 0.97, + "canonical_issue_reason": "issue:45310 is the earlier and more detailed report of the same Qwen3.5 MoE `from_pretrained` regression as issue:45478.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the clearest global anchor here: it matches its duplicate exactly, names the concrete regression, and is the earliest report among the pair.", + "best_issue_reason": "issue:45310 is the best representative issue: it is the earliest clear report of the duplicate regression and has the fuller discussion.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:29942", "right": "issue:32090", "accept": false, - "reason": "Different bugs: Flash Attention 2 test failures vs Trainer/_gpu_broadcast_one NoneType broadcast error." + "reason": "Different failures: Flash Attention 2 test breakage vs Trainer `_gpu_broadcast_one` rejecting `NoneType`." }, { "left": "issue:45200", "right": "issue:45588", "accept": false, - "reason": "Different code paths and failures: Gemma4 token-type IDs vs flash_attention.py AttributeError on s_aux=None." + "reason": "Gemma4 text-only `mm_token_type_ids` handling and a flash-attention sink-less model crash are different code paths." }, { "left": "issue:37428", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but for different missing symbols and likely different underlying breakages." + "reason": "Both are import errors, but for different missing symbols in different modules." }, { - "left": "issue:43611", - "right": "issue:43931", + "left": "issue:44206", + "right": "issue:45823", "accept": false, - "reason": "Model-loading regression with base_model_prefix is not the same as a Qwen3-VL weight shape mismatch." + "reason": "Unsupported `center` arg in a feature extractor is unrelated to Gemma4 device-map forward mismatch." }, { - "left": "issue:44206", - "right": "issue:45823", + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype drift in evaluate is unrelated to a pipeline translation-task error message." + }, + { + "left": "issue:43611", + "right": "issue:43931", "accept": false, - "reason": "Unsupported center arg in a feature extractor is unrelated to Gemma4 PLE device mismatch during forward." + "reason": "Base-model-prefix loading regression and Qwen3-VL weight-shape mismatch are different model-loading bugs." }, { "left": "issue:43335", "right": "issue:43653", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug and BigBirdTokenizer special-token bug are unrelated." + "reason": "SwitchTransformers sparse-layer config bug is unrelated to BigBirdTokenizer special-token decoding." }, { "left": "issue:43550", "right": "issue:44112", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba is unrelated to a GraniteSpeech CI device-override test issue." + "reason": "torch.compile SDPA failure in Bamba is not the same as a GraniteSpeech CI device-override test issue." }, { "left": "issue:43819", "right": "issue:44493", "accept": false, - "reason": "DAC.from_latents/STE mismatch is a different bug than unexpected position-id keys in many models." + "reason": "DAC latent/forward mismatch is unrelated to unexpected position-id keys during model loading." }, { "left": "issue:44855", "right": "issue:45083", "accept": false, - "reason": "Python 3.13 IndentationError in DebertaV2Model is unrelated to qwen3_omni_moe length helper behavior." + "reason": "Python 3.13 `IndentationError` in DebertaV2 import is unrelated to qwen3_omni_moe feature-length behavior." }, { "left": "issue:43335", "right": "issue:43504", "accept": false, - "reason": "Different BEIT/SwitchTransformers model-loading/configuration problems." + "reason": "One is a SwitchTransformers config construction bug; the other is a BEiT legacy-field model load failure." }, { "left": "issue:45588", "right": "issue:45859", "accept": false, - "reason": "Both involve Qwen-related attention code, but one is a flash_attention s_aux=None crash and the other is CPU-offload rotary embedding incompatibility." + "reason": "Both involve flash attention / MoE models, but one crashes on `s_aux=None` and the other is a CPU-offload rotary embedding issue." }, { "left": "issue:29127", "right": "issue:32090", "accept": false, - "reason": "LayoutLMv3 error messaging and Trainer GPU broadcast TypeError are unrelated." + "reason": "LayoutLMv3 error-message clarity and Trainer `_gpu_broadcast_one` `NoneType` support are not the same bug." }, { "left": "issue:43335", "right": "issue:45083", "accept": false, - "reason": "SwitchTransformers sparse-layer creation and qwen3_omni_moe feature-length helper are different bugs." + "reason": "Sparse-layer construction in SwitchTransformers is unrelated to qwen3_omni_moe feature extraction lengths." }, { "left": "issue:39692", "right": "issue:43526", "accept": false, - "reason": "SigLIP2 docs/example issues are unrelated to BeitImageProcessorFast reduce_labels behavior." + "reason": "SigLIP2 doc example errors are unrelated to BEiT fast processor label reduction." }, { "left": "issue:45310", "right": "issue:45478", "accept": true, - "reason": "Same concrete regression, same title, same version range, and 45478 is a later duplicate report of 45310." + "reason": "Same underlying bug: identical Qwen3.5 MoE `from_pretrained` regression, with matching title and symptom." }, { "left": "issue:39692", "right": "issue:44493", "accept": false, - "reason": "Documentation/example errors in SigLIP2 are unrelated to position-id key warnings." - }, - { - "left": "issue:44360", - "right": "issue:44561", - "accept": false, - "reason": "DSA indexer ReLU discussion is unrelated to removal of is_torch_fx_available breaking trust_remote_code models." + "reason": "A SigLIP2 documentation example issue is unrelated to unexpected position-id keys across models." }, { "left": "issue:43720", "right": "issue:44112", "accept": false, - "reason": "Packed-weights loading failure in BitNet is unrelated to a stale CI device-override test." + "reason": "Packed-weight loading in BitNet and a stale GraniteSpeech CI override test are different problems." }, { "left": "issue:44292", "right": "issue:45520", "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime error is different from the Python 3.13 flash_attn import KeyError." + "reason": "Qwen-3-8B-NVFP4 runtime failure and a Python 3.13 `flash_attn` import key error are not the same bug." }, { - "left": "issue:43335", - "right": "issue:44112", + "left": "issue:44448", + "right": "issue:44779", "accept": false, - "reason": "Different subsystems and failure modes: SwitchTransformers config bug vs GraniteSpeech CI device mismatch." + "reason": "Pegasus v4/v5 output differences and Deepseek tokenizer regressions are separate model-specific issues." }, { "left": "issue:43335", "right": "issue:45072", "accept": false, - "reason": "Sparse-layer config and bfloat16 dtype mismatch are unrelated." + "reason": "SwitchTransformers sparse-layer config and bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel are not the same concrete failure." }, { - "left": "issue:44448", - "right": "issue:44779", + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "SwitchTransformers config creation bug and GraniteSpeech CI device override failure are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:44561", "accept": false, - "reason": "Pegasus output drift across versions is not the same as Deepseek tokenizer regression." + "reason": "A DSA indexer discussion issue is not the same as removal of `is_torch_fx_available` breaking trust-remote-code models." }, { "left": "issue:42490", "right": "issue:43854", "accept": false, - "reason": "Local-path import warning and GLM-4.7-Flash loading failure are distinct model-loading issues." + "reason": "Local-path trailing-slash import warning and GLM-4.7-Flash unit-test loading failure are different loading issues." }, { "left": "issue:44977", "right": "issue:45229", "accept": false, - "reason": "Qwen3.5 flash-attention generation bug and Gemma4 multi-GPU CUDA OOM are different problems." + "reason": "Flash-attention generation corruption in Qwen3.5 is unrelated to Gemma4 multi-GPU OOM." }, { "left": "issue:38175", "right": "issue:44493", "accept": false, - "reason": "SigLIP2 zero probabilities and unexpected position-id keys are unrelated." + "reason": "SigLIP2 zero probabilities and position-id key warnings are different symptoms with different likely causes." }, { - "left": "issue:43606", - "right": "issue:44857", + "left": "issue:34689", + "right": "issue:35141", "accept": false, - "reason": "CPU-offload device mismatch in bark-small is unrelated to LwDetrImageLoss AMP crash." + "reason": "Llama 3.2 Vision model loading breakage and embedding reinitialization after resize are unrelated." }, { - "left": "issue:34689", - "right": "issue:35141", + "left": "issue:43606", + "right": "issue:44857", "accept": false, - "reason": "Llama 3.2 Vision model-loading regression and embedding reinitialization after resize are different bugs." + "reason": "CPU-offload device mismatch in Bark and float16 AMP crashes in LwDetrImageLoss are different failures." }, { "left": "issue:44857", "right": "issue:45072", "accept": false, - "reason": "float16 AMP crash in LwDetrImageLoss is unrelated to bfloat16 dtype mismatches." + "reason": "AMP/CUDA crash in LwDetrImageLoss is unrelated to bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." }, { "left": "issue:44448", "right": "issue:44977", "accept": false, - "reason": "Pegasus v4/v5 output differences and Qwen3.5 flash-attention generation failures are unrelated." + "reason": "Pegasus output drift and Qwen3.5 flash-attention generation failures are unrelated model regressions." }, { "left": "issue:40444", "right": "issue:43526", "accept": false, - "reason": "IterableDataset multi-image finetuning failure is unrelated to BeitImageProcessorFast label reduction." + "reason": "Qwen2.5-VL multi-image iterable dataset failure is unrelated to BEiT processor label reduction." }, { "left": "issue:28218", "right": "issue:32090", "accept": false, - "reason": "Tokenizer added-token spacing bug is unrelated to the Trainer broadcast NoneType error." + "reason": "Tokenizer extra-space behavior and Trainer `_gpu_broadcast_one` type handling are different bugs." }, { "left": "issue:43701", "right": "issue:45083", "accept": false, - "reason": "Checkpoint key mismatch is unrelated to qwen3_omni_moe helper output lengths." - }, - { - "left": "issue:44561", - "right": "issue:44779", - "accept": false, - "reason": "Both mention version 5 regressions, but one is an API removal breakage and the other is tokenizer output drift." - }, - { - "left": "issue:43723", - "right": "issue:44554", - "accept": false, - "reason": "AutoTokenizer loading issue in v5 is unrelated to an MPS attention correctness problem." - }, - { - "left": "issue:44462", - "right": "issue:44561", - "accept": false, - "reason": "Ignoring tokenizer.json and removal of is_torch_fx_available are different regression classes." - }, - { - "left": "issue:43550", - "right": "issue:45083", - "accept": false, - "reason": "Bamba SDPA compile failure is unrelated to qwen3_omni_moe feature-length helper behavior." + "reason": "Checkpoint key mismatch and qwen3_omni_moe feature-length behavior are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: all items are issues, and 45310/45478 is the only exact-title duplicate pair with the earlier report correctly identified as canonical. The soft-edge verdicts are conservative and the distinctions are generally supported by the titles/body metadata." + "feedback": "The summary is grounded in the packet: 45310/45478 are the only clearly identical pair by title and timing, and the other soft-edge rejections stay conservative by relying on distinct titles/symptoms. No mergeability concerns for PR pairs here." }, "evaluator_used": true, "retried": false, @@ -8274,15 +8156,15 @@ { "label": "issue", "component_index": 1, - "component_count": 18, + "component_count": 17, "review_unit_index": 26, - "review_unit_count": 49, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-414", + "cluster_id": "cluster-10000-426", "nodes": [ "issue:10000", "issue:15354", @@ -8294,35 +8176,34 @@ "issue:37428", "issue:41720", "issue:42490", - "issue:43065", "issue:43278", "issue:43329", "issue:43381", "issue:43412", + "issue:43550", "issue:43575", "issue:43653", + "issue:43723", "issue:43873", "issue:43927", "issue:43976", - "issue:43994", - "issue:44186", - "issue:44206", - "issue:44361", "issue:44448", + "issue:44462", "issue:44466", - "issue:44479", + "issue:44554", + "issue:44561", "issue:44568", "issue:44743", + "issue:44779", "issue:44857", - "issue:44871", "issue:44977", "issue:44987", + "issue:45083", "issue:45198", "issue:45229", "issue:45245", "issue:45372", "issue:45406", - "issue:45412", "issue:45440", "issue:45459", "issue:45491", @@ -8334,252 +8215,231 @@ "issue:45823" ], "soft_pairs": [ + "issue:43723|issue:44554", + "issue:43550|issue:45083", "issue:32090|issue:33357", "issue:29942|issue:35141", "issue:37428|issue:44987", + "issue:44561|issue:44779", "issue:43873|issue:45229", + "issue:44462|issue:44561", "issue:43927|issue:45698", "issue:41720|issue:45229", "issue:43278|issue:43329", "issue:44977|issue:45563", - "issue:44568|issue:45491", "issue:10000|issue:15354", - "issue:45372|issue:45588", + "issue:44568|issue:45491", "issue:42490|issue:43575", + "issue:45372|issue:45588", "issue:43412|issue:45588", - "issue:45198|issue:45803", "issue:44857|issue:45588", + "issue:45198|issue:45803", "issue:43976|issue:45440", "issue:45372|issue:45406", "issue:45459|issue:45712", "issue:45588|issue:45823", "issue:43278|issue:43381", - "issue:44448|issue:44466", "issue:43653|issue:44743", + "issue:44448|issue:44466", "issue:45245|issue:45563", - "issue:25251|issue:32090", - "issue:45372|issue:45459", - "issue:44206|issue:44479", - "issue:43065|issue:43994", - "issue:44186|issue:45198", - "issue:43065|issue:45412", - "issue:44871|issue:44977", - "issue:44361|issue:45198" + "issue:25251|issue:32090" ], - "prepared_review_unit_hash": "acc87e52515044ec5c2a808ca31bef2fbe61d739d9ce258a2d6b9b267a555248", + "prepared_review_unit_hash": "6aa311ea6c0c772e55c4cade7fd1b6dc5548d6ab665e1d8aca7fbf57d399309a", "component_budget": { - "node_count": 414, - "item_count": 414, - "soft_pair_count": 1552, - "serialized_chars": 800272, - "estimated_input_tokens": 200068, - "estimated_eval_tokens": 400392 + "node_count": 426, + "item_count": 426, + "soft_pair_count": 1572, + "serialized_chars": 814130, + "estimated_input_tokens": 203533, + "estimated_eval_tokens": 407322 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37309, - "estimated_input_tokens": 9328, - "estimated_eval_tokens": 18912 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35790, + "estimated_input_tokens": 8948, + "estimated_eval_tokens": 18152 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is largely heterogeneous: these are distinct bug reports across different models, components, and failure modes. I rejected all soft pairs as true duplicates; none look like the same underlying bug or change.", - "confidence": 0.95, - "canonical_issue_reason": "If one issue must represent the cluster, issue #43873 is the most active and broadly framed (open, multiple references, discussion-heavy). That said, it is not a true semantic canonical for the whole set because the cluster is not actually cohesive.", + "summary": "This cluster is highly heterogeneous: the issues span unrelated tokenizer, loading, attention, device-mapping, serialization, and export bugs. I do not see any true duplicate pair among the soft edges, so all candidate merges are rejected. If forced to anchor the cluster, issue 45588 is the most concrete, reproducible runtime crash and the best triage representative.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 45588 is the cleanest standalone bug report in the set: it names a specific file, a specific failure (`AttributeError` on `s_aux=None`), and a clear runtime path. It is not a duplicate of the others, but it is the best anchor for triage.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #43873 is the best global representative only by breadth and activity, not because it matches the other issues semantically.", + "best_issue_reason": "45588 is the best issue for a canonical slot because it is narrowly scoped, reproducible, and tied to a concrete code path rather than a broad regression description.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43723", + "right": "issue:44554", + "accept": false, + "reason": "Different problems: tokenizer loading in v5 vs an MPS attention correctness issue. No shared concrete failure path." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "One is a torch.compile/SDPA failure in Bamba; the other is a helper-length bug in qwen3_omni_moe. Unrelated code paths." + }, { "left": "issue:32090", "right": "issue:33357", "accept": false, - "reason": "Different failures: Trainer/_gpu_broadcast_one TypeError vs MacOS bus error on a CLIP model." + "reason": "Trainer broadcast TypeError on NoneType vs MacOS bus error with a community CLIP model. Different subsystems and symptoms." }, { "left": "issue:29942", "right": "issue:35141", "accept": false, - "reason": "Flash Attention 2 test failures are unrelated to token embedding reinitialization in post_init." + "reason": "Flash Attention 2 test failures and embedding reinitialization in post_init are separate bugs." }, { "left": "issue:37428", "right": "issue:44987", "accept": false, - "reason": "Import error for a flash-attention utility is unrelated to a model-loading failure for physical-intelligence/fast." + "reason": "Both involve loading/imports, but one is a missing flash-attention utility symbol and the other is a model load failure for a specific repo. Not the same bug." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 regressions, but one is a removed API breaking trust_remote_code and the other is a DeepSeek tokenizer behavior change. Different underlying issues." }, { "left": "issue:43873", "right": "issue:45229", "accept": false, - "reason": "Quantization/offloading behavior and Gemma4 multi-GPU OOM are different code paths and symptoms." + "reason": "Quantization/offloading behavior vs multi-GPU OOM for Gemma4. Same broad area, different failure mode." + }, + { + "left": "issue:44462", + "right": "issue:44561", + "accept": false, + "reason": "Tokenizer repository selection bug vs removed is_torch_fx_available breaking remote-code models. No duplicate evidence." }, { "left": "issue:43927", "right": "issue:45698", "accept": false, - "reason": "Saving/loading custom token IDs is a different bug from loading the wrong custom module after save_pretrained." + "reason": "Both are save/load related, but one is config token IDs being lost and the other is a wrong custom module being loaded. Related theme, not the same concrete bug." }, { "left": "issue:41720", "right": "issue:45229", "accept": false, - "reason": "Auto device mapping cudaErrorAssert on Qwen3 is distinct from Gemma4 CUDA OOM." + "reason": "Qwen3 auto device-mapping CUDA assert vs Gemma4 multi-GPU OOM. Different models and distinct root causes." }, { "left": "issue:43278", "right": "issue:43329", "accept": false, - "reason": "Embedding dtype drift in eval is unrelated to a multimodal token counting bug in the video branch." + "reason": "Embedding dtype drift in eval vs undefined variables in the video branch of multimodal token counting. Unrelated." }, { "left": "issue:44977", "right": "issue:45563", "accept": false, - "reason": "Qwen3.5 flash-attention generation regression is not the same as a stale num_return_sequences warning." - }, - { - "left": "issue:44568", - "right": "issue:45491", - "accept": false, - "reason": "Tokenizer BOS/EOS handling is unrelated to Gemma3 mixed-length NaN embeddings from attention masking." + "reason": "Flash-attention generation failure for Qwen3.5 vs a stale warning in paged generate(). Different code paths." }, { "left": "issue:10000", "right": "issue:15354", "accept": false, - "reason": "German DistilBertModel issue and torch.jit.script GeneratorExp export failure are different model/runtime problems." + "reason": "German DistilBertModel issue vs torch.jit GeneratorExp export limitation. No substantive overlap." }, { - "left": "issue:45372", - "right": "issue:45588", + "left": "issue:44568", + "right": "issue:45491", "accept": false, - "reason": "Missing ReasoningEffort import for Gemma4 processor loading is unrelated to an AttributeError in flash_attention.py on s_aux=None." + "reason": "Tokenizer special-token handling vs NaN embeddings in sliding-window attention. Different classes of bugs." }, { "left": "issue:42490", "right": "issue:43575", "accept": false, - "reason": "Trailing-slash local path import warning and Qwen2-57B-A14B-Instruct TP OOM are unrelated." + "reason": "Trailing-slash local path warning vs tensor-parallel OOM on a large Qwen model. Not duplicates." }, { - "left": "issue:43412", + "left": "issue:45372", "right": "issue:45588", "accept": false, - "reason": "Gemma3n executorch export failures and flash_attention.py s_aux=None crashes affect different pipelines." + "reason": "Gemma4 processor loading import error vs flash-attention crash on sink-less models. Same general family only, but not the same bug." }, { - "left": "issue:45198", - "right": "issue:45803", + "left": "issue:43412", + "right": "issue:45588", "accept": false, - "reason": "Wav2Vec2 save/tokenization failures are not the same as FuyuBatchFeature swallowing errors with a bare except." + "reason": "Executorch export/erfinv support issue vs flash-attention runtime attribute crash. Distinct issues." }, { "left": "issue:44857", "right": "issue:45588", "accept": false, - "reason": "LwDetrImageLoss AMP/CUDA crash is a different failure mode than a flash_attention attribute error." + "reason": "AMP/CUDA loss crash vs flash-attention AttributeError. Different layers and failures." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure vs a bare-except bug in FuyuBatchFeature. Related to tokenization only at a very high level." }, { "left": "issue:43976", "right": "issue:45440", "accept": false, - "reason": "Python version compatibility in Transformers 5.1.0 is unrelated to DeepseekV3MoE divergence." + "reason": "Python version compatibility issue vs DeepSeekV3MoE divergence from remote implementation. Unrelated." }, { "left": "issue:45372", "right": "issue:45406", "accept": false, - "reason": "Both involve Gemma4-related loading, but one is an import dependency issue and the other is a missing _tokenizer attribute in transformers serve." + "reason": "Both concern Gemma4 processor loading/serving, but one is an external dependency import error and the other is a missing _tokenizer attribute. Not the same concrete defect." }, { "left": "issue:45459", "right": "issue:45712", "accept": false, - "reason": "Tokenizer error masking without protobuf and leftover dummy classes failing repo checks are unrelated." + "reason": "Tokenizer error masking when protobuf is absent vs leftover dummy classes leaking into dir(transformers). Different maintenance issues." }, { "left": "issue:45588", "right": "issue:45823", "accept": false, - "reason": "flash_attention.py s_aux=None crash is different from Gemma4 PLE device mismatch under device_map=auto." + "reason": "Flash-attention sink-less crash vs Gemma4 PLE device mismatch under device_map='auto'. Different code paths and symptoms." }, { "left": "issue:43278", "right": "issue:43381", "accept": false, - "reason": "Eval-time dtype change for embeddings is not the same as gradient checkpointing being disallowed in eval mode." + "reason": "Eval-mode dtype change and gradient-checkpointing-in-eval are not the same bug." }, { - "left": "issue:44448", - "right": "issue:44466", + "left": "issue:43653", + "right": "issue:44743", "accept": false, - "reason": "Different output across Transformers versions for Pegasus is unrelated to device-dependent lm_head.weight serialization." + "reason": "BigBirdTokenizer special-token registration vs Qwen3_5 recurrent state reset with cache. Unrelated." }, { - "left": "issue:43653", - "right": "issue:44743", + "left": "issue:44448", + "right": "issue:44466", "accept": false, - "reason": "BigBirdTokenizer special-token registration and Qwen3.5 recurrent-state reset are separate tokenizer/model bugs." + "reason": "Different output for Pegasus across versions vs inconsistent lm_head.weight serialization by device. Both are regressions, but not the same underlying defect." }, { "left": "issue:45245", "right": "issue:45563", "accept": false, - "reason": "Category-count limit error has no relation to a stale generate() warning." + "reason": "Category-count limit error vs stale warning in paged generate(). No shared failure path." }, { "left": "issue:25251", "right": "issue:32090", "accept": false, - "reason": "Pipeline top_k output nesting and Trainer broadcast TypeError are unrelated." - }, - { - "left": "issue:45372", - "right": "issue:45459", - "accept": false, - "reason": "Gemma4 processor import dependency failure is different from protobuf exception masking in tokenizers." - }, - { - "left": "issue:44206", - "right": "issue:44479", - "accept": false, - "reason": "Unsupported center arg in LasrFeatureExtractor is unrelated to the Qwen2.5/Qwen3.5 video input regression." - }, - { - "left": "issue:43065", - "right": "issue:43994", - "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and SigLIP2 nonsensical outputs are different model-specific issues." - }, - { - "left": "issue:44186", - "right": "issue:45198", - "accept": false, - "reason": "LayoutLMv2 tokenizer crashes on NER/padding are unrelated to Wav2Vec2 save_pretrained/tokenization failures." - }, - { - "left": "issue:43065", - "right": "issue:45412", - "accept": false, - "reason": "A dummy Conv2d placeholder bug is unrelated to RT-DETR memory not being released." - }, - { - "left": "issue:44871", - "right": "issue:44977", - "accept": false, - "reason": "Gemma3 eos_token_id configuration mismatch is not the same as Qwen3.5 flash-attention generation failure." - }, - { - "left": "issue:44361", - "right": "issue:45198", - "accept": false, - "reason": "MLukeTokenizer AttributeError and Wav2Vec2 tokenization/save failures are different tokenizer bugs." + "reason": "Pipeline top_k shape change vs trainer broadcast NoneType error. Completely different issues." } ] }, @@ -8593,15 +8453,15 @@ { "label": "issue", "component_index": 1, - "component_count": 18, + "component_count": 17, "review_unit_index": 27, - "review_unit_count": 49, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-414", + "cluster_id": "cluster-10000-426", "nodes": [ "issue:29127", "issue:29942", @@ -8610,12 +8470,12 @@ "issue:33290", "issue:33357", "issue:34567", - "issue:35141", "issue:36010", "issue:39692", "issue:42490", "issue:42915", "issue:42994", + "issue:43065", "issue:43066", "issue:43257", "issue:43278", @@ -8631,35 +8491,42 @@ "issue:43873", "issue:43994", "issue:44186", + "issue:44206", "issue:44265", "issue:44279", + "issue:44361", "issue:44442", - "issue:44451", "issue:44462", + "issue:44479", "issue:44610", - "issue:44625", - "issue:45103", + "issue:44871", + "issue:44977", "issue:45198", "issue:45372", "issue:45412", "issue:45440", + "issue:45459", "issue:45491", - "issue:45520", - "issue:45584", "issue:45593", "issue:45834", "issue:45859", "issue:46121" ], "soft_pairs": [ - "issue:44451|issue:45520", + "issue:44206|issue:44479", + "issue:43065|issue:43994", + "issue:45372|issue:45459", + "issue:44186|issue:45198", + "issue:43065|issue:45412", + "issue:44871|issue:44977", "issue:43611|issue:46121", + "issue:44361|issue:45198", "issue:42915|issue:42994", - "issue:43066|issue:44462", - "issue:32090|issue:33290", "issue:42490|issue:43873", - "issue:29942|issue:30064", + "issue:32090|issue:33290", "issue:33357|issue:39692", + "issue:43066|issue:44462", + "issue:29942|issue:30064", "issue:29127|issue:34567", "issue:43994|issue:45412", "issue:44265|issue:45198", @@ -8675,201 +8542,216 @@ "issue:29942|issue:36010", "issue:43526|issue:45834", "issue:43761|issue:45859", - "issue:43526|issue:44186", - "issue:45103|issue:45372", - "issue:44625|issue:45584", - "issue:29127|issue:35141" + "issue:43526|issue:44186" ], - "prepared_review_unit_hash": "a8285994e2aeb8a5e2df7d57323787947952aae91c50865ab165f01aaaf65da6", + "prepared_review_unit_hash": "6cff26d722d28029ba9168a4ad527f4a4695db93aa54adb8100e2456e25b7610", "component_budget": { - "node_count": 414, - "item_count": 414, - "soft_pair_count": 1552, - "serialized_chars": 800272, - "estimated_input_tokens": 200068, - "estimated_eval_tokens": 400392 + "node_count": 426, + "item_count": 426, + "soft_pair_count": 1572, + "serialized_chars": 814130, + "estimated_input_tokens": 203533, + "estimated_eval_tokens": 407322 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35182, - "estimated_input_tokens": 8796, - "estimated_eval_tokens": 17848 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36626, + "estimated_input_tokens": 9157, + "estimated_eval_tokens": 18570 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a heterogeneous mix of unrelated Transformers issues; a few pairs are superficially similar by subsystem, but none look like the same underlying bug/change. No soft-edge duplicate should be merged.", - "confidence": 0.87, - "canonical_issue_reason": "issue:43873 is the broadest and most discussion-heavy unresolved bug here, so it is the best anchor for the cluster even though the rest of the items do not form a true duplicate set.", + "summary": "These issues are thematically adjacent in the broad sense of Transformers regressions, but none of the soft pairs look like true duplicates of the same concrete bug. The closest overall representative is the open quantization/offloading report, but the set is too diverse to collapse further.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43873 is the most active open report and the broadest representative of the cluster\u2019s recurring model-loading/quantization/offloading failure mode.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the strongest overall representative by scope, activity, and inbound references; it is the best issue to anchor triage for this mixed cluster.", + "best_issue_reason": "issue:43873 is the best general triage anchor because it is open, has inbound references, and sits in the most recurring operational area among these items.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44451", - "right": "issue:45520", + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Different regressions: one is a feature-extractor argument crash, the other is a video-input regression for Qwen VL models." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Unrelated models and failures; dummy Conv2d in Sam3PixelDecoder is not the same bug as SigLIP2 producing nonsensical outputs." + }, + { + "left": "issue:45372", + "right": "issue:45459", "accept": false, - "reason": "Different failures: model loading for a specific checkpoint vs a Python 3.13 flash_attn import-path KeyError." + "reason": "Both involve loading-time errors, but one is a mistral_common import breakage while the other is protobuf-exception masking in tokenizer error handling." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizer code paths and symptoms; NER/padding crashes in LayoutLMv2Tokenizer are not the same as Wav2Vec2 save/tokenization failures." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Memory reclamation in RT-DETR is a different problem than the Sam3PixelDecoder dummy layer." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Distinct model-specific configuration and generation bugs; eos_token_id mismatch is unrelated to flash-attention generation failure." }, { "left": "issue:43611", "right": "issue:46121", "accept": false, - "reason": "Unrelated code paths: base_model_prefix loading regression vs rope-param validation on a JSON-loaded list." + "reason": "One is a Transformers 5 base_model_prefix loading regression; the other is a rope-parameter helper type error." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizer/model classes and failure mechanisms; MLuke task errors do not match Wav2Vec2 save/tokenization bugs." }, { "left": "issue:42915", "right": "issue:42994", "accept": false, - "reason": "Both touch quantization, but one is a Qwen3Moe FP8 runtime failure and the other is quantized model saving; not the same bug." + "reason": "Both mention quantization-adjacent workflows, but one is MoE weight conversion with accelerate/deepspeed and the other is saving quantized models." }, { - "left": "issue:43066", - "right": "issue:44462", + "left": "issue:42490", + "right": "issue:43873", "accept": false, - "reason": "Both involve tokenizers/loading, but one is a v5 decoder-type warning and the other is AutoTokenizer ignoring tokenizer.json." + "reason": "A trailing-slash local path import warning is not the same underlying issue as quantization offloading not working." }, { "left": "issue:32090", "right": "issue:33290", "accept": false, - "reason": "Trainer broadcast TypeError and DeepSpeed Adafactor OOM are unrelated failure modes." + "reason": "Trainer broadcast NoneType and Adafactor OOM are unrelated training failures." }, { - "left": "issue:42490", - "right": "issue:43873", + "left": "issue:33357", + "right": "issue:39692", "accept": false, - "reason": "Local-path trailing-slash import warning is unrelated to quantization/offloading behavior." + "reason": "MacOS bus error in CLIP loading is different from SigLIP2 documentation example errors." }, { - "left": "issue:29942", - "right": "issue:30064", + "left": "issue:43066", + "right": "issue:44462", "accept": false, - "reason": "Flash Attention 2 test failures and void segmentation-map processing are different subsystems and bugs." + "reason": "Both concern tokenizer loading, but one is a decoder type mismatch in v5 and the other is AutoTokenizer ignoring tokenizer.json." }, { - "left": "issue:33357", - "right": "issue:39692", + "left": "issue:29942", + "right": "issue:30064", "accept": false, - "reason": "MacOS bus error on a CLIP model is not the same as SigLIP2 documentation/example errors." + "reason": "Flash Attention 2 test failures and void segmentation-map processing are unrelated subsystems." }, { "left": "issue:29127", "right": "issue:34567", "accept": false, - "reason": "LayoutLMv3 error-message clarity and TrainerState token counting are unrelated issues." + "reason": "LayoutLMv3 error-message clarity and TrainerState token counting are not the same bug." }, { "left": "issue:43994", "right": "issue:45412", "accept": false, - "reason": "SigLIP2 inference correctness and RT-DETR memory release are different code paths." + "reason": "SigLIP2 inference quality issues are unrelated to RT-DETR memory release behavior." }, { "left": "issue:44265", "right": "issue:45198", "accept": false, - "reason": "torch.export support for torch_compilable_check is unrelated to Wav2Vec2 save_pretrained/tokenization failures." + "reason": "torch.export failing on torch_compilable_check is a different code path from Wav2Vec2 tokenization/save failures." }, { "left": "issue:43257", "right": "issue:43278", "accept": false, - "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed is separate from embedding dtype drift between train/eval." + "reason": "MoE weight conversion under distributed loading is not the same as embedding dtype drift during evaluation." }, { "left": "issue:43756", "right": "issue:45440", "accept": false, - "reason": "Smollm3 RoPE-layer drop and DeepseekV3MoE divergence are distinct model-implementation issues." + "reason": "Different model implementations and different bugs: RoPE layer loss vs DeepSeekV3MoE divergence." }, { "left": "issue:43421", "right": "issue:45491", "accept": false, - "reason": "Runtime special-token post-processing and Gemma3 NaN embeddings on GPU are not the same failure." + "reason": "Runtime special-token post-processing updates are unrelated to Gemma3 NaN embeddings on padded windows." }, { "left": "issue:43653", "right": "issue:44442", "accept": false, - "reason": "BigBirdTokenizer special-token registration and AutoTokenizer failing to load FastSpeech2ConformerTokenizer are different tokenizer bugs." + "reason": "BigBird special-token registration and AutoTokenizer loading of FastSpeech2ConformerTokenizer are different tokenizer issues." }, { "left": "issue:43381", "right": "issue:43701", "accept": false, - "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are unrelated training-path issues." + "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are separate trainer bugs." }, { "left": "issue:44610", "right": "issue:45412", "accept": false, - "reason": "Processor image-size mismatch is unrelated to RT-DETR garbage-collection memory release." + "reason": "Processor image-size mismatch is unrelated to RT-DETR memory not being released." }, { "left": "issue:43824", "right": "issue:44279", "accept": false, - "reason": "Importing a missing Qwen2.5-VL class and a generic dependency issue are not the same underlying bug." + "reason": "Missing Qwen2_5_VL export and a generic dependency issue do not describe the same failure." }, { "left": "issue:45440", "right": "issue:45593", "accept": false, - "reason": "DeepseekV3MoE implementation divergence and D-FINE auxiliary-loss behavior are different model bugs." + "reason": "DeepSeekV3MoE implementation divergence is not the same as missing auxiliary losses in D-FINE." }, { "left": "issue:29127", "right": "issue:33357", "accept": false, - "reason": "LayoutLMv3 box-information messaging and CLIP bus errors on MacOS are unrelated." + "reason": "These are unrelated: LayoutLMv3 error messaging versus a CLIP bus error on macOS." }, { "left": "issue:29942", "right": "issue:36010", "accept": false, - "reason": "Flash Attention 2 test failures are not the same as the GenerationMixin import breakage." + "reason": "Flash Attention test failures are unrelated to the GenerationMixin import error." }, { "left": "issue:43526", "right": "issue:45834", "accept": false, - "reason": "BeitImageProcessorFast label reduction and Kosmos2.5 long-OCR index errors are unrelated processing bugs." + "reason": "BeitImageProcessorFast reduce_labels behavior and Kosmos2.5 OCR index errors are different bugs." }, { "left": "issue:43761", "right": "issue:45859", "accept": false, - "reason": "CLIPVisionModel missing hidden_states and Qwen3.5 MoE CPU-offload incompatibility are different regressions." - }, - { - "left": "issue:43526", - "right": "issue:44186", - "accept": false, - "reason": "BeitImageProcessorFast reduce_labels bug and LayoutLMv2Tokenizer crashes are unrelated." - }, - { - "left": "issue:45103", - "right": "issue:45372", - "accept": false, - "reason": "auto_docstring annotation handling and Mistral ReasoningEffort import failure affect different components and code paths." - }, - { - "left": "issue:44625", - "right": "issue:45584", - "accept": false, - "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription generation are unrelated bugs." + "reason": "CLIPVisionModel hidden_states regression is unrelated to Qwen3_5Moe CPU offload incompatibility." }, { - "left": "issue:29127", - "right": "issue:35141", + "left": "issue:43824", + "right": "issue:44279", "accept": false, - "reason": "LayoutLMv3 error-message clarity and embedding reinitialization after resize are different issues." + "reason": "A missing model class import is not the same as a dependency-resolution problem." } ] }, @@ -8883,16 +8765,17 @@ { "label": "issue", "component_index": 1, - "component_count": 18, + "component_count": 17, "review_unit_index": 28, - "review_unit_count": 49, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-414", + "cluster_id": "cluster-10000-426", "nodes": [ + "issue:29127", "issue:33290", "issue:34567", "issue:34689", @@ -8901,31 +8784,27 @@ "issue:42915", "issue:43232", "issue:43262", - "issue:43316", "issue:43334", "issue:43381", "issue:43388", "issue:43441", - "issue:43525", "issue:43526", "issue:43531", "issue:43575", - "issue:43611", "issue:43646", "issue:43701", "issue:43723", "issue:43761", - "issue:43873", "issue:43931", "issue:44062", "issue:44077", "issue:44079", - "issue:44188", "issue:44206", "issue:44387", "issue:44442", "issue:44464", "issue:44479", + "issue:44625", "issue:44743", "issue:44811", "issue:44857", @@ -8933,16 +8812,21 @@ "issue:44977", "issue:45003", "issue:45072", + "issue:45103", "issue:45245", "issue:45290", + "issue:45372", "issue:45440", "issue:45479", "issue:45491", + "issue:45584", "issue:45588", - "issue:45803", "issue:45907" ], "soft_pairs": [ + "issue:45103|issue:45372", + "issue:44625|issue:45584", + "issue:29127|issue:35141", "issue:43334|issue:43531", "issue:44442|issue:45072", "issue:42915|issue:43931", @@ -8958,223 +8842,192 @@ "issue:43441|issue:45588", "issue:44062|issue:45907", "issue:43761|issue:44079", - "issue:45003|issue:45440", "issue:43723|issue:45479", - "issue:43232|issue:43388", + "issue:45003|issue:45440", "issue:44479|issue:45290", "issue:44442|issue:44898", + "issue:43232|issue:43388", "issue:33290|issue:34567", - "issue:33290|issue:34689", - "issue:43316|issue:43525", - "issue:42490|issue:44743", - "issue:33290|issue:35141", - "issue:44442|issue:45803", - "issue:43381|issue:43873", - "issue:43761|issue:44188", - "issue:34689|issue:43611" + "issue:33290|issue:34689" ], - "prepared_review_unit_hash": "a9955991463e0d523388434a13b24b0b94aa9afb12bf109835dccac9e7217a91", + "prepared_review_unit_hash": "011418054d331e3bee2bfdb414ec4a990724e5978b365292673278d450b37565", "component_budget": { - "node_count": 414, - "item_count": 414, - "soft_pair_count": 1552, - "serialized_chars": 800272, - "estimated_input_tokens": 200068, - "estimated_eval_tokens": 400392 + "node_count": 426, + "item_count": 426, + "soft_pair_count": 1572, + "serialized_chars": 814130, + "estimated_input_tokens": 203533, + "estimated_eval_tokens": 407322 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36460, - "estimated_input_tokens": 9115, - "estimated_eval_tokens": 18486 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 25, + "serialized_chars": 34816, + "estimated_input_tokens": 8704, + "estimated_eval_tokens": 17664 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: most items are unrelated regressions or bugs across loading, generation, audio, quantization, configs, and trainer utilities. None of the proposed soft pairs look like true duplicates or mergeable PR-equivalents. The broadest central issue is the quantization/offloading memory report.", - "confidence": 0.41, - "canonical_issue_reason": "issue:43873 is the broadest and most central report, with the highest discussion/inbound-reference activity, and it captures a recurring quantization/offloading failure more generally than the other issues.", + "summary": "This cluster is heterogeneous and appears to be a similarity false-positive bucket rather than a true duplicate set. None of the soft pairs describe the same underlying bug/change closely enough to merge, and there are no PRs in the cluster.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43575 is the clearest single bug report in the set and the best anchor for follow-up: a concrete OOM failure tied to model loading/tensor-parallel inference. It is still not a duplicate of the other issues, but it is the most representative issue-shaped artifact here.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the best cluster anchor because it is broad, actively discussed, and most likely to subsume related quantization/offloading follow-ups.", + "best_issue_reason": "issue:43575 is the best overall issue candidate because it is a specific, actionable failure mode with a clear reproduction path and it sits near the only other memory-related reports in the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Different failures: auto-docstring annotation handling vs a mistral_common import error in Gemma 4 processor loading." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Unrelated bugs: Qwen3.5 label propagation vs Whisper empty-transcription generation after token alignment." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "Different code paths: LayoutLMv3 error messaging vs token-embedding resize/post_init reinitialization." + }, { "left": "issue:43334", "right": "issue:43531", "accept": false, - "reason": "Different model families and failures: Qwen3-VL missing pad_token_id vs Qwen3-MoE sliding_window behavior." + "reason": "Same broad Qwen family, but different concrete problems: missing pad_token_id vs sliding-window behavior in Qwen3-MoE." }, { "left": "issue:44442", "right": "issue:45072", "accept": false, - "reason": "Tokenizer loading failure vs dtype mismatch in inference; different code paths and symptoms." + "reason": "Tokenizer loading failure and bfloat16 dtype mismatch are distinct issues, even though both are inference-related." }, { "left": "issue:42915", "right": "issue:43931", "accept": false, - "reason": "Qwen3Moe FP8 config failure and Qwen3-VL weight-shape mismatch are distinct model-loading bugs." + "reason": "Both involve Qwen3 variants, but one is FineGrainedFP8Config failure and the other is a weight-shape mismatch during model loading." }, { "left": "issue:44977", "right": "issue:45245", "accept": false, - "reason": "Flash-attention generation regression is unrelated to the category-count RuntimeError." + "reason": "Completely different topics: Qwen3.5 flash-attention generation vs category-cardinality limits in another subsystem." }, { "left": "issue:43526", "right": "issue:44857", "accept": false, - "reason": "BEiT label reduction bug and LwDetr AMP crash are different image-processing/loss issues." + "reason": "Different components and failures: BeitImageProcessorFast label reduction vs LwDetrImageLoss AMP crash." }, { "left": "issue:42490", "right": "issue:43381", "accept": false, - "reason": "Trailing-slash import warning is unrelated to the eval-mode gradient-checkpointing restriction." + "reason": "A local-path import warning is not the same bug as gradient checkpointing being disallowed in eval mode." }, { "left": "issue:44464", "right": "issue:45491", "accept": false, - "reason": "Both involve generation, but one is compiled forward chunked generation and the other is Gemma3 mixed-length sliding-window NaNs." + "reason": "Different runtime issues: compiled chunked generation inconsistency vs Gemma3 NaNs from sliding-window/all-padding behavior." }, { "left": "issue:43575", "right": "issue:43701", "accept": false, - "reason": "Tensor-parallel OOM during load is unrelated to checkpoint key mismatches." + "reason": "OOM on tensor-parallel model loading is not the same as a checkpoint key mismatch during resume." }, { "left": "issue:43262", "right": "issue:44206", "accept": false, - "reason": "Audio chat-template sampling-rate default and unsupported `center` arg are different audio-processing bugs." + "reason": "Audio chat-template sample-rate defaulting and a feature-extractor center-arg crash are unrelated." }, { "left": "issue:43575", "right": "issue:44387", "accept": false, - "reason": "Both mention OOM, but one is TP model loading and the other is int4 reserved-memory growth; different causes." + "reason": "Both are memory-related, but one is TP load OOM for a specific Qwen2 model and the other is increased reserved memory under int4 quantization; not the same bug path." }, { "left": "issue:44743", "right": "issue:44811", "accept": false, - "reason": "Qwen3.5 recurrent-state reset and Whisper batch_decode token handling are unrelated." + "reason": "Recurrent-state reset with cache and Whisper batch_decode special-token handling are unrelated." }, { "left": "issue:43646", "right": "issue:44077", "accept": false, - "reason": "Generic v5 custom-init breakage and a PatchTSMixer-specific `post_init` policy bug are not the same issue." + "reason": "General custom-model initialization regression and patchtsmixer post_init policy are not the same code-path problem." }, { "left": "issue:43441", "right": "issue:45588", "accept": false, - "reason": "Different flash-attention failures with different models and root causes." + "reason": "Both mention flash attention, but they target different crashes in different model setups and are not mergeable into one fix." }, { "left": "issue:44062", "right": "issue:45907", "accept": false, - "reason": "Tokenizer AddedToken construction error is unrelated to hub file-list revision forwarding." + "reason": "AddedToken constructor conflict and list_repo_files revision forwarding are unrelated." }, { "left": "issue:43761", "right": "issue:44079", "accept": false, - "reason": "CLIPVisionModel hidden_states regression and ModelOutput key assignment are distinct output-handling bugs." - }, - { - "left": "issue:45003", - "right": "issue:45440", - "accept": false, - "reason": "sys.modules access safety and DeepSeekV3 implementation divergence are unrelated problems." + "reason": "One is a CLIPVisionModel hidden_states regression; the other is ModelOutput key assignment when a prior value was None." }, { "left": "issue:43723", "right": "issue:45479", "accept": false, - "reason": "AutoTokenizer loading in v5 is unrelated to the single-label-classification zero-loss bug." + "reason": "Tokenizer loading failure and single-label-classification zero-loss behavior are unrelated." }, { - "left": "issue:43232", - "right": "issue:43388", + "left": "issue:45003", + "right": "issue:45440", "accept": false, - "reason": "Generation kwargs syncing and gather_for_metrics label dropping are separate distributed/runtime issues." + "reason": "Unsafe sys.modules access in modeling_utils is unrelated to DeepseekV3MoE diverging from the remote implementation." }, { "left": "issue:44479", "right": "issue:45290", "accept": false, - "reason": "Video-input regression and chat-template tool-call crash affect different multimodal paths." + "reason": "Video-input regression across Qwen VL models is a different bug from apply_chat_template crashing on tool-call assistant messages." }, { "left": "issue:44442", "right": "issue:44898", "accept": false, - "reason": "Tokenizer loading and Perceiver image-size handling are different subsystems." + "reason": "Both affect model loading/inference, but one is AutoTokenizer loading and the other is Perceiver image classification at non-default resolution; no shared fix path." }, { - "left": "issue:33290", - "right": "issue:34567", + "left": "issue:43232", + "right": "issue:43388", "accept": false, - "reason": "Optimizer OOM in deepspeed is unrelated to TrainerState token-count tracking." + "reason": "Generation-kwargs update after sync_gpus and gather_for_metrics tuple-label truncation are distinct training/generation bugs." }, { "left": "issue:33290", - "right": "issue:34689", - "accept": false, - "reason": "AdaFactor/deepspeed OOM and Llama 3.2 vision model-loading regression are unrelated." - }, - { - "left": "issue:43316", - "right": "issue:43525", - "accept": false, - "reason": "Both are config discrepancies, but they concern different model families and different missing fields." - }, - { - "left": "issue:42490", - "right": "issue:44743", + "right": "issue:34567", "accept": false, - "reason": "Local-path import warning and Qwen3.5 recurrent-state reset do not share a code path." + "reason": "DeepSpeed Adafactor OOM and TrainerState num_input_tokens_seen not updating are unrelated." }, { "left": "issue:33290", - "right": "issue:35141", - "accept": false, - "reason": "Optimizer OOM is unrelated to embedding reinitialization during post_init." - }, - { - "left": "issue:44442", - "right": "issue:45803", - "accept": false, - "reason": "Tokenizer loading failure is unrelated to Fuyu's broad exception handling bug." - }, - { - "left": "issue:43381", - "right": "issue:43873", - "accept": false, - "reason": "Gradient checkpointing in eval mode and quantization offloading failures are different behaviors." - }, - { - "left": "issue:43761", - "right": "issue:44188", - "accept": false, - "reason": "Hidden-states regression in CLIPVisionModel is unrelated to torch.compile attention-kernel divergence." - }, - { - "left": "issue:34689", - "right": "issue:43611", + "right": "issue:34689", "accept": false, - "reason": "Both are model-loading regressions, but they affect different versions, model families, and root causes." + "reason": "An optimizer OOM report and a model-loading regression are different underlying problems despite both being runtime failures." } ] }, @@ -9188,53 +9041,54 @@ { "label": "issue", "component_index": 1, - "component_count": 18, + "component_count": 17, "review_unit_index": 29, - "review_unit_count": 49, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-414", + "cluster_id": "cluster-10000-426", "nodes": [ - "issue:16998", - "issue:22355", "issue:25251", "issue:28282", "issue:33290", "issue:34689", + "issue:35141", "issue:36010", "issue:36331", - "issue:41628", + "issue:42490", "issue:42907", "issue:43065", "issue:43295", "issue:43316", + "issue:43381", "issue:43404", "issue:43441", "issue:43493", + "issue:43525", "issue:43540", - "issue:43550", - "issue:43606", + "issue:43611", "issue:43643", - "issue:43701", "issue:43716", "issue:43720", "issue:43749", + "issue:43761", "issue:43825", "issue:43827", "issue:43873", "issue:43931", "issue:44077", "issue:44162", + "issue:44188", "issue:44190", "issue:44442", "issue:44479", "issue:44496", "issue:44514", - "issue:44534", "issue:44617", + "issue:44743", "issue:44792", "issue:44855", "issue:44871", @@ -9242,20 +9096,25 @@ "issue:44913", "issue:45137", "issue:45216", - "issue:45372", - "issue:45584", "issue:45698", - "issue:45759" + "issue:45759", + "issue:45803" ], "soft_pairs": [ + "issue:43316|issue:43525", + "issue:42490|issue:44743", + "issue:33290|issue:35141", + "issue:43381|issue:43873", + "issue:44442|issue:45803", + "issue:43761|issue:44188", + "issue:34689|issue:43611", "issue:43720|issue:44442", "issue:44077|issue:44479", - "issue:43493|issue:43827", "issue:43931|issue:45216", + "issue:43493|issue:43827", "issue:42907|issue:45698", "issue:34689|issue:36010", "issue:43316|issue:45759", - "issue:41628|issue:45372", "issue:33290|issue:36331", "issue:43749|issue:43931", "issue:43873|issue:44871", @@ -9264,208 +9123,209 @@ "issue:44855|issue:45137", "issue:25251|issue:28282", "issue:43540|issue:44514", - "issue:43316|issue:44877", "issue:43295|issue:43825", "issue:44162|issue:44792", + "issue:43316|issue:44877", "issue:43065|issue:44617", "issue:43316|issue:43716", - "issue:43404|issue:43441", - "issue:43550|issue:43701", - "issue:43606|issue:43701", - "issue:16998|issue:22355", - "issue:44077|issue:44534", - "issue:44871|issue:45584" + "issue:43404|issue:43441" ], - "prepared_review_unit_hash": "918271073fec3cb53d44c6a9094f8ace771c596c0132d651603145d51a13661d", + "prepared_review_unit_hash": "5bcbd86ca1ba366f0a007bc33701240c37ece2852983d3722a3adc3226900380", "component_budget": { - "node_count": 414, - "item_count": 414, - "soft_pair_count": 1552, - "serialized_chars": 800272, - "estimated_input_tokens": 200068, - "estimated_eval_tokens": 400392 + "node_count": 426, + "item_count": 426, + "soft_pair_count": 1572, + "serialized_chars": 814130, + "estimated_input_tokens": 203533, + "estimated_eval_tokens": 407322 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35668, - "estimated_input_tokens": 8917, - "estimated_eval_tokens": 18090 + "soft_pair_count": 28, + "serialized_chars": 36192, + "estimated_input_tokens": 9048, + "estimated_eval_tokens": 18352 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is very loose: most items are separate Transformers bug reports spanning config, loading, processors, training, and multimodal edge cases. None of the soft pairs look like true duplicates of the same concrete bug or fix.", - "confidence": 0.34, - "canonical_issue_reason": "issue:43873 is the best single issue to anchor the cluster because it is open, has the most inbound references, and is the broadest/most discussion-heavy of the loading/offload-related reports.", + "summary": "This cluster is not a duplicate set; it mixes many unrelated Transformers issues across configs, loading/saving, multimodal processors, training, and docs. None of the soft-edge pairs look like the same underlying bug/change.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue: the items are heterogeneous and do not converge on one underlying bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the strongest representative issue: it is still open, relatively central to the cluster\u2019s recurring runtime/loading failures, and more likely than the others to absorb related follow-up.", + "best_issue_reason": "No global best issue; none is a clear representative of the others because the cluster is not semantically cohesive.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both are config API mismatches, but one is Gemma3TextConfig-specific while the other is a missing pad_token_id on Llama4Config; different bugs." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Local path warning vs recurrent-state reset with cache; unrelated subsystems and failure modes." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "OOM with Adafactor/DeepSpeed is a training-memory issue, while the other is embedding reinitialization after resizing; not the same bug." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Eval-mode gradient checkpointing and quantized offloading are separate runtime behaviors with different root causes." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer loading failure and bare except in tensor conversion are unrelated." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "Hidden_states being None in CLIPVisionModel is unrelated to attention kernel divergence under torch.compile." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Both concern loading, but one is a model-specific regression and the other is a base_model_prefix loading regression; different code paths." + }, { "left": "issue:43720", "right": "issue:44442", "accept": false, - "reason": "Different failures in different areas: packed-weight loading for BitNet vs tokenizer loading for a FastSpeech2Conformer tokenizer." + "reason": "Packed-weight unloading during accelerate loading is unrelated to tokenizer class loading." }, { "left": "issue:44077", "right": "issue:44479", "accept": false, - "reason": "Unrelated code paths: PatchTSMixer post_init policy vs Qwen video-input regression." + "reason": "Post-init allowance in patchtsmixer and Qwen video-input regression are separate issues." }, { - "left": "issue:43493", - "right": "issue:43827", + "left": "issue:43931", + "right": "issue:45216", "accept": false, - "reason": "Different problems: SigLIP2 implementation discrepancy vs docs still mentioning pipeline() after v5 removals." + "reason": "Both mention Qwen3-VL/Qwen3.5 checkpoints, but one is a weight-shape loading mismatch and the other is incorrect save_pretrained output." }, { - "left": "issue:43931", - "right": "issue:45216", + "left": "issue:43493", + "right": "issue:43827", "accept": false, - "reason": "Both involve Qwen models, but one is a weight-shape load failure and the other is a save_pretrained checkpoint regression." + "reason": "SigLIP2 implementation discrepancy and stale docs referencing pipeline() are unrelated." }, { "left": "issue:42907", "right": "issue:45698", "accept": false, - "reason": "Related to save/load behavior in a broad sense, but the concrete bugs differ: dequantized model saving vs wrong custom module restoration." + "reason": "Saving dequantized Ministral/Devstral models is not the same as loading the wrong custom module after save_pretrained." }, { "left": "issue:34689", "right": "issue:36010", "accept": false, - "reason": "Different import/load failures affecting different APIs and model families." + "reason": "Model-loading regression vs import error for GenerationMixin; different failures." }, { "left": "issue:43316", "right": "issue:45759", "accept": false, - "reason": "Both concern config/model API mismatches, but they are different composite-model behaviors and not the same bug." - }, - { - "left": "issue:41628", - "right": "issue:45372", - "accept": false, - "reason": "Both are ImportErrors, but for unrelated symbols and packages with different fixes." + "reason": "Both involve config handling, but one is API discrepancy for Gemma3TextConfig and the other is unwrapping text_config in composite Qwen configs; not the same bug." }, { "left": "issue:33290", "right": "issue:36331", "accept": false, - "reason": "Completely different issues: optimizer memory usage vs trainer signature mismatch." + "reason": "OOM in optimizer/deepspeed is unrelated to a custom trainer signature mismatch." }, { "left": "issue:43749", "right": "issue:43931", "accept": false, - "reason": "Different loading subsystems and symptoms: FSDP CPU RAM efficient loading vs Qwen3-VL shape mismatch." + "reason": "FSDP CPU RAM efficient loading and Qwen3-VL weight-shape mismatch are distinct loading problems." }, { "left": "issue:43873", "right": "issue:44871", "accept": false, - "reason": "Offloading/quantization behavior is unrelated to Gemma-3 eos_token_id configuration." + "reason": "Quantization offloading bug and Gemma-3 eos_token_id inconsistency are unrelated." }, { "left": "issue:43643", "right": "issue:44913", "accept": false, - "reason": "Both involve config persistence, but one is missing fields from trust_remote_code and the other is a specific attribute not round-tripping." + "reason": "Missing fields with trust_remote_code and rotary_pct not persisting on reload are separate config issues." }, { "left": "issue:44190", "right": "issue:44496", "accept": false, - "reason": "Dataset loading for an example script is unrelated to an unrecognized model/config.json error." + "reason": "Local dataset loading failure and unrecognized model_type are unrelated." }, { "left": "issue:44855", "right": "issue:45137", "accept": false, - "reason": "No shared underlying bug: Python 3.13 decorator parsing vs DeepSpeed ZeRO3 deque underflow." + "reason": "Python 3.13 torch.jit parsing error is unrelated to DeepSpeed ZeRO3 deque exhaustion." }, { "left": "issue:25251", "right": "issue:28282", "accept": false, - "reason": "Pipeline output nesting and missing PyTorch are unrelated issues." + "reason": "Pipeline top_k nesting behavior and missing PyTorch import are completely different issues." }, { "left": "issue:43540", "right": "issue:44514", "accept": false, - "reason": "Both are Qwen multimodal processor bugs, but the concrete failures differ: video processing ValueError vs batched chat-template crash." - }, - { - "left": "issue:43316", - "right": "issue:44877", - "accept": false, - "reason": "Different config issues: API discrepancy in Gemma3TextConfig vs strict config blocking granite_speech loading." + "reason": "Both involve Qwen multimodal inputs, but one is video processing in Qwen3OmniMoe and the other is batched chat-template handling in Qwen2_5_VLProcessor; not the same bug." }, { "left": "issue:43295", "right": "issue:43825", "accept": false, - "reason": "Different regressions: processor/tokenizer handling vs a misleading pipeline() error message about translation tasks." + "reason": "Processor/tokenizer regression and pipeline translation error messaging are unrelated v5 regressions." }, { "left": "issue:44162", "right": "issue:44792", "accept": false, - "reason": "Different models and code paths: ESM2 breakage vs janus image-generation test failure." + "reason": "ESM2 breakage and janus test failure do not share an underlying code path." + }, + { + "left": "issue:43316", + "right": "issue:44877", + "accept": false, + "reason": "Both are config-related, but Gemma3TextConfig API discrepancy is not the same as strict config blocking granite_speech loading." }, { "left": "issue:43065", "right": "issue:44617", "accept": false, - "reason": "Both mention Sam3, but one is a dummy Conv2d implementation detail and the other is a CUDA OOM symptom." + "reason": "Dummy Conv2d in Sam3PixelDecoder and Sam3Video CUDA OOM are different Sam3 issues." }, { "left": "issue:43316", "right": "issue:43716", "accept": false, - "reason": "Different multimodal config issues with no evidence they stem from the same bug." + "reason": "Gemma3TextConfig API inconsistency and Mistral-3 image preprocessor dtype mismatch are unrelated." }, { "left": "issue:43404", "right": "issue:43441", "accept": false, - "reason": "Same model family, but different failures: untied lm_head weights vs FlashAttention compatibility." - }, - { - "left": "issue:43550", - "right": "issue:43701", - "accept": false, - "reason": "Completely unrelated: torch.compile/SDPA failure vs resume_from_checkpoint key mismatch." - }, - { - "left": "issue:43606", - "right": "issue:43701", - "accept": false, - "reason": "CPU offload device mismatch is unrelated to checkpoint key mismatch." - }, - { - "left": "issue:16998", - "right": "issue:22355", - "accept": false, - "reason": "Different import/config questions with no shared underlying bug." - }, - { - "left": "issue:44077", - "right": "issue:44534", - "accept": false, - "reason": "PatchTSMixer post_init policy is unrelated to non-persistent buffer initialization in v5." - }, - { - "left": "issue:44871", - "right": "issue:45584", - "accept": false, - "reason": "Gemma eos_token_id inconsistency and Whisper empty-transcription failure are unrelated." + "reason": "Both are Mistral-family, but one is tied lm_head weights and the other is FlashAttention failure; distinct fixes." } ] }, @@ -9479,16 +9339,18 @@ { "label": "issue", "component_index": 1, - "component_count": 18, + "component_count": 17, "review_unit_index": 30, - "review_unit_count": 49, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-414", + "cluster_id": "cluster-10000-426", "nodes": [ + "issue:16998", + "issue:22355", "issue:32090", "issue:35141", "issue:41950", @@ -9500,23 +9362,23 @@ "issue:43504", "issue:43525", "issue:43531", + "issue:43550", "issue:43575", + "issue:43606", "issue:43646", "issue:43673", "issue:43688", + "issue:43701", "issue:43742", "issue:43761", - "issue:43827", "issue:43906", "issue:43931", - "issue:43994", "issue:44060", - "issue:44190", + "issue:44077", "issue:44242", "issue:44464", "issue:44479", "issue:44496", - "issue:44521", "issue:44534", "issue:44617", "issue:44734", @@ -9524,26 +9386,31 @@ "issue:44792", "issue:44871", "issue:44913", - "issue:44964", "issue:44977", "issue:45127", "issue:45200", "issue:45290", - "issue:45381", "issue:45406", "issue:45563", "issue:45584", - "issue:45600", "issue:45698", - "issue:46050" + "issue:45803", + "issue:46050", + "issue:46170" ], "soft_pairs": [ + "issue:43550|issue:43701", + "issue:45803|issue:46170", + "issue:43606|issue:43701", + "issue:16998|issue:22355", + "issue:44077|issue:44534", + "issue:44871|issue:45584", "issue:42617|issue:43575", "issue:43673|issue:44743", "issue:43575|issue:43742", "issue:41950|issue:43475", - "issue:43388|issue:43688", "issue:43295|issue:44871", + "issue:43388|issue:43688", "issue:43761|issue:44479", "issue:43452|issue:44496", "issue:45127|issue:45200", @@ -9554,215 +9421,216 @@ "issue:44734|issue:45406", "issue:44617|issue:45584", "issue:45563|issue:45584", - "issue:43761|issue:44242", "issue:43525|issue:43531", - "issue:44792|issue:44977", + "issue:43761|issue:44242", "issue:43931|issue:44060", - "issue:44479|issue:44734", + "issue:44792|issue:44977", "issue:43906|issue:45290", - "issue:44464|issue:45563", - "issue:44190|issue:44964", - "issue:43827|issue:43994", - "issue:44534|issue:44913", - "issue:44792|issue:45600", - "issue:44521|issue:45381" + "issue:44479|issue:44734", + "issue:44464|issue:45563" ], - "prepared_review_unit_hash": "d6bf92b2a553e26dfa7135d05a19239505367461fa6d32d7bd3a1210245c26c3", + "prepared_review_unit_hash": "de53d5618cdca28c0f3ff52f08c897375d56bd671a9ae198d2fe6a25e343910a", "component_budget": { - "node_count": 414, - "item_count": 414, - "soft_pair_count": 1552, - "serialized_chars": 800272, - "estimated_input_tokens": 200068, - "estimated_eval_tokens": 400392 + "node_count": 426, + "item_count": 426, + "soft_pair_count": 1572, + "serialized_chars": 814130, + "estimated_input_tokens": 203533, + "estimated_eval_tokens": 407322 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35673, - "estimated_input_tokens": 8919, - "estimated_eval_tokens": 18094 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36441, + "estimated_input_tokens": 9111, + "estimated_eval_tokens": 18478 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose semantic group of unrelated Transformers bugs and regressions; the soft pairs share broad subsystem similarity but not the same concrete underlying defect, so none should be merged as duplicates. There are no PRs in the cluster.", - "confidence": 0.61, - "canonical_issue_reason": "issue:43761 is the cleanest single anchor: a concrete v5 regression in multimodal/vision forward behavior with a clear symptom and repro. It\u2019s the best representative issue if this cluster needs one, though the overall set is too heterogeneous to treat as one duplicate group.", + "summary": "This cluster is heterogeneous: the items span unrelated bugs in model loading, generation, training, multimodal processors, config serialization, and serve/runtime paths. The soft-similarity links do not look like true duplicate pairs, so I would not merge any of them as the same underlying issue.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43761 is the most representative issue because it is specific, user-facing, and fits the common v5 regression/multimodal theme better than the more isolated loading/config or script failures. It is still only a cluster anchor, not evidence of duplication with the others.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42617", + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "Torch.compile/SDPA failure and checkpoint resume key mismatch are different code paths and symptoms." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Bare except in tensor conversion is unrelated to Windows ROCm import/distributed dependency failures." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch is a runtime placement bug, not a resume_from_checkpoint key mismatch." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "Model max length behavior and missing transformers.onnx module are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Optional post_init deprecation and non-persistent buffer junk are distinct model-initialization issues." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "EOS token config inconsistency is unrelated to Whisper empty transcription after align_special_tokens." + }, + { + "left": "issue:42617", "right": "issue:43575", "accept": false, - "reason": "Different failures: 3d_parallel.py execution vs tensor-parallel OOM while loading a specific Qwen2 model." + "reason": "3d_parallel.py execution failure and TP OOM on Qwen2-57B are different operational problems." }, { "left": "issue:43673", "right": "issue:44743", "accept": false, - "reason": "Both involve cache/state, but one is a GenerationMixin chunked_prefill cache regression and the other is recurrent-state reset in qwen3_5; different code paths and symptoms." + "reason": "Chunked_prefill cache handling and Qwen3.5 recurrent state reset are separate cache bugs." }, { "left": "issue:43575", "right": "issue:43742", "accept": false, - "reason": "OOM during tensor-parallel model load is not the same bug as a key error loading MobileLLM-125M config." + "reason": "TP OOM on a large model and a MobileLLM loading key error do not share the same failure mode." }, { "left": "issue:41950", "right": "issue:43475", "accept": false, - "reason": "Pipeline processor lookup for video classification is unrelated to Sam3 vision encoder output missing an attribute." + "reason": "Video-classification processor selection and SAM3 vision encoder attribute errors are unrelated multimodal bugs." }, { - "left": "issue:43388", - "right": "issue:43688", + "left": "issue:43295", + "right": "issue:44871", "accept": false, - "reason": "Gathering metrics dropping labels and auxiliary-loss normalization are distinct training bugs." + "reason": "Processor/tokenizer regression is unrelated to EOS token configuration mismatch." }, { - "left": "issue:43295", - "right": "issue:44871", + "left": "issue:43388", + "right": "issue:43688", "accept": false, - "reason": "Custom processor/tokenizer API regression is unrelated to an eos_token_id configuration mismatch." + "reason": "Metric label truncation and auxiliary loss normalization are different training/eval issues." }, { "left": "issue:43761", "right": "issue:44479", "accept": false, - "reason": "Both are multimodal regressions, but one is CLIPVision hidden_states handling and the other is Qwen video-input position-id behavior; not the same defect." + "reason": "CLIP hidden_states regression and video-input regression affect different model families and paths." }, { "left": "issue:43452", "right": "issue:44496", "accept": false, - "reason": "Broken gguf loading for tokenizer/model classes is different from an unrecognized-model config.json missing model_type." + "reason": "gguf_file tokenizer/model loading breakage is not the same as an unrecognized config.json model type." }, { "left": "issue:45127", "right": "issue:45200", "accept": false, - "reason": "LoRA merge with extended vocab and Gemma 4 mm_token_type_ids defaulting are separate model-behavior issues." + "reason": "LoRA extended-vocab collapse and Gemma 4 mm_token_type_ids defaults are unrelated." }, { "left": "issue:44871", "right": "issue:46050", "accept": false, - "reason": "EOS-token config inconsistency is unrelated to save/load breakage for sinq-quantized models." + "reason": "EOS token mismatch and sinq quantization save/load breakage are distinct bugs." }, { "left": "issue:43646", "right": "issue:44913", "accept": false, - "reason": "Broad custom-model initialization breakage is not the same as GPTNeoX rotary_pct failing to round-trip on reload." + "reason": "Custom model initialization breakage and GPTNeoX rotary_pct reload are different config/init regressions." }, { "left": "issue:43504", "right": "issue:45698", "accept": false, - "reason": "Legacy-field pretrained loading failure and wrong custom module resolution after save_pretrained are different load-path bugs." + "reason": "Legacy field preset loading and wrong custom-module reload after save_pretrained are not the same defect." }, { "left": "issue:32090", "right": "issue:35141", "accept": false, - "reason": "Trainer GPU broadcast TypeError is unrelated to output-embedding reinitialization during post_init after resizing embeddings." + "reason": "NoneType GPU broadcast error and embedding reinitialization in post_init are unrelated." }, { "left": "issue:44734", "right": "issue:45406", "accept": false, - "reason": "KV-cache continuation tensor indexing in serve is a different failure from Gemma4Processor missing _tokenizer." + "reason": "Serve KV-cache indexing crash and Gemma4Processor missing _tokenizer are different serve/runtime failures." }, { "left": "issue:44617", "right": "issue:45584", "accept": false, - "reason": "SAM3 video OOM and Whisper empty-transcription generation failure are unrelated model-specific bugs." + "reason": "SAM3Video OOM and Whisper empty-transcription handling are not the same underlying bug." }, { "left": "issue:45563", "right": "issue:45584", "accept": false, - "reason": "A stale warning for num_return_sequences is not the same as Whisper failing on empty transcription." - }, - { - "left": "issue:43761", - "right": "issue:44242", - "accept": false, - "reason": "CLIPVision hidden_states regression and missing load-balancing loss when output_router_logits=False are different issues." + "reason": "Stale num_return_sequences warning and Whisper empty transcription failure do not overlap." }, { "left": "issue:43525", "right": "issue:43531", "accept": false, - "reason": "Missing pad_token_id in Llama4Config and Qwen3-MoE sliding_window behavior are distinct model/config bugs." + "reason": "Missing pad_token_id on Llama4Config and Qwen3-MoE sliding_window behavior are unrelated config bugs." }, { - "left": "issue:44792", - "right": "issue:44977", + "left": "issue:43761", + "right": "issue:44242", "accept": false, - "reason": "Janus image-generation test failure and Qwen3.5 flash-attention generation issue are not the same underlying bug." + "reason": "CLIP hidden_states regression and load-balancing loss omission are different model behaviors." }, { "left": "issue:43931", "right": "issue:44060", "accept": false, - "reason": "Weight-shape mismatch while loading Qwen3-VL is unrelated to the tied-weights warning that binds embed_tokens.weight to linear_attn.dt_bias." + "reason": "Qwen3-VL weight-shape mismatch and tied-weights warning in Qwen3-Next are separate loading/configuration issues." }, { - "left": "issue:44479", - "right": "issue:44734", + "left": "issue:44792", + "right": "issue:44977", "accept": false, - "reason": "Qwen video-input regression and serve KV-cache continuation crash are separate subsystems and code paths." + "reason": "Janus image-generation test failure and Qwen3.5 flash-attention generation bug are unrelated." }, { "left": "issue:43906", "right": "issue:45290", "accept": false, - "reason": "An isolated reproduction of another issue is not the same as an apply_chat_template crash on tool-call assistant messages." - }, - { - "left": "issue:44464", - "right": "issue:45563", - "accept": false, - "reason": "Compiled-forward chunked-generation inconsistency and a stale warning for paged generate are different generation bugs." - }, - { - "left": "issue:44190", - "right": "issue:44964", - "accept": false, - "reason": "Local dataset loading in an image-classification script is unrelated to loading a multimodal model checkpoint." - }, - { - "left": "issue:43827", - "right": "issue:43994", - "accept": false, - "reason": "Docs still referencing pipeline() and SigLIP2 producing nonsensical outputs are not the same defect." - }, - { - "left": "issue:44534", - "right": "issue:44913", - "accept": false, - "reason": "Non-persistent buffer junk in v5 is not the same as GPTNeoXConfig rotary_pct resetting on reload." + "reason": "A reproduction of another issue is not the same as the assistant/chat template tool-call crash." }, { - "left": "issue:44792", - "right": "issue:45600", + "left": "issue:44479", + "right": "issue:44734", "accept": false, - "reason": "A Janus generate-images test failure is unrelated to auto_mappings referencing removed Sam3LiteText configs." + "reason": "Video input regression and serve KV-cache continuation indexing are different code paths." }, { - "left": "issue:44521", - "right": "issue:45381", + "left": "issue:44464", + "right": "issue:45563", "accept": false, - "reason": "All-zero assistant masks in apply_chat_template and wrong vision_position_ids for Qwen2.5-VL video input are different multimodal bugs." + "reason": "Compiled forward inconsistency and a stale generation warning are not the same bug." } ] }, @@ -9776,24 +9644,21 @@ { "label": "issue", "component_index": 1, - "component_count": 18, + "component_count": 17, "review_unit_index": 31, - "review_unit_count": 49, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-414", + "cluster_id": "cluster-10000-426", "nodes": [ "issue:35141", "issue:36246", - "issue:38617", "issue:39692", "issue:41628", "issue:41720", - "issue:41950", - "issue:42175", "issue:42490", "issue:43065", "issue:43295", @@ -9802,30 +9667,32 @@ "issue:43540", "issue:43550", "issue:43644", - "issue:43650", + "issue:43827", "issue:43976", - "issue:44016", + "issue:43994", "issue:44077", - "issue:44079", "issue:44112", "issue:44190", - "issue:44220", - "issue:44279", "issue:44462", - "issue:44496", + "issue:44521", + "issue:44534", "issue:44610", "issue:44734", "issue:44737", + "issue:44792", "issue:44855", + "issue:44877", "issue:44913", "issue:44933", "issue:44938", + "issue:44964", "issue:45127", "issue:45245", "issue:45276", "issue:45357", "issue:45362", "issue:45375", + "issue:45381", "issue:45542", "issue:45584", "issue:45588", @@ -9836,17 +9703,22 @@ "issue:46121" ], "soft_pairs": [ + "issue:44190|issue:44964", + "issue:44534|issue:44913", + "issue:43827|issue:43994", + "issue:44792|issue:45600", + "issue:44521|issue:45381", "issue:41720|issue:45245", "issue:44855|issue:45588", "issue:43065|issue:44610", - "issue:44933|issue:45362", "issue:35141|issue:42490", - "issue:43335|issue:44855", - "issue:44077|issue:44079", + "issue:44933|issue:45362", + "issue:44077|issue:44877", "issue:43550|issue:44190", + "issue:43335|issue:44855", + "issue:43644|issue:44913", "issue:43976|issue:44855", "issue:44737|issue:45803", - "issue:43644|issue:44913", "issue:45127|issue:45357", "issue:43540|issue:44734", "issue:44462|issue:45907", @@ -9855,219 +9727,207 @@ "issue:43335|issue:44190", "issue:46082|issue:46121", "issue:39692|issue:44190", - "issue:44496|issue:45803", "issue:45276|issue:45584", - "issue:36246|issue:41628", - "issue:43295|issue:45276", "issue:43479|issue:45375", - "issue:43650|issue:44220", - "issue:45245|issue:45584", - "issue:36246|issue:38617", - "issue:41950|issue:44016", - "issue:42175|issue:44279" + "issue:36246|issue:41628", + "issue:43295|issue:45276" ], - "prepared_review_unit_hash": "ef442f064f25dd664cac2ac4adb1a28e7acdc321a290854c47d8712ab74353dc", + "prepared_review_unit_hash": "8fa482c1c576df9ad55ef4d4239a82da53835718dad417126bbd561dfa9bfe9b", "component_budget": { - "node_count": 414, - "item_count": 414, - "soft_pair_count": 1552, - "serialized_chars": 800272, - "estimated_input_tokens": 200068, - "estimated_eval_tokens": 400392 + "node_count": 426, + "item_count": 426, + "soft_pair_count": 1572, + "serialized_chars": 814130, + "estimated_input_tokens": 203533, + "estimated_eval_tokens": 407322 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36542, - "estimated_input_tokens": 9136, - "estimated_eval_tokens": 18528 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35738, + "estimated_input_tokens": 8935, + "estimated_eval_tokens": 18126 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous; the soft-similarity edges are mostly superficial and do not describe the same underlying bug or change. No PRs are present. The only plausible mini-cluster is around token-embedding resize behavior, centered on issue 35141.", - "confidence": 0.84, - "canonical_issue_reason": "Issue 35141 is the clearest root-cause report for the only related subtopic here: resize_token_embeddings / post_init reinitialization when embeddings are untied.", - "canonical_pr_reason": null, - "best_issue_reason": "35141 is the best anchor because it states the underlying code-path problem more generally than the model-specific symptom in 45276.", - "best_pr_reason": null, + "summary": "This cluster is highly heterogeneous: it mixes import errors, config/serialization regressions, multimodal processor bugs, docs issues, and several unrelated model-specific defects. None of the soft pairs look like the same underlying bug/change, so I would not merge any of them as duplicates.", + "confidence": 0.88, + "canonical_issue_reason": "No single issue cleanly represents the whole set; the cluster is too broad and the soft matches are only superficial.", + "canonical_pr_reason": "No PRs are present in the cluster.", + "best_issue_reason": "If forced to pick an anchor, issue 35141 is the clearest concrete bug report in the embedding-resize area, but it still does not represent the other unrelated items well.", + "best_pr_reason": "No PRs are present.", "soft_edge_verdicts": [ + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Different problems: local dataset loading in a training script vs loading the Phi-4 multimodal model." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Both involve config persistence, but one is a global non-persistent buffer bug and the other is GPTNeoX rotary_pct reload behavior." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Both are related to broken examples, but one is a pipeline-docs reference issue and the other is a model/pipeline correctness problem for SigLIP2." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Different bugs: janus image-generation test failure vs stale auto_mappings references to removed configs." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal, but one is assistant mask generation and the other is Qwen2.5-VL video position IDs." + }, { "left": "issue:41720", "right": "issue:45245", "accept": false, - "reason": "Different failures: cudaErrorAssert during Qwen3 auto device mapping vs a category-count limit runtime error." + "reason": "Unrelated: Qwen3 auto device mapping cuda assert vs category-count overflow at 2^24." }, { "left": "issue:44855", "right": "issue:45588", "accept": false, - "reason": "Unrelated issues: Python 3.13 import parsing failure vs flash_attention crashing on s_aux=None." + "reason": "Python 3.13 import parsing issue vs flash_attention crash on s_aux=None; different code paths and failure modes." }, { "left": "issue:43065", "right": "issue:44610", "accept": false, - "reason": "Different models and different bugs: Sam3PixelDecoder dummy conv vs OmDet-Turbo image-size mismatch." - }, - { - "left": "issue:44933", - "right": "issue:45362", - "accept": false, - "reason": "Import alias problem vs Qwen3.5 chat crash; no shared code path." + "reason": "Both are model/processor related, but one is a dummy Conv2d implementation issue and the other is a processor input-size mismatch." }, { "left": "issue:35141", "right": "issue:42490", "accept": false, - "reason": "Resize-token-embedding/post_init bug is unrelated to import warning on trailing slash paths." + "reason": "Embedding resize/post-init bug vs path-trailing-slash import warning; no substantive overlap." }, { - "left": "issue:43335", - "right": "issue:44855", + "left": "issue:44933", + "right": "issue:45362", "accept": false, - "reason": "SwitchTransformers sparse-layer construction bug is unrelated to DebertaV2 import parsing on Python 3.13." + "reason": "Different import regressions in different APIs: image_utils vs transformers chat/model loading." }, { "left": "issue:44077", - "right": "issue:44079", + "right": "issue:44877", "accept": false, - "reason": "Optional post_init enforcement and ModelOutput None-key assignment are distinct behaviors in different code paths." + "reason": "Both mention config handling, but one is a model-specific optional post_init rule and the other is strict config blocking granite_speech loading." }, { "left": "issue:43550", "right": "issue:44190", "accept": false, - "reason": "torch.compile + SDPA issue is unrelated to local dataset loading in a training script." + "reason": "Torch.compile/SDPA failure in Bamba vs dataset loading in a training script; unrelated bugs." }, { - "left": "issue:43976", + "left": "issue:43335", "right": "issue:44855", "accept": false, - "reason": "Python-version support regression is unrelated to the DebertaV2 JIT parsing bug." + "reason": "SwitchTransformers sparse-layer construction bug vs Python 3.13 indentation/script parsing bug." }, { - "left": "issue:44737", - "right": "issue:45803", + "left": "issue:43644", + "right": "issue:44913", "accept": false, - "reason": "CPU device placement bug in XLNet is unrelated to FuyuBatchFeature swallowing exceptions." + "reason": "Both are serialization/reload regressions, but one is about non-persistent buffers and the other is a GPTNeoX config field." }, { - "left": "issue:43644", - "right": "issue:44913", + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "Python version compatibility vs JIT comment parsing; different root causes." + }, + { + "left": "issue:44737", + "right": "issue:45803", "accept": false, - "reason": "Both involve config/state persistence, but one is non-persistent buffers and the other is GPTNeoX rotary_pct reload; different bugs." + "reason": "XLNet device placement bug vs bare except swallowing interrupts/errors in FuyuBatchFeature." }, { "left": "issue:45127", "right": "issue:45357", "accept": false, - "reason": "LoRA merge with extended vocab and incorrect visual encoder keys are different Qwen-related issues." + "reason": "Both involve Qwen/embeddings-adjacent wording, but one is LoRA + extended vocabulary collapse and the other is saving visual encoder keys." }, { "left": "issue:43540", "right": "issue:44734", "accept": false, - "reason": "Video-input validation error in Qwen3OmniMoe is unrelated to serve KV-cache tensor indexing." + "reason": "Qwen3OmniMoe video-input validation vs serve KV-cache tensor indexing crash; not the same bug." }, { "left": "issue:44462", "right": "issue:45907", "accept": false, - "reason": "AutoTokenizer repository-file selection and list_repo_files revision forwarding are separate hub API behaviors." + "reason": "AutoTokenizer repo-file selection vs list_repo_files not forwarding revision; different API layers and failures." }, { "left": "issue:44112", "right": "issue:45600", "accept": false, - "reason": "CI test flake in GraniteSpeech is unrelated to stale Sam3LiteText auto_mappings references." + "reason": "CI device-override test flake vs stale auto_mappings references; unrelated maintenance issues." }, { "left": "issue:44938", "right": "issue:45542", "accept": false, - "reason": "Python 3.14 import/load failure and missing TensorFlow backend are different environment/setup problems." + "reason": "Python 3.14 loading failure vs tensorboard-without-TensorFlow backend error; different compatibility issues." }, { "left": "issue:43335", "right": "issue:44190", "accept": false, - "reason": "SwitchTransformers sparse-layer bug is unrelated to local dataset loading in run_image_classification_no_trainer.py." + "reason": "SwitchTransformers config bug vs dataset loading failure; no shared underlying defect." }, { "left": "issue:46082", "right": "issue:46121", "accept": false, - "reason": "LlamaConfig head_dim validation and rope-parameter JSON list handling are distinct config-validation bugs." + "reason": "LlamaConfig head_dim validation vs rope parameter conversion on JSON-loaded list; unrelated config-validation problems." }, { "left": "issue:39692", "right": "issue:44190", "accept": false, - "reason": "SigLIP2 doc example errors are unrelated to loading a local dataset in the image-classification script." - }, - { - "left": "issue:44496", - "right": "issue:45803", - "accept": false, - "reason": "Model config recognition failure is unrelated to exception swallowing in FuyuBatchFeature." + "reason": "SigLIP2 docs/model mismatch vs dataset loading script failure; not the same bug." }, { "left": "issue:45276", "right": "issue:45584", "accept": false, - "reason": "Both involve model/input handling, but Gemma4 resize-token-embedding behavior is unrelated to Whisper empty-transcription failure." - }, - { - "left": "issue:36246", - "right": "issue:41628", - "accept": false, - "reason": "Two different missing imports for different symbols; same symptom class, not the same bug." - }, - { - "left": "issue:43295", - "right": "issue:45276", - "accept": false, - "reason": "Processor/tokenizer regression in v4.57.5 is unrelated to Gemma4 resize_token_embeddings not updating embeddings." + "reason": "Embedding resize/output-embedding behavior vs Whisper empty-transcription generation failure; different models and code paths." }, { "left": "issue:43479", "right": "issue:45375", "accept": false, - "reason": "Default config initialization and strict-dropping of a vision field are different multimodal config bugs." - }, - { - "left": "issue:43650", - "right": "issue:44220", - "accept": false, - "reason": "One report is unusable/title-only; the other is a specific _torch_extract_fbank_features issue." - }, - { - "left": "issue:45245", - "right": "issue:45584", - "accept": false, - "reason": "Category-count overflow and Whisper empty-transcription are unrelated." + "reason": "Default multimodal config initialization vs strict-dropping a new vision field; related area but distinct defects." }, { "left": "issue:36246", - "right": "issue:38617", - "accept": false, - "reason": "Both are import errors, but they concern different missing names in different modules." - }, - { - "left": "issue:41950", - "right": "issue:44016", + "right": "issue:41628", "accept": false, - "reason": "Video-classification pipeline image-processor lookup and a notebook syntax error are unrelated." + "reason": "Both are import errors, but for different symbols and different modules." }, { - "left": "issue:42175", - "right": "issue:44279", + "left": "issue:43295", + "right": "issue:45276", "accept": false, - "reason": "TensorFlow-not-in-backend packaging issue is unrelated to a generic dependency problem." + "reason": "Processor.tokenizer regression vs Gemma4 resize_token_embeddings/output_embeddings behavior; distinct changes and failure modes." } ] }, @@ -10081,31 +9941,32 @@ { "label": "issue", "component_index": 1, - "component_count": 18, + "component_count": 17, "review_unit_index": 32, - "review_unit_count": 49, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-414", + "cluster_id": "cluster-10000-426", "nodes": [ + "issue:36246", "issue:38175", + "issue:38617", + "issue:41950", + "issue:42175", "issue:42490", "issue:42907", "issue:43065", "issue:43295", - "issue:43299", "issue:43335", - "issue:43381", "issue:43404", "issue:43441", - "issue:43479", - "issue:43525", "issue:43526", "issue:43531", "issue:43643", + "issue:43650", "issue:43673", "issue:43824", "issue:43854", @@ -10131,16 +9992,20 @@ "issue:45003", "issue:45042", "issue:45216", + "issue:45245", "issue:45335", - "issue:45357", "issue:45446", "issue:45584", "issue:45593", "issue:45600", - "issue:45632", - "issue:45759" + "issue:45632" ], "soft_pairs": [ + "issue:43650|issue:44220", + "issue:45245|issue:45584", + "issue:41950|issue:44016", + "issue:36246|issue:38617", + "issue:42175|issue:44279", "issue:44186|issue:44734", "issue:44683|issue:45446", "issue:44246|issue:45003", @@ -10149,8 +10014,8 @@ "issue:38175|issue:43065", "issue:44734|issue:45632", "issue:43643|issue:44496", - "issue:44561|issue:45632", "issue:44964|issue:45600", + "issue:44561|issue:45632", "issue:44112|issue:44964", "issue:43854|issue:44964", "issue:43976|issue:44987", @@ -10159,229 +10024,215 @@ "issue:43531|issue:45600", "issue:43295|issue:45335", "issue:43526|issue:43901", - "issue:43673|issue:44336", "issue:44496|issue:45042", + "issue:43673|issue:44336", "issue:44016|issue:44062", "issue:43335|issue:45593", "issue:43824|issue:44933", - "issue:43299|issue:45216", - "issue:44075|issue:44368", - "issue:43976|issue:44279", - "issue:43381|issue:45593", - "issue:43901|issue:44496", - "issue:45335|issue:45584", - "issue:44496|issue:45759", - "issue:43299|issue:45357", - "issue:43479|issue:43525" + "issue:44075|issue:44368" ], - "prepared_review_unit_hash": "758c0c9199ab992b3762f684657e5724eba506a842df1ca831230c7a8c923ad1", + "prepared_review_unit_hash": "8b724b2069f26b37f83fedd88075c10413ecaa79d228ec3f0197f270dc490454", "component_budget": { - "node_count": 414, - "item_count": 414, - "soft_pair_count": 1552, - "serialized_chars": 800272, - "estimated_input_tokens": 200068, - "estimated_eval_tokens": 400392 + "node_count": 426, + "item_count": 426, + "soft_pair_count": 1572, + "serialized_chars": 814130, + "estimated_input_tokens": 203533, + "estimated_eval_tokens": 407322 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37249, - "estimated_input_tokens": 9313, - "estimated_eval_tokens": 18882 + "soft_pair_count": 29, + "serialized_chars": 36325, + "estimated_input_tokens": 9082, + "estimated_eval_tokens": 18420 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are a heterogeneous mix of unrelated model-loading, config, import, and docs/test regressions. None of the soft pairs look like true duplicates or the same concrete fix, so no soft edge is accepted.", - "confidence": 0.93, - "canonical_issue_reason": "Issue 45632 is the cleanest single library-level bug in the set: a precise `trust_remote_code` cache-path collision for local models with the same leaf directory name. The rest are mostly unrelated one-off model or tooling regressions, so there is no strong cluster-wide duplicate target.", + "summary": "The cluster is heterogeneous: it mixes unrelated import errors, model-loading regressions, pipeline bugs, and a few flex_attention/trust_remote_code/dependency issues. No soft pair looks like the same underlying bug or change, so none should be merged as duplicates.", + "confidence": 0.21, + "canonical_issue_reason": "No true canonical duplicate emerges from this set; if one issue must anchor the cluster, issue:43824 is the strongest broad user-facing import failure with the most discussion/inbound references.", "canonical_pr_reason": null, - "best_issue_reason": "45632 is the best representative issue to keep because it has a narrow, actionable root cause and a fixable central code path affecting multiple local-model setups.", + "best_issue_reason": "Issue:43824 is the best representative because it is a high-signal, user-facing top-level import regression with broader impact than the more model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44186", - "right": "issue:44734", + "left": "issue:43650", + "right": "issue:44220", "accept": false, - "reason": "Different failures: tokenizer/NER padding crash vs serving KV-cache continuation tensor indexing." + "reason": "Unrelated: a low-quality title/body issue vs a specific `_torch_extract_fbank_features()` failure." }, { - "left": "issue:44683", - "right": "issue:45446", + "left": "issue:45245", + "right": "issue:45584", "accept": false, - "reason": "Both touch flex_attention, but one is a torch-version check bug and the other is a compiled flex_attention failure on torch>=2.9." + "reason": "Different bugs: category cardinality limit vs Whisper empty-transcription generation after token alignment." }, { - "left": "issue:44246", - "right": "issue:45003", + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "One is a pipeline processor mismatch, the other is a notebook syntax error." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Both are ImportErrors, but they target different missing symbols in different modules and code paths." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "General dependency/install backend issue versus an unspecified dependency problem; not the same concrete failure." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "Tokenizer padding/truncation crash is unrelated to serve/KV-cache continuation indexing." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both mention flex_attention, but one is a torch>=2.9 compiled-path failure and the other is a version-check/import guard bug." + }, + { + "left": "issue:44246", + "right": "issue:45003", "accept": false, - "reason": "Import slowness from package loading is not the same as unsafe `sys.modules` access in `modeling_utils`." + "reason": "Import latency and unsafe sys.modules access are related at a high level, but not the same bug or fix." }, { "left": "issue:44016", "right": "issue:44220", "accept": false, - "reason": "Notebook syntax error and `_torch_extract_fbank_features()` are unrelated bugs." + "reason": "Notebook syntax error and audio feature extraction failure are unrelated." }, { "left": "issue:43404", "right": "issue:45216", "accept": false, - "reason": "Different code paths: weight tying in Mistral3 vs incorrect `save_pretrained` output for Qwen3.5." + "reason": "Different models and different symptoms: untied lm_head weights vs incorrect saved checkpoint behavior." }, { "left": "issue:38175", "right": "issue:43065", "accept": false, - "reason": "SigLIP zero-probabilities and a dummy `Conv2d` in Sam3PixelDecoder are distinct model bugs." + "reason": "Zero probabilities in SigLIP2 is unrelated to a dummy Conv2d in Sam3PixelDecoder." }, { "left": "issue:44734", "right": "issue:45632", "accept": false, - "reason": "Serving KV-cache indexing and local trust_remote_code cache-path collisions are unrelated." + "reason": "Serve/KV-cache indexing and trust_remote_code cache-path collisions are different code paths." }, { "left": "issue:43643", "right": "issue:44496", "accept": false, - "reason": "Missing fields in `AutoConfig.from_pretrained(..., trust_remote_code=True)` is different from an unrecognized-model/config.json failure." + "reason": "Missing fields from trust_remote_code config loading is not the same as unrecognized model_type in config.json." }, { - "left": "issue:44561", - "right": "issue:45632", + "left": "issue:44964", + "right": "issue:45600", "accept": false, - "reason": "Removal of `is_torch_fx_available` breaking remote-code models is a different regression than cache-path collision." + "reason": "Model loading failure for Phi-4 multimodal is unrelated to stale auto_mappings references for Sam3LiteText." }, { - "left": "issue:44964", - "right": "issue:45600", + "left": "issue:44561", + "right": "issue:45632", "accept": false, - "reason": "Phi-4 multimodal load failure and removed Sam3LiteText config references are different model-specific regressions." + "reason": "Removal of `is_torch_fx_available` affecting trust_remote_code models is a different failure than cache-path collisions." }, { "left": "issue:44112", "right": "issue:44964", "accept": false, - "reason": "A stale GraniteSpeech CI test is not the same bug as loading Phi-4 multimodal." + "reason": "A CI test device-override failure is not the same as a model loading regression." }, { "left": "issue:43854", "right": "issue:44964", "accept": false, - "reason": "GLM-4.7-Flash loading issues are unrelated to the Phi-4 multimodal loading failure." + "reason": "Loading GLM-4.7-Flash in tests is a separate model-specific issue from Phi-4 multimodal loading." }, { "left": "issue:43976", "right": "issue:44987", "accept": false, - "reason": "Python-version compatibility and a specific model-loading regression are not the same underlying bug." + "reason": "Python version compatibility and loading a specific physical-intelligence model are distinct problems." }, { "left": "issue:42907", "right": "issue:43441", "accept": false, - "reason": "Saving dequantized Ministral/Devstral models and FlashAttention load failures are distinct problems." + "reason": "Saving dequantized Ministral/Devstral models is unrelated to FlashAttention failures in Ministral-3." }, { "left": "issue:42490", "right": "issue:45632", "accept": false, - "reason": "A warning for local paths ending with a slash is a different path-handling issue than cache-key collisions across leaf directories." + "reason": "Trailing-slash local path warnings and trust_remote_code cache collisions are different path-resolution bugs." }, { "left": "issue:43531", "right": "issue:45600", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior and Sam3LiteText auto-mapping cleanup are unrelated." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to auto_mappings referring to removed configs." }, { "left": "issue:43295", "right": "issue:45335", "accept": false, - "reason": "Processor/tokenizer regression and `resize_token_embeddings` not updating decoder embeddings are different bugs." + "reason": "Processor/tokenizer regression and t5gemma embedding resize bug are different model-code issues." }, { "left": "issue:43526", "right": "issue:43901", "accept": false, - "reason": "BEiT `reduce_labels` output corruption is unrelated to a docs mismatch about `return_all_scores`." + "reason": "Image processor label reduction bug is unrelated to documentation wording for text classification pipeline behavior." }, { - "left": "issue:43673", - "right": "issue:44336", + "left": "issue:44496", + "right": "issue:45042", "accept": false, - "reason": "Chunked-prefill cache regression and ANSI escape output in loading_report are unrelated." + "reason": "Unrecognized model_type in config loading is not the same as PIL backend processors incorrectly requiring torchvision." }, { - "left": "issue:44496", - "right": "issue:45042", + "left": "issue:43673", + "right": "issue:44336", "accept": false, - "reason": "Unrecognized model/config handling and PIL backend requiring torchvision are different code paths." + "reason": "Generation cache regression and ANSI-code logging behavior have no shared bug path." }, { "left": "issue:44016", "right": "issue:44062", "accept": false, - "reason": "Notebook syntax error is unrelated to the `AddedToken(..., special=...)` argument conflict." + "reason": "Notebook syntax error and AddedToken constructor argument collision are unrelated." }, { "left": "issue:43335", "right": "issue:45593", "accept": false, - "reason": "Sparse-layer creation in SwitchTransformersConfig and missing auxiliary losses in D-FINE are unrelated." + "reason": "Sparse-layer creation in SwitchTransformersConfig is not the same as D-FINE auxiliary-loss suppression." }, { "left": "issue:43824", "right": "issue:44933", "accept": false, - "reason": "Missing `Qwen2_5_VLForConditionalGeneration` export and a nonexistent `image_utils` import are different import bugs." - }, - { - "left": "issue:43299", - "right": "issue:45216", - "accept": false, - "reason": "Qwen3VL loading and Qwen3.5 checkpoint saving are related only by family name, not the same fix." + "reason": "Qwen2.5-VL export/import failure and a missing image_utils import are different missing-symbol issues." }, { "left": "issue:44075", "right": "issue:44368", "accept": false, - "reason": "Unused SGD args and a `tie_word_embeddings` warning are unrelated." - }, - { - "left": "issue:43381", - "right": "issue:45593", - "accept": false, - "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss behavior do not share a code path." - }, - { - "left": "issue:43901", - "right": "issue:44496", - "accept": false, - "reason": "Docs mentioning `return_all_scores` is unrelated to model/config loading failure." - }, - { - "left": "issue:45335", - "right": "issue:45584", - "accept": false, - "reason": "Embedding resize propagation and Whisper empty-transcription generation are unrelated." - }, - { - "left": "issue:44496", - "right": "issue:45759", - "accept": false, - "reason": "Unrecognized model/config parsing and `AutoModelForCausalLM.from_config` not unwrapping `text_config` are different issues." - }, - { - "left": "issue:43479", - "right": "issue:43525", - "accept": false, - "reason": "Phi4Multimodal default config initialization and missing `pad_token_id` on Llama4Config are separate config bugs." + "reason": "Unused SGD args and tie_word_embeddings warning are separate configuration warnings/bugs." } ] }, @@ -10395,29 +10246,28 @@ { "label": "issue", "component_index": 1, - "component_count": 18, + "component_count": 17, "review_unit_index": 33, - "review_unit_count": 49, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-414", + "cluster_id": "cluster-10000-426", "nodes": [ - "issue:33290", "issue:38175", "issue:39692", "issue:41950", - "issue:42994", "issue:43295", "issue:43299", - "issue:43317", + "issue:43381", "issue:43441", "issue:43450", + "issue:43479", + "issue:43525", "issue:43577", "issue:43650", - "issue:43653", "issue:43854", "issue:43901", "issue:43976", @@ -10428,26 +10278,26 @@ "issue:44297", "issue:44351", "issue:44462", - "issue:44466", + "issue:44496", "issue:44521", "issue:44617", - "issue:44623", "issue:44683", - "issue:44749", "issue:44779", "issue:45020", "issue:45081", "issue:45200", "issue:45216", - "issue:45276", "issue:45278", "issue:45325", + "issue:45335", + "issue:45357", "issue:45405", "issue:45542", + "issue:45584", "issue:45593", "issue:45600", - "issue:45656", "issue:45712", + "issue:45759", "issue:45812", "issue:45823", "issue:45834", @@ -10455,15 +10305,23 @@ "issue:46132" ], "soft_pairs": [ + "issue:43299|issue:45216", + "issue:43976|issue:44279", + "issue:43381|issue:45593", + "issue:43901|issue:44496", + "issue:45335|issue:45584", + "issue:44496|issue:45759", + "issue:43299|issue:45357", + "issue:43479|issue:43525", "issue:44521|issue:45325", "issue:44242|issue:45200", "issue:44351|issue:45278", "issue:41950|issue:45020", - "issue:44779|issue:45812", - "issue:41950|issue:45823", "issue:43577|issue:45216", - "issue:43976|issue:45405", + "issue:41950|issue:45823", + "issue:44779|issue:45812", "issue:44683|issue:45542", + "issue:43976|issue:45405", "issue:38175|issue:44617", "issue:44279|issue:45405", "issue:39692|issue:43901", @@ -10472,214 +10330,227 @@ "issue:43650|issue:46132", "issue:44462|issue:45081", "issue:44297|issue:44462", - "issue:44016|issue:44291", "issue:43450|issue:44279", "issue:45081|issue:45907", + "issue:44016|issue:44291", "issue:41950|issue:43650", "issue:43441|issue:45834", - "issue:45600|issue:45712", - "issue:44466|issue:45276", - "issue:42994|issue:43317", - "issue:33290|issue:45656", - "issue:43653|issue:45593", - "issue:44623|issue:44749" + "issue:45600|issue:45712" ], - "prepared_review_unit_hash": "c5755cbebd0bbc5b68e9ddc55dc2096b9645978acc2737819b6a49c4f8de0723", + "prepared_review_unit_hash": "c37f1c7711576ee751b8f05e52edaa472b0a078746dbd57fdb491d0c77b29192", "component_budget": { - "node_count": 414, - "item_count": 414, - "soft_pair_count": 1552, - "serialized_chars": 800272, - "estimated_input_tokens": 200068, - "estimated_eval_tokens": 400392 + "node_count": 426, + "item_count": 426, + "soft_pair_count": 1572, + "serialized_chars": 814130, + "estimated_input_tokens": 203533, + "estimated_eval_tokens": 407322 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36066, - "estimated_input_tokens": 9017, - "estimated_eval_tokens": 18290 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36448, + "estimated_input_tokens": 9112, + "estimated_eval_tokens": 18480 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: mostly unrelated Transformers bugs spanning tokenizers, multimodal processors, model loading/saving, quantization/offload, deepspeed, CI, and docs. I do not see any true duplicate pair that should be merged; the soft links are mostly broad topical similarity rather than the same underlying defect.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue cleanly represents the cluster because the items are about different code paths and regressions, not one duplicate bug.", + "summary": "These items are mostly unrelated bug reports that only share broad transformer/tokenizer/model-loading themes. None of the soft pairs looks like the same underlying bug or a mergeable PR-equivalent change, so I would not accept any duplicate edges.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 44462 is the clearest representative if a single issue must anchor the cluster: it is concrete, user-facing, and about a core tokenizer-loading path; the other items are too heterogeneous to collapse into it as duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is the strongest single representative only because it is open, has the most inbound references, and is a concrete user-facing multimodal bug; it still does not subsume the rest of the cluster.", + "best_issue_reason": "Issue 44462 is the best overall representative for this set because it is the most actionable and centrally scoped regression, but the cluster is not a true duplicate group.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Related Qwen3.5/Qwen3VL area, but one is a load-time model-init failure and the other is incorrect save_pretrained serialization; different bugs and code paths." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "One is a Python-version compatibility complaint, the other a vague dependency problem; too broad and not the same defect." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss behavior are unrelated model-training issues." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs/behavior mismatch for text classification vs unrecognized model/config loading failure; different subsystems and symptoms." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Resize-token-embeddings bug in t5gemma is unrelated to Whisper empty-transcription generation after align_special_tokens." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Both concern model loading, but one is missing model_type recognition and the other is composite-config unwrapping for AutoModelForCausalLM; not the same bug." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Same family, but one is a load failure and the other is a save_pretrained key regression; distinct concrete code paths." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Phi4Multimodal default config initialization and Llama4Config missing pad_token_id are unrelated config issues." + }, { "left": "issue:44521", "right": "issue:45325", "accept": false, - "reason": "Different bugs: assistant mask generation in chat templates vs Qwen2.5-VL RoPE/temporal position scaling." + "reason": "apply_chat_template assistant-mask bug is unrelated to Qwen2.5-VL rope-index temporal scaling." }, { "left": "issue:44242", "right": "issue:45200", "accept": false, - "reason": "Different models and failure modes: MoE load-balancing loss logic vs Gemma4 mm_token_type_ids defaults." + "reason": "MoE load-balancing loss gating and Gemma 4 mm_token_type_ids defaults are different model-training semantics." }, { "left": "issue:44351", "right": "issue:45278", "accept": false, - "reason": "A single HybridCache import error is not the same as broad import failures across many modules." + "reason": "Specific missing HybridCache import versus broad import breakage after upgrade; too different to be duplicates." }, { "left": "issue:41950", "right": "issue:45020", "accept": false, - "reason": "Video-classification pipeline processor lookup is unrelated to remote_code model loading regressions." + "reason": "Video-classification processor lookup issue is unrelated to remote_code regressions across recent versions." }, { - "left": "issue:44779", - "right": "issue:45812", + "left": "issue:43577", + "right": "issue:45216", "accept": false, - "reason": "Both involve tokenizers, but they affect different model families and likely different code paths." + "reason": "BLIP2 dtype propagation and Qwen3.5 save_pretrained serialization are different bugs." }, { "left": "issue:41950", "right": "issue:45823", "accept": false, - "reason": "Processor lookup bug in a pipeline is not the same as Gemma4 device-mapping mismatch in forward." + "reason": "One is pipeline processor selection, the other a Gemma4 PLE device-mapping mismatch; not the same underlying problem." }, { - "left": "issue:43577", - "right": "issue:45216", + "left": "issue:44779", + "right": "issue:45812", "accept": false, - "reason": "Loading dtype propagation and save_pretrained checkpoint serialization are distinct issues." + "reason": "Both are tokenizer regressions, but they affect different model families and likely different tokenizer code paths." }, { - "left": "issue:43976", - "right": "issue:45405", + "left": "issue:44683", + "right": "issue:45542", "accept": false, - "reason": "Python version compatibility and an unreleased dependency minimum are different release blockers." + "reason": "Compiled flex_attention on torch>=2.9 and tensorboard/TF backend import handling are unrelated." }, { - "left": "issue:44683", - "right": "issue:45542", + "left": "issue:43976", + "right": "issue:45405", "accept": false, - "reason": "Torch flex_attention compile failure and TensorFlow backend detection are unrelated." + "reason": "Python support mismatch and MIN_PEFT_VERSION bump are separate dependency/version issues." }, { "left": "issue:38175", "right": "issue:44617", "accept": false, - "reason": "Unexpected zero probabilities and CUDA OOM are different symptoms with different likely causes." + "reason": "Unexpected zero probabilities in SigLIP2 is unrelated to Sam3Video CUDA OOM." }, { "left": "issue:44279", "right": "issue:45405", "accept": false, - "reason": "Generic dependency issue is not the same as a specific PEFT version bump problem." + "reason": "Generic dependency issue versus a specific minimum PEFT version bump; not the same bug." }, { "left": "issue:39692", "right": "issue:43901", "accept": false, - "reason": "Doc example errors in SigLIP2 are not the same as stale return_all_scores documentation." + "reason": "SigLIP2 doc example problems and TextClassificationPipeline docs wording are different documentation issues." }, { "left": "issue:43299", "right": "issue:43854", "accept": false, - "reason": "Both are model-loading regressions, but for different models and different underlying failures." + "reason": "Qwen3VL loading failure and GLM-4.7-Flash unit-test loading failure are separate model-specific regressions." }, { "left": "issue:43295", "right": "issue:44779", "accept": false, - "reason": "Processor.tokenizer regression and Deepseek tokenizer output regression are separate code paths." + "reason": "Processor.tokenizer regression and DeepSeek tokenizer output regression are both tokenizer-related, but they are not the same concrete failure." }, { "left": "issue:43650", "right": "issue:46132", "accept": false, - "reason": "Placeholder issue title versus AttentionInterface.register behavior change; no shared bug." + "reason": "ADD THE DATA is not comparable to AttentionInterface.register changing behavior; no shared bug." }, { "left": "issue:44462", "right": "issue:45081", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json and Mistral regex patch crashing are distinct tokenizer-loading problems." + "reason": "AutoTokenizer ignoring tokenizer.json and Mistral regex patch crashing are both tokenizer-loading issues, but they arise in different mechanisms." }, { "left": "issue:44297", "right": "issue:44462", "accept": false, - "reason": "Tokenizer save_pretrained metadata mismatch is not the same as AutoTokenizer preferring the wrong source file." - }, - { - "left": "issue:44016", - "right": "issue:44291", - "accept": false, - "reason": "Notebook syntax error and init_empty_weights TypeError are unrelated failures." + "reason": "Tokenizer_class mismatch on save_pretrained and ignoring tokenizer.json on load are related, but they are different serialization vs loading defects." }, { "left": "issue:43450", "right": "issue:44279", "accept": false, - "reason": "Batched video processor shape bug is unrelated to a dependency issue." + "reason": "Video processor batch-shape bug and generic dependency issue are unrelated." }, { "left": "issue:45081", "right": "issue:45907", "accept": false, - "reason": "Tokenizer regex crash and list_repo_files revision forwarding are different subsystems entirely." + "reason": "Tokenizer regex crash and list_repo_files revision forwarding are completely different concerns." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error and init_empty_weights unexpected-argument TypeError are unrelated." }, { "left": "issue:41950", "right": "issue:43650", "accept": false, - "reason": "A real video-classification bug is not related to a meaningless placeholder issue." + "reason": "No overlap beyond being issue reports; these are unrelated." }, { "left": "issue:43441", "right": "issue:45834", "accept": false, - "reason": "Ministral FlashAttention failure and Kosmos2.5 OCR index error are unrelated model-specific bugs." + "reason": "FlashAttention regression for Ministral-3 and Kosmos2.5 OCR index error are different model-specific bugs." }, { "left": "issue:45600", "right": "issue:45712", "accept": false, - "reason": "Removed config references in auto_mappings and leftover dummy class cleanup are separate CI issues." - }, - { - "left": "issue:44466", - "right": "issue:45276", - "accept": false, - "reason": "Inconsistent lm_head serialization and resize_token_embeddings behavior are different model-state bugs." - }, - { - "left": "issue:42994", - "right": "issue:43317", - "accept": false, - "reason": "Quantized save failure and dequantized load/offload failure are different phases and code paths." - }, - { - "left": "issue:33290", - "right": "issue:45656", - "accept": false, - "reason": "Adafactor+deepspeed OOM and optimizer.step being called twice with deepspeed are not the same defect." - }, - { - "left": "issue:43653", - "right": "issue:45593", - "accept": false, - "reason": "BigBirdTokenizer special-token registration and D-FINE auxiliary-loss omission are unrelated." - }, - { - "left": "issue:44623", - "right": "issue:44749", - "accept": false, - "reason": "Missing processor save files and a data-filtering slowdown after upgrade are different issues." + "reason": "Stale auto_mappings references and leftover dummy classes are both repo-maintenance issues, but not the same defect." } ] }, @@ -10693,27 +10564,29 @@ { "label": "issue", "component_index": 1, - "component_count": 18, + "component_count": 17, "review_unit_index": 34, - "review_unit_count": 49, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-414", + "cluster_id": "cluster-10000-426", "nodes": [ + "issue:33290", "issue:41628", "issue:42175", - "issue:42491", + "issue:42994", "issue:43065", "issue:43262", - "issue:43299", + "issue:43317", "issue:43441", "issue:43450", "issue:43525", "issue:43643", "issue:43650", + "issue:43653", "issue:43673", "issue:43723", "issue:43761", @@ -10725,259 +10598,257 @@ "issue:43994", "issue:44016", "issue:44162", - "issue:44188", - "issue:44242", "issue:44246", "issue:44261", "issue:44263", "issue:44297", - "issue:44336", "issue:44361", - "issue:44373", + "issue:44466", "issue:44521", "issue:44589", "issue:44617", "issue:44623", "issue:44671", "issue:44683", + "issue:44749", "issue:44779", "issue:44898", "issue:44987", + "issue:45276", "issue:45290", "issue:45362", "issue:45397", "issue:45542", - "issue:45561", - "issue:45563", "issue:45593", + "issue:45656", "issue:45823" ], "soft_pairs": [ + "issue:44466|issue:45276", + "issue:42994|issue:43317", + "issue:33290|issue:45656", + "issue:43653|issue:45593", "issue:43650|issue:45290", + "issue:44623|issue:44749", "issue:44623|issue:45397", "issue:43065|issue:44898", - "issue:44261|issue:44263", "issue:43441|issue:44683", + "issue:44261|issue:44263", "issue:43723|issue:44162", "issue:42175|issue:43976", - "issue:44361|issue:45593", "issue:44016|issue:45823", - "issue:44671|issue:44779", + "issue:44361|issue:45593", "issue:43262|issue:44521", - "issue:43673|issue:43761", + "issue:44671|issue:44779", "issue:43901|issue:43994", + "issue:43673|issue:43761", "issue:44987|issue:45542", "issue:43784|issue:45542", "issue:43824|issue:43976", + "issue:43525|issue:43881", "issue:43450|issue:44617", "issue:44297|issue:45397", - "issue:43525|issue:43881", "issue:43901|issue:44246", - "issue:44188|issue:44336", "issue:43525|issue:43643", "issue:41628|issue:43976", - "issue:44589|issue:45362", - "issue:45561|issue:45563", - "issue:42491|issue:43299", - "issue:44336|issue:44373", - "issue:44242|issue:45593" + "issue:44589|issue:45362" ], - "prepared_review_unit_hash": "164c246caf3163616da69b149c913d33bee3979c83af8728e1915825540f3ac6", + "prepared_review_unit_hash": "2feb5ca02ebcf36c7c360c9cdbc2afc302c49088c48cdbda74d66efbc4afe79d", "component_budget": { - "node_count": 414, - "item_count": 414, - "soft_pair_count": 1552, - "serialized_chars": 800272, - "estimated_input_tokens": 200068, - "estimated_eval_tokens": 400392 + "node_count": 426, + "item_count": 426, + "soft_pair_count": 1572, + "serialized_chars": 814130, + "estimated_input_tokens": 203533, + "estimated_eval_tokens": 407322 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 35687, - "estimated_input_tokens": 8922, - "estimated_eval_tokens": 18100 + "serialized_chars": 35773, + "estimated_input_tokens": 8944, + "estimated_eval_tokens": 18144 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is largely a grab-bag of distinct regressions across model loading, chat templates, processors, attention kernels, and docs. I did not find any soft pair that is clearly the same underlying bug/change closely enough to merge.", - "confidence": 0.61, - "canonical_issue_reason": "Issue #44521 is the clearest representative: it is a concrete, actively discussed regression in a core multimodal API, with multiple inbound refs and broad user impact.", + "summary": "This cluster is highly heterogeneous: the soft pairs span unrelated issues across tokenizer loading, multimodal chat templates, config/serialization, attention backends, packaging, and model-specific regressions. I do not see a real duplicate group here, so all soft edges are rejected.", + "confidence": 0.95, + "canonical_issue_reason": "No clear canonical issue: the items are mostly unrelated, so there is no single underlying bug to collapse them into one duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "#44521 is the best anchor because it is open, specific, and central to a widely used code path; it is more representative than niche model-specific or docs-only reports.", + "best_issue_reason": "If forced to pick a representative, issue 43643 is the broadest core-loading/config regression in the set, but it is still not a true duplicate anchor for the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43650", - "right": "issue:45290", + "left": "issue:44466", + "right": "issue:45276", "accept": false, - "reason": "Completely different problems: a generic placeholder issue versus a chat-template crash on tool-call assistant messages." + "reason": "Different problems: tied-weight serialization/device dependence vs resize_token_embeddings not propagating in Gemma4." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized model saving failure is unrelated to dequantized model loading with gpu/cpu offload." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both mention deepspeed, but one is Adafactor OOM while the other is double optimizer stepping." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer special-token registration and D-FINE auxiliary-loss behavior are unrelated code paths." + }, + { + "left": "issue:43650", + "right": "issue:45290", + "accept": false, + "reason": "Completely unrelated: a vague data request versus chat-template crashing on empty tool-call assistant messages." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Processor save_pretrained missing files is not the same as a v5 data-filtering slowdown regression." }, { "left": "issue:44623", "right": "issue:45397", "accept": false, - "reason": "Different code paths: missing files on processor save versus ZeRO3/from_pretrained loading failure for Gemma4." + "reason": "Different failure modes: missing processor files versus Gemma-4 Zero3 from_pretrained." }, { "left": "issue:43065", "right": "issue:44898", "accept": false, - "reason": "Both touch vision models, but one is a dummy Conv2d in Sam3PixelDecoder and the other is Perceiver interpolation failure; not the same bug." + "reason": "Sam3PixelDecoder dummy Conv2d and Perceiver interpolation failure are separate model bugs." }, { - "left": "issue:44261", - "right": "issue:44263", + "left": "issue:43441", + "right": "issue:44683", "accept": false, - "reason": "Unrelated model internals: MLA q_a_layernorm precision/config issue versus GlmMoeDsaIndexer torch.split return handling." + "reason": "FlashAttention failure for Ministral-3 and compiled flex_attention failure on torch>=2.9 are distinct backend issues." }, { - "left": "issue:43441", - "right": "issue:44683", + "left": "issue:44261", + "right": "issue:44263", "accept": false, - "reason": "Both mention attention, but one is a Ministral FlashAttention regression and the other is a torch>=2.9 compiled flex_attention failure." + "reason": "One is an MLA layernorm config precision issue; the other is a torch.split return-value issue in a different class." }, { "left": "issue:43723", "right": "issue:44162", "accept": false, - "reason": "Tokenizer loading regression and ESM2 model breakage are different issues and likely different subsystems." + "reason": "Tokenizer loading regression and ESM2 model breakage are not the same underlying bug." }, { "left": "issue:42175", "right": "issue:43976", "accept": false, - "reason": "Package/backend dependency installation issue versus Python version compatibility breakage; not the same defect." - }, - { - "left": "issue:44361", - "right": "issue:45593", - "accept": false, - "reason": "Different behaviors in different components: MLukeTokenizer task attribute error versus D-FINE auxiliary-loss logic." + "reason": "Backend dependency packaging and Python version compatibility are unrelated." }, { "left": "issue:44016", "right": "issue:45823", "accept": false, - "reason": "Notebook syntax error is unrelated to Gemma4 device-map forward mismatch." + "reason": "Notebook syntax error is unrelated to Gemma4 device-mismatch behavior." }, { - "left": "issue:44671", - "right": "issue:44779", + "left": "issue:44361", + "right": "issue:45593", "accept": false, - "reason": "Different model families and failure modes: CamemBERT masked-LM predictions versus Deepseek tokenizer output regression." + "reason": "MLukeTokenizer AttributeError and D-FINE auxiliary-loss behavior do not share a code path." }, { "left": "issue:43262", "right": "issue:44521", "accept": false, - "reason": "Both involve chat-template-related APIs, but one is audio sampling-rate defaulting and the other is multimodal assistant-mask generation; distinct bugs." + "reason": "Both involve apply_chat_template, but audio sampling-rate defaults and multimodal assistant mask generation are different bugs." }, { - "left": "issue:43673", - "right": "issue:43761", + "left": "issue:44671", + "right": "issue:44779", "accept": false, - "reason": "Generation cache missing in chunked prefill is unrelated to CLIPVisionModel hidden_states handling." + "reason": "CamemBERT masked-LM predictions and Deepseek tokenizer output regressions are separate issues." }, { "left": "issue:43901", "right": "issue:43994", "accept": false, - "reason": "Docs mismatch for return_all_scores is unrelated to SigLIP2 model/pipeline output quality." + "reason": "Documentation mismatch for a pipeline option is not the same as a wrong-output model/pipeline bug." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Generation cache/chunked prefill regression is unrelated to CLIPVision hidden_states handling." }, { "left": "issue:44987", "right": "issue:45542", "accept": false, - "reason": "Model loading failure for physical-intelligence/fast is unrelated to the TensorFlow backend install problem." + "reason": "Model-loading failure for a specific repo is unrelated to a missing TensorFlow backend dependency issue." }, { "left": "issue:43784", "right": "issue:45542", "accept": false, - "reason": "Sentence-transformers import NameError and missing TensorFlow backend are different dependency/import regressions." + "reason": "Import-time NameError in sentence-transformers is unrelated to tensorboard/TensorFlow backend setup." }, { "left": "issue:43824", "right": "issue:43976", "accept": false, - "reason": "ImportError for a specific Qwen VL class is unrelated to the Python version compatibility report." + "reason": "Missing Qwen2_5_VL export and Python version support are different problems." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Llama4Config missing pad_token_id and glm-4v-9b loading failure are distinct model/config issues." }, { "left": "issue:43450", "right": "issue:44617", "accept": false, - "reason": "Video processor batched-shape bug and Sam3Video CUDA OOM are different problems, not one code-path fix." + "reason": "Batched video processor shape bug is not the same as Sam3Video CUDA OOM." }, { "left": "issue:44297", "right": "issue:45397", "accept": false, - "reason": "Tokenizer save_pretrained metadata mismatch is unrelated to Gemma4 zero3 loading." - }, - { - "left": "issue:43525", - "right": "issue:43881", - "accept": false, - "reason": "Missing pad_token_id on Llama4Config and glm-4v-9b loading failure are not the same underlying bug." + "reason": "Tokenizer save metadata mismatch and Gemma-4 Zero3 loading are unrelated." }, { "left": "issue:43901", "right": "issue:44246", "accept": false, - "reason": "A docs discrepancy and an occasional slow import are unrelated." - }, - { - "left": "issue:44188", - "right": "issue:44336", - "accept": false, - "reason": "Attention-kernel divergence under torch.compile is unrelated to ANSI codes in loading_report." + "reason": "A docs mismatch does not duplicate an intermittent slow import bug." }, { "left": "issue:43525", "right": "issue:43643", "accept": false, - "reason": "Both involve config-ish loading behavior, but one is a missing config attribute and the other is trust_remote_code returning incomplete fields; different defects." + "reason": "These are both config-loading related, but one is a specific pad_token_id absence and the other is a broader trust_remote_code field-loss bug; not enough to treat as the same issue." }, { "left": "issue:41628", "right": "issue:43976", "accept": false, - "reason": "ImportError for AutoImageProcessor is unrelated to the Python version support issue." + "reason": "Cannot import AutoImageProcessor and Python 3.9/3.10 compatibility are unrelated." }, { "left": "issue:44589", "right": "issue:45362", "accept": false, - "reason": "Float8 storage lookup failure and Qwen3.5 chat crash are different runtime issues." - }, - { - "left": "issue:45561", - "right": "issue:45563", - "accept": false, - "reason": "pytest-xdist file race and stale num_return_sequences warning are unrelated test/runtime behaviors." - }, - { - "left": "issue:42491", - "right": "issue:43299", - "accept": false, - "reason": "Both mention Qwen3 MoE loading, but one is a LoRA model compatibility issue and the other is a Qwen3VL MoE loading regression; not clearly the same concrete bug." - }, - { - "left": "issue:44336", - "right": "issue:44373", - "accept": false, - "reason": "Terminal ANSI-code leakage is unrelated to the wrong docstring for position_ids." - }, - { - "left": "issue:44242", - "right": "issue:45593", - "accept": false, - "reason": "Router-logits load balancing loss logic is unrelated to D-FINE auxiliary losses when denoising is off." + "reason": "Float8 storage deserialization error and Qwen3.5 chat crash are different failures." } ] }, @@ -10991,23 +10862,23 @@ { "label": "issue", "component_index": 1, - "component_count": 18, + "component_count": 17, "review_unit_index": 35, - "review_unit_count": 49, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-414", + "cluster_id": "cluster-10000-426", "nodes": [ "issue:36246", "issue:41950", + "issue:42491", "issue:42757", "issue:42886", - "issue:43232", - "issue:43257", "issue:43262", + "issue:43299", "issue:43352", "issue:43526", "issue:43531", @@ -11015,12 +10886,14 @@ "issue:43673", "issue:43901", "issue:44162", + "issue:44188", "issue:44220", "issue:44242", "issue:44246", "issue:44295", "issue:44336", "issue:44351", + "issue:44373", "issue:44485", "issue:44496", "issue:44561", @@ -11029,10 +10902,7 @@ "issue:44857", "issue:44871", "issue:44877", - "issue:44987", - "issue:44995", "issue:45003", - "issue:45137", "issue:45200", "issue:45250", "issue:45292", @@ -11040,17 +10910,22 @@ "issue:45375", "issue:45397", "issue:45412", - "issue:45459", "issue:45561", + "issue:45563", "issue:45584", + "issue:45593", "issue:45701", - "issue:45759", "issue:45987", "issue:46082", "issue:46123", "issue:46132" ], "soft_pairs": [ + "issue:44188|issue:44336", + "issue:45561|issue:45563", + "issue:42491|issue:43299", + "issue:44336|issue:44373", + "issue:44242|issue:45593", "issue:44295|issue:45397", "issue:44246|issue:44496", "issue:41950|issue:44220", @@ -11059,244 +10934,239 @@ "issue:43526|issue:45003", "issue:36246|issue:42757", "issue:36246|issue:44351", - "issue:44336|issue:44485", "issue:45003|issue:45561", + "issue:44336|issue:44485", "issue:44246|issue:44871", "issue:43352|issue:45250", "issue:43673|issue:44561", "issue:36246|issue:43596", "issue:44242|issue:44857", "issue:44779|issue:45292", - "issue:44162|issue:45200", "issue:44295|issue:44749", + "issue:44162|issue:45200", "issue:43901|issue:45003", "issue:45412|issue:46123", "issue:44496|issue:45003", "issue:45292|issue:45584", - "issue:45987|issue:46082", "issue:44877|issue:45375", - "issue:45292|issue:45701", - "issue:43257|issue:45137", + "issue:45987|issue:46082", "issue:43262|issue:44246", - "issue:45375|issue:45759", - "issue:44987|issue:45459", - "issue:43232|issue:44336", - "issue:44995|issue:45200" + "issue:45292|issue:45701" ], - "prepared_review_unit_hash": "9d6ca5a83bd0ea7b7d318152f201b88a6c37e80aa720ec68ecfcd91a79f25b40", + "prepared_review_unit_hash": "d721ae199d9b165f79e0d21134ac6dc55a7bc19992090ee00dcdcd3e423273de", "component_budget": { - "node_count": 414, - "item_count": 414, - "soft_pair_count": 1552, - "serialized_chars": 800272, - "estimated_input_tokens": 200068, - "estimated_eval_tokens": 400392 + "node_count": 426, + "item_count": 426, + "soft_pair_count": 1572, + "serialized_chars": 814130, + "estimated_input_tokens": 203533, + "estimated_eval_tokens": 407322 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 36859, - "estimated_input_tokens": 9215, - "estimated_eval_tokens": 18686 + "serialized_chars": 36241, + "estimated_input_tokens": 9061, + "estimated_eval_tokens": 18378 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: most items are unrelated model-, tokenizer-, pipeline-, config-, or Deepspeed-specific bugs. I do not see any soft edge that safely represents the same underlying issue/change, so no merges are justified.", - "confidence": 0.43, - "canonical_issue_reason": "issue:45701 is the broadest open regression report with multiple inbound references; it is the best representative placeholder in an otherwise mixed cluster.", + "summary": "The set is a loose similarity cluster of mostly unrelated bug reports; they share broad themes like import errors, model-loading regressions, and config issues, but no pair looks like the same concrete defect.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 36246 is the clearest, most concrete import-error report in the set, with an exact traceback/module path and enough discussion to serve as a reasonable anchor.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45701 is the most globally useful issue here because it is broad, user-facing, and has the strongest evidence of attracting related reports.", + "best_issue_reason": "It has the strongest specificity and reproducibility among the candidate issues, making it the best representative issue for this cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Different subsystems and failures: attention-kernel divergence vs ANSI color handling in loading reports." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "Test-worker file race and stale generation warning are unrelated bugs." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen3 MoE, but one is LoRA compatibility/loading and the other is Qwen3VL loading; not the same concrete path." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI output handling and a position_ids docstring issue are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Both mention missing losses, but they affect different models and different conditional paths." + }, { "left": "issue:44295", "right": "issue:45397", "accept": false, - "reason": "Different failures: position_ids buffer access vs Gemma-4 Zero3 from_pretrained loading." + "reason": "A position_ids buffer bug and a ZeRO-3 from_pretrained bug are not the same defect." }, { "left": "issue:44246", "right": "issue:44496", "accept": false, - "reason": "Generic import slowdown versus unrecognized-model config error; unrelated code paths." + "reason": "Import performance is unrelated to model-type resolution failure." }, { "left": "issue:41950", "right": "issue:44220", "accept": false, - "reason": "Both involve processors, but one is video-classification pipeline lookup and the other is fbank feature extraction." + "reason": "Video pipeline processor selection and audio fbank feature extraction are different code paths." }, { "left": "issue:43531", "right": "issue:45362", "accept": false, - "reason": "Both mention Qwen, but one is a sliding_window bug and the other is a chat crash; different underlying problems." + "reason": "Both are Qwen-related, but one is sliding-window behavior and the other is a chat crash; too different to merge." }, { "left": "issue:42886", "right": "issue:46132", "accept": false, - "reason": "Offline tokenizer cache loading and AttentionInterface.register behavior are unrelated." + "reason": "Offline cache loading and AttentionInterface.register behavior are unrelated." }, { "left": "issue:43526", "right": "issue:45003", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug is unrelated to unsafe sys.modules access." + "reason": "Beit image-label reduction and sys.modules access in modeling_utils are unrelated bugs." }, { "left": "issue:36246", "right": "issue:42757", "accept": false, - "reason": "Different missing imports from different packages: Qwen image processor vs huggingface_hub helper." + "reason": "Both are import errors, but for different symbols from different packages and likely different fixes." }, { "left": "issue:36246", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they concern different symbols and different fixes." + "reason": "Both are missing-name import failures, but the missing APIs and likely causes differ." }, { - "left": "issue:44336", - "right": "issue:44485", + "left": "issue:45003", + "right": "issue:45561", "accept": false, - "reason": "ANSI-color output bug is unrelated to GLM-5 RoPE implementation." + "reason": "A modeling_utils import/access issue and a pytest-xdist file race are unrelated." }, { - "left": "issue:45003", - "right": "issue:45561", + "left": "issue:44336", + "right": "issue:44485", "accept": false, - "reason": "Unsafe sys.modules access and pytest-xdist file races are unrelated." + "reason": "Terminal color handling and GLM-5 RoPE implementation are unrelated." }, { "left": "issue:44246", "right": "issue:44871", "accept": false, - "reason": "Import performance regression vs Gemma eos_token_id config inconsistency." + "reason": "Import latency and Gemma eos_token_id inconsistency are unrelated." }, { "left": "issue:43352", "right": "issue:45250", "accept": false, - "reason": "Generic Flash Attention topic, but one is a model-specific unsupported warning and the other is a broader feature request." + "reason": "A model-specific Flash Attention unsupported error and a generic Flash Attention topic are not the same bug." }, { "left": "issue:43673", "right": "issue:44561", "accept": false, - "reason": "Chunked-prefill cache bug and trust_remote_code breakage from removed helper are different issues." + "reason": "Cache behavior during chunked prefill and trust_remote_code breakage from a removed helper are unrelated." }, { "left": "issue:36246", "right": "issue:43596", "accept": false, - "reason": "Qwen import failure and DeepSpeed/BertModel index error are unrelated." + "reason": "ImportError for a processor class and a DeepSpeed/BertModel IndexError are different failure modes." }, { "left": "issue:44242", "right": "issue:44857", "accept": false, - "reason": "Load-balancing loss omission is unrelated to float16 AMP crash in LwDetrImageLoss." + "reason": "Different model losses and triggers; not the same auxiliary-loss bug." }, { "left": "issue:44779", "right": "issue:45292", "accept": false, - "reason": "Tokenizer output regression and resize_token_embeddings not updating output embeddings are different bugs." + "reason": "Tokenizer regression and resize_token_embeddings/output_embeddings mismatch are different issues." }, { - "left": "issue:44162", - "right": "issue:45200", + "left": "issue:44295", + "right": "issue:44749", "accept": false, - "reason": "ESM2 breakage and Gemma-4 mm_token_type_ids defaulting are unrelated model issues." + "reason": "Position_ids buffer handling and tokenizer slowdown across versions are unrelated." }, { - "left": "issue:44295", - "right": "issue:44749", + "left": "issue:44162", + "right": "issue:45200", "accept": false, - "reason": "Position_ids buffer access and slower filtering after upgrade are not the same bug." + "reason": "ESM2 model breakage and Gemma-4 mm_token_type_ids defaults are unrelated." }, { "left": "issue:43901", "right": "issue:45003", "accept": false, - "reason": "Documentation mismatch in TextClassificationPipeline is unrelated to sys.modules access." + "reason": "A docstring mismatch and unsafe sys.modules access are different classes of bugs." }, { "left": "issue:45412", "right": "issue:46123", "accept": false, - "reason": "RT-DETR memory cleanup and MaskGenerationPipeline final-batch dropping are unrelated pipeline bugs." + "reason": "Memory release on deletion and partial-batch masking behavior are unrelated." }, { "left": "issue:44496", "right": "issue:45003", "accept": false, - "reason": "Model config recognition failure is unrelated to sys.modules lookup safety." + "reason": "Model config resolution failure and sys.modules access are unrelated." }, { "left": "issue:45292", "right": "issue:45584", "accept": false, - "reason": "Embedding resize bug and Whisper empty-transcription failure are different code paths." - }, - { - "left": "issue:45987", - "right": "issue:46082", - "accept": false, - "reason": "Cache length return type and LlamaConfig head_dim validation are unrelated." + "reason": "Embedding resize behavior and Whisper empty-transcription failure are different code paths." }, { "left": "issue:44877", "right": "issue:45375", "accept": false, - "reason": "Both are config-validation issues, but they affect different models and different missing fields." + "reason": "Both involve config strictness, but one blocks loading while the other silently drops a field; not the same defect." }, { - "left": "issue:45292", - "right": "issue:45701", - "accept": false, - "reason": "Embedding resize behavior and version-dependent tokenization regression are not the same underlying issue." - }, - { - "left": "issue:43257", - "right": "issue:45137", + "left": "issue:45987", + "right": "issue:46082", "accept": false, - "reason": "Both touch DeepSpeed, but one is Qwen3 MoE weight conversion and the other is a deque underflow during ZeRO3 init." + "reason": "Cache sequence-length return type and LlamaConfig head_dim validation are unrelated." }, { "left": "issue:43262", "right": "issue:44246", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and import slowdown are unrelated." - }, - { - "left": "issue:45375", - "right": "issue:45759", - "accept": false, - "reason": "Missing vision-config field and text_config unwrapping for composite Qwen configs are distinct composite-model bugs." - }, - { - "left": "issue:44987", - "right": "issue:45459", - "accept": false, - "reason": "Loading a specific model under v5.1.0 and protobuf-masked tokenizer errors are unrelated." - }, - { - "left": "issue:43232", - "right": "issue:44336", - "accept": false, - "reason": "Generation kwargs update after sync_gpus and ANSI code emission are unrelated." + "reason": "Audio sampling-rate defaults and import-time slowdown are unrelated." }, { - "left": "issue:44995", - "right": "issue:45200", + "left": "issue:45292", + "right": "issue:45701", "accept": false, - "reason": "GlmMoeDsa second-pass cache crash and Gemma-4 token type defaults are unrelated." + "reason": "Embedding resize/output embedding sync and tokenizer-version changes are different bugs." } ] }, @@ -11310,79 +11180,87 @@ { "label": "issue", "component_index": 1, - "component_count": 18, + "component_count": 17, "review_unit_index": 36, - "review_unit_count": 49, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-414", + "cluster_id": "cluster-10000-426", "nodes": [ - "issue:28282", - "issue:30990", "issue:42886", - "issue:42994", "issue:43065", "issue:43232", + "issue:43257", "issue:43408", "issue:43475", - "issue:43482", "issue:43540", - "issue:43643", "issue:43646", "issue:43653", "issue:43673", "issue:43931", - "issue:44038", "issue:44060", "issue:44077", "issue:44162", "issue:44297", + "issue:44336", "issue:44361", "issue:44368", "issue:44466", + "issue:44479", + "issue:44530", "issue:44623", "issue:44734", "issue:44749", "issue:44869", "issue:44871", + "issue:44877", "issue:44933", "issue:44977", + "issue:44987", "issue:44995", "issue:45137", + "issue:45200", "issue:45229", - "issue:45230", "issue:45278", - "issue:45310", "issue:45335", "issue:45356", - "issue:45381", + "issue:45375", "issue:45397", "issue:45459", "issue:45563", "issue:45588", "issue:45600", "issue:45656", - "issue:46077", + "issue:45759", "issue:46123", - "issue:46132" + "issue:46132", + "issue:46170" ], "soft_pairs": [ + "issue:43257|issue:45137", + "issue:45375|issue:45759", + "issue:44987|issue:45459", + "issue:43232|issue:44336", + "issue:44995|issue:45200", + "issue:44479|issue:46170", "issue:43475|issue:43540", "issue:43065|issue:43408", "issue:42886|issue:45229", "issue:44466|issue:45335", + "issue:44060|issue:44077", "issue:43653|issue:44162", "issue:45397|issue:45656", - "issue:44060|issue:44077", "issue:44995|issue:45588", "issue:44368|issue:44977", "issue:45137|issue:45600", "issue:44368|issue:45563", + "issue:44877|issue:46170", "issue:43673|issue:44734", "issue:43931|issue:44368", + "issue:44530|issue:46170", "issue:43065|issue:46123", "issue:44933|issue:45459", "issue:44869|issue:45356", @@ -11393,230 +11271,222 @@ "issue:44871|issue:46132", "issue:43673|issue:45278", "issue:44623|issue:45656", - "issue:44749|issue:45656", - "issue:44749|issue:45310", - "issue:42994|issue:43482", - "issue:43475|issue:45381", - "issue:28282|issue:30990", - "issue:45230|issue:45397", - "issue:43475|issue:43643", - "issue:44038|issue:44623", - "issue:46077|issue:46123" + "issue:44749|issue:45656" ], - "prepared_review_unit_hash": "e14707550622f4978da4b5b86376520a0d0547b4195608b8ae980a76fdd464ff", + "prepared_review_unit_hash": "99fb2c89c50cde501b8ae482e0355b6e90ce28af461087ed59f8c08b4f965d69", "component_budget": { - "node_count": 414, - "item_count": 414, - "soft_pair_count": 1552, - "serialized_chars": 800272, - "estimated_input_tokens": 200068, - "estimated_eval_tokens": 400392 + "node_count": 426, + "item_count": 426, + "soft_pair_count": 1572, + "serialized_chars": 814130, + "estimated_input_tokens": 203533, + "estimated_eval_tokens": 407322 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37143, - "estimated_input_tokens": 9286, - "estimated_eval_tokens": 18828 + "serialized_chars": 37425, + "estimated_input_tokens": 9357, + "estimated_eval_tokens": 18970 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are largely unrelated issue reports across different models, tokenizer paths, generation flows, and serialization behaviors. I do not see any soft pair that is safely mergeable as the same underlying bug/change, so all soft edges should be rejected. If a single representative issue is needed, 45397 is the clearest standalone bug report with a concrete failing path.", - "confidence": 0.93, - "canonical_issue_reason": "issue:45397 is the most focused, actionable bug report here: a concrete `gemma-4 zero3 from_pretrained` failure with a narrow code path and likely direct fix.", + "summary": "This set is mostly a grab bag of unrelated Transformers bug reports, with a loose recurring theme of version-upgrade regressions. None of the soft pairs look like the same underlying issue closely enough to merge.", + "confidence": 0.81, + "canonical_issue_reason": "Issue 45278 is the broadest umbrella regression report here: multiple import errors after upgrading from 4.57.0 to 5.5.0. It is the best anchor among otherwise heterogeneous bug reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45397 is the best standalone issue candidate because it is specific, reproducible, and not just a broad symptom or regression description.", + "best_issue_reason": "Issue 45278 is the most general, user-facing duplicate target in this set and best represents the cluster\u2019s recurring upgrade/regression theme.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43475", - "right": "issue:43540", + "left": "issue:43257", + "right": "issue:45137", "accept": false, - "reason": "Both mention video/SAM/Qwen families, but they describe different model paths and different failures; not the same bug." + "reason": "Both involve distributed/DeepSpeed behavior, but one is a Qwen3 MOE weight-conversion bug and the other is a ZeRO3 deque IndexError; different failure modes and code paths." }, { - "left": "issue:43065", - "right": "issue:43408", + "left": "issue:45375", + "right": "issue:45759", "accept": false, - "reason": "Same broad SAM3 area, but one is a dummy Conv2d concern and the other is a model-type mismatch warning; different underlying issues." + "reason": "Both concern composite Qwen configs, but one is a missing config field under @strict and the other is AutoModelForCausalLM.from_config not unwrapping text_config; not the same bug." }, { - "left": "issue:42886", - "right": "issue:45229", + "left": "issue:44987", + "right": "issue:45459", "accept": false, - "reason": "Tokenizer offline-cache loading and multi-GPU CUDA OOM are unrelated failure modes." + "reason": "One is a model-loading failure on transformers>=5.1.0, the other hides tokenizer errors when protobuf is absent; related area, but different underlying problems." }, { - "left": "issue:44466", - "right": "issue:45335", + "left": "issue:43232", + "right": "issue:44336", "accept": false, - "reason": "Both touch tied/embedding behavior, but one is about serialization inconsistency and the other about resize_token_embeddings not updating a decoder embedding; different code paths." + "reason": "Generation kwargs after sync_gpus and ANSI codes in loading_report are unrelated subsystems." }, { - "left": "issue:43653", - "right": "issue:44162", + "left": "issue:44995", + "right": "issue:45200", "accept": false, - "reason": "BigBirdTokenizer special-token decode bug and ESM2 breakage are unrelated." + "reason": "A stale cache crash on second forward is not the same as mm_token_type_ids defaulting behavior for Gemma 4." }, { - "left": "issue:45397", - "right": "issue:45656", + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Video-input regression in Qwen multimodal models is unrelated to a Windows/ROCm import dependency issue." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Both are multimodal/video-related, but they affect different model families and distinct attributes/exceptions." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and a sam3_video/sam3_tracker type warning are different SAM3 issues, not the same defect." + }, + { + "left": "issue:42886", + "right": "issue:45229", "accept": false, - "reason": "Gemma-4 from_pretrained on ZeRO3 and optimizer stepping twice under deepspeed are different bugs in different subsystems." + "reason": "Tokenizer offline-cache loading and Gemma4 multi-GPU CUDA OOM are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both touch tied embeddings, but one is inconsistent serialization by device and the other is resize_token_embeddings not propagating; not the same concrete bug." }, { "left": "issue:44060", "right": "issue:44077", "accept": false, - "reason": "One is a tied-weights warning in Qwen3-Next, the other is a PatchTSMixer post_init policy issue; not the same problem." + "reason": "These are different model/config problems: a Qwen3-Next tied-weights warning versus a patchtsmixer post_init policy issue." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are separate issues." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Both mention DeepSpeed, but one is a from_pretrained/load-time issue and the other is an optimizer-step duplication bug." }, { "left": "issue:44995", "right": "issue:45588", "accept": false, - "reason": "Stale indexer cache on second forward pass and flash_attention None-handling crash are distinct runtime failures." + "reason": "A stale indexer cache crash is not the same as a flash-attention AttributeError on s_aux=None." }, { "left": "issue:44368", "right": "issue:44977", "accept": false, - "reason": "A tie_word_embeddings warning during fine-tuning is not the same as a flash-attention generation failure." + "reason": "Both involve Qwen3.5, but one is a tied-embeddings warning during LoRA fine-tuning and the other is a flash-attention generation regression." }, { "left": "issue:45137", "right": "issue:45600", "accept": false, - "reason": "DeepSpeed deque underflow and auto_mappings CI breakage are unrelated." + "reason": "ZeRO3 deque failure and removed Sam3LiteText auto-mapping references are unrelated." }, { "left": "issue:44368", "right": "issue:45563", "accept": false, - "reason": "A tied-embedding warning and a stale num_return_sequences warning affect different generation logic." + "reason": "These are both warnings, but one is about tie_word_embeddings and the other is a stale num_return_sequences warning in paged generate." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Granite_speech strict-config loading and a Windows ROCm import error are unrelated." }, { "left": "issue:43673", "right": "issue:44734", "accept": false, - "reason": "Both involve cache/generation, but one is missing cache in chunked prefill and the other is a KV-cache continuation indexing crash; not clearly the same bug." + "reason": "Both are cache/generation problems, but chunked_prefill cache missing and serve KV-cache continuation indexing are different code paths and symptoms." }, { "left": "issue:43931", "right": "issue:44368", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch and a tied-weights warning are different issues." + "reason": "A Qwen3-VL weight-shape mismatch is unrelated to a Qwen3.5 tie-word-embeddings warning." + }, + { + "left": "issue:44530", + "right": "issue:46170", + "accept": false, + "reason": "PagedAttentionCache invalid group type on Qwen3.5 is unrelated to the Windows ROCm import dependency issue." }, { "left": "issue:43065", "right": "issue:46123", "accept": false, - "reason": "SAM3 pixel decoder initialization and MaskGenerationPipeline partial-batch handling are unrelated." + "reason": "Sam3PixelDecoder dummy Conv2d and MaskGenerationPipeline final-batch handling are unrelated." }, { "left": "issue:44933", "right": "issue:45459", "accept": false, - "reason": "Nonexistent image_utils import and protobuf decode-error handling are different tokenizer/import problems." + "reason": "Both are import-related, but one is a nonexistent image_utils import and the other is tokenizer error masking without protobuf; different defects." }, { "left": "issue:44869", "right": "issue:45356", "accept": false, - "reason": "Whisper timestamp decode crash and Kimi-K2.5 tokenizer regression are unrelated tokenization bugs." + "reason": "Whisper timestamp decoding and Kimi-K2.5 codec/regex handling are different tokenizer/decode issues." }, { "left": "issue:44297", "right": "issue:44623", "accept": false, - "reason": "Tokenizer save_pretrained metadata mismatch and processor.save_pretrained missing files are both serialization-related but not the same concrete failure." + "reason": "Both concern save_pretrained, but one is tokenizer_class metadata and the other is missing processor files." }, { - "left": "issue:43232", - "right": "issue:43673", + "left": "issue:43673", + "right": "issue:45278", "accept": false, - "reason": "Generation kwargs update after sync_gpus and missing cache in chunked prefill are separate generation-path issues." + "reason": "Generation cache missing in chunked_prefill and broad import failures after upgrade are unrelated regressions." }, { "left": "issue:44361", "right": "issue:44749", "accept": false, - "reason": "MLukeTokenizer attribute errors and a performance regression after upgrade are unrelated." + "reason": "MLukeTokenizer task-time AttributeError and a post-upgrade filtering slowdown are different bugs." }, { "left": "issue:43646", "right": "issue:44162", "accept": false, - "reason": "Custom model initialization breakage and ESM2 breakage are different root problems." + "reason": "Both are broad breakage reports, but one is custom model initialization in v5.0.0 and the other is ESM2-specific breakage." }, { "left": "issue:44871", "right": "issue:46132", "accept": false, - "reason": "Gemma3 eos_token_id inconsistency and AttentionInterface.register behavior change are unrelated." - }, - { - "left": "issue:43673", - "right": "issue:45278", - "accept": false, - "reason": "A specific chunked_prefill cache bug and broad import errors after upgrade are too different to merge." + "reason": "Gemma eos_token_id inconsistency and AttentionInterface.register behavior changes are unrelated." }, { "left": "issue:44623", "right": "issue:45656", "accept": false, - "reason": "Processor save_pretrained file emission and optimizer double-step under deepspeed are unrelated." + "reason": "Missing processor save files and double optimizer stepping in DeepSpeed are unrelated." }, { "left": "issue:44749", "right": "issue:45656", "accept": false, - "reason": "Performance slowdown in filtering data and double optimizer stepping are not the same bug." - }, - { - "left": "issue:44749", - "right": "issue:45310", - "accept": false, - "reason": "Data filtering slowdown and Qwen3.5 Moe from_pretrained failure are unrelated." - }, - { - "left": "issue:42994", - "right": "issue:43482", - "accept": false, - "reason": "Quantized model saving failure and GGUF loading failure are opposite directions and distinct code paths." - }, - { - "left": "issue:43475", - "right": "issue:45381", - "accept": false, - "reason": "Both concern video/VL models, but the reported attributes and failures differ; not a single concrete bug." - }, - { - "left": "issue:28282", - "right": "issue:30990", - "accept": false, - "reason": "AutoModel missing PyTorch and Sentence Transformers hanging on load are unrelated environment/runtime issues." - }, - { - "left": "issue:45230", - "right": "issue:45397", - "accept": false, - "reason": "A placeholder generic bug report cannot be confidently merged with a specific Gemma-4 loading bug." - }, - { - "left": "issue:44038", - "right": "issue:44623", - "accept": false, - "reason": "Qwen3-VL-Moe from_pretrained error and processor.save_pretrained missing files are different failures." - }, - { - "left": "issue:46077", - "right": "issue:46123", - "accept": false, - "reason": "Bidirectional-attention mask construction and final partial-batch handling in MaskGenerationPipeline are unrelated." + "reason": "A filtering performance regression after upgrade is not the same as optimizer.step being called twice under DeepSpeed." } ] }, @@ -11630,50 +11500,45 @@ { "label": "issue", "component_index": 1, - "component_count": 18, + "component_count": 17, "review_unit_index": 37, - "review_unit_count": 49, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-414", + "cluster_id": "cluster-10000-426", "nodes": [ + "issue:28282", "issue:30990", - "issue:35141", "issue:36010", "issue:41628", "issue:42175", - "issue:42222", "issue:42371", "issue:42673", "issue:42831", - "issue:42898", "issue:42994", "issue:43232", - "issue:43278", - "issue:43377", "issue:43475", - "issue:43479", + "issue:43482", "issue:43504", "issue:43525", "issue:43526", + "issue:43643", "issue:43673", "issue:43704", "issue:43824", "issue:43873", - "issue:43976", "issue:44038", "issue:44188", "issue:44222", - "issue:44242", "issue:44351", "issue:44496", - "issue:44568", + "issue:44623", "issue:44661", + "issue:44749", "issue:44792", - "issue:44869", "issue:44933", "issue:44945", "issue:44964", @@ -11681,15 +11546,27 @@ "issue:45092", "issue:45103", "issue:45137", - "issue:45200", + "issue:45230", "issue:45310", "issue:45375", + "issue:45381", + "issue:45397", "issue:45478", "issue:45561", "issue:45712", - "issue:45753" + "issue:45753", + "issue:46077", + "issue:46123" ], "soft_pairs": [ + "issue:44749|issue:45310", + "issue:42994|issue:43482", + "issue:43475|issue:45381", + "issue:28282|issue:30990", + "issue:45230|issue:45397", + "issue:43475|issue:43643", + "issue:44038|issue:44623", + "issue:46077|issue:46123", "issue:41628|issue:44933", "issue:42371|issue:45092", "issue:43475|issue:44661", @@ -11708,250 +11585,242 @@ "issue:42994|issue:43824", "issue:44964|issue:45137", "issue:42175|issue:45712", - "issue:43673|issue:44188", "issue:43232|issue:44792", "issue:44038|issue:45310", + "issue:43673|issue:44188", "issue:44496|issue:45561", "issue:43526|issue:45561", - "issue:43504|issue:45561", - "issue:43377|issue:44242", - "issue:42222|issue:45200", - "issue:42175|issue:44933", - "issue:42898|issue:44568", - "issue:43976|issue:44933", - "issue:30990|issue:35141", - "issue:43479|issue:44869", - "issue:43278|issue:45137" + "issue:43504|issue:45561" ], - "prepared_review_unit_hash": "c1494400716b455290108e593ba195e3d31b190270143f93c739b5153dd17d3b", + "prepared_review_unit_hash": "23297d3a6fc0d5d398b96c930f9ac2183e030daa8600f871916144a7fc79aacf", "component_budget": { - "node_count": 414, - "item_count": 414, - "soft_pair_count": 1552, - "serialized_chars": 800272, - "estimated_input_tokens": 200068, - "estimated_eval_tokens": 400392 + "node_count": 426, + "item_count": 426, + "soft_pair_count": 1572, + "serialized_chars": 814130, + "estimated_input_tokens": 203533, + "estimated_eval_tokens": 407322 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 32, - "serialized_chars": 37234, - "estimated_input_tokens": 9309, - "estimated_eval_tokens": 18874 + "serialized_chars": 36483, + "estimated_input_tokens": 9121, + "estimated_eval_tokens": 18498 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The packet is mostly heterogeneous, but it does contain two separate exact-duplicate issue families: the Qwen3.5 MoE `from_pretrained` error reports (45310\u219445478) and the Qwen3ForCausalLM VRAM leak reports (42673\u219443704). The Qwen3_5MoeVisionConfig config-field report (45375) is a different bug and should not be merged into the Qwen3.5 MoE family.", - "confidence": 0.86, - "canonical_issue_reason": "Issue 45310 is the best canonical issue for the Qwen3.5 MoE `from_pretrained` duplicate family: it clearly states the failure mode and is directly duplicated by 45478. The packet also contains a separate exact-duplicate family at 42673/43704, but 45310 is the stronger single canonical representative.", + "summary": "The cluster is mostly heterogeneous: many items mention Transformers, but they describe different bugs, models, or code paths. Only one soft edge is a clear duplicate: the Qwen3ForCausalLM VRAM leak reports.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 45310 is the clearest representative of the duplicated Qwen3.5-MoE from_pretrained failure; it is concrete, cross-referenced, and a later item in the same exact-title repost line (45478).", "canonical_pr_reason": null, - "best_issue_reason": "45310 is the strongest single issue representative because it has an exact-title duplicate and a concrete, well-scoped bug description. It is a better canonical pick than the other Qwen3.5-related reports, while 42673 is best treated as the canonical for a separate duplicate family.", + "best_issue_reason": "45310 is the best anchor for the cluster because it is one of the few clearly duplicate-worthy reports and is more substantive than its repost/near-repost counterparts.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44749", + "right": "issue:45310", + "accept": false, + "reason": "Different problems: data filtering slowdown vs Qwen3.5-MoE from_pretrained error." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are distinct code paths." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "Different model families and failures: SAM 3 Video attribute error vs qwen2.5-vl position id issue." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch missing ImportError is unrelated to Sentence Transformers hanging during load." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Generic bug report provides no concrete overlap with gemma-4 ZeRO3 from_pretrained failure." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "SAM 3 Video attribute error is unrelated to AutoConfig trust_remote_code missing fields." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe / transformers v5 issue is unrelated to processor.save_pretrained missing files." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Gemma4 attention-mask bug is unrelated to MaskGenerationPipeline final-batch dropping." + }, { "left": "issue:41628", "right": "issue:44933", "accept": false, - "reason": "Both are import-related, but they concern different missing symbols and different modules; not the same bug." + "reason": "Both involve imports, but they are different missing symbols and likely different fixes." }, { "left": "issue:42371", "right": "issue:45092", "accept": false, - "reason": "TF32 API guidance and InternVL2 meta-init incompatibility are unrelated failure modes." + "reason": "TF backend packaging issue is unrelated to InternVL2 meta-initialization incompatibility." }, { "left": "issue:43475", "right": "issue:44661", "accept": false, - "reason": "One is a missing attribute on SAM3 vision output; the other is a model-addition helper failure. Different code paths." + "reason": "Different failures: SAM 3 Video output attribute error vs tokenizer mapping-name handling." }, { "left": "issue:42994", "right": "issue:43525", "accept": false, - "reason": "Quantized model saving and missing `pad_token_id` in `Llama4Config` are different issues." + "reason": "Quantized saving failure is unrelated to Llama4Config missing pad_token_id." }, { "left": "issue:45375", "right": "issue:45478", "accept": false, - "reason": "45375 is a config-field report (`deepstack_visual_indexes`), not the same `from_pretrained` failure as 45478." + "reason": "Related model family, but different concrete bugs: missing config field vs from_pretrained error." }, { "left": "issue:45081", "right": "issue:45103", "accept": false, - "reason": "Both crash with `AttributeError`, but in different utilities and on different objects; not the same underlying bug." + "reason": "Tokenizer regex patch crash and auto_docstring annotations crash are unrelated." }, { "left": "issue:45310", "right": "issue:45375", "accept": false, - "reason": "45310 is a Qwen3.5 MoE `from_pretrained` error; 45375 reports a different config-field omission." + "reason": "Same model family, but not the same bug: from_pretrained error vs silently dropped config field." }, { "left": "issue:43873", "right": "issue:44945", "accept": false, - "reason": "Quantization offloading and pipeline-parallel output corruption are separate problems." + "reason": "Quantization offloading behavior and pipeline parallelism output corruption are different issues." }, { "left": "issue:41628", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but for different names and different release breakages." + "reason": "AutoImageProcessor import failure and HybridCache import failure are different missing exports." }, { "left": "issue:43232", "right": "issue:44188", "accept": false, - "reason": "Generation kwargs propagation and attention-kernel divergence under `torch.compile` are unrelated." + "reason": "Generation kwargs sync bug and attention-kernel divergence on torch.compile are unrelated." }, { "left": "issue:42673", "right": "issue:43704", "accept": true, - "reason": "Exact same VRAM leak report for Qwen3ForCausalLM in multiple dataloader threads." + "reason": "Same title, same Qwen3ForCausalLM VRAM leak with multiple dataloader threads; clear duplicate." }, { "left": "issue:42831", "right": "issue:44222", "accept": false, - "reason": "FineGrainedFP8 accuracy regression and FP8 `save_pretrained` moe are different symptoms and likely different fixes." + "reason": "FP8 accuracy regression is different from FP8 save_pretrained failure." }, { "left": "issue:44945", "right": "issue:45753", "accept": false, - "reason": "Pipeline parallelism output errors and Qwen3_5 infinite-loop-on-image are distinct bugs." + "reason": "Pipeline-parallel output corruption and Qwen3_5 image infinite loop are different bugs." }, { "left": "issue:36010", "right": "issue:41628", "accept": false, - "reason": "GenerationMixin import removal and AutoImageProcessor import failure are separate import breakages." + "reason": "Both are import errors, but for different symbols and likely unrelated fixes." }, { "left": "issue:44222", "right": "issue:45310", "accept": false, - "reason": "FP8 `save_pretrained` moe and Qwen3.5 MoE `from_pretrained` are different issues." + "reason": "FP8 save_pretrained moe is unrelated to the Qwen3.5-MoE from_pretrained error." }, { "left": "issue:42994", "right": "issue:43824", "accept": false, - "reason": "Quantized saving failure and Qwen2.5-VL import failure do not describe the same bug." + "reason": "Quantized model saving failure is unrelated to missing Qwen2.5-VL import." }, { "left": "issue:44964", "right": "issue:45137", "accept": false, - "reason": "Phi-4 multimodal loading and DeepSpeed ZeRO3 deque underflow are unrelated." + "reason": "Phi-4 multimodal loading failure and DeepSpeed ZeRO3 deque error are unrelated." }, { "left": "issue:42175", "right": "issue:45712", "accept": false, - "reason": "Packaging dependency omission and dummy class cleanup are unrelated maintenance issues." - }, - { - "left": "issue:43673", - "right": "issue:44188", - "accept": false, - "reason": "Generation cache missing in chunked prefill and attention-kernel branching divergence are different defects." + "reason": "Packaging/backend omission is related only broadly; these are different concrete dummy-object and backend issues." }, { "left": "issue:43232", "right": "issue:44792", "accept": false, - "reason": "Generation kwargs handling and janus image-generation test failure are not the same bug." + "reason": "Generation sync bug and janus image-generation test failure are not the same underlying issue." }, { "left": "issue:44038", "right": "issue:45310", "accept": false, - "reason": "Both mention Qwen MoE, but they target different model variants and different version breakages; too broad to merge." + "reason": "Qwen3-VL-Moe transformers v5 bug is unrelated to Qwen3.5-MoE from_pretrained failure." + }, + { + "left": "issue:43673", + "right": "issue:44188", + "accept": false, + "reason": "Chunked-prefill cache issue and torch.compile attention-kernel divergence are distinct." }, { "left": "issue:44496", "right": "issue:45561", "accept": false, - "reason": "Model config recognition and xdist race on `captured_info.txt` are unrelated." + "reason": "Model-type/config loading failure is unrelated to xdist race on captured_info.txt." }, { "left": "issue:43526", "right": "issue:45561", "accept": false, - "reason": "Fast image label reduction bug and xdist file race are different areas and failures." + "reason": "BeitImageProcessorFast label reduction bug is unrelated to the xdist file race." }, { "left": "issue:43504", "right": "issue:45561", "accept": false, - "reason": "Beit pretrained-load legacy-field issue is unrelated to the xdist race." - }, - { - "left": "issue:43377", - "right": "issue:44242", - "accept": false, - "reason": "MIMI padding-mask mismatch and router-logit load-balancing loss are different model behaviors." - }, - { - "left": "issue:42222", - "right": "issue:45200", - "accept": false, - "reason": "VitPose breakage and Gemma 4 token-type defaulting are unrelated." - }, - { - "left": "issue:42175", - "right": "issue:44933", - "accept": false, - "reason": "Backend packaging and missing image_utils export are different problems." - }, - { - "left": "issue:42898", - "right": "issue:44568", - "accept": false, - "reason": "Tokenizer cleanup behavior change and BOS/EOS special-token regression are related to tokenization, but not the same concrete failure." - }, - { - "left": "issue:43976", - "right": "issue:44933", - "accept": false, - "reason": "Python version compatibility and missing image_utils import are unrelated." - }, - { - "left": "issue:30990", - "right": "issue:35141", - "accept": false, - "reason": "Sentence-Transformers loading hang and embedding reinitialization are distinct issues." - }, - { - "left": "issue:43479", - "right": "issue:44869", - "accept": false, - "reason": "Multimodal config initialization and Whisper timestamp decode crash are unrelated." - }, - { - "left": "issue:43278", - "right": "issue:45137", - "accept": false, - "reason": "Embedding dtype drift during evaluation and DeepSpeed deque underflow are different bugs." + "reason": "Legacy-field pretrained loading bug is unrelated to the xdist race condition." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The summary is a bit too strong for the packet. The Qwen3.5 pair is supported for issue:45310 \u2194 issue:45478 (identical titles), but issue:45375 is a different config-field report and is not grounded as the same bug. Also, the Qwen3ForCausalLM VRAM leak pair issue:42673 \u2194 issue:43704 is an exact-title duplicate in the packet, so the writeup should treat it separately and avoid implying there is only one substantial duplicate family. Several accepted soft-edge verdicts therefore look non-conservative." + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The one accepted soft edge (42673/43704) is well supported by the exact same title and issue text, and the other rejected pairs are reasonably explained as different bugs, models, or code paths. No overstatement stands out." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -11959,56 +11828,56 @@ { "label": "issue", "component_index": 1, - "component_count": 18, + "component_count": 17, "review_unit_index": 38, - "review_unit_count": 49, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-414", + "cluster_id": "cluster-10000-426", "nodes": [ - "issue:22355", - "issue:28282", "issue:30333", + "issue:30990", "issue:33290", - "issue:34689", "issue:35141", "issue:36331", - "issue:41628", - "issue:42757", + "issue:42175", + "issue:42222", "issue:42831", "issue:42898", "issue:43116", + "issue:43278", + "issue:43377", "issue:43479", "issue:43644", "issue:43723", "issue:43784", "issue:43824", "issue:43874", + "issue:43976", "issue:44060", "issue:44079", "issue:44188", "issue:44190", - "issue:44206", "issue:44222", + "issue:44242", "issue:44295", "issue:44297", "issue:44373", "issue:44448", - "issue:44484", "issue:44568", "issue:44623", "issue:44734", "issue:44779", + "issue:44869", "issue:44933", - "issue:44977", - "issue:45071", "issue:45092", "issue:45103", "issue:45125", - "issue:45245", + "issue:45137", + "issue:45200", "issue:45310", "issue:45356", "issue:45405", @@ -12019,6 +11888,14 @@ "issue:46132" ], "soft_pairs": [ + "issue:43377|issue:44242", + "issue:42222|issue:45200", + "issue:42175|issue:44933", + "issue:42898|issue:44568", + "issue:43976|issue:44933", + "issue:30990|issue:35141", + "issue:43479|issue:44869", + "issue:43278|issue:45137", "issue:43479|issue:44079", "issue:44623|issue:45310", "issue:42898|issue:45812", @@ -12043,257 +11920,222 @@ "issue:44190|issue:46082", "issue:42831|issue:44623", "issue:30333|issue:36331", - "issue:44222|issue:44623", - "issue:45245|issue:46132", - "issue:30333|issue:34689", - "issue:41628|issue:42757", - "issue:22355|issue:28282", - "issue:44206|issue:45103", - "issue:45071|issue:46082", - "issue:28282|issue:30333", - "issue:30333|issue:35141", - "issue:44297|issue:45310", - "issue:43723|issue:44977", - "issue:44222|issue:44484" + "issue:44222|issue:44623" ], - "prepared_review_unit_hash": "e62a25818d3d5fd749843b59b4b847541142639c998716fced81c7ac2fe86a85", + "prepared_review_unit_hash": "5a6a47bedc955f9bd457a9668610489016069e8202faf8795986e922823cab3d", "component_budget": { - "node_count": 414, - "item_count": 414, - "soft_pair_count": 1552, - "serialized_chars": 800272, - "estimated_input_tokens": 200068, - "estimated_eval_tokens": 400392 + "node_count": 426, + "item_count": 426, + "soft_pair_count": 1572, + "serialized_chars": 814130, + "estimated_input_tokens": 203533, + "estimated_eval_tokens": 407322 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 36, - "serialized_chars": 38511, - "estimated_input_tokens": 9628, - "estimated_eval_tokens": 19512 + "soft_pair_count": 33, + "serialized_chars": 37729, + "estimated_input_tokens": 9433, + "estimated_eval_tokens": 19122 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: import errors, tokenizer regressions, training-loop bugs, config issues, and save/load problems. I don\u2019t see any soft-edge pair that clearly describes the same underlying bug/change, so all candidates should be kept separate.", - "confidence": 0.94, - "canonical_issue_reason": "issue:42898 is the broadest, highest-signal regression report in the set (v5 tokenizer behavior), so it is the closest thing to a cluster representative, though the cluster is not actually a duplicate set.", + "summary": "This cluster is heterogeneous: the soft pairs connect different bugs in different areas (tokenizers, model configs, DeepSpeed, save_pretrained, examples, multimodal code, etc.), not the same underlying defect. I would not merge any of the proposed soft edges.", + "confidence": 0.98, + "canonical_issue_reason": "If a representative is needed, issue 42898 is the broadest and clearest user-facing regression in the set (v5 tokenization behavior change), but it is not a true duplicate of the others.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42898 is the most central and reusable issue title among these mixed reports, but it should not be treated as a duplicate umbrella for the others.", + "best_issue_reason": "Issue 42898 is the strongest standalone representative: concrete, reproducible, and broadly understandable, even though the cluster does not contain a single shared bug.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "Different failures: batched-vs-single encoder output mismatch vs missing MoE load-balancing loss when router logits are disabled." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Unrelated models and code paths: broken ViTPose model files vs Gemma 4 mm_token_type_ids defaulting for text-only fine-tuning." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Different problems: packaging backend selection vs a missing import from image_utils." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both tokenizer-related, but different regressions: clean_up_tokenization_spaces behavior vs missing BOS/EOS insertion for one tokenizer." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility issue vs missing import; no shared underlying bug." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Sentence-transformers loading hang is unrelated to output embedding reinitialization during token embedding resize." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Different domains: multimodal config defaults vs Whisper timestamp decode crash." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "BF16/FP32 dtype regression during eval is unrelated to DeepSpeed ZeRO3 deque underflow." + }, { "left": "issue:43479", "right": "issue:44079", "accept": false, - "reason": "Both involve None handling, but they affect different classes and code paths (config defaults vs ModelOutput key assignment)." + "reason": "Config default initialization bug vs ModelOutput key assignment bug; different code paths." }, { "left": "issue:44623", "right": "issue:45310", "accept": false, - "reason": "Different features and failures: processor save_pretrained file output vs Qwen3.5 MoE from_pretrained loading." + "reason": "save_pretrained file persistence issue vs Qwen3.5 MoE from_pretrained failure; not the same defect." }, { "left": "issue:42898", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but they concern different models and distinct behavior changes." + "reason": "Both are tokenizer regressions, but they affect different behaviors and model families (v5 cleanup behavior vs Granite token IDs)." }, { "left": "issue:44188", "right": "issue:44373", "accept": false, - "reason": "Attention-kernel divergence and a docstring issue are unrelated." + "reason": "Attention-kernel divergence under torch.compile is unrelated to a docstring typo." }, { "left": "issue:30333", "right": "issue:33290", "accept": false, - "reason": "MLFlow reporting on failure and a DeepSpeed OOM in Adafactor are different training bugs." + "reason": "MLflow run-state reporting on failure is unrelated to an OOM in DeepSpeed+Adafactor." }, { "left": "issue:43784", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but for different symbols, packages, and root causes." + "reason": "Import error in sentence-transformers due to nn missing is unrelated to missing Qwen2.5-VL symbol export." }, { "left": "issue:44734", "right": "issue:45103", "accept": false, - "reason": "Serving KV-cache indexing and auto_docstring annotation handling are unrelated code paths." + "reason": "Serve KV-cache indexing crash is a runtime path bug; auto_docstring crash is a docs introspection bug." }, { "left": "issue:43723", "right": "issue:44568", "accept": false, - "reason": "Both hit tokenizer behavior in v5, but one is a loading issue and the other is special-token insertion semantics." + "reason": "Tokenizer loading regression and add_special_tokens/BOS-EOS behavior are different tokenizer issues." }, { "left": "issue:42898", "right": "issue:44779", "accept": false, - "reason": "Different tokenizer regressions for different model families; not the same concrete bug." + "reason": "Both involve tokenizer regressions in v5, but the concrete failure modes differ: cleanup behavior vs DeepSeek codec handling." }, { "left": "issue:42898", "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer regressions, but the reported codec/warning issue is distinct from clean_up_tokenization_spaces behavior." + "reason": "Different tokenizer regressions with different root causes (cleanup semantics vs Kimi codec/regex warning behavior)." }, { "left": "issue:43874", "right": "issue:45092", "accept": false, - "reason": "Different multimodal loading failures affecting different architectures and mechanisms." + "reason": "Missing image-patch count method in a fast processor is unrelated to remote-code checkpoint incompatibility with meta init." }, { "left": "issue:44060", "right": "issue:45125", "accept": false, - "reason": "Qwen model-specific tied-weight warning and tensor-parallel plan omission are separate issues." + "reason": "Incorrect tied-weights warning in Qwen3-Next is unrelated to missing _tp_plan in Qwen3_5Moe." }, { "left": "issue:45405", "right": "issue:45712", "accept": false, - "reason": "A dependency version bump and leftover dummy classes are unrelated repository hygiene problems." + "reason": "Dependency version bump to unreleased peft is unrelated to leftover dummy classes leaking into API surface." }, { "left": "issue:42898", "right": "issue:44448", "accept": false, - "reason": "Both are v4\u2192v5 behavioral regressions, but they affect different models and output paths." + "reason": "Different v5 regressions: tokenization cleanup behavior vs model output differences for Pegasus." }, { "left": "issue:44295", "right": "issue:45656", "accept": false, - "reason": "Buffer access/readback and optimizer stepping with DeepSpeed are unrelated bugs." - }, - { - "left": "issue:44933", - "right": "issue:45712", - "accept": false, - "reason": "Public import exposure from image_utils and dummy-class leakage into dir(transformers) are different export problems." + "reason": "Position_ids buffer read error is unrelated to DeepSpeed calling optimizer.step() twice." }, { "left": "issue:44222", "right": "issue:44297", "accept": false, - "reason": "Both involve save_pretrained, but one is MoE FP8 saving and the other is tokenizer config metadata." + "reason": "FP8 save_pretrained behavior and tokenizer_class metadata mismatch are separate save/persist bugs." }, { "left": "issue:43116", "right": "issue:44190", "accept": false, - "reason": "Different example scripts and different failures: multi-label inference output vs local dataset loading." + "reason": "Example script multi-label output bug is unrelated to local dataset loading in a different example script." }, { "left": "issue:44297", "right": "issue:45656", "accept": false, - "reason": "Tokenizer save metadata and DeepSpeed optimizer stepping are unrelated." + "reason": "Tokenizer metadata serialization bug is unrelated to DeepSpeed double optimizer stepping." }, { "left": "issue:43479", "right": "issue:43644", "accept": false, - "reason": "Both mention initialization/defaults, but one is multimodal config defaults and the other is non-persistent buffer filling." + "reason": "Incorrect default multimodal config initialization is unrelated to non-persistent buffer junk filling." }, { "left": "issue:44190", "right": "issue:46082", "accept": false, - "reason": "Dataset loading in an example script and LlamaConfig validation are unrelated." + "reason": "Local dataset loading failure in an example script is unrelated to LlamaConfig head_dim validation." }, { "left": "issue:42831", "right": "issue:44623", "accept": false, - "reason": "FP8 accuracy and processor save_pretrained file emission are different concerns." + "reason": "FineGrainedFP8 accuracy issue is unrelated to processor.save_pretrained missing files." }, { "left": "issue:30333", "right": "issue:36331", "accept": false, - "reason": "MLFlow reporting on failed jobs and Trainer compute_loss signature mismatch are separate training-loop regressions." + "reason": "MLflow reporting on training failure and CustomTrainer compute_loss signature breakage are distinct trainer issues." }, { "left": "issue:44222", "right": "issue:44623", "accept": false, - "reason": "Both touch save_pretrained, but the artifacts and failure modes are different." - }, - { - "left": "issue:45245", - "right": "issue:46132", - "accept": false, - "reason": "Category-count limits and AttentionInterface registration behavior are unrelated." - }, - { - "left": "issue:30333", - "right": "issue:34689", - "accept": false, - "reason": "Training-job failure reporting and Llama Vision model loading are unrelated." - }, - { - "left": "issue:41628", - "right": "issue:42757", - "accept": false, - "reason": "Import errors in different dependency namespaces with different missing symbols." - }, - { - "left": "issue:22355", - "right": "issue:28282", - "accept": false, - "reason": "Both are import/setup failures, but one is a missing transformers submodule and the other is missing PyTorch." - }, - { - "left": "issue:44206", - "right": "issue:45103", - "accept": false, - "reason": "Feature extractor argument compatibility and docstring processing are unrelated." - }, - { - "left": "issue:45071", - "right": "issue:46082", - "accept": false, - "reason": "Config type-checking in v5.4 and explicit head_dim validation are different config issues." - }, - { - "left": "issue:28282", - "right": "issue:30333", - "accept": false, - "reason": "Missing PyTorch import and MLFlow reporting on failed training are unrelated." - }, - { - "left": "issue:30333", - "right": "issue:35141", - "accept": false, - "reason": "Training failure reporting and embedding reinitialization after resize are different bugs." - }, - { - "left": "issue:44297", - "right": "issue:45310", - "accept": false, - "reason": "Tokenizer save metadata and Qwen3.5 MoE loading are unrelated." - }, - { - "left": "issue:43723", - "right": "issue:44977", - "accept": false, - "reason": "Both are tokenizer-related regressions, but one is AutoTokenizer loading and the other is DeepSeek tokenization correctness." - }, - { - "left": "issue:44222", - "right": "issue:44484", - "accept": false, - "reason": "FP8 save_pretrained and max_shard_size documentation/behavior are not the same bug." + "reason": "MoE FP8 save_pretrained bug and processor.save_pretrained missing files affect different serialization paths." } ] }, @@ -12307,297 +12149,319 @@ { "label": "issue", "component_index": 1, - "component_count": 18, + "component_count": 17, "review_unit_index": 39, - "review_unit_count": 49, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-414", + "cluster_id": "cluster-10000-426", "nodes": [ "issue:22355", - "issue:28218", + "issue:28282", + "issue:30333", "issue:30990", + "issue:34689", + "issue:35141", "issue:38175", - "issue:39401", "issue:41628", "issue:42757", "issue:42831", - "issue:42886", "issue:42907", - "issue:42994", - "issue:43066", "issue:43232", "issue:43479", "issue:43723", - "issue:43756", "issue:43761", "issue:43824", "issue:44038", - "issue:44060", + "issue:44206", + "issue:44222", "issue:44261", "issue:44263", "issue:44295", + "issue:44297", "issue:44360", "issue:44373", "issue:44442", "issue:44483", + "issue:44484", "issue:44485", "issue:44514", - "issue:44568", "issue:44623", "issue:44829", "issue:44871", "issue:44913", + "issue:44977", "issue:44991", + "issue:45071", "issue:45092", "issue:45103", - "issue:45278", + "issue:45245", "issue:45310", "issue:45357", "issue:45406", - "issue:45593", - "issue:45753", "issue:45834", "issue:46002", "issue:46050", - "issue:46082" + "issue:46082", + "issue:46132" ], "soft_pairs": [ + "issue:45245|issue:46132", + "issue:30333|issue:34689", + "issue:22355|issue:28282", + "issue:41628|issue:42757", + "issue:44206|issue:45103", + "issue:45071|issue:46082", + "issue:28282|issue:30333", + "issue:30333|issue:35141", + "issue:44297|issue:45310", + "issue:43723|issue:44977", + "issue:44222|issue:44484", "issue:43232|issue:45834", "issue:44263|issue:45092", "issue:43761|issue:46082", "issue:44483|issue:45406", - "issue:44373|issue:44485", "issue:44295|issue:44623", - "issue:44263|issue:44360", + "issue:44373|issue:44485", "issue:44514|issue:45103", "issue:43723|issue:44871", + "issue:44263|issue:44360", "issue:30990|issue:38175", "issue:45092|issue:45357", "issue:42907|issue:46050", "issue:43723|issue:44991", - "issue:44829|issue:46002", "issue:43723|issue:44442", + "issue:44829|issue:46002", "issue:44261|issue:45092", - "issue:41628|issue:43824", "issue:42831|issue:45310", + "issue:41628|issue:43824", "issue:43479|issue:44913", - "issue:44263|issue:44373", "issue:42831|issue:44038", - "issue:39401|issue:44568", - "issue:42757|issue:45278", - "issue:42886|issue:42994", - "issue:43232|issue:45593", - "issue:42831|issue:45753", - "issue:43756|issue:44060", - "issue:42886|issue:43066", - "issue:22355|issue:28218" + "issue:44263|issue:44373" ], - "prepared_review_unit_hash": "41d4c6bf7abd1fd83f5eb2239cf8e08f390bb3602c2ec9018366c9d34090af64", + "prepared_review_unit_hash": "bb6897b8beb790952d19fd731c59160f7c32f48c299af3d29fbe026b0ea6b6de", "component_budget": { - "node_count": 414, - "item_count": 414, - "soft_pair_count": 1552, - "serialized_chars": 800272, - "estimated_input_tokens": 200068, - "estimated_eval_tokens": 400392 + "node_count": 426, + "item_count": 426, + "soft_pair_count": 1572, + "serialized_chars": 814130, + "estimated_input_tokens": 203533, + "estimated_eval_tokens": 407322 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35480, - "estimated_input_tokens": 8870, - "estimated_eval_tokens": 17996 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37046, + "estimated_input_tokens": 9262, + "estimated_eval_tokens": 18780 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated bug reports; the soft pairs are only superficially similar by subsystem/topic and do not look like the same concrete underlying bug or change. The most central issue is the v5 tokenizer-loading regression cluster.", - "confidence": 0.79, - "canonical_issue_reason": "issue:43723 is the broadest and most representative tokenizer-loading regression report, and it has the strongest thematic overlap with multiple tokenizer-related soft candidates.", + "summary": "The cluster is heterogeneous: it mixes unrelated import errors, tokenizer/model-loading regressions, config validation bugs, quantization/save-pretrained issues, and a few documentation or runtime edge cases. I do not see any true duplicate PRs (none are present) or issue pairs that clearly describe the same underlying bug.", + "confidence": 0.96, + "canonical_issue_reason": "issue:43723 is the strongest representative of the cluster\u2019s most repeated theme: v5-era loading regressions around tokenizer/model initialization. It is concrete, user-facing, and has several nearby but still distinct tokenizer-related soft matches.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43723 is the best single issue to anchor this cluster because it captures the recurring v5 tokenizer-loading failure pattern better than the narrower, model-specific reports.", + "best_issue_reason": "issue:43723 is the best single issue to anchor this cluster because it has a clear repro, broad impact, and the most topical overlap with other items in the set. It is still not a duplicate of the others.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Different problems: category-limit/runtime error vs AttentionInterface.register behavior change. Same general ML library area only." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLflow job reporting vs Llama vision model loading regression are unrelated code paths." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Both are import errors, but for different missing components (onnx module vs PyTorch dependency)." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Different missing top-level imports with different root causes; not the same bug." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "Feature extractor argument handling vs auto-docstring annotation introspection are unrelated." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "Config type-checking regression and LlamaConfig head_dim validation are distinct bugs." + }, + { + "left": "issue:28282", + "right": "issue:30333", + "accept": false, + "reason": "AutoModel/PyTorch import failure is unrelated to MLflow reporting on failed training." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "MLflow reporting and embedding reinitialization during resize are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer class metadata mismatch on save is not the same as Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Both involve loading, but one is tokenizer loading in v5 and the other is flash-attention generation behavior for Qwen3.5." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 save_pretrained for MoE is unrelated to max_shard_size default behavior." + }, { "left": "issue:43232", "right": "issue:45834", "accept": false, - "reason": "Different failures: generation kwargs handling after sync_gpus vs Kosmos2.5 OCR index error." + "reason": "Generation kwarg update after sync_gpus is unrelated to Kosmos2.5 OCR index overflow." }, { "left": "issue:44263", "right": "issue:45092", "accept": false, - "reason": "Unrelated bugs: torch.split return values in a DSA indexer vs old InternVL2 checkpoints failing under v5 meta init." + "reason": "torch.split return handling in one indexer is unrelated to remote-code checkpoint/meta-init incompatibility." }, { "left": "issue:43761", "right": "issue:46082", "accept": false, - "reason": "Different model behaviors: CLIPVisionModel hidden_states regression vs LlamaConfig head_dim validation." + "reason": "CLIPVisionModel hidden_states regression and LlamaConfig head_dim validation are different code paths." }, { "left": "issue:44483", "right": "issue:45406", "accept": false, - "reason": "Both are v5-era failures, but one is /v1/chat/completions request handling and the other is a Gemma4Processor attribute error." - }, - { - "left": "issue:44373", - "right": "issue:44485", - "accept": false, - "reason": "Docstring typo for position_ids is not the same bug as GLM-5 RoPE implementation." + "reason": "OpenAI-compatible chat endpoint request parsing is unrelated to Gemma4Processor missing _tokenizer." }, { "left": "issue:44295", "right": "issue:44623", "accept": false, - "reason": "Registering position_ids as a buffer causing read errors is distinct from processor.save_pretrained missing files." + "reason": "Reading registered buffer position_ids and processor.save_pretrained missing files are separate issues." }, { - "left": "issue:44263", - "right": "issue:44360", + "left": "issue:44373", + "right": "issue:44485", "accept": false, - "reason": "Same general DSA indexer area, but different concrete issues: split outputs vs missing ReLU." + "reason": "Docstring mismatch for position_ids is not the same as GLM-5 RoPE implementation behavior." }, { "left": "issue:44514", "right": "issue:45103", "accept": false, - "reason": "Both involve processor/template code, but one is batched apply_chat_template padding behavior and the other is auto_docstring crashing on future annotations." + "reason": "Batched chat template padding crash is unrelated to auto-docstring annotation handling." }, { "left": "issue:43723", "right": "issue:44871", "accept": false, - "reason": "Tokenizer loading regression vs eos_token_id config inconsistency; related area but different underlying bug." + "reason": "Tokenizer loading regression and eos_token_id config inconsistency are distinct bugs." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Both mention DSA indexer, but one is torch.split return handling and the other is a missing ReLU; not the same bug." }, { "left": "issue:30990", "right": "issue:38175", "accept": false, - "reason": "Sentence Transformers loading hang is unrelated to SigLIP2 zero-probability outputs." + "reason": "Sentence Transformers loading hang and SigLIP2 zero probabilities are unrelated." }, { "left": "issue:45092", "right": "issue:45357", "accept": false, - "reason": "Meta-initialization incompatibility for old InternVL2 checkpoints is different from incorrect visual encoder keys on save_pretrained." + "reason": "Both touch multimodal checkpoint compatibility, but the concrete failures differ: meta-init incompatibility vs incorrect visual encoder keys on save_pretrained." }, { "left": "issue:42907", "right": "issue:46050", "accept": false, - "reason": "Both mention quantization/save issues, but failing to save dequantized Ministrals/Devstrals is not the same as sinq quantized save_pretrained/from_pretrained breakage." + "reason": "Different quantization/save-load bugs with different mechanisms and model families." }, { "left": "issue:43723", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-load regressions, but the affected models and failure modes are not specific enough to treat as the same bug." + "reason": "Both are tokenizer-related, but one is a v5 loading regression and the other is a specific model tokenizer failure." }, { - "left": "issue:44829", - "right": "issue:46002", + "left": "issue:43723", + "right": "issue:44442", "accept": false, - "reason": "Degenerate training with flash_attention_3 is unrelated to NaNs after checkout + init." + "reason": "Different tokenizer loading failures for different models; no shared root cause shown." }, { - "left": "issue:43723", - "right": "issue:44442", + "left": "issue:44829", + "right": "issue:46002", "accept": false, - "reason": "AutoTokenizer failing on FastSpeech2ConformerTokenizer may be related by theme, but it is not clearly the same bug as issue loading tokenizer in v5." + "reason": "Flash-attention training degeneration and NaNs in classification heads are unrelated." }, { "left": "issue:44261", "right": "issue:45092", "accept": false, - "reason": "MLA q_a_layernorm precision error and old InternVL2 meta-init incompatibility are different classes of bugs." - }, - { - "left": "issue:41628", - "right": "issue:43824", - "accept": false, - "reason": "Both are import errors, but for different symbols/models and likely different causes." + "reason": "Layernorm epsilon config precision issue and meta-init checkpoint incompatibility are unrelated." }, { "left": "issue:42831", "right": "issue:45310", "accept": false, - "reason": "FineGrainedFP8 accuracy issue is not the same as Qwen3.5 Moe from_pretrained error." + "reason": "FineGrainedFP8 accuracy issue and Qwen3.5 MoE from_pretrained failure do not describe the same bug." }, { - "left": "issue:43479", - "right": "issue:44913", + "left": "issue:41628", + "right": "issue:43824", "accept": false, - "reason": "Phi4MultimodalConfig None-handling and GPTNeoXConfig rotary_pct reload behavior are unrelated configuration bugs." + "reason": "Missing AutoImageProcessor import and missing Qwen2_5_VLForConditionalGeneration import are different export gaps." }, { - "left": "issue:44263", - "right": "issue:44373", + "left": "issue:43479", + "right": "issue:44913", "accept": false, - "reason": "Indexer output handling vs a wrong docstring are not the same issue." + "reason": "Phi4Multimodal config default-init behavior and GPTNeoX rotary_pct reload loss are separate config bugs." }, { "left": "issue:42831", "right": "issue:44038", "accept": false, - "reason": "FineGrainedFP8 accuracy and Qwen3-VL-Moe bug are different model-specific problems." - }, - { - "left": "issue:39401", - "right": "issue:44568", - "accept": false, - "reason": "Qwen3 wrong offset_mapping and mdeberta-v3 add_special_tokens BOS/EOS regression are distinct tokenizer bugs." - }, - { - "left": "issue:42757", - "right": "issue:45278", - "accept": false, - "reason": "Both mention imports after version changes, but one is a specific missing huggingface_hub symbol and the other is a broad import-error report." - }, - { - "left": "issue:42886", - "right": "issue:42994", - "accept": false, - "reason": "Offline cache loading failure is a different problem from quantized model saving failure." - }, - { - "left": "issue:43232", - "right": "issue:45593", - "accept": false, - "reason": "Generation kwargs handling and D-FINE auxiliary-loss behavior are unrelated." - }, - { - "left": "issue:42831", - "right": "issue:45753", - "accept": false, - "reason": "FineGrainedFP8 accuracy issue and Qwen3_5 infinite loop on a specific image are unrelated." - }, - { - "left": "issue:43756", - "right": "issue:44060", - "accept": false, - "reason": "Smollm3 RoPE layer mismatch is not the same as Qwen3-Next tied-weights warning." + "reason": "FP8 accuracy concerns and Qwen3-VL-Moe bug are unrelated." }, { - "left": "issue:42886", - "right": "issue:43066", - "accept": false, - "reason": "Tokenizer cache/offline loading and wrong tokenizer decoder type are different bugs." - }, - { - "left": "issue:22355", - "right": "issue:28218", + "left": "issue:44263", + "right": "issue:44373", "accept": false, - "reason": "Missing transformers.onnx import and extra-space after added token are unrelated tokenizer/module issues." + "reason": "Runtime tensor split bug vs docstring typo are not the same underlying issue." } ] }, @@ -12611,313 +12475,297 @@ { "label": "issue", "component_index": 1, - "component_count": 18, + "component_count": 17, "review_unit_index": 40, - "review_unit_count": 49, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-414", + "cluster_id": "cluster-10000-426", "nodes": [ + "issue:22355", "issue:28218", "issue:30990", "issue:33357", - "issue:36296", "issue:39401", "issue:41628", "issue:42371", + "issue:42757", + "issue:42831", + "issue:42886", "issue:42907", - "issue:43116", + "issue:42994", + "issue:43066", "issue:43122", "issue:43232", "issue:43408", - "issue:43452", "issue:43475", "issue:43576", "issue:43646", + "issue:43756", "issue:43784", - "issue:43824", "issue:43937", "issue:43976", - "issue:44038", + "issue:44060", "issue:44117", - "issue:44222", "issue:44261", "issue:44263", "issue:44295", "issue:44297", - "issue:44351", "issue:44360", "issue:44373", "issue:44485", "issue:44488", "issue:44514", "issue:44521", - "issue:44625", + "issue:44568", "issue:44671", "issue:44704", "issue:44743", - "issue:44779", - "issue:44829", "issue:44945", - "issue:44964", - "issue:45200", "issue:45278", "issue:45290", + "issue:45593", "issue:45600", + "issue:45753", "issue:46002", "issue:46132" ], "soft_pairs": [ + "issue:39401|issue:44568", + "issue:42757|issue:45278", + "issue:42886|issue:42994", + "issue:43232|issue:45593", + "issue:42886|issue:43066", + "issue:43756|issue:44060", + "issue:42831|issue:45753", + "issue:22355|issue:28218", "issue:44671|issue:46132", - "issue:43576|issue:43784", "issue:43122|issue:44521", + "issue:43576|issue:43784", "issue:43646|issue:46002", "issue:44117|issue:44704", "issue:30990|issue:33357", "issue:42371|issue:44263", "issue:44295|issue:44297", "issue:43232|issue:44743", - "issue:41628|issue:45278", "issue:44704|issue:45290", "issue:42907|issue:44945", + "issue:41628|issue:45278", "issue:43122|issue:44514", - "issue:43784|issue:45600", "issue:39401|issue:44488", - "issue:44261|issue:44373", + "issue:43784|issue:45600", "issue:43976|issue:44945", + "issue:44261|issue:44373", "issue:43408|issue:43475", "issue:42907|issue:43937", - "issue:44360|issue:44485", "issue:39401|issue:44521", - "issue:44625|issue:44829", - "issue:43116|issue:45200", - "issue:42907|issue:44964", - "issue:44038|issue:44297", - "issue:28218|issue:30990", - "issue:44038|issue:44295", - "issue:43122|issue:44779", - "issue:42907|issue:43452", - "issue:43824|issue:44351", - "issue:36296|issue:43116", - "issue:44038|issue:44222" + "issue:44360|issue:44485" ], - "prepared_review_unit_hash": "239cec6d47de06d6b3bb5aaeb8d04e548c3a9cdec0a7288ea02505445f35b4f2", + "prepared_review_unit_hash": "c17e97f1d88ec1276c3b1f2938717c7f90a2fb5e67b52cf739d3d85bc7eb107e", "component_budget": { - "node_count": 414, - "item_count": 414, - "soft_pair_count": 1552, - "serialized_chars": 800272, - "estimated_input_tokens": 200068, - "estimated_eval_tokens": 400392 + "node_count": 426, + "item_count": 426, + "soft_pair_count": 1572, + "serialized_chars": 814130, + "estimated_input_tokens": 203533, + "estimated_eval_tokens": 407322 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 36790, - "estimated_input_tokens": 9198, - "estimated_eval_tokens": 18652 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35241, + "estimated_input_tokens": 8811, + "estimated_eval_tokens": 17878 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: most items are unrelated issue reports spanning tokenization, model loading, generation, import errors, and model-specific regressions. I would not merge any of the soft pairs, and there are no PRs to consider.", - "confidence": 0.86, - "canonical_issue_reason": "issue:43122 is the broadest tokenizer-regression report here and the closest thing to a representative topic anchor, though the cluster is too mixed to treat as a true duplicate set.", + "summary": "This cluster is mostly a loose set of unrelated Transformers issues that only share broad subsystem keywords (tokenizers, imports, generation, SAM3, etc.). I do not see any true duplicate pair among the soft edges. There are no PRs in the cluster, so issue selection is the only meaningful canonical choice.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45278 is the broadest issue in the set and best represents the recurring version-upgrade import regressions, but it is still just a general umbrella rather than a true duplicate of the others.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43122 is the most reusable issue to keep as a representative for the tokenizer-regression subset; it has the widest apparent topical overlap among the listed issues.", + "best_issue_reason": "issue:45278 is the most suitable global anchor because it captures the widest class of breakages in this cluster (import failures after upgrading Transformers), making it the closest thing to a canonical issue here.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44671", - "right": "issue:46132", + "left": "issue:39401", + "right": "issue:44568", "accept": false, - "reason": "Different bugs: masked-LM prediction quality vs AttentionInterface.register changing callback behavior." + "reason": "Both are tokenizer bugs, but one is wrong offset_mapping for Qwen3 and the other is missing BOS/EOS insertion for mdeberta-v3-base; different code paths and symptoms." }, { - "left": "issue:43576", - "right": "issue:43784", + "left": "issue:42757", + "right": "issue:45278", "accept": false, - "reason": "Both are import/loading failures, but one is the v5 env command and the other is a sentence-transformers import NameError." + "reason": "Both mention import failures, but one is a specific huggingface_hub import and the other is a broad Transformers upgrade regression; not the same underlying bug." }, { - "left": "issue:43122", - "right": "issue:44521", + "left": "issue:42886", + "right": "issue:42994", "accept": false, - "reason": "Both involve tokenization/chat handling, but one is a versioned tokenizer regression and the other is multimodal assistant mask generation." + "reason": "Offline tokenizer cache loading and quantized model saving are unrelated subsystems and failure modes." }, { - "left": "issue:43646", - "right": "issue:46002", + "left": "issue:43232", + "right": "issue:45593", "accept": false, - "reason": "Custom model initialization failure is not the same concrete bug as NaNs in classification heads after checkout/init." + "reason": "Generation kwargs handling after sync_gpus is unrelated to D-FINE auxiliary loss behavior." }, { - "left": "issue:44117", - "right": "issue:44704", + "left": "issue:42886", + "right": "issue:43066", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES handling and AutoProcessor kwargs forwarding are unrelated code paths." + "reason": "Tokenizer cache/offline loading and tokenizer decoder type in v5 are distinct bugs." }, { - "left": "issue:30990", - "right": "issue:33357", + "left": "issue:43756", + "right": "issue:44060", "accept": false, - "reason": "Sentence-transformers loading stall and a MacOS bus error on a CLIP model are different failures." + "reason": "SMOLLM3 RoPE layer count and Qwen3-Next tied-weights warning involve different models and different implementation issues." }, { - "left": "issue:42371", - "right": "issue:44263", + "left": "issue:42831", + "right": "issue:45753", "accept": false, - "reason": "TF32 settings guidance and a torch.split return-value bug in GlmMoeDsaIndexer are unrelated." + "reason": "FineGrainedFP8 accuracy loss and Qwen3_5 infinite-loop behavior are not the same defect." }, { - "left": "issue:44295", - "right": "issue:44297", + "left": "issue:22355", + "right": "issue:28218", "accept": false, - "reason": "Reading position_ids after buffer registration is unrelated to tokenizer_class mismatch on save_pretrained." + "reason": "Missing transformers.onnx module import and extra tokenizer spacing after added tokens are unrelated." }, { - "left": "issue:43232", - "right": "issue:44743", + "left": "issue:44671", + "right": "issue:46132", "accept": false, - "reason": "Both touch generation/cache logic, but they describe different failures in different code paths." + "reason": "CamemBERT masked LM prediction regressions and AttentionInterface.register behavior changes are different code-path problems." }, { - "left": "issue:41628", - "right": "issue:45278", + "left": "issue:43122", + "right": "issue:44521", "accept": false, - "reason": "A specific missing AutoImageProcessor import is not the same as broad import errors after upgrade." + "reason": "Tokenization differences across versions and multimodal assistant mask handling are both tokenizer-related but not the same bug." }, { - "left": "issue:44704", - "right": "issue:45290", + "left": "issue:43576", + "right": "issue:43784", "accept": false, - "reason": "cached_file kwarg forwarding and apply_chat_template crashes are distinct processor issues." + "reason": "Broken transformers env CLI and a NameError during sentence-transformers import are separate import/CLI regressions." }, { - "left": "issue:42907", - "right": "issue:44945", + "left": "issue:43646", + "right": "issue:46002", "accept": false, - "reason": "Saving dequantized models and incorrect output under pipeline parallelism are unrelated." + "reason": "Custom model initialization breakage and NaNs in classification heads are different failure modes." }, { - "left": "issue:43122", - "right": "issue:44514", + "left": "issue:44117", + "right": "issue:44704", "accept": false, - "reason": "Both mention tokenizer/template behavior, but one is a tokenizer regression across versions and the other is a batched apply_chat_template crash." + "reason": "Tokenizer mapping fallback bug and AutoProcessor cached_file kwargs forwarding are unrelated." }, { - "left": "issue:43784", - "right": "issue:45600", + "left": "issue:30990", + "right": "issue:33357", "accept": false, - "reason": "Importing sentence-transformers with latest transformers and broken auto_mappings CI are different import-related regressions." + "reason": "Sentence Transformers loading hang and MacOS bus error with a CLIP model are distinct issues." }, { - "left": "issue:39401", - "right": "issue:44488", + "left": "issue:42371", + "right": "issue:44263", "accept": false, - "reason": "Wrong offset_mapping in Qwen3 tokenizer is unrelated to failing to load a specific model." + "reason": "TF32 configuration API changes and a torch.split return-value issue in GlmMoeDsaIndexer are unrelated." }, { - "left": "issue:44261", - "right": "issue:44373", + "left": "issue:44295", + "right": "issue:44297", "accept": false, - "reason": "A precision/config issue in MLA q_a_layernorm is not the same as a wrong docstring for position_ids." + "reason": "Position_ids buffer access and tokenizer_class mismatch on save_pretrained are different tokenizer/model serialization bugs." }, { - "left": "issue:43976", - "right": "issue:44945", + "left": "issue:43232", + "right": "issue:44743", "accept": false, - "reason": "Python version compatibility breakage and pipeline-parallel output corruption are unrelated." + "reason": "Generation state update after sync_gpus and recurrent state reset with cache are separate generation bugs." }, { - "left": "issue:43408", - "right": "issue:43475", + "left": "issue:44704", + "right": "issue:45290", "accept": false, - "reason": "Both are SAM3-related, but one is a model-type warning and the other is a missing output attribute." + "reason": "AutoProcessor kwargs forwarding and chat-template crashes with tool-call assistant messages are different call paths." }, { "left": "issue:42907", - "right": "issue:43937", - "accept": false, - "reason": "Dequantized save failures and invalid GenerationConfig are different bugs." - }, - { - "left": "issue:44360", - "right": "issue:44485", - "accept": false, - "reason": "A missing ReLU in the DSA indexer and GLM-5 RoPE implementation are not the same issue." - }, - { - "left": "issue:39401", - "right": "issue:44521", + "right": "issue:44945", "accept": false, - "reason": "Wrong offset_mapping and all-zero assistant masks are different tokenizer/chat-template failures." + "reason": "Quantized/dequantized model saving and incorrect pipeline-parallel LLM output are unrelated." }, { - "left": "issue:44625", - "right": "issue:44829", + "left": "issue:41628", + "right": "issue:45278", "accept": false, - "reason": "num_labels propagation and flash_attention_3 degenerate training are unrelated." + "reason": "Missing AutoImageProcessor export is one specific import regression, while 45278 is a broader bundle of import errors; related theme, but not the same bug." }, { - "left": "issue:43116", - "right": "issue:45200", + "left": "issue:43122", + "right": "issue:44514", "accept": false, - "reason": "Empty multi-label classification results and Gemma 4 mm_token_type_ids defaults are different problems." + "reason": "Version-dependent tokenization differences and batched apply_chat_template crashes are different multimodal/tokenizer issues." }, { - "left": "issue:42907", - "right": "issue:44964", + "left": "issue:39401", + "right": "issue:44488", "accept": false, - "reason": "Dequantized save_pretrained failure is unrelated to loading Phi-4 multimodal." + "reason": "Qwen3 offset_mapping is unrelated to failing to load cjvt/sleng-bert." }, { - "left": "issue:44038", - "right": "issue:44297", + "left": "issue:43784", + "right": "issue:45600", "accept": false, - "reason": "Qwen3-VL-Moe bug and tokenizer_class mismatch on save are unrelated." + "reason": "sentence-transformers import NameError and removed Sam3LiteText config references are unrelated." }, { - "left": "issue:28218", - "right": "issue:30990", + "left": "issue:43976", + "right": "issue:44945", "accept": false, - "reason": "Tokenizer added-space behavior and Sentence Transformers loading hang are unrelated." + "reason": "Python version compatibility failure and pipeline parallelism output corruption are different problems." }, { - "left": "issue:44038", - "right": "issue:44295", + "left": "issue:44261", + "right": "issue:44373", "accept": false, - "reason": "Qwen3-VL-Moe behavior and position_ids buffer access are unrelated." + "reason": "MLA layernorm epsilon precision issue and a wrong docstring for position_ids are not duplicates." }, { - "left": "issue:43122", - "right": "issue:44779", + "left": "issue:43408", + "right": "issue:43475", "accept": false, - "reason": "Both are tokenizer regressions in v5, but they involve different models and concrete failure modes." + "reason": "Wrong model-type warning and missing fpn_position_embeddings are both SAM3-related but involve different breakages." }, { - "left": "issue:43824", - "right": "issue:44351", + "left": "issue:42907", + "right": "issue:43937", "accept": false, - "reason": "Missing Qwen2_5_VLForConditionalGeneration and missing HybridCache are separate import errors." + "reason": "Failed dequantized model saving and invalid GenerationConfig for GLM-5 are unrelated." }, { - "left": "issue:36296", - "right": "issue:43116", + "left": "issue:39401", + "right": "issue:44521", "accept": false, - "reason": "Tensor parallel training instability and empty classification outputs are unrelated." + "reason": "Wrong tokenizer offset mapping and all-zero assistant masks for multimodal inputs are different tokenizer/template bugs." }, { - "left": "issue:44038", - "right": "issue:44222", + "left": "issue:44360", + "right": "issue:44485", "accept": false, - "reason": "Qwen3-VL-Moe regressions and FP8 save_pretrained moe are different bugs, despite both mentioning moe." + "reason": "Missing ReLU in the DSA indexer and GLM-5 RoPE implementation are unrelated model internals." } ] }, @@ -12931,65 +12779,76 @@ { "label": "issue", "component_index": 1, - "component_count": 18, + "component_count": 17, "review_unit_index": 41, - "review_unit_count": 49, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-414", + "cluster_id": "cluster-10000-426", "nodes": [ "issue:22355", + "issue:28218", "issue:29127", "issue:29159", - "issue:33453", + "issue:30990", + "issue:36296", "issue:38617", - "issue:39401", "issue:42222", "issue:42371", "issue:42673", "issue:42757", - "issue:43064", + "issue:42907", "issue:43066", "issue:43116", "issue:43122", "issue:43278", "issue:43441", + "issue:43452", "issue:43493", "issue:43611", - "issue:43673", "issue:43784", - "issue:43825", - "issue:43827", + "issue:43824", "issue:43874", "issue:43937", "issue:43976", "issue:43992", "issue:44038", - "issue:44075", + "issue:44222", + "issue:44295", + "issue:44297", "issue:44351", - "issue:44380", "issue:44485", + "issue:44625", "issue:44704", "issue:44779", - "issue:44936", + "issue:44829", "issue:44945", + "issue:44964", "issue:44977", "issue:45072", - "issue:45083", + "issue:45200", "issue:45216", "issue:45278", - "issue:45357", "issue:45446", "issue:45478", - "issue:45563", "issue:45753", - "issue:46002", - "issue:46077" + "issue:46002" ], "soft_pairs": [ + "issue:44625|issue:44829", + "issue:43116|issue:45200", + "issue:42907|issue:44964", + "issue:44038|issue:44297", + "issue:28218|issue:30990", + "issue:44038|issue:44295", + "issue:43122|issue:44779", + "issue:42907|issue:43452", + "issue:36296|issue:43116", + "issue:43824|issue:44351", + "issue:44038|issue:44222", "issue:45216|issue:45478", "issue:42757|issue:44351", "issue:43278|issue:44945", @@ -12997,224 +12856,220 @@ "issue:22355|issue:29159", "issue:43122|issue:44977", "issue:43493|issue:45753", - "issue:38617|issue:45278", "issue:42673|issue:45072", "issue:43066|issue:44779", - "issue:22355|issue:29127", + "issue:38617|issue:45278", "issue:43992|issue:44704", + "issue:22355|issue:29127", "issue:43937|issue:44485", "issue:43611|issue:46002", "issue:43976|issue:45446", "issue:42222|issue:43441", "issue:43116|issue:43493", - "issue:42371|issue:43874", - "issue:44075|issue:44936", - "issue:43064|issue:43673", - "issue:44038|issue:45478", - "issue:45357|issue:45478", - "issue:43116|issue:43825", - "issue:45083|issue:45446", - "issue:43937|issue:45563", - "issue:44380|issue:46077", - "issue:43827|issue:45446", - "issue:33453|issue:39401" + "issue:42371|issue:43874" ], - "prepared_review_unit_hash": "66236ff23197e74d8ed3e9c9f33582c64f95fe410e637dd786767c6e98c5fbc5", + "prepared_review_unit_hash": "0cf75fc8f549bde9195c17279c29fb5c92c2f81055386e10567cfb223e15a2df", "component_budget": { - "node_count": 414, - "item_count": 414, - "soft_pair_count": 1552, - "serialized_chars": 800272, - "estimated_input_tokens": 200068, - "estimated_eval_tokens": 400392 + "node_count": 426, + "item_count": 426, + "soft_pair_count": 1572, + "serialized_chars": 814130, + "estimated_input_tokens": 203533, + "estimated_eval_tokens": 407322 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35098, - "estimated_input_tokens": 8775, - "estimated_eval_tokens": 17806 + "soft_pair_count": 29, + "serialized_chars": 35407, + "estimated_input_tokens": 8852, + "estimated_eval_tokens": 17960 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is not a coherent duplicate cluster: the items span many unrelated bugs across tokenization, imports, training, generation, multimodal models, and docs. Under strict triage, every soft pair should be rejected.", - "confidence": 0.86, - "canonical_issue_reason": "No single canonical issue stands out because the reports are heterogeneous and do not share one underlying defect.", + "summary": "This cluster is mostly heterogeneous and does not look like a true duplicate set. The only loose theme is tokenizer/version-regression reports, so I\u2019d use the broad tokenization regression issue as the canonical anchor and reject all soft-edge merges.", + "confidence": 0.71, + "canonical_issue_reason": "issue:43122 is the broadest and most general tokenizer-regression report in the set, making it the safest duplicate anchor among several narrower tokenizer bugs.", "canonical_pr_reason": null, - "best_issue_reason": "If one representative issue must be chosen, issue 43122 is the cleanest broad regression-style tokenizer report; however, it is only a weak global representative because the set is not a true duplicate cluster.", + "best_issue_reason": "issue:43122 is the best overall representative because it describes a general cross-version tokenizer behavior change rather than a model-specific or API-specific symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45216", - "right": "issue:45478", + "left": "issue:44625", + "right": "issue:44829", "accept": false, - "reason": "Both concern Qwen3.5 save/load failures, but one is a bad checkpoint saved by save_pretrained and the other is a from_pretrained error; different concrete code paths." + "reason": "Different bugs: one is Qwen3.5 config propagation, the other is flash-attention training degeneration." }, { - "left": "issue:42757", - "right": "issue:44351", + "left": "issue:43116", + "right": "issue:45200", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols from different packages/modules and are not the same bug." + "reason": "Different subsystems and symptoms: example-script multi-label output vs Gemma 4 multimodal token defaults." }, { - "left": "issue:43278", - "right": "issue:44945", + "left": "issue:42907", + "right": "issue:44964", "accept": false, - "reason": "One is a dtype mismatch between train/evaluate; the other is incorrect output under pipeline parallelism. Different failure modes and subsystems." + "reason": "One is a save_pretrained/dequantization problem; the other is a model loading failure for a different model family." }, { - "left": "issue:43784", - "right": "issue:45446", + "left": "issue:44038", + "right": "issue:44297", "accept": false, - "reason": "Unrelated import/version issues: sentence-transformers import failure versus a PyTorch version check in flex_attention." + "reason": "Qwen3-VL-Moe bug versus tokenizer save_pretrained metadata mismatch; not the same underlying defect." }, { - "left": "issue:22355", - "right": "issue:29159", + "left": "issue:28218", + "right": "issue:30990", "accept": false, - "reason": "Missing transformers.onnx module import is unrelated to slow/fast tokenizer behavioral inconsistency." + "reason": "Tokenizer spacing behavior and sentence-transformers loading hang are unrelated." }, { - "left": "issue:43122", - "right": "issue:44977", + "left": "issue:44038", + "right": "issue:44295", "accept": false, - "reason": "Tokenizer behavior regression across versions is unrelated to flash-attention generation failure on Qwen3.5." + "reason": "Different code paths: multimodal Qwen3-VL-Moe issue versus position_ids buffer read error." }, { - "left": "issue:43493", - "right": "issue:45753", + "left": "issue:43122", + "right": "issue:44779", "accept": false, - "reason": "Different models and different symptoms: SigLIP2 implementation discrepancy versus a Qwen3.5 infinite loop on a specific image." + "reason": "Both are tokenizer regressions, but the titles point to different models and failure modes; not enough to treat as one bug." }, { - "left": "issue:38617", - "right": "issue:45278", + "left": "issue:42907", + "right": "issue:43452", "accept": false, - "reason": "One is a specific missing import symbol; the other is broad import breakage after an upgrade. Not the same underlying defect." + "reason": "Saving dequantized Ministral/Devstral models is unrelated to gguf_file loading breakage." }, { - "left": "issue:42673", - "right": "issue:45072", + "left": "issue:36296", + "right": "issue:43116", "accept": false, - "reason": "VRAM leak in dataloader threads is unrelated to bfloat16 dtype mismatches in inference." + "reason": "Tensor-parallel training bug and example-script classification output issue are different problems." }, { - "left": "issue:43066", - "right": "issue:44779", + "left": "issue:43824", + "right": "issue:44351", "accept": false, - "reason": "Wrong tokenizer decoder type and Deepseek tokenization regression are different tokenizer bugs with no shared concrete code-path." + "reason": "Separate import failures for different symbols and packages." }, { - "left": "issue:22355", - "right": "issue:29127", + "left": "issue:44038", + "right": "issue:44222", "accept": false, - "reason": "Module import failure and a LayoutLMv3 error-message clarity issue are unrelated." + "reason": "Qwen3-VL-Moe issue versus FP8 save_pretrained issue; different model behavior." }, { - "left": "issue:43992", - "right": "issue:44704", + "left": "issue:45216", + "right": "issue:45478", "accept": false, - "reason": "Missing embed_tokens weights during from_pretrained is unrelated to AutoProcessor not forwarding kwargs to cached_file." + "reason": "Both involve Qwen3.5 save/load regressions, but the reported failures are not specific enough to confirm one shared concrete bug." }, { - "left": "issue:43937", - "right": "issue:44485", + "left": "issue:42757", + "right": "issue:44351", "accept": false, - "reason": "GenerationConfig validation failure and GLM-5 RoPE discussion are different model-generation issues." + "reason": "Different missing imports from different modules." }, { - "left": "issue:43611", - "right": "issue:46002", + "left": "issue:43278", + "right": "issue:44945", "accept": false, - "reason": "Base_model_prefix loading regression and NaNs after checkout/init are unrelated symptoms and code paths." + "reason": "Dtype mismatch in eval vs incorrect output under pipeline parallelism are different symptoms and likely different bugs." }, { - "left": "issue:43976", + "left": "issue:43784", "right": "issue:45446", "accept": false, - "reason": "Python version support mismatch is not the same bug as the flex_attention import/version check." + "reason": "Sentence-transformers import NameError and flex_attention version-check bug do not share the same code path." }, { - "left": "issue:42222", - "right": "issue:43441", + "left": "issue:22355", + "right": "issue:29159", "accept": false, - "reason": "VitPose model breakage and Ministral flash-attention failure are different model-specific issues." + "reason": "ONNX import failure and slow/fast tokenizer inconsistency are unrelated." }, { - "left": "issue:43116", - "right": "issue:43493", + "left": "issue:43122", + "right": "issue:44977", "accept": false, - "reason": "Empty multi-label classification results in an example script is unrelated to a SigLIP2 implementation discrepancy." + "reason": "Tokenizer regression versus flash-attention generation bug; different failure modes." }, { - "left": "issue:42371", - "right": "issue:43874", + "left": "issue:43493", + "right": "issue:45753", "accept": false, - "reason": "TF32 behavior control messaging/API and a missing image-processor method are unrelated." + "reason": "SigLIP2 implementation discrepancy and Qwen3_5 infinite-loop-on-image are not the same bug." }, { - "left": "issue:44075", - "right": "issue:44936", + "left": "issue:42673", + "right": "issue:45072", "accept": false, - "reason": "Ignored SGD args and trainer.evaluate() failing after train() are different trainer/optimizer problems." + "reason": "VRAM leak in multi-threaded Qwen3ForCausalLM usage is unrelated to dtype mismatch in inference." }, { - "left": "issue:43064", - "right": "issue:43673", + "left": "issue:43066", + "right": "issue:44779", "accept": false, - "reason": "Wrong optimizer state placement under FSDP2/PEFT is unrelated to missing GenerationMixin cache in chunked prefill." + "reason": "Both mention tokenizer issues in v5, but one is decoder-type metadata and the other is model-specific tokenization output." }, { - "left": "issue:44038", - "right": "issue:45478", + "left": "issue:38617", + "right": "issue:45278", "accept": false, - "reason": "These are different Qwen3.5/Qwen3-VL-Moe issues with different failing operations and symptoms." + "reason": "A specific missing import and a broad upgrade-related import breakage are too different to merge." }, { - "left": "issue:45357", - "right": "issue:45478", + "left": "issue:43992", + "right": "issue:44704", "accept": false, - "reason": "Incorrect visual encoder keys saved by save_pretrained is not the same as a from_pretrained loading error." + "reason": "Missing embed_tokens.weight in UMT5Encoder and AutoProcessor kwargs passthrough are unrelated loading issues." }, { - "left": "issue:43116", - "right": "issue:43825", + "left": "issue:22355", + "right": "issue:29127", "accept": false, - "reason": "Example script multi-label classification failure and pipeline translation-task messaging are unrelated." + "reason": "Importing transformers.onnx and LayoutLMv3 error-message clarity are unrelated." }, { - "left": "issue:45083", - "right": "issue:45446", + "left": "issue:43937", + "right": "issue:44485", "accept": false, - "reason": "Helper-function length behavior in qwen3_omni_moe is unrelated to a PyTorch version check bug." + "reason": "GenerationConfig validation failure and RoPE implementation discussion are distinct issues." }, { - "left": "issue:43937", - "right": "issue:45563", + "left": "issue:43611", + "right": "issue:46002", "accept": false, - "reason": "Invalid GenerationConfig and a stale warning about num_return_sequences are not the same issue." + "reason": "base_model_prefix loading regression and NaNs in classification heads are different problems." }, { - "left": "issue:44380", - "right": "issue:46077", + "left": "issue:43976", + "right": "issue:45446", "accept": false, - "reason": "GPT2 attention scaling ignored in backends versus Gemma4 causal-mask construction are different code paths and models." + "reason": "Python version compatibility and a PyTorch version check bug are unrelated." }, { - "left": "issue:43827", - "right": "issue:45446", + "left": "issue:42222", + "right": "issue:43441", "accept": false, - "reason": "Docs still referencing pipeline() and a version check for AuxRequest are unrelated." + "reason": "VitPose breakage and Ministral flash-attention failure affect different models and code paths." }, { - "left": "issue:33453", - "right": "issue:39401", + "left": "issue:43116", + "right": "issue:43493", "accept": false, - "reason": "Tokenizer loading regression and Qwen3 offset_mapping errors are distinct tokenizer bugs, not one underlying defect." + "reason": "Example-script classification bug versus SigLIP2 model discrepancy are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 API settings warning and missing multimodal patch-count method are different issues." } ] }, @@ -13228,298 +13083,297 @@ { "label": "issue", "component_index": 1, - "component_count": 18, + "component_count": 17, "review_unit_index": 42, - "review_unit_count": 49, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-414", + "cluster_id": "cluster-10000-426", "nodes": [ + "issue:33453", "issue:38617", "issue:39401", "issue:41628", - "issue:42175", - "issue:42222", "issue:42371", "issue:42490", "issue:42617", "issue:42673", - "issue:42831", - "issue:43012", - "issue:43066", - "issue:43122", - "issue:43408", + "issue:43064", + "issue:43116", "issue:43421", "issue:43450", - "issue:43577", "issue:43582", - "issue:43742", + "issue:43673", + "issue:43825", + "issue:43827", "issue:43906", "issue:43937", "issue:43986", + "issue:44038", + "issue:44075", "issue:44117", - "issue:44220", "issue:44261", "issue:44291", + "issue:44380", "issue:44410", "issue:44466", - "issue:44483", "issue:44484", - "issue:44496", "issue:44779", "issue:44829", - "issue:44933", + "issue:44936", "issue:44977", "issue:45071", "issue:45081", + "issue:45083", "issue:45216", - "issue:45278", "issue:45310", "issue:45341", + "issue:45357", "issue:45405", "issue:45446", - "issue:45464", - "issue:45542", + "issue:45478", "issue:45561", + "issue:45563", "issue:45588", - "issue:46002" + "issue:46002", + "issue:46077" ], "soft_pairs": [ - "issue:44117|issue:45588", + "issue:44075|issue:44936", + "issue:43064|issue:43673", + "issue:44038|issue:45478", + "issue:45357|issue:45478", + "issue:43116|issue:43825", + "issue:45083|issue:45446", + "issue:43937|issue:45563", + "issue:44380|issue:46077", + "issue:33453|issue:39401", + "issue:43827|issue:45446", "issue:39401|issue:44779", + "issue:44117|issue:45588", "issue:42673|issue:43906", "issue:43937|issue:44977", - "issue:44466|issue:46002", "issue:44291|issue:45071", + "issue:44466|issue:46002", "issue:43450|issue:43986", "issue:45405|issue:45446", "issue:45341|issue:45561", - "issue:38617|issue:41628", "issue:44117|issue:45081", + "issue:38617|issue:41628", "issue:44410|issue:45310", "issue:44829|issue:45216", "issue:39401|issue:43421", - "issue:42617|issue:45341", "issue:42673|issue:43582", + "issue:42617|issue:45341", "issue:44484|issue:45310", - "issue:42371|issue:44261", "issue:42490|issue:42673", - "issue:44933|issue:45278", - "issue:43408|issue:43742", - "issue:38617|issue:44220", - "issue:42222|issue:45542", - "issue:43937|issue:44496", - "issue:44483|issue:45464", - "issue:42175|issue:42222", - "issue:43066|issue:43122", - "issue:42371|issue:42831", - "issue:43012|issue:43577" + "issue:42371|issue:44261" ], - "prepared_review_unit_hash": "d51b4fa44b61f8e535b8745e83c365c516754e4f997592b0864346879b9864d8", + "prepared_review_unit_hash": "a70ded6d29f573cedc1f3dbc16ed8457805c8ef01ea003aaa3d7b062d5df61d3", "component_budget": { - "node_count": 414, - "item_count": 414, - "soft_pair_count": 1552, - "serialized_chars": 800272, - "estimated_input_tokens": 200068, - "estimated_eval_tokens": 400392 + "node_count": 426, + "item_count": 426, + "soft_pair_count": 1572, + "serialized_chars": 814130, + "estimated_input_tokens": 203533, + "estimated_eval_tokens": 407322 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 36289, - "estimated_input_tokens": 9073, - "estimated_eval_tokens": 18402 + "serialized_chars": 35789, + "estimated_input_tokens": 8948, + "estimated_eval_tokens": 18152 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated Transformers regressions that only share broad surface areas like tokenizers, imports, or model loading. None of the soft pairs look like safe duplicates, so I would not merge any of them. The most representative issue is the broad tokenizer-regression report in 43122.", - "confidence": 0.34, - "canonical_issue_reason": "issue:43122 is the broadest, most central regression report here: same tokenizer behaving differently across 4.57.3 to 5.0, which best captures the tokenizer-related subset of the cluster.", + "summary": "Mostly a heterogeneous mix of unrelated Transformers issues; there are no PRs here. The only clear duplicate anchor is the Qwen3.5 \"from_pretrained\" report (45310/45478), while the provided soft edges mostly connect distinct bugs in adjacent subsystems.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 45310 is the strongest canonical anchor because it is the earlier report for the exact same Qwen3.5 Moe \"from_pretrained\" error later re-reported as 45478, giving the clearest duplicate relationship in this set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43122 is the best standalone anchor for this cluster because it is the most general user-facing regression and has the clearest version-bump framing.", + "best_issue_reason": "45310 is the best global representative: it has the clearest duplication signal and sits in the most coherent recurring bug thread, whereas the rest of the cluster is largely unrelated one-off issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44117", - "right": "issue:45588", + "left": "issue:44075", + "right": "issue:44936", "accept": false, - "reason": "Import-time tokenizer mapping fallback failure vs flash-attention crash on sink-less models; different code paths and symptoms." + "reason": "Different code paths: optimizer argument handling vs trainer evaluate-after-train failure." }, { - "left": "issue:39401", - "right": "issue:44779", + "left": "issue:43064", + "right": "issue:43673", "accept": false, - "reason": "Both are tokenizer bugs, but one is offset mapping and the other is model-specific output regression; not the same underlying defect." + "reason": "Unrelated bugs: FSDP/PEFT optimizer state mismatch vs generation cache missing during chunked prefill." }, { - "left": "issue:42673", - "right": "issue:43906", + "left": "issue:44038", + "right": "issue:45478", "accept": false, - "reason": "VRAM leak in multi-threaded dataloader use vs an isolated reproduction of another issue; no clear shared bug signature." + "reason": "Both are Qwen/Moe-related, but they describe different failures and model variants, not the same concrete bug." }, { - "left": "issue:43937", - "right": "issue:44977", + "left": "issue:45357", + "right": "issue:45478", "accept": false, - "reason": "GenerationConfig validation failure for GLM-5 vs flash-attention generation failure for Qwen3.5; different failure modes." + "reason": "Save_pretrained checkpoint-key regression vs from_pretrained load error; related model family, but different bug." }, { - "left": "issue:44466", - "right": "issue:46002", + "left": "issue:43116", + "right": "issue:43825", "accept": false, - "reason": "Serialization/tied-weights inconsistency vs NaNs after checkout+init; these are distinct model-state problems." + "reason": "Different surfaces: example script multi-label output vs pipeline() v5 error message/docs behavior." }, { - "left": "issue:44291", - "right": "issue:45071", + "left": "issue:45083", + "right": "issue:45446", "accept": false, - "reason": "Unexpected _is_hf_initialized argument during init_empty_weights loading vs PretrainedConfig type-checking breakage; related version area but not the same bug." + "reason": "Different subsystems: Qwen3 Omni feature extraction helper vs flex_attention import/version check." }, { - "left": "issue:43450", - "right": "issue:43986", + "left": "issue:43937", + "right": "issue:45563", "accept": false, - "reason": "Incorrect batched video-processor shape vs missing-torchvision crash in AutoProcessor; different layers of the video stack." + "reason": "GenerationConfig validation error vs stale warning in paged generate; not the same underlying issue." }, { - "left": "issue:45405", - "right": "issue:45446", + "left": "issue:44380", + "right": "issue:46077", "accept": false, - "reason": "Dependency version bump/release issue vs a PyTorch version guard bug in flex_attention; unrelated." + "reason": "Both involve attention behavior, but one is GPT2 scaling under backends and the other is Gemma4 mask construction." }, { - "left": "issue:45341", - "right": "issue:45561", + "left": "issue:33453", + "right": "issue:39401", "accept": false, - "reason": "General testing_utils bug vs xdist race on captured_info.txt; the latter is a specific concurrency issue, not the same defect." + "reason": "Both are tokenizer bugs, but the symptoms and affected paths differ (loading regression vs offset_mapping)." }, { - "left": "issue:38617", - "right": "issue:41628", - "accept": false, - "reason": "Different missing imports from different modules; both are import errors, but not the same missing symbol or code path." + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs/reference cleanup vs a runtime PyTorch version check bug." }, { - "left": "issue:44117", - "right": "issue:45081", + "left": "issue:39401", + "right": "issue:44779", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES returning None vs Mistral regex patch crashing on backend_tokenizer absence; distinct tokenizer internals." + "reason": "Different tokenizer correctness bugs in different model families; too broad to merge." }, { - "left": "issue:44410", - "right": "issue:45310", + "left": "issue:44117", + "right": "issue:45588", "accept": false, - "reason": "Qwen3Next missing projections in layer 0 vs Qwen3.5 MoE from_pretrained failure; different model families and bugs." + "reason": "Tokenizer mapping fallback bug vs flash_attention crash on s_aux=None; unrelated code paths." }, { - "left": "issue:44829", - "right": "issue:45216", + "left": "issue:42673", + "right": "issue:43906", "accept": false, - "reason": "Flash-attention-3 training degeneration vs save_pretrained checkpoint regression; different subsystems and symptoms." + "reason": "VRAM leak in multi-dataloader-thread use vs an isolated reproduction of another issue; no evidence they are the same bug." }, { - "left": "issue:39401", - "right": "issue:43421", + "left": "issue:43937", + "right": "issue:44977", "accept": false, - "reason": "Offset mapping bug vs post-processor not updating after runtime special-token changes; both tokenizer-related but not the same issue." + "reason": "GenerationConfig invalid vs flash-attention generation failure; different model/config paths." }, { - "left": "issue:42617", - "right": "issue:45341", + "left": "issue:44291", + "right": "issue:45071", "accept": false, - "reason": "3d_parallel.py runtime failure vs a small testing_utils bug; no overlap in underlying code path." + "reason": "init_empty_weights argument incompatibility vs PretrainedConfig type-checking regression; not the same defect." }, { - "left": "issue:42673", - "right": "issue:43582", + "left": "issue:44466", + "right": "issue:46002", "accept": false, - "reason": "Multi-thread VRAM leak vs Apple Silicon TypeError in caching_allocator_warmup; unrelated runtime failures." + "reason": "Serialization inconsistency for tied weights vs NaNs in classification heads; unrelated symptoms and code paths." }, { - "left": "issue:44484", - "right": "issue:45310", + "left": "issue:43450", + "right": "issue:43986", "accept": false, - "reason": "chat/completions API request handling failure vs Qwen3.5 MoE loading error; different APIs and failure points." + "reason": "Batched video shape bug vs missing torchvision crash during AutoProcessor load; related area, different failure mode." }, { - "left": "issue:42371", - "right": "issue:44261", + "left": "issue:45405", + "right": "issue:45446", "accept": false, - "reason": "TF32 control API warning vs missing rms_norm_eps causing precision drift; not the same bug." + "reason": "PEFT minimum-version packaging issue vs flex_attention import guard bug; unrelated." }, { - "left": "issue:42490", - "right": "issue:42673", + "left": "issue:45341", + "right": "issue:45561", "accept": false, - "reason": "Local-path trailing-slash import warning vs VRAM leak in multi-threaded loading; unrelated issues." + "reason": "A small testing_utils bug vs a pytest-xdist race in captured_info.txt; not clearly the same underlying problem." }, { - "left": "issue:44933", - "right": "issue:45278", + "left": "issue:44117", + "right": "issue:45081", "accept": false, - "reason": "Specific missing import from image_utils vs broad import breakage after upgrade; the latter is a wider symptom, not the same concrete defect." + "reason": "Token mapping None handling vs Mistral regex patch crash; both tokenizer-related but different code paths." }, { - "left": "issue:43408", - "right": "issue:43742", + "left": "issue:38617", + "right": "issue:41628", "accept": false, - "reason": "Model-type mismatch warning for sam3 variants vs key error loading MobileLLM; different loaders and errors." + "reason": "Both are import errors, but for different symbols and modules; no duplicate evidence." }, { - "left": "issue:38617", - "right": "issue:44220", + "left": "issue:44410", + "right": "issue:45310", "accept": false, - "reason": "Configuration import error vs audio feature extraction issue; completely different subsystems." + "reason": "Missing layer projections in qwen3next vs Qwen3.5 from_pretrained error; different bugs." }, { - "left": "issue:42222", - "right": "issue:45542", + "left": "issue:44829", + "right": "issue:45216", "accept": false, - "reason": "ViTPose model breakage vs TensorFlow backend install ambiguity; only broad backend context overlaps." + "reason": "FlashAttention training degeneration vs Qwen3.5 save_pretrained regression; different subsystems and symptoms." }, { - "left": "issue:43937", - "right": "issue:44496", + "left": "issue:39401", + "right": "issue:43421", "accept": false, - "reason": "GLM-5 generation config invalid vs unrecognized model type in config.json; both load-time validation issues but with different roots." + "reason": "Tokenizer offset mapping bug vs runtime post-processor update feature request; not the same issue." }, { - "left": "issue:44483", - "right": "issue:45464", + "left": "issue:42673", + "right": "issue:43582", "accept": false, - "reason": "General chat/completions request rejection vs streaming inference failure on Qwen3.5-0.8B; not enough evidence for one bug." + "reason": "VRAM leak in threaded loading vs Apple Silicon TypeError in caching warmup; unrelated." }, { - "left": "issue:42175", - "right": "issue:42222", + "left": "issue:42617", + "right": "issue:45341", "accept": false, - "reason": "Missing TensorFlow in torch-only install vs vitpose model breakage; different packaging/model problems." + "reason": "3d_parallel.py execution failure vs a minor testing_utils bug; no overlap in root cause." }, { - "left": "issue:43066", - "right": "issue:43122", + "left": "issue:44484", + "right": "issue:45310", "accept": false, - "reason": "Wrong tokenizer decoder type vs changed tokenization output across versions; closely related theme, but not the same concrete defect." + "reason": "Shard-size question vs Qwen3.5 from_pretrained regression; unrelated." }, { - "left": "issue:42371", - "right": "issue:42831", + "left": "issue:42490", + "right": "issue:42673", "accept": false, - "reason": "TF32 API settings warning vs FineGrainedFP8 accuracy regression; unrelated numeric-precision issues." + "reason": "Local-path import warning vs VRAM leak in dataloader threads; different bugs." }, { - "left": "issue:43012", - "right": "issue:43577", + "left": "issue:42371", + "right": "issue:44261", "accept": false, - "reason": "Compilation warning for bf16 models vs BLIP2 dtype fields staying float32 on load; different dtype-handling problems." + "reason": "TF32 API guidance issue vs MLA q_a_layernorm precision/config bug; not the same code path." } ] }, @@ -13533,69 +13387,79 @@ { "label": "issue", "component_index": 1, - "component_count": 18, + "component_count": 17, "review_unit_index": 43, - "review_unit_count": 49, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-414", + "cluster_id": "cluster-10000-426", "nodes": [ "issue:38617", "issue:41628", + "issue:42175", "issue:42222", - "issue:42757", + "issue:42371", + "issue:42831", "issue:43012", - "issue:43064", + "issue:43066", "issue:43097", + "issue:43122", "issue:43335", "issue:43408", "issue:43441", "issue:43452", - "issue:43502", - "issue:43531", + "issue:43577", "issue:43673", - "issue:43873", + "issue:43742", "issue:43874", "issue:43931", + "issue:43937", "issue:43986", - "issue:43992", "issue:44038", - "issue:44062", "issue:44075", "issue:44117", + "issue:44220", "issue:44261", "issue:44263", - "issue:44315", - "issue:44351", - "issue:44368", + "issue:44360", "issue:44410", + "issue:44483", "issue:44484", "issue:44485", "issue:44493", - "issue:44704", + "issue:44496", "issue:44829", + "issue:44933", "issue:44987", "issue:45003", "issue:45071", - "issue:45103", + "issue:45278", "issue:45341", - "issue:45372", - "issue:45375", "issue:45459", + "issue:45464", "issue:45478", "issue:45542", - "issue:45588", "issue:45656", - "issue:46050", - "issue:46123" + "issue:46123", + "issue:46172" ], "soft_pairs": [ + "issue:43408|issue:43742", + "issue:42222|issue:45542", + "issue:44933|issue:45278", + "issue:38617|issue:44220", + "issue:43937|issue:44496", + "issue:42175|issue:42222", + "issue:44483|issue:45464", + "issue:43066|issue:43122", + "issue:42371|issue:42831", + "issue:43012|issue:43577", "issue:44075|issue:45656", - "issue:43673|issue:45341", "issue:44410|issue:45478", + "issue:43673|issue:45341", "issue:44484|issue:45478", "issue:43097|issue:44493", "issue:41628|issue:45071", @@ -13603,291 +13467,572 @@ "issue:44263|issue:44485", "issue:45071|issue:45542", "issue:42222|issue:45459", + "issue:44263|issue:46172", + "issue:44360|issue:46172", "issue:43012|issue:43408", "issue:43441|issue:44829", "issue:43931|issue:44410", "issue:43673|issue:46123", "issue:43931|issue:44038", - "issue:43097|issue:43452", "issue:43335|issue:45071", + "issue:43097|issue:43452", "issue:45003|issue:45341", "issue:43986|issue:45341", - "issue:44117|issue:44987", - "issue:43986|issue:44484", - "issue:43408|issue:44368", - "issue:43874|issue:44263", - "issue:43531|issue:45341", - "issue:43986|issue:45372", - "issue:38617|issue:42757", - "issue:44261|issue:44485", - "issue:43064|issue:44315", - "issue:43097|issue:46050", - "issue:43097|issue:45588", - "issue:44062|issue:44117", - "issue:38617|issue:44351", - "issue:44410|issue:45375", - "issue:44038|issue:44410", - "issue:43502|issue:43992", - "issue:43097|issue:43873", - "issue:44704|issue:45103", - "issue:43986|issue:44117" + "issue:44117|issue:44987" ], - "prepared_review_unit_hash": "4d5047fe6b8deb1fe7a596022e02081bb061a56f13cf2845168f96353098a8d0", + "prepared_review_unit_hash": "fc939f48166c39983f54601495f405e9bb0b048529fa2f2d258ed4c4803b791b", "component_budget": { - "node_count": 414, - "item_count": 414, - "soft_pair_count": 1552, - "serialized_chars": 800272, - "estimated_input_tokens": 200068, - "estimated_eval_tokens": 400392 + "node_count": 426, + "item_count": 426, + "soft_pair_count": 1572, + "serialized_chars": 814130, + "estimated_input_tokens": 203533, + "estimated_eval_tokens": 407322 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 38, - "serialized_chars": 39066, - "estimated_input_tokens": 9767, - "estimated_eval_tokens": 19790 + "soft_pair_count": 32, + "serialized_chars": 36870, + "estimated_input_tokens": 9218, + "estimated_eval_tokens": 18692 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated Transformers bug reports; several pairs share only superficial themes like imports, loading, or v5 regressions, but none look like the same underlying defect closely enough to merge.", - "confidence": 0.68, - "canonical_issue_reason": "issue:43097 is the strongest cluster anchor: it\u2019s a broadly impactful v5 regression report, has inbound references, and sits near several weak similarity links, even though the neighboring issues are not true duplicates.", + "summary": "This cluster is heterogeneous: most items are distinct Transformers regressions spanning import errors, tokenizer changes, model-loading failures, precision warnings, and backend/dependency issues. I reject all soft edges as duplicates; none clearly point to the same concrete bug or change.", + "confidence": 0.31, + "canonical_issue_reason": "issue:45278 is the broadest representative of the cluster\u2019s repeated import/API breakage reports after upgrading Transformers, so it best serves as the umbrella issue even though the rest are mostly separate bugs.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45372 is the best standalone issue to keep: it is open, concrete, and currently actionable, with a clear processor-loading breakage and active discussion.", + "best_issue_reason": "issue:45278 is the most general and duplicate-prone report in the set; it captures the shared upgrade/regression theme better than the narrower model-specific or single-symbol import issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44075", - "right": "issue:45656", + "left": "issue:43408", + "right": "issue:43742", "accept": false, - "reason": "Different optimizer bugs: unused SGD args vs optimizer stepping twice under deepspeed." + "reason": "Different model families and failure modes: SAM3 model-type warning vs MobileLLM key error." }, { - "left": "issue:43673", - "right": "issue:45341", + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "VitPose model breakage is unrelated to the TensorBoard-without-TF backend error." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "One is a specific missing import from image_utils; the other is a broad upgrade-related import regression report." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "Missing configuration_utils export vs audio feature extraction bug; no shared code path." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "GLM generation-config validation and unrecognized-model config loading are different bugs." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "Packaging/dependency mismatch is not the same as a broken VitPose model implementation." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both touch chat APIs, but one is a request acceptance issue and the other is a streaming-inference failure on a specific model." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Related tokenizer regressions, but the concrete symptoms differ: decoder type mismatch vs changed tokenization output." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 configuration warning and FineGrainedFP8 accuracy loss are separate precision-related problems." + }, + { + "left": "issue:43012", + "right": "issue:43577", "accept": false, - "reason": "Unrelated failures: generation cache/chunked prefill vs a testing utility bug." + "reason": "Both mention dtype/precision, but one is a warning and the other is incorrect dtype propagation in Blip2 loading." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "SGD argument handling and double optimizer stepping with deepspeed are different optimizer bugs." }, { "left": "issue:44410", "right": "issue:45478", "accept": false, - "reason": "Different Qwen model-path issues: missing projections in qwen3next vs a from_pretrained load error for Qwen3.5 MoE." + "reason": "Different Qwen-family issues with different symptoms: missing projections vs from_pretrained loading error." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache bug and a testing_utils bug are unrelated." }, { "left": "issue:44484", "right": "issue:45478", "accept": false, - "reason": "No shared underlying bug; one is a save_pretrained shard-size question, the other is a model loading failure." + "reason": "Sharding-size behavior is unrelated to Qwen3.5 MoE loading failures." }, { "left": "issue:43097", "right": "issue:44493", "accept": false, - "reason": "Both are v5-related regressions, but one is a removed config flag and the other is unexpected position-id keys." + "reason": "Both are v5 regressions, but one is an API removal and the other is unexpected position-id keys during model loading." }, { "left": "issue:41628", "right": "issue:45071", "accept": false, - "reason": "Both involve import/type issues, but they affect different APIs and code paths." + "reason": "Importing AutoImageProcessor and PretrainedConfig type checking are unrelated breakages." }, { "left": "issue:43874", "right": "issue:44261", "accept": false, - "reason": "Different model components: image processor missing a method vs MLA q_a_layernorm precision/config handling." + "reason": "Different models and different root causes: missing image-patch helper vs missing rms_norm_eps config usage." }, { "left": "issue:44263", "right": "issue:44485", "accept": false, - "reason": "Both are GLM-family issues, but one is a torch.split return handling bug and the other is a RoPE implementation concern." + "reason": "Torch.split return handling and RoPE implementation are separate GLM internals." }, { "left": "issue:45071", "right": "issue:45542", "accept": false, - "reason": "Unrelated: PreTrainedConfig type-checking regression vs TensorFlow/tensorboard backend detection." + "reason": "Type-checking regression is not the same as the TensorBoard-without-TF backend error." }, { "left": "issue:42222", "right": "issue:45459", "accept": false, - "reason": "Different failures: vitpose model breakage vs tokenizer protobuf error masking." + "reason": "VitPose model breakage and protobuf-related tokenizer error masking are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "Different models and code paths: GLM MoE indexing vs DeepSeek-V4 tensor transpose." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "A missing ReLU in the DSA indexer is not the same bug as DeepSeek-V4 dtype/transpose handling." }, { "left": "issue:43012", "right": "issue:43408", "accept": false, - "reason": "Both are warnings in different model paths; they do not describe the same bug." + "reason": "Precision-warning behavior and SAM3 model-type warning are unrelated." }, { "left": "issue:43441", "right": "issue:44829", "accept": false, - "reason": "Both mention FlashAttention, but one is a load-time failure and the other is degenerate training behavior." + "reason": "Ministral FlashAttention failure and flash_attention_3 degenerate training are different attention-path bugs." }, { "left": "issue:43931", "right": "issue:44410", "accept": false, - "reason": "Distinct model-loading issues for different model families and different failure modes." + "reason": "Weight-shape mismatch and missing projections are different model-loading/model-architecture issues." }, { "left": "issue:43673", "right": "issue:46123", "accept": false, - "reason": "Different pipeline behaviors: generation cache during chunked prefill vs final partial batch handling in a mask pipeline." + "reason": "Generation cache handling and MaskGenerationPipeline batch-finalization are separate pipeline bugs." }, { "left": "issue:43931", "right": "issue:44038", "accept": false, - "reason": "Both are Qwen model issues, but the concrete failures differ and are not the same code-path bug." + "reason": "Both involve Qwen3-VL, but one is a weight mismatch and the other is a MoE loading issue." }, { - "left": "issue:43097", - "right": "issue:43452", + "left": "issue:43335", + "right": "issue:45071", "accept": false, - "reason": "Different regressions: removed tie_embeddings flag vs gguf_file loading in tokenizer/model loaders." + "reason": "SwitchTransformers sparse-layer construction is unrelated to PretrainedConfig type checking." }, { - "left": "issue:43335", - "right": "issue:45071", + "left": "issue:43097", + "right": "issue:43452", "accept": false, - "reason": "Unrelated: SwitchTransformers sparse-layer config bug vs PretrainedConfig type-checking regression." + "reason": "API removal of tie_embeddings_and_encoder_decoder is unrelated to gguf_file tokenizer/model loading failures." }, { "left": "issue:45003", "right": "issue:45341", "accept": false, - "reason": "Different subsystems: unsafe sys.modules access vs a testing utility bug." + "reason": "Unsafe sys.modules access and a testing_utils bug do not describe the same defect." }, { "left": "issue:43986", "right": "issue:45341", "accept": false, - "reason": "Completely different areas: AutoProcessor video-model crash vs testing utilities." + "reason": "AutoProcessor/torchvision dependency crash is unrelated to the testing_utils bug." }, { "left": "issue:44117", "right": "issue:44987", "accept": false, - "reason": "Both are from_pretrained-related, but they target different assumptions and different failures." - }, + "reason": "TOKENIZER_MAPPING_NAMES returning None is a different issue from loading physical-intelligence/fast." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 44, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-426", + "nodes": [ + "issue:38617", + "issue:42757", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43408", + "issue:43502", + "issue:43531", + "issue:43550", + "issue:43792", + "issue:43824", + "issue:43825", + "issue:43873", + "issue:43874", + "issue:43906", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44162", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44351", + "issue:44368", + "issue:44380", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44655", + "issue:44704", + "issue:45103", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45440", + "issue:45588", + "issue:45753", + "issue:46050", + "issue:46123", + "issue:46132", + "issue:46172" + ], + "soft_pairs": [ + "issue:43408|issue:44368", + "issue:43986|issue:44484", + "issue:43874|issue:44263", + "issue:43531|issue:45341", + "issue:45440|issue:46172", + "issue:43986|issue:45372", + "issue:38617|issue:42757", + "issue:44261|issue:44485", + "issue:43064|issue:44315", + "issue:43097|issue:46050", + "issue:43097|issue:45588", + "issue:44062|issue:44117", + "issue:44410|issue:45375", + "issue:38617|issue:44351", + "issue:44038|issue:44410", + "issue:43502|issue:43992", + "issue:43097|issue:43873", + "issue:44704|issue:45103", + "issue:43986|issue:44117", + "issue:43066|issue:43906", + "issue:43824|issue:43986", + "issue:43208|issue:43550", + "issue:43825|issue:44655", + "issue:43992|issue:44484", + "issue:43012|issue:43550", + "issue:43012|issue:44368", + "issue:43352|issue:44380", + "issue:42907|issue:45753", + "issue:42907|issue:44655", + "issue:44162|issue:46172", + "issue:43792|issue:46123", + "issue:43352|issue:43976", + "issue:44380|issue:46132" + ], + "prepared_review_unit_hash": "bd3a59c91a531a3f9ecf0d18f4e160588cee11245c608b8a84797f9c5bc59d23", + "component_budget": { + "node_count": 426, + "item_count": 426, + "soft_pair_count": 1572, + "serialized_chars": 814130, + "estimated_input_tokens": 203533, + "estimated_eval_tokens": 407322 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37425, + "estimated_input_tokens": 9357, + "estimated_eval_tokens": 18970 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are only loosely related by broad Transformers/HF themes, but none of the soft pairs look like true duplicates or the same fixable code-path bug. I would not merge any of the soft edges.", + "confidence": 0.89, + "canonical_issue_reason": "issue:43097 is the broadest, most central v5 regression report in the set and a reasonable anchor if one issue must represent the cluster, though the set is not a true duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43097 has the clearest cross-cutting user impact and references among the listed issues, making it the best single issue to keep as the representative regression report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ { - "left": "issue:43986", - "right": "issue:44484", + "left": "issue:43408", + "right": "issue:44368", "accept": false, - "reason": "No common underlying bug: video processor dependency handling vs save_pretrained shard sizing." + "reason": "Both are warning reports, but they concern different model/config mismatches and different code paths." }, { - "left": "issue:43408", - "right": "issue:44368", + "left": "issue:43986", + "right": "issue:44484", "accept": false, - "reason": "Both are warnings, but they concern different model/config mismatches." + "reason": "One is an AutoProcessor/torchvision crash; the other is about save_pretrained shard sizing." }, { "left": "issue:43874", "right": "issue:44263", "accept": false, - "reason": "Different bugs in different GLM components; not the same defect." + "reason": "Different GLM internals: missing image-patch counting vs torch.split behavior in an indexer." }, { "left": "issue:43531", "right": "issue:45341", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to testing_utils." + "reason": "A Qwen3-MoE sliding-window bug is unrelated to a testing_utils bug." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "Both touch DeepSeek models, but they describe different failures in different code paths." }, { "left": "issue:43986", "right": "issue:45372", "accept": false, - "reason": "Both involve loading processors, but the missing torchvision path and missing ReasoningEffort import are different causes." + "reason": "torchvision-missing video-model crash and a mistral_common import error are unrelated." }, { "left": "issue:38617", "right": "issue:42757", "accept": false, - "reason": "Both are ImportError reports, but they concern different symbols from different dependencies and different breakages." + "reason": "Both are import errors, but for different symbols and different modules." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Layernorm epsilon precision drift and RoPE implementation issues are distinct bugs." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption and Liger Kernel application are different training issues." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "A v5 API/config removal is not the same as broken quantized save/load behavior." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Config removal and a flash_attention.py AttributeError are different code paths." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Tokenizer AddedToken kwargs conflict is unrelated to TOKENIZER_MAPPING_NAMES returning None." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Missing attention projections and a missing vision config field are different model bugs." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are import failures, but they target different exported names and causes." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "A Qwen3-VL-Moe issue and a qwen3next projection issue are not the same bug." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Local-files-only network leakage and a missing embed_tokens weight on load are unrelated." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "A config removal issue is not the same as quantization offloading misbehavior." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "Kwarg forwarding to cached_file and an annotation-related auto_docstring crash are unrelated." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "A model-loading crash and a tokenizer mapping edge case are different problems." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "The second is only an isolated reproduction reference; there is not enough evidence it is the same tokenizer bug." + }, + { + "left": "issue:43824", + "right": "issue:43986", + "accept": false, + "reason": "Missing Qwen2.5-VL import and a torchvision-dependent video model crash are different issues." }, { - "left": "issue:44261", - "right": "issue:44485", + "left": "issue:43208", + "right": "issue:43550", "accept": false, - "reason": "Different GLM-related correctness issues; no shared code-path evidence." + "reason": "xLSTM training blockers and a Bamba torch.compile/SDPA failure are unrelated." }, { - "left": "issue:43064", - "right": "issue:44315", + "left": "issue:43825", + "right": "issue:44655", "accept": false, - "reason": "Training/optimizer-state bug vs Liger kernel application under model_init; not the same problem." + "reason": "Pipeline task messaging and pipeline serialization are different behaviors." }, { - "left": "issue:43097", - "right": "issue:46050", + "left": "issue:43992", + "right": "issue:44484", "accept": false, - "reason": "Different serialization regressions: config flag removal vs quantized model save/load breakage." + "reason": "A missing load-time weight and a save_pretrained shard-size question are not duplicates." }, { - "left": "issue:43097", - "right": "issue:45588", + "left": "issue:43012", + "right": "issue:43550", "accept": false, - "reason": "Unrelated: tie_embeddings config removal vs flash_attention AttributeError on sink-less models." + "reason": "A precision warning and a compile-time SDPA failure are different issues." }, { - "left": "issue:44062", - "right": "issue:44117", + "left": "issue:43012", + "right": "issue:44368", "accept": false, - "reason": "Tokenizer construction bug vs tokenizer mapping lookup assumption; related area but different defects." + "reason": "Both are warnings, but they stem from different model/config conditions." }, { - "left": "issue:38617", - "right": "issue:44351", + "left": "issue:43352", + "right": "issue:44380", "accept": false, - "reason": "Both are import errors, but they are for different missing names and different modules." + "reason": "Unsupported FlashAttention for one model is not the same as GPT2 attention scaling being ignored." }, { - "left": "issue:44410", - "right": "issue:45375", + "left": "issue:42907", + "right": "issue:45753", "accept": false, - "reason": "Different vision/config issues: missing attention projections vs a dropped config field under strict handling." + "reason": "A dequantized save failure and an image-specific infinite loop are unrelated." }, { - "left": "issue:44038", - "right": "issue:44410", + "left": "issue:42907", + "right": "issue:44655", "accept": false, - "reason": "Both are Qwen variants, but the concrete failures are different model-internal bugs." + "reason": "Saving dequantized weights is different from saving Pipeline objects." }, { - "left": "issue:43502", - "right": "issue:43992", + "left": "issue:44162", + "right": "issue:46172", "accept": false, - "reason": "Different from_pretrained failures: local_files_only network leakage vs missing embed_tokens weight." + "reason": "ESM2 breakage and a DeepSeek tensor transpose bug are different code paths." }, { - "left": "issue:43097", - "right": "issue:43873", + "left": "issue:43792", + "right": "issue:46123", "accept": false, - "reason": "Different problem classes: config removal regression vs quantization/offloading behavior." + "reason": "Whisper model load failure and MaskGenerationPipeline batching logic are unrelated." }, { - "left": "issue:44704", - "right": "issue:45103", + "left": "issue:43352", + "right": "issue:43976", "accept": false, - "reason": "Unrelated kwargs-passing bug vs auto_docstring annotation crash." + "reason": "A model-specific attention backend limitation is not a Python version compatibility bug." }, { - "left": "issue:43986", - "right": "issue:44117", + "left": "issue:44380", + "right": "issue:46132", "accept": false, - "reason": "Different loading failures in different subsystems; not a duplicate." + "reason": "GPT2 backend-specific scaling behavior and AttentionInterface.register semantics are distinct changes." } ] }, @@ -13901,21 +14046,23 @@ { "label": "issue", "component_index": 1, - "component_count": 18, - "review_unit_index": 44, - "review_unit_count": 49, + "component_count": 17, + "review_unit_index": 45, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-414", + "cluster_id": "cluster-10000-426", "nodes": [ + "issue:36010", "issue:36683", "issue:38617", "issue:42490", "issue:42757", - "issue:42907", + "issue:42898", + "issue:42994", "issue:43012", "issue:43064", "issue:43066", @@ -13925,303 +14072,293 @@ "issue:43475", "issue:43502", "issue:43526", - "issue:43550", "issue:43582", + "issue:43611", "issue:43618", "issue:43756", "issue:43761", - "issue:43792", "issue:43824", - "issue:43825", "issue:43867", "issue:43901", - "issue:43906", + "issue:43937", "issue:43976", - "issue:43986", - "issue:43992", "issue:44038", + "issue:44077", "issue:44222", "issue:44230", - "issue:44368", "issue:44380", "issue:44483", - "issue:44484", "issue:44485", "issue:44514", + "issue:44625", "issue:44655", "issue:44683", + "issue:44938", + "issue:45216", "issue:45276", "issue:45290", "issue:45381", "issue:45478", "issue:45479", + "issue:45698", "issue:45753", "issue:46077", - "issue:46123", - "issue:46132" + "issue:46172" ], "soft_pairs": [ - "issue:43824|issue:43986", - "issue:43066|issue:43906", - "issue:43208|issue:43550", - "issue:43825|issue:44655", - "issue:43992|issue:44484", - "issue:43012|issue:43550", - "issue:43012|issue:44368", - "issue:43352|issue:44380", - "issue:42907|issue:45753", - "issue:42907|issue:44655", - "issue:43792|issue:46123", - "issue:43352|issue:43976", "issue:44380|issue:45479", - "issue:44380|issue:46132", "issue:43064|issue:44380", "issue:44483|issue:44514", "issue:44222|issue:45478", "issue:36683|issue:43582", "issue:43208|issue:43526", "issue:43012|issue:44683", - "issue:42757|issue:43824", "issue:42490|issue:43012", "issue:43618|issue:43761", + "issue:42757|issue:43824", + "issue:45698|issue:46172", "issue:43618|issue:44380", "issue:44038|issue:44230", "issue:38617|issue:43502", "issue:44483|issue:45290", "issue:44483|issue:45381", - "issue:43756|issue:44485", "issue:43299|issue:43867", + "issue:43756|issue:44485", "issue:36683|issue:43475", - "issue:43299|issue:45753", + "issue:45276|issue:46077", "issue:43901|issue:44655", - "issue:45276|issue:46077" + "issue:43299|issue:45753", + "issue:42994|issue:44655", + "issue:42898|issue:43066", + "issue:36010|issue:42757", + "issue:44077|issue:44380", + "issue:36683|issue:44077", + "issue:43867|issue:45216", + "issue:43352|issue:43937", + "issue:43611|issue:44655", + "issue:44625|issue:46077", + "issue:43976|issue:44938" ], - "prepared_review_unit_hash": "a15949a66d907da2f680c917de67ae8fd47a64a2da2cd41b422246d4dcedd72f", + "prepared_review_unit_hash": "e3d2bfee4ccf675eb6f17c72d0642bd5e7504930237c22cdf99083139fd11e71", "component_budget": { - "node_count": 414, - "item_count": 414, - "soft_pair_count": 1552, - "serialized_chars": 800272, - "estimated_input_tokens": 200068, - "estimated_eval_tokens": 400392 + "node_count": 426, + "item_count": 426, + "soft_pair_count": 1572, + "serialized_chars": 814130, + "estimated_input_tokens": 203533, + "estimated_eval_tokens": 407322 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 37720, - "estimated_input_tokens": 9430, - "estimated_eval_tokens": 19116 + "soft_pair_count": 32, + "serialized_chars": 36939, + "estimated_input_tokens": 9235, + "estimated_eval_tokens": 18726 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No true duplicates stand out in this noisy cluster. The soft-similarity pairs mostly share a subsystem or model family, but they describe different failures and should stay separate. No PRs are present; I\u2019d use issue #43012 as the canonical representative only because it is a clear, broadly phrased regression report.", - "confidence": 0.33, - "canonical_issue_reason": "#43012 is the cleanest, most generally framed bug report in the set and is a better representative than the many model-specific or UX-only reports.", + "summary": "This cluster is heterogeneous: many issues are Transformers v5 regressions, but they span unrelated subsystems (imports, loading/saving, chat templates, model-specific configs, and backend-specific attention behavior). None of the soft pairs look like the same underlying bug or change.", + "confidence": 0.69, + "canonical_issue_reason": "Issue 44380 is the best single representative if one must be chosen: it is a concrete, code-path-specific v5 regression with a clear runtime symptom. The rest of the set is too diverse to share one true canonical issue.", "canonical_pr_reason": null, - "best_issue_reason": "#43012 is a concrete, actionable runtime regression with a clear symptom and wider applicability than the other items.", + "best_issue_reason": "Issue 44380 is the strongest representative because it describes a focused behavioral regression rather than a broad compatibility or model-family report. It is still only a forced choice; the overall cluster does not have a clear unified issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43824", - "right": "issue:43986", + "left": "issue:44380", + "right": "issue:45479", "accept": false, - "reason": "Both are import/load failures, but one is a missing model class export and the other is a torchvision dependency crash; different root causes." + "reason": "Different bugs: GPT2 attention scaling ignored under specific backends vs degenerate zero loss in sequence classification." }, { - "left": "issue:43066", - "right": "issue:43906", + "left": "issue:43064", + "right": "issue:44380", "accept": false, - "reason": "These concern different v5 issues: tokenizer decoder typing vs an isolated reproduction of another bug." + "reason": "Training/distributed optimizer-state mismatch vs attention-backend scaling regression; unrelated code paths." }, { - "left": "issue:43208", - "right": "issue:43550", + "left": "issue:44483", + "right": "issue:44514", "accept": false, - "reason": "Different model families and failures: xLSTM training bugs vs Bamba torch.compile/SDPA behavior." + "reason": "Chat/completions request rejection vs batched chat template crash; different API layers and triggers." }, { - "left": "issue:43825", - "right": "issue:44655", + "left": "issue:44222", + "right": "issue:45478", "accept": false, - "reason": "Pipeline task-message behavior and pipeline saving are separate code paths and symptoms." + "reason": "FP8 save_pretrained failure vs Qwen3.5 MoE from_pretrained error; save-time vs load-time and different failure modes." }, { - "left": "issue:43992", - "right": "issue:44484", + "left": "issue:36683", + "right": "issue:43582", "accept": false, - "reason": "Missing checkpoint weight loading is unrelated to the default shard-size question in save_pretrained()." + "reason": "Missing Gemma3Config attribute vs Apple Silicon allocator TypeError; no shared underlying bug." }, { - "left": "issue:43012", - "right": "issue:43550", + "left": "issue:43208", + "right": "issue:43526", "accept": false, - "reason": "One is a PyTorch precision warning during compile; the other is a model-specific compile failure under SDPA." + "reason": "xLSTM training blockers vs BeitImageProcessorFast label reduction bug; different models and components." }, { "left": "issue:43012", - "right": "issue:44368", - "accept": false, - "reason": "Different symptoms and code paths: compile-time warning vs repeated tie_word_embeddings warning in LoRA fine-tuning." - }, - { - "left": "issue:43352", - "right": "issue:44380", + "right": "issue:44683", "accept": false, - "reason": "Both mention attention backends, but one is unsupported FlashAttention 2 for a model and the other is ignored GPT-2 attention scaling." + "reason": "PyTorch precision warning during compile vs flex_attention failing on torch>=2.9; both compile-related but not the same bug." }, { - "left": "issue:42907", - "right": "issue:45753", + "left": "issue:42490", + "right": "issue:43012", "accept": false, - "reason": "Saving dequantized models and an image-triggered infinite loop are unrelated problems." + "reason": "Trailing-slash local model path warning vs bfloat16 compile warning; unrelated behaviors." }, { - "left": "issue:42907", - "right": "issue:44655", + "left": "issue:43618", + "right": "issue:43761", "accept": false, - "reason": "Model serialization after dequantization and saving Pipeline objects involve different save paths and failures." + "reason": "Both CLIP regressions, but one drops attentions and the other drops hidden_states; different outputs and code paths." }, { - "left": "issue:43792", - "right": "issue:46123", + "left": "issue:42757", + "right": "issue:43824", "accept": false, - "reason": "Whisper model loading failure and MaskGenerationPipeline partial-batch dropping are unrelated." + "reason": "Missing huggingface_hub import vs missing Transformers model export; both import errors, but for different symbols and causes." }, { - "left": "issue:43352", - "right": "issue:43976", + "left": "issue:45698", + "right": "issue:46172", "accept": false, - "reason": "A model capability error is unrelated to the Python-version compatibility regression." + "reason": "Wrong custom module loaded after save_pretrained vs deepseek tensor transpose bug; unrelated serialization vs tensor math." }, { - "left": "issue:44380", - "right": "issue:45479", + "left": "issue:43618", + "right": "issue:44380", "accept": false, - "reason": "Attention-scaling being ignored is not the same bug as degenerate zero loss in sequence classification." + "reason": "CLIP attentions regression vs GPT2 attention scaling regression; different models and symptoms." }, { - "left": "issue:44380", - "right": "issue:46132", + "left": "issue:44038", + "right": "issue:44230", "accept": false, - "reason": "Attention backend scaling and AttentionInterface.register behavior are distinct issues." + "reason": "Qwen3-VL-Moe bug report vs fp8 support request for Qwen3-VL/Qwen3.5 MoE; same family, not the same concrete change." }, { - "left": "issue:43064", - "right": "issue:44380", + "left": "issue:38617", + "right": "issue:43502", "accept": false, - "reason": "Distributed optimizer-state corruption is unrelated to GPT-2 attention scaling under SDPA/FlashAttention." + "reason": "Missing configuration_utils import vs local_files_only still making API requests; import bug vs network behavior." }, { "left": "issue:44483", - "right": "issue:44514", + "right": "issue:45290", "accept": false, - "reason": "Chat-completions request handling and batched chat-template crashes are different interfaces and failures." + "reason": "Endpoint request validation failure vs chat template crash on tool-call messages; related area, different bug." }, { - "left": "issue:44222", - "right": "issue:45478", + "left": "issue:44483", + "right": "issue:45381", "accept": false, - "reason": "Both involve Qwen3.5 MoE, but one is FP8 save_pretrained and the other is a from_pretrained regression; not the same concrete bug." + "reason": "API acceptance regression vs wrong vision_position_ids in Qwen2.5-VL; unrelated failures." }, { - "left": "issue:36683", - "right": "issue:43582", + "left": "issue:43299", + "right": "issue:43867", "accept": false, - "reason": "Gemma3Config vocab_size and Apple Silicon allocator warmup errors are unrelated." + "reason": "Qwen3VL MoE loading break vs sorted state_dict load error; different loading mechanisms and symptoms." }, { - "left": "issue:43208", - "right": "issue:43526", + "left": "issue:43756", + "right": "issue:44485", "accept": false, - "reason": "xLSTM training bugs and BeitImageProcessorFast label reduction are different subsystems and defects." + "reason": "Concrete Smollm3 RoPE-layer loss vs broad GLM-5 RoPE discussion; not the same bug." }, { - "left": "issue:43012", - "right": "issue:44683", + "left": "issue:36683", + "right": "issue:43475", "accept": false, - "reason": "Both mention compilation, but one is a warning on bfloat16 models and the other is a torch>=2.9 flex_attention failure." + "reason": "Gemma3Config missing vocab_size vs SAM3 output missing fpn_position_embeddings; both missing-attribute issues, but on different objects/models." }, { - "left": "issue:42757", - "right": "issue:43824", + "left": "issue:45276", + "right": "issue:46077", "accept": false, - "reason": "Different missing imports from different packages with different fixes and call sites." + "reason": "Gemma4 embedding resize propagation bug vs Gemma4 attention-mask bug; same model family, different subsystems and fixes." }, { - "left": "issue:42490", - "right": "issue:43012", + "left": "issue:43901", + "right": "issue:44655", "accept": false, - "reason": "Local-path import warning and bfloat16 compile warning are unrelated." + "reason": "Documentation mismatch for return_all_scores vs inability to save Pipeline objects; docs issue vs serialization bug." }, { - "left": "issue:43618", - "right": "issue:43761", + "left": "issue:43299", + "right": "issue:45753", "accept": false, - "reason": "Both are CLIP regressions, but one drops attentions and the other drops hidden_states; not the same behavior." + "reason": "Qwen3VL loading regression vs infinite-loop generation on a specific image; different symptoms and triggers." }, { - "left": "issue:43618", - "right": "issue:44380", + "left": "issue:42994", + "right": "issue:44655", "accept": false, - "reason": "CLIP output field regression is unrelated to GPT-2 attention scaling semantics." + "reason": "Quantized model saving failure vs pipeline save_pretrained failure; both save-related, but not the same code path." }, { - "left": "issue:44038", - "right": "issue:44230", + "left": "issue:42898", + "right": "issue:43066", "accept": false, - "reason": "Different Qwen3-VL-Moe problems: general loading bug vs FP8 inference support." + "reason": "Tokenization cleanup behavior change vs wrong tokenizer decoder type; distinct tokenizer regressions." }, { - "left": "issue:38617", - "right": "issue:43502", + "left": "issue:36010", + "right": "issue:42757", "accept": false, - "reason": "A missing import symbol and unwanted network requests under local_files_only are different bugs." + "reason": "Missing GenerationMixin import vs missing is_offline_mode import; separate import breakages." }, { - "left": "issue:44483", - "right": "issue:45290", + "left": "issue:44077", + "right": "issue:44380", "accept": false, - "reason": "Chat-completions API rejection and apply_chat_template tool-call crashes are different entry points." + "reason": "patchtsmixer post_init validation vs GPT2 attention scaling under SDPA/FlashAttention; unrelated." }, { - "left": "issue:44483", - "right": "issue:45381", + "left": "issue:36683", + "right": "issue:44077", "accept": false, - "reason": "API request acceptance and Qwen2.5-VL video vision_position_ids are unrelated failures." + "reason": "Gemma3Config attribute bug vs patchtsmixer post_init policy bug; no shared underlying issue." }, { - "left": "issue:43756", - "right": "issue:44485", + "left": "issue:43867", + "right": "issue:45216", "accept": false, - "reason": "Both mention RoPE, but the model/configuration defects are different and not mergeable into one fix." + "reason": "state_dict ordering load error vs Qwen3.5 save_pretrained regression; load-time vs save-time problems." }, { - "left": "issue:43299", - "right": "issue:43867", + "left": "issue:43352", + "right": "issue:43937", "accept": false, - "reason": "Qwen3VL MoE loading and sorted-state_dict load errors are separate loading-path bugs." + "reason": "Nemotron Flash Attention 2 support gap vs GLM-5 GenerationConfig invalid; different model setup issues." }, { - "left": "issue:43299", - "right": "issue:45753", + "left": "issue:43611", + "right": "issue:44655", "accept": false, - "reason": "Model-loading regression and image-specific infinite loop are unrelated." + "reason": "base_model_prefix loading regression vs pipeline save_pretrained failure; different persistence paths." }, { - "left": "issue:43901", - "right": "issue:44655", + "left": "issue:44625", + "right": "issue:46077", "accept": false, - "reason": "Documentation mismatch for return_all_scores and pipeline serialization failure are different issues." + "reason": "Qwen3.5 num_labels propagation bug vs Gemma4 bidirectional attention-mask bug; unrelated model-specific regressions." }, { - "left": "issue:45276", - "right": "issue:46077", + "left": "issue:43976", + "right": "issue:44938", "accept": false, - "reason": "Embedding resizing and bidirectional attention mask construction are different Gemma4 bugs." + "reason": "Python version compatibility bug vs Python 3.14 load failure; both compatibility-related, but not the same underlying issue." } ] }, @@ -14235,50 +14372,49 @@ { "label": "issue", "component_index": 1, - "component_count": 18, - "review_unit_index": 45, - "review_unit_count": 49, + "component_count": 17, + "review_unit_index": 46, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-414", + "cluster_id": "cluster-10000-426", "nodes": [ - "issue:36010", + "issue:28282", + "issue:33453", "issue:36296", "issue:36683", "issue:41669", "issue:42490", - "issue:42757", "issue:42890", - "issue:42898", - "issue:42994", "issue:43010", "issue:43064", - "issue:43066", "issue:43352", + "issue:43502", "issue:43525", "issue:43575", - "issue:43611", "issue:43618", "issue:43867", "issue:43931", - "issue:43937", "issue:43976", "issue:43992", + "issue:44062", "issue:44075", "issue:44077", + "issue:44112", "issue:44242", "issue:44246", - "issue:44263", "issue:44355", - "issue:44380", + "issue:44360", + "issue:44484", "issue:44492", - "issue:44625", - "issue:44655", "issue:44855", + "issue:44857", "issue:44938", + "issue:44964", + "issue:44977", "issue:45071", "issue:45216", "issue:45278", @@ -14289,34 +14425,24 @@ "issue:45440", "issue:45561", "issue:45593", + "issue:45600", "issue:45850", "issue:46002", "issue:46077", "issue:46082" ], "soft_pairs": [ - "issue:42994|issue:44655", - "issue:36010|issue:42757", - "issue:42898|issue:43066", - "issue:44077|issue:44380", - "issue:43352|issue:43937", - "issue:43867|issue:45216", - "issue:36683|issue:44077", - "issue:43611|issue:44655", - "issue:44625|issue:46077", - "issue:43976|issue:44938", "issue:46077|issue:46082", "issue:43352|issue:45593", "issue:36683|issue:43525", "issue:43618|issue:45216", - "issue:44263|issue:45440", "issue:36683|issue:44242", "issue:43352|issue:43931", "issue:43064|issue:44492", "issue:43010|issue:45278", "issue:43992|issue:45310", - "issue:43867|issue:45375", "issue:44355|issue:44855", + "issue:43867|issue:45375", "issue:41669|issue:44246", "issue:42890|issue:45561", "issue:36683|issue:43064", @@ -14325,243 +14451,240 @@ "issue:43010|issue:45850", "issue:44938|issue:45381", "issue:43010|issue:43976", + "issue:42490|issue:44075", "issue:43618|issue:44077", "issue:43992|issue:46002", - "issue:42490|issue:44075", - "issue:36296|issue:43575" + "issue:36296|issue:43575", + "issue:28282|issue:33453", + "issue:43867|issue:44484", + "issue:43618|issue:44857", + "issue:44360|issue:45440", + "issue:43618|issue:44977", + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:43502|issue:44062" ], - "prepared_review_unit_hash": "659923f8cd3f90101a57fd04b16b378368ea41468d70a68be844d52d467e8353", + "prepared_review_unit_hash": "34f818cc6c60d782ab02a4ec906a99ef497fe709d18330e0e7a7375b554e7390", "component_budget": { - "node_count": 414, - "item_count": 414, - "soft_pair_count": 1552, - "serialized_chars": 800272, - "estimated_input_tokens": 200068, - "estimated_eval_tokens": 400392 + "node_count": 426, + "item_count": 426, + "soft_pair_count": 1572, + "serialized_chars": 814130, + "estimated_input_tokens": 203533, + "estimated_eval_tokens": 407322 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 37351, - "estimated_input_tokens": 9338, - "estimated_eval_tokens": 18932 + "soft_pair_count": 32, + "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": "The cluster is dominated by unrelated Transformers v5 regression reports: import failures, model-loading/config issues, save_pretrained regressions, and a few training/runtime bugs. The soft pairs are mostly thematic similarities rather than true duplicates, so I would not merge any of them.", - "confidence": 0.7, - "canonical_issue_reason": "issue:45278 is the broadest concrete umbrella in this set: a v5 upgrade causing many import failures. It best represents the cluster\u2019s recurring version-regression theme without being as vague as the other broad reports.", + "summary": "This cluster is mostly a noisy mix of unrelated Transformers bug reports: import/load regressions, config attribute errors, model-specific generation/loading failures, and a few training/test issues. None of the soft pairs look like true duplicates or mergeable PR counterparts.", + "confidence": 0.46, + "canonical_issue_reason": "issue:45278 is the best umbrella representative: it\u2019s a concrete, broad regression report about many import errors after upgrading, which matches the cluster\u2019s general theme of release-related breakage better than the more model-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the most suitable issue to anchor this cluster because it is broad, concrete, and closest to the shared upgrade-breakage pattern across several items.", + "best_issue_reason": "issue:45278 is the most suitable global representative because it is broad, user-facing, and regression-oriented; it\u2019s the closest thing here to a cluster-level anchor, even though it is not a duplicate of the other issues.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:42994", - "right": "issue:44655", - "accept": false, - "reason": "Both involve saving, but one is quantized-model serialization and the other is Pipeline.save_pretrained. Different code paths and failure modes." - }, - { - "left": "issue:36010", - "right": "issue:42757", - "accept": false, - "reason": "Both are import errors, but they are missing different symbols from different packages. Same symptom, not the same bug." - }, - { - "left": "issue:42898", - "right": "issue:43066", - "accept": false, - "reason": "One is a v5 tokenization cleanup behavior change, the other is a tokenizer decoder type regression. Related area, different underlying issue." - }, - { - "left": "issue:44077", - "right": "issue:44380", - "accept": false, - "reason": "Unrelated failures: optional post_init handling vs GPT2 attention scaling being ignored. No shared concrete code path." - }, - { - "left": "issue:43352", - "right": "issue:43937", - "accept": false, - "reason": "Flash Attention support error for a model vs invalid GenerationConfig validation. Different subsystems." - }, - { - "left": "issue:43867", - "right": "issue:45216", - "accept": false, - "reason": "Both are loading/saving regressions, but one is a sorted state_dict load failure and the other is an incorrect Qwen3.5 checkpoint save. Not the same defect." - }, - { - "left": "issue:36683", - "right": "issue:44077", - "accept": false, - "reason": "A missing config attribute in Gemma3 is unrelated to patchtsmixer post_init restrictions. Only a superficial model/config similarity." - }, - { - "left": "issue:43611", - "right": "issue:44655", - "accept": false, - "reason": "base_model_prefix loading breakage and Pipeline.save_pretrained failure are separate serialization/loading paths." - }, - { - "left": "issue:44625", - "right": "issue:46077", - "accept": false, - "reason": "Qwen3.5 num_labels propagation and Gemma4 bidirectional attention masks are unrelated config bugs." - }, - { - "left": "issue:43976", - "right": "issue:44938", - "accept": false, - "reason": "Both mention Python version compatibility, but one is a 5.1.0/Python3.9+ mismatch and the other is a Python 3.14 import/load failure. Not the same bug." - }, { "left": "issue:46077", "right": "issue:46082", "accept": false, - "reason": "Different config validation problems: attention-mask construction vs rejecting explicit head_dim." + "reason": "Different config validation bugs for different model families: Gemma4 attention masking vs LlamaConfig head_dim handling." }, { "left": "issue:43352", "right": "issue:45593", "accept": false, - "reason": "Unsupported Flash Attention on Nemotron and missing auxiliary losses in D-FINE are unrelated model-specific issues." + "reason": "Unrelated model behaviors: Flash Attention support error vs D-FINE auxiliary-loss logic." }, { "left": "issue:36683", "right": "issue:43525", "accept": false, - "reason": "Both are missing config attributes, but for different models and different fields. Too broad to be a duplicate." + "reason": "Both are missing-config-attribute symptoms, but for different models and fields (vocab_size vs pad_token_id), so not the same bug." }, { "left": "issue:43618", "right": "issue:45216", "accept": false, - "reason": "CLIPOutput attentions assignment and Qwen3.5 checkpoint saving are distinct regressions." - }, - { - "left": "issue:44263", - "right": "issue:45440", - "accept": false, - "reason": "A torch.split indexing issue in GlmMoeDsaIndexer is unrelated to DeepSeekV3 implementation divergence." + "reason": "Different subsystems: CLIP output fields vs Qwen3.5 save_pretrained checkpoint corruption." }, { "left": "issue:36683", "right": "issue:44242", "accept": false, - "reason": "Gemma3Config missing vocab_size and load-balancing loss omission are different bugs in different model families." + "reason": "One is a config attribute error, the other is a MoE load-balancing loss computation bug." }, { "left": "issue:43352", "right": "issue:43931", "accept": false, - "reason": "Flash Attention unsupported for Nemotron is unrelated to Qwen3-VL weight-shape mismatch." + "reason": "Different concrete problems: unsupported Flash Attention path vs Qwen3-VL weight-shape mismatch while loading." }, { "left": "issue:43064", "right": "issue:44492", "accept": false, - "reason": "Trainer/FSDP2 optimizer state corruption and a cache-strategy typo are unrelated issues." + "reason": "Training/optimizer-state bug and a cache-strategy typo are unrelated." }, { "left": "issue:43010", "right": "issue:45278", "accept": false, - "reason": "No-grad decoration for cache updates and broad import failures are different problem areas." + "reason": "Cache update no-grad behavior and import-time regressions are different code paths and symptoms." }, { "left": "issue:43992", "right": "issue:45310", "accept": false, - "reason": "Missing embed_tokens.weight in UMT5Encoder and Qwen3.5 MoE from_pretrained errors are separate loading bugs." + "reason": "Different from_pretrained failures on different Qwen variants; not the same underlying loading bug." }, { - "left": "issue:43867", - "right": "issue:45375", + "left": "issue:44355", + "right": "issue:44855", "accept": false, - "reason": "Sorted state_dict load failure and missing deepstack_visual_indexes in config are not the same defect." + "reason": "Both involve import/runtime failures, but one is compiled-Python-file errors and the other is a Python 3.13 torch.jit parsing/IndentationError issue." }, { - "left": "issue:44355", - "right": "issue:44855", + "left": "issue:43867", + "right": "issue:45375", "accept": false, - "reason": "Compiled Python file loading errors and the Python 3.13 @torch.jit.script indentation parsing issue are distinct interpreter/codegen problems." + "reason": "Generic state_dict/load ordering trouble vs a missing config field dropped by @strict; different root causes." }, { "left": "issue:41669", "right": "issue:44246", "accept": false, - "reason": "Import-* performance cleanup and intermittent import slowdowns are related only at a very high level; not a duplicate." + "reason": "Related to import performance, but one is a proposed star-import cleanup and the other is intermittent slowness when importing transformers." }, { "left": "issue:42890", "right": "issue:45561", "accept": false, - "reason": "Missing set_seed in tests and xdist race on captured_info.txt are test-infrastructure issues, but different concrete failures." + "reason": "Both are test flakiness reports, but one is missing set_seed in a model integration test and the other is a pytest-xdist file race." }, { "left": "issue:36683", "right": "issue:43064", "accept": false, - "reason": "Gemma3Config missing vocab_size is not the same as FSDP2/PEFT optimizer state misalignment." + "reason": "Config attribute error and distributed training optimizer-state corruption are unrelated." }, { "left": "issue:44938", "right": "issue:45071", "accept": false, - "reason": "Both are version-compatibility regressions, but one is Python 3.14 loading and the other is type-checking breakage in v5.4.0." + "reason": "Python 3.14 import failure and PretrainedConfig type-checking breakage after v5.4.0 are different issues." }, { "left": "issue:43867", "right": "issue:45357", "accept": false, - "reason": "Generic load-model state_dict sorting failure and incorrect visual encoder save keys are different serialization bugs." + "reason": "Different save/load regressions: state_dict sorting vs incorrect visual encoder keys in Qwen3.5 save_pretrained." }, { "left": "issue:43010", "right": "issue:45850", "accept": false, - "reason": "The no_grad cache update proposal is a specific fix request, while 45850 is a vague broad complaint about many model breakages." + "reason": "A specific cache-method no-grad issue is not the same as the vague broad regression complaint about too many models breaking." }, { "left": "issue:44938", "right": "issue:45381", "accept": false, - "reason": "Python 3.14 load failure and Qwen2.5-VL video vision_position_ids are unrelated issues." + "reason": "Python-version load failure and Qwen2.5-VL video position-id bug are unrelated." }, { "left": "issue:43010", "right": "issue:43976", "accept": false, - "reason": "Cache update no_grad decoration and Python version support for 5.1.0 are unrelated." + "reason": "Cache update behavior and Python-version compatibility breakage are not the same bug." + }, + { + "left": "issue:42490", + "right": "issue:44075", + "accept": false, + "reason": "Import warning on local path handling vs optimizer SGD arguments not being used are unrelated." }, { "left": "issue:43618", "right": "issue:44077", "accept": false, - "reason": "CLIPOutput attentions regression and patchtsmixer post_init restrictions are different model-specific changes." + "reason": "CLIP attentions field regression and patchtsmixer post_init policy are separate changes." }, { "left": "issue:43992", "right": "issue:46002", "accept": false, - "reason": "UMT5Encoder missing weights and NaNs in classification heads after init/checkout are not the same bug." + "reason": "Different symptoms and code paths: missing encoder weights vs NaNs after checkout/init in classification heads." }, { - "left": "issue:42490", - "right": "issue:44075", + "left": "issue:36296", + "right": "issue:43575", "accept": false, - "reason": "Local-path trailing-slash import warning and ignored SGD args are unrelated." + "reason": "Both mention tensor parallelism, but one is a training bug while the other is an OOM on model loading; not the same underlying issue." }, { - "left": "issue:36296", - "right": "issue:43575", + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "ImportError about missing PyTorch and a tokenizer-loading regression are unrelated." + }, + { + "left": "issue:43867", + "right": "issue:44484", + "accept": false, + "reason": "Load-model failure from state_dict ordering is unrelated to the max_shard_size question." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "CLIP attentions regression and LwDetrImageLoss AMP/CUDA crash are different bugs." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "DSA indexer activation discussion and DeepseekV3MoE divergence are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:44977", + "accept": false, + "reason": "Different model-specific issues: CLIP output field regression vs Qwen3.5 flash-attention generation bug." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "A flaky CI test issue is not the same as a model-loading regression for Phi-4 multimodal." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Both are CI/test failures, but they affect different tests with different causes." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "Different CI failures: seed-related instability vs stale auto_mappings references." + }, + { + "left": "issue:43502", + "right": "issue:44062", "accept": false, - "reason": "Tensor parallel training bug and Qwen2-57B-A14B-A14B Instruct OOM are different runtime problems, not a single duplicate." + "reason": "Local-files-only network leakage and AddedToken special-arg duplication are unrelated loading/tokenizer bugs." } ] }, @@ -14575,23 +14698,24 @@ { "label": "issue", "component_index": 1, - "component_count": 18, - "review_unit_index": 46, - "review_unit_count": 49, + "component_count": 17, + "review_unit_index": 47, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-414", + "cluster_id": "cluster-10000-426", "nodes": [ - "issue:28282", "issue:30333", "issue:30990", "issue:31795", "issue:33453", "issue:34689", "issue:36296", + "issue:38617", + "issue:41628", "issue:42548", "issue:42757", "issue:42831", @@ -14601,14 +14725,14 @@ "issue:43232", "issue:43299", "issue:43502", + "issue:43526", "issue:43576", - "issue:43618", + "issue:43673", "issue:43723", + "issue:43824", "issue:43827", - "issue:43867", "issue:43874", - "issue:44062", - "issue:44112", + "issue:43901", "issue:44222", "issue:44230", "issue:44315", @@ -14616,43 +14740,33 @@ "issue:44355", "issue:44360", "issue:44387", - "issue:44484", "issue:44485", + "issue:44492", "issue:44556", "issue:44655", "issue:44749", - "issue:44857", + "issue:44908", "issue:44961", - "issue:44964", - "issue:44977", "issue:45071", "issue:45125", "issue:45341", "issue:45375", - "issue:45440", + "issue:45468", "issue:45478", - "issue:45600", - "issue:46132" + "issue:46132", + "issue:46143", + "issue:46144" ], "soft_pairs": [ - "issue:28282|issue:33453", - "issue:43867|issue:44484", - "issue:43618|issue:44857", - "issue:44360|issue:45440", - "issue:43618|issue:44977", - "issue:42890|issue:44964", - "issue:42890|issue:44112", - "issue:42890|issue:45600", - "issue:43502|issue:44062", + "issue:44387|issue:44556", "issue:43576|issue:46132", "issue:43723|issue:44556", - "issue:44387|issue:44556", - "issue:42548|issue:44351", "issue:42890|issue:45341", - "issue:43010|issue:43065", "issue:44222|issue:45125", - "issue:43502|issue:44485", + "issue:42548|issue:44351", + "issue:43010|issue:43065", "issue:44355|issue:44749", + "issue:43502|issue:44485", "issue:45125|issue:45478", "issue:30333|issue:33453", "issue:43010|issue:43232", @@ -14663,266 +14777,254 @@ "issue:42831|issue:43874", "issue:44315|issue:44360", "issue:43502|issue:44961", - "issue:43827|issue:44961", "issue:30333|issue:36296", + "issue:43827|issue:44961", "issue:44355|issue:45071", "issue:44355|issue:44655", "issue:33453|issue:34689", "issue:42757|issue:43576", - "issue:43576|issue:45071", "issue:44222|issue:44230", - "issue:33453|issue:36296" - ], - "prepared_review_unit_hash": "736a8e2a852d9fe0084970f99dbbebf6357114db6da7d9835fadbb6ec5408569", - "component_budget": { - "node_count": 414, - "item_count": 414, - "soft_pair_count": 1552, - "serialized_chars": 800272, - "estimated_input_tokens": 200068, - "estimated_eval_tokens": 400392 - }, - "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 37, - "serialized_chars": 38152, - "estimated_input_tokens": 9538, - "estimated_eval_tokens": 19332 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": { - "summary": "This cluster is very heterogeneous. The soft pairs mostly share only broad wording like \u201cv5\u201d, \u201cloading\u201d, or \u201cregression\u201d, but they point to different code paths, models, or tooling issues. I would not merge any of the soft edges.", - "confidence": 0.76, - "canonical_issue_reason": "issue:43723 is the broadest, most user-facing loading regression in the set and best fits the loose v5 breakage theme, even though the overall cluster is too mixed for a strong duplicate canonical.", - "canonical_pr_reason": null, - "best_issue_reason": "issue:43723 is the clearest general anchor: it is concrete, actionable, and broadly about v5 tokenizer loading breakage rather than a model-specific or test-only failure.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:28282", - "right": "issue:33453", - "accept": false, - "reason": "Missing PyTorch import error vs tokenizer-loading regression; same general area, different bug." - }, - { - "left": "issue:43867", - "right": "issue:44484", - "accept": false, - "reason": "State-dict load ordering issue vs a save_pretrained shard-size question; unrelated root causes." - }, - { - "left": "issue:43618", - "right": "issue:44857", - "accept": false, - "reason": "CLIP attentions regression vs LwDetr AMP/CUDA crash; different models and failures." - }, - { - "left": "issue:44360", - "right": "issue:45440", - "accept": false, - "reason": "DSA indexer/ReLU discussion vs DeepseekV3MoE implementation divergence; not the same bug." - }, - { - "left": "issue:43618", - "right": "issue:44977", - "accept": false, - "reason": "CLIP attentions assignment bug vs Qwen3.5 flash-attention generation bug; different code paths." - }, - { - "left": "issue:42890", - "right": "issue:44964", - "accept": false, - "reason": "Flaky integration test from missing seed vs Phi-4 multimodal load failure; unrelated." - }, - { - "left": "issue:42890", - "right": "issue:44112", - "accept": false, - "reason": "Test flakiness vs CI stale device override failure; both test-related, but not the same issue." - }, - { - "left": "issue:42890", - "right": "issue:45600", - "accept": false, - "reason": "Missing set_seed flake vs auto_mappings CI break; different causes." - }, + "issue:43576|issue:45071", + "issue:33453|issue:36296", + "issue:43576|issue:43824", + "issue:41628|issue:42548", + "issue:31795|issue:38617", + "issue:44961|issue:45468", + "issue:38617|issue:43576", + "issue:46143|issue:46144", + "issue:44908|issue:44961", + "issue:43673|issue:44492", + "issue:44485|issue:44961", + "issue:36296|issue:43901", + "issue:41628|issue:44355", + "issue:36296|issue:43526" + ], + "prepared_review_unit_hash": "368ed1501997938eca69fdba49e86073ef6fe4dd138f6471219c53281eed9808", + "component_budget": { + "node_count": 426, + "item_count": 426, + "soft_pair_count": 1572, + "serialized_chars": 814130, + "estimated_input_tokens": 203533, + "estimated_eval_tokens": 407322 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 40, + "serialized_chars": 39055, + "estimated_input_tokens": 9764, + "estimated_eval_tokens": 19784 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a grab bag of unrelated Transformers issues, but several are centered on v5 loading/import regressions. The broadest and most representative issue is the checkpoint reload regression after upgrading from v4.57 to v5.x.", + "confidence": 0.58, + "canonical_issue_reason": "Issue 44556 is the clearest, broad user-facing v5 regression in the set: checkpoints trained on v4.57 fail to reload on v5.2/v5.3. It is more central than the narrower model-, tokenizer-, or docs-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "44556 is the best overall issue to anchor the cluster because it describes a concrete, high-impact version-upgrade loading failure with good duplicate potential across nearby regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ { - "left": "issue:43502", - "right": "issue:44062", + "left": "issue:44387", + "right": "issue:44556", "accept": false, - "reason": "local_files_only network leakage vs AddedToken kwarg collision; unrelated failures." + "reason": "Different failures: int4 quantization OOM/memory pressure vs checkpoint reload breakage after version upgrade." }, { "left": "issue:43576", "right": "issue:46132", "accept": false, - "reason": "v5 env command breakage vs AttentionInterface.register behavior change; different features." + "reason": "Unrelated bugs: CLI env command regression vs AttentionInterface.register changing function behavior." }, { "left": "issue:43723", "right": "issue:44556", "accept": false, - "reason": "Both are loading regressions, but tokenizer.from_pretrained failure and checkpoint reload failure are distinct paths." + "reason": "Both are loading-related, but tokenizer loading and checkpoint reload are different code paths and likely different bugs." }, { - "left": "issue:44387", - "right": "issue:44556", + "left": "issue:42890", + "right": "issue:45341", "accept": false, - "reason": "Int4 memory regression vs checkpoint reload regression; different symptoms and fixes." + "reason": "Both mention testing, but one is a flaky integration test and the other is a generic testing_utils bug with no clear shared underlying defect." }, { - "left": "issue:42548", - "right": "issue:44351", + "left": "issue:44222", + "right": "issue:45125", "accept": false, - "reason": "Import errors for different symbols from different packages; not duplicates." + "reason": "Different MoE issues: FP8 save_pretrained behavior vs missing tensor-parallel plan for a specific model class." }, { - "left": "issue:42890", - "right": "issue:45341", + "left": "issue:42548", + "right": "issue:44351", "accept": false, - "reason": "SamHQ test flake vs a testing_utils bug; different scopes." + "reason": "Both are import errors, but for different exported symbols and likely different missing-export regressions." }, { "left": "issue:43010", "right": "issue:43065", "accept": false, - "reason": "@no_grad cache update fix vs dummy Conv2d in Sam3PixelDecoder; unrelated changes." + "reason": "Unrelated: no_grad/cache update semantics vs a dummy Conv2d in Sam3PixelDecoder." }, { - "left": "issue:44222", - "right": "issue:45125", + "left": "issue:44355", + "right": "issue:44749", "accept": false, - "reason": "FP8 save_pretrained bug vs missing tensor-parallel plan; same broad area, different concrete problems." + "reason": "Different symptoms and subsystems: compiled Python file execution errors vs a performance regression during filtering." }, { "left": "issue:43502", "right": "issue:44485", "accept": false, - "reason": "Network call leakage vs GLM-5 RoPE discussion; no shared bug." - }, - { - "left": "issue:44355", - "right": "issue:44749", - "accept": false, - "reason": "Compiled Python file errors vs slower filtering after upgrade; different symptoms." + "reason": "No shared bug: offline/local-file request handling vs GLM-5 RoPE implementation." }, { "left": "issue:45125", "right": "issue:45478", "accept": false, - "reason": "Missing _tp_plan vs Qwen3.5 Moe from_pretrained error; related family, but not the same fixable bug." + "reason": "Same model family, but one is a missing _tp_plan/tensor-parallel issue and the other is a generic from_pretrained error; not enough to treat as the same bug." }, { "left": "issue:30333", "right": "issue:33453", "accept": false, - "reason": "MLflow reporting failure vs tokenizer loading regression; unrelated." + "reason": "Training-job MLflow reporting vs tokenizer loading regression are unrelated." }, { "left": "issue:43010", "right": "issue:43232", "accept": false, - "reason": "Cache update no_grad fix vs generation kwarg-sync issue; different code paths." + "reason": "Different generation/cache issues: no_grad decoration for cache updates vs _update_model_kwargs_for_generation after sync_gpus." }, { "left": "issue:45125", "right": "issue:45375", "accept": false, - "reason": "Missing tensor-parallel plan vs missing config field; different model metadata bugs." + "reason": "Both are Qwen3_5Moe-related, but one is tensor parallelism and the other is a missing config field silently dropped by strict parsing." }, { "left": "issue:30990", "right": "issue:31795", "accept": false, - "reason": "Sentence-Transformers loading stall vs documentation confusion; not duplicates." + "reason": "Unrelated: model loading hangs vs documentation confusion for forward arguments." }, { "left": "issue:43502", "right": "issue:44222", "accept": false, - "reason": "local_files_only API leakage vs FP8 save_pretrained bug; different features." + "reason": "Different code paths: offline API suppression vs FP8 MoE save_pretrained behavior." }, { "left": "issue:43299", "right": "issue:44556", "accept": false, - "reason": "Both are model-loading regressions, but they affect different model families and likely need different fixes." + "reason": "Both are v5 loading regressions, but they target different models and likely different failure causes." }, { "left": "issue:42831", "right": "issue:43874", "accept": false, - "reason": "FP8 accuracy issue vs missing image-patch-count method; different underlying defects." + "reason": "Different bugs: FP8 accuracy issue vs missing image patch-count method in an image processor." }, { "left": "issue:44315", "right": "issue:44360", "accept": false, - "reason": "Liger Kernel not applied via model_init vs DSA indexer ReLU discussion; unrelated." + "reason": "Unrelated: Liger Kernel application issue vs a DSA indexer ReLU discussion." }, { "left": "issue:43502", "right": "issue:44961", "accept": false, - "reason": "Real bug vs placeholder title; no duplicate signal." + "reason": "No substantive overlap; local_files_only behavior is unrelated to the placeholder racoon issue." }, { - "left": "issue:43827", - "right": "issue:44961", + "left": "issue:30333", + "right": "issue:36296", "accept": false, - "reason": "Docs still mention pipeline() vs placeholder title; not a duplicate pair." + "reason": "Training failure reporting vs tensor-parallel training bug are different problems." }, { - "left": "issue:30333", - "right": "issue:36296", + "left": "issue:43827", + "right": "issue:44961", "accept": false, - "reason": "MLflow reporting bug vs tensor-parallel training bug; different subsystems." + "reason": "Docs mentioning pipeline() after removals is unrelated to the racoon issue." }, { "left": "issue:44355", "right": "issue:45071", "accept": false, - "reason": "Compiled-file runtime errors vs PretrainedConfig type-checking regression; different problems." + "reason": "Compiled-file execution errors and PretrainedConfig type checking are unrelated regressions." }, { "left": "issue:44355", "right": "issue:44655", "accept": false, - "reason": "Compiled-file runtime errors vs pipeline save_pretrained problem; unrelated." + "reason": "Different issues: compiled Python file handling vs inability to save Pipeline objects." }, { "left": "issue:33453", "right": "issue:34689", "accept": false, - "reason": "Tokenizer-loading regression vs Llama 3.2 model-loading regression; similar wording, different concrete failures." + "reason": "Both are loading regressions, but one is tokenizer loading and the other is model loading for a specific Llama vision model." }, { "left": "issue:42757", "right": "issue:43576", "accept": false, - "reason": "Missing export from huggingface_hub vs broken transformers env command; distinct bugs." + "reason": "Different breakages: huggingface_hub export/import issue vs v5 env command regression." + }, + { + "left": "issue:43502", + "right": "issue:44230", + "accept": false, + "reason": "Offline request suppression is unrelated to fp8 inference support for Qwen3-VL/Qwen3.5 MoE." }, { "left": "issue:43576", "right": "issue:45071", "accept": false, - "reason": "CLI env regression vs config type-checking regression; not the same issue." + "reason": "Both are v5 breakages, but one is the env command and the other is PretrainedConfig typing; not the same bug." }, { - "left": "issue:44222", - "right": "issue:44230", + "left": "issue:43576", + "right": "issue:43824", "accept": false, - "reason": "FP8 save_pretrained bug vs FP8 inference support request/bug; related area but not one fix." + "reason": "Different failures: broken env command vs missing Qwen2_5_VLForConditionalGeneration export." }, { - "left": "issue:33453", - "right": "issue:36296", + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Different missing exports: AutoImageProcessor vs PreTrainedModel." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Docs confusion about forward args is unrelated to an ImportError for layer_type_validation." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "No shared underlying bug; racoon is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:38617", + "right": "issue:43576", + "accept": false, + "reason": "ImportError for a utility symbol is not the same as the broken env command." + }, + { + "left": "issue:46143", + "right": "issue:46144", "accept": false, - "reason": "Tokenizer-loading regression vs tensor-parallel training bug; different root causes and code paths." + "reason": "Related RoFormer area, but one is kwargs propagation and the other is attention-interface usage; not clearly the same concrete bug." } ] }, @@ -14936,80 +15038,68 @@ { "label": "issue", "component_index": 1, - "component_count": 18, - "review_unit_index": 47, - "review_unit_count": 49, + "component_count": 17, + "review_unit_index": 48, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-414", + "cluster_id": "cluster-10000-426", "nodes": [ "issue:31795", - "issue:36296", - "issue:38617", - "issue:41628", + "issue:33453", "issue:41669", "issue:42371", - "issue:42548", "issue:42890", "issue:43352", "issue:43408", "issue:43525", - "issue:43526", "issue:43572", "issue:43576", "issue:43673", - "issue:43824", - "issue:43901", + "issue:43827", + "issue:43874", "issue:43976", "issue:44038", + "issue:44077", "issue:44230", "issue:44246", - "issue:44261", "issue:44273", "issue:44295", "issue:44297", "issue:44315", - "issue:44355", + "issue:44351", "issue:44360", "issue:44393", - "issue:44485", "issue:44492", "issue:44556", "issue:44623", + "issue:44655", "issue:44704", + "issue:44829", + "issue:44861", "issue:44908", - "issue:44961", + "issue:44945", "issue:45003", "issue:45071", "issue:45092", "issue:45125", "issue:45230", "issue:45278", + "issue:45341", "issue:45362", "issue:45468", + "issue:45478", "issue:45542", "issue:45753", "issue:45850", "issue:46095" ], "soft_pairs": [ - "issue:43576|issue:43824", - "issue:41628|issue:42548", - "issue:31795|issue:38617", - "issue:44961|issue:45468", - "issue:38617|issue:43576", - "issue:44908|issue:44961", - "issue:43673|issue:44492", - "issue:44485|issue:44961", - "issue:36296|issue:43901", - "issue:41628|issue:44355", - "issue:36296|issue:43526", "issue:45362|issue:45850", "issue:44623|issue:45230", - "issue:44261|issue:44360", "issue:44273|issue:45542", "issue:44273|issue:45003", "issue:44038|issue:45125", @@ -15017,280 +15107,257 @@ "issue:44393|issue:45753", "issue:44230|issue:46095", "issue:43576|issue:44556", - "issue:41669|issue:43673", "issue:43525|issue:45850", + "issue:41669|issue:43673", "issue:44556|issue:45092", "issue:43572|issue:45850", "issue:44492|issue:45850", "issue:42371|issue:44492", "issue:45278|issue:45850", - "issue:42890|issue:44908", "issue:44246|issue:44273", + "issue:42890|issue:44908", "issue:44704|issue:44908", "issue:43408|issue:44315", "issue:43976|issue:44393", "issue:43352|issue:44393", - "issue:43576|issue:44908", "issue:44297|issue:45230", + "issue:43576|issue:44908", "issue:44295|issue:45230", - "issue:44908|issue:45071" + "issue:44908|issue:45071", + "issue:41669|issue:44351", + "issue:41669|issue:45341", + "issue:44492|issue:44945", + "issue:43874|issue:45850", + "issue:44393|issue:45478", + "issue:44077|issue:44861", + "issue:43827|issue:44908", + "issue:41669|issue:44908", + "issue:31795|issue:33453", + "issue:44315|issue:44829", + "issue:43576|issue:44273", + "issue:44360|issue:45468", + "issue:44655|issue:44861" ], - "prepared_review_unit_hash": "cbc8b9166ba34a4ffa013b9da34de4989b09fe92509b3e0785279957ea74b557", + "prepared_review_unit_hash": "ce64b5014b463eadf06df366b01c7c716c56a10b6e3ded32d2ec58aceb8db9f1", "component_budget": { - "node_count": 414, - "item_count": 414, - "soft_pair_count": 1552, - "serialized_chars": 800272, - "estimated_input_tokens": 200068, - "estimated_eval_tokens": 400392 + "node_count": 426, + "item_count": 426, + "soft_pair_count": 1572, + "serialized_chars": 814130, + "estimated_input_tokens": 203533, + "estimated_eval_tokens": 407322 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 38, - "serialized_chars": 38435, - "estimated_input_tokens": 9609, - "estimated_eval_tokens": 19474 + "soft_pair_count": 39, + "serialized_chars": 38833, + "estimated_input_tokens": 9709, + "estimated_eval_tokens": 19674 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated Transformers v5 regressions: import failures, loading/lazy-loading issues, model-specific config bugs, and a few docs/test reports. None of the soft pairs looks like the same concrete bug/change, so I would not merge any of them as duplicates. The broadest umbrella issue is the general v5 breakage report.", - "confidence": 0.48, - "canonical_issue_reason": "Issue 45850 is the broadest umbrella in the set: it explicitly frames a general 'v5 breaks too many models' regression, which is the best catch-all for the cluster\u2019s version-5 compatibility complaints.", + "summary": "This cluster is mostly a grab bag of Transformers v5 regression reports: import/lazy-loading breakages, model-specific config/load errors, cache/generation issues, and a few docs/test-only items. They share a broad release-regression theme, but none of the listed soft pairs look like the same underlying bug/change.", + "confidence": 0.9, + "canonical_issue_reason": "issue:45278 is the best umbrella issue: it captures the broad post-upgrade breakage theme ('many import errors after update from 4.57.0 to 5.5.0') and is more concrete than the very generic 'breaks too many models' report.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45850 is the most suitable global representative because it is the broadest open regression report and can anchor follow-up links to more specific v5 breakages.", + "best_issue_reason": "issue:45278 is the strongest global issue candidate because it is broad enough to represent the cluster while still describing a concrete, user-visible regression after a version upgrade.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43576", - "right": "issue:43824", - "accept": false, - "reason": "Both are v5-related, but one is a broken `transformers env` command and the other is an ImportError for a specific model class; different bugs." - }, - { - "left": "issue:41628", - "right": "issue:42548", - "accept": false, - "reason": "These are different missing imports (`AutoImageProcessor` vs `PreTrainedModel`) and do not point to the same failure path." - }, - { - "left": "issue:31795", - "right": "issue:38617", - "accept": false, - "reason": "Documentation confusion in `model.forward` is unrelated to an ImportError for `layer_type_validation`." - }, - { - "left": "issue:44961", - "right": "issue:45468", - "accept": false, - "reason": "A meaningless title (`racoon`) does not match the Gemma-4 audio positional encoding bug." - }, - { - "left": "issue:38617", - "right": "issue:43576", - "accept": false, - "reason": "One is a specific import failure, the other is a broken CLI command; only a broad v5 theme is shared." - }, - { - "left": "issue:44908", - "right": "issue:44961", - "accept": false, - "reason": "The scheduler kwargs bug has nothing to do with the unrelated `racoon` issue." - }, - { - "left": "issue:43673", - "right": "issue:44492", - "accept": false, - "reason": "Chunked-prefill cache missing is a runtime bug; the cache-strategies item is just a typo/wording issue." - }, - { - "left": "issue:44485", - "right": "issue:44961", - "accept": false, - "reason": "GLM-5 RoPE implementation and `racoon` are clearly unrelated." - }, - { - "left": "issue:36296", - "right": "issue:43901", - "accept": false, - "reason": "Tensor-parallel training is unrelated to a documentation mismatch about `return_all_scores`." - }, - { - "left": "issue:41628", - "right": "issue:44355", - "accept": false, - "reason": "A missing `AutoImageProcessor` import and errors in compiled Python files are different problems." - }, - { - "left": "issue:36296", - "right": "issue:43526", - "accept": false, - "reason": "Tensor-parallel training and `BeitImageProcessorFast.reduce_labels` are different code paths." - }, { "left": "issue:45362", "right": "issue:45850", "accept": false, - "reason": "Both are broad regression complaints, but one is a specific Qwen3.5 chat crash and the other is a general v5 breakage meta-report." + "reason": "Both mention Qwen/model breakage, but one is a specific chat crash and the other is a generic complaint about v5. They are not the same underlying bug." }, { "left": "issue:44623", "right": "issue:45230", "accept": false, - "reason": "`processor.save_pretrained(...)` missing files is a concrete bug; `Bug report` is too vague to be the same issue." - }, - { - "left": "issue:44261", - "right": "issue:44360", - "accept": false, - "reason": "MLA layernorm precision/config issue and a DSA indexer ReLU omission are unrelated." + "reason": "One is about processor.save_pretrained missing files; the other is an empty 'Bug report' with no concrete matching failure. Not enough evidence of the same bug." }, { "left": "issue:44273", "right": "issue:45542", "accept": false, - "reason": "Lazy loading malfunction and a TensorBoard-without-TensorFlow backend error are different failures." + "reason": "Lazy loading/import mechanics vs a TensorFlow backend error from tensorboard-only installs are different failures." }, { "left": "issue:44273", "right": "issue:45003", "accept": false, - "reason": "Lazy loading and unsafe `sys.modules` access may be adjacent internals, but they are not the same concrete bug." + "reason": "Both touch import/loading behavior, but one reports lazy loading not working and the other unsafe sys.modules access; related area, not the same bug." }, { "left": "issue:44038", "right": "issue:45125", "accept": false, - "reason": "A Qwen3-VL bug report and missing `_tp_plan` for Qwen3_5Moe tensor parallelism are different model-specific issues." + "reason": "Different models and different symptoms: Qwen3-VL-Moe bug vs missing _tp_plan for tensor parallelism." }, { "left": "issue:44393", "right": "issue:45071", "accept": false, - "reason": "A Qwen3-VL 2D bbox error is unrelated to `PretrainedConfig` type-checking breakage." + "reason": "Qwen3-VL bounding-box output error is unrelated to PretrainedConfig type-checking regressions." }, { "left": "issue:44393", "right": "issue:45753", "accept": false, - "reason": "Both mention Qwen3-VL/Qwen3_5, but one is bounding-box output corruption and the other is an infinite loop on a specific image; not the same bug." + "reason": "Both are Qwen3-VL-family issues, but one is bbox output corruption and the other is an infinite loop on a specific image; different concrete bugs." }, { "left": "issue:44230", "right": "issue:46095", "accept": false, - "reason": "FP8 inference support for Qwen models and a DeepSeekV4 weight-conversion question are unrelated." + "reason": "FP8 inference support for Qwen models and a DeepSeek weight-conversion question are unrelated." }, { "left": "issue:43576", "right": "issue:44556", "accept": false, - "reason": "Broken `transformers env` and inability to reload old checkpoints after upgrading are separate regression classes." + "reason": "The env command regression and checkpoint reload incompatibility are separate v5 issues." }, { - "left": "issue:41669", - "right": "issue:43673", + "left": "issue:43525", + "right": "issue:45850", "accept": false, - "reason": "Import-time `import *` slowdown and missing GenerationMixin cache in chunked prefill are unrelated." + "reason": "A missing pad_token_id on Llama4Config is a specific config bug, not the same as a generic 'many models break' report." }, { - "left": "issue:43525", - "right": "issue:45850", + "left": "issue:41669", + "right": "issue:43673", "accept": false, - "reason": "Missing `pad_token_id` in Llama4Config is a specific model config bug, not the same as the broad v5 breakage complaint." + "reason": "Import-star cleanup/performance complaint and a missing GenerationMixin cache in chunked prefill are different problems." }, { "left": "issue:44556", "right": "issue:45092", "accept": false, - "reason": "Both are checkpoint-compatibility issues after v5, but they affect different model families and likely different load paths." + "reason": "Both are upgrade/load failures, but one is checkpoint reload compatibility and the other is remote-code/meta-init incompatibility; not the same issue." }, { "left": "issue:43572", "right": "issue:45850", "accept": false, - "reason": "StableLmConfig missing `pad_token_idx` is a specific config regression, not the same as the generic v5 complaint." + "reason": "Missing pad_token_idx in StableLmConfig is a model-specific config regression, not the same as a broad v5-breakage umbrella." }, { "left": "issue:44492", "right": "issue:45850", "accept": false, - "reason": "A typo in cache-strategy docs/code is not the same as broad model breakage." + "reason": "A typo in cache strategies is too narrow and unrelated to the broad 'breaks too many models' complaint." }, { "left": "issue:42371", "right": "issue:44492", "accept": false, - "reason": "TF32 settings behavior and cache-strategies typo are unrelated." + "reason": "TF32 API guidance and a cache-strategy typo are unrelated." }, { "left": "issue:45278", "right": "issue:45850", "accept": false, - "reason": "The import-errors-on-upgrade report is related at a high level, but it is still a different concrete problem than the generic 'many models break' meta-issue." + "reason": "Both are broad v5 regressions, but one is specifically about import errors after upgrade while the other is a generic complaint about many models. They overlap in theme, not the same bug." }, { - "left": "issue:42890", - "right": "issue:44908", + "left": "issue:44246", + "right": "issue:44273", "accept": false, - "reason": "A missing `set_seed()` in tests is unrelated to scheduler kwargs handling." + "reason": "Slow imports and broken lazy loading are related symptoms, but not the same underlying defect." }, { - "left": "issue:44246", - "right": "issue:44273", + "left": "issue:42890", + "right": "issue:44908", "accept": false, - "reason": "Slow import timing and broken lazy loading are both import-related, but they are not the same underlying bug." + "reason": "A missing set_seed in tests and an inverse_sqrt scheduler kwarg bug are unrelated." }, { "left": "issue:44704", "right": "issue:44908", "accept": false, - "reason": "Both mention kwargs, but one is `AutoProcessor.from_pretrained` not forwarding them and the other is an LR scheduler ignoring them." + "reason": "AutoProcessor.from_pretrained kwarg propagation and scheduler timescale handling are different code paths." }, { "left": "issue:43408", "right": "issue:44315", "accept": false, - "reason": "A model-type mismatch warning and Liger Kernel not applying under `model_init` are different issues." + "reason": "A model-type mismatch warning and Liger kernel application with model_init are unrelated." }, { "left": "issue:43976", "right": "issue:44393", "accept": false, - "reason": "Python-version compatibility breakage is unrelated to a Qwen3-VL bounding-box hallucination/error." + "reason": "Python version support problems and a Qwen3-VL output bug are not the same issue." }, { "left": "issue:43352", "right": "issue:44393", "accept": false, - "reason": "Flash Attention 2 support for Nemotron and Qwen3-VL bbox output problems are different model features and bugs." + "reason": "Flash Attention 2 support gating for Nemotron is unrelated to Qwen3-VL bounding-box failures." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer class mismatch on save_pretrained is unrelated to a generic bug report placeholder." }, { "left": "issue:43576", "right": "issue:44908", "accept": false, - "reason": "Broken `transformers env` and scheduler kwargs ignored do not share the same code path." + "reason": "A broken env command and a scheduler kwarg bug are different failures." }, { - "left": "issue:44297", - "right": "issue:45230", + "left": "issue:41669", + "right": "issue:44351", "accept": false, - "reason": "Tokenizer config mismatch and a generic bug report are not the same issue." + "reason": "Import-star cleanup and missing HybridCache import are both import-related, but not the same bug." }, { - "left": "issue:44295", - "right": "issue:45230", + "left": "issue:41669", + "right": "issue:45341", "accept": false, - "reason": "Position_ids buffer read errors are unrelated to the vague bug report." + "reason": "Import-star usage in models and a testing_utils bug are unrelated." }, { - "left": "issue:44908", - "right": "issue:45071", + "left": "issue:44492", + "right": "issue:44945", + "accept": false, + "reason": "A cache-strategy typo and incorrect pipeline-parallel output are different code paths." + }, + { + "left": "issue:43874", + "right": "issue:45850", + "accept": false, + "reason": "Missing image-processor method for GLM46V is a specific multimodal bug, not the same as a broad v5 regression complaint." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Different model families and different failures: Qwen3-VL bbox output vs Qwen3.5 Moe from_pretrained error." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Optional post_init validation and _tied_weights_keys handling are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Docs still referencing pipeline() and a scheduler kwargs bug do not share the same underlying defect." + }, + { + "left": "issue:41669", + "right": "issue:44908", "accept": false, - "reason": "Scheduler kwargs handling and `PretrainedConfig` type-checking breakage are unrelated." + "reason": "Import-star cleanup/performance and inverse_sqrt scheduler kwargs are unrelated." } ] }, @@ -15304,54 +15371,52 @@ { "label": "issue", "component_index": 1, - "component_count": 18, - "review_unit_index": 48, - "review_unit_count": 49, + "component_count": 17, + "review_unit_index": 49, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-414", + "cluster_id": "cluster-10000-426", "nodes": [ + "issue:30333", "issue:31515", "issue:31795", "issue:33453", "issue:34689", + "issue:36296", "issue:37428", "issue:38617", "issue:41669", "issue:42371", "issue:42913", + "issue:42936", "issue:43066", + "issue:43240", "issue:43298", "issue:43502", "issue:43519", "issue:43525", "issue:43572", - "issue:43576", "issue:43606", "issue:43618", + "issue:43668", "issue:43704", - "issue:43827", - "issue:43874", - "issue:44077", + "issue:43717", + "issue:43813", + "issue:44031", "issue:44230", "issue:44261", "issue:44263", "issue:44273", "issue:44315", - "issue:44351", - "issue:44360", - "issue:44393", "issue:44485", "issue:44492", "issue:44623", - "issue:44655", - "issue:44829", "issue:44861", "issue:44908", - "issue:44945", "issue:44998", "issue:45092", "issue:45230", @@ -15359,25 +15424,15 @@ "issue:45310", "issue:45341", "issue:45468", - "issue:45478", "issue:45850", - "issue:46095" + "issue:46018", + "issue:46095", + "issue:46144", + "issue:46172" ], "soft_pairs": [ - "issue:41669|issue:44351", - "issue:41669|issue:45341", - "issue:44492|issue:44945", - "issue:43874|issue:45850", - "issue:44393|issue:45478", - "issue:44077|issue:44861", - "issue:43827|issue:44908", - "issue:41669|issue:44908", - "issue:31795|issue:33453", - "issue:44315|issue:44829", - "issue:43576|issue:44273", - "issue:44360|issue:45468", - "issue:44655|issue:44861", "issue:45230|issue:45310", + "issue:46018|issue:46172", "issue:44273|issue:44908", "issue:43519|issue:44485", "issue:43519|issue:44908", @@ -15405,234 +15460,178 @@ "issue:43525|issue:44861", "issue:43572|issue:44861", "issue:31515|issue:38617", - "issue:44230|issue:44623" + "issue:44230|issue:44623", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:31515|issue:31795", + "issue:44230|issue:45310", + "issue:31515|issue:33453", + "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:43240|issue:43668", + "issue:43668|issue:43813" ], - "prepared_review_unit_hash": "6811cc7eba357048bca7c967009d8d1285b6da2c66f46ffdb0cf161aa4987ff2", + "prepared_review_unit_hash": "6012be437a33d4bc8529a323a59a1ff16efdea83bad23fc6900382031d6fea02", "component_budget": { - "node_count": 414, - "item_count": 414, - "soft_pair_count": 1552, - "serialized_chars": 800272, - "estimated_input_tokens": 200068, - "estimated_eval_tokens": 400392 + "node_count": 426, + "item_count": 426, + "soft_pair_count": 1572, + "serialized_chars": 814130, + "estimated_input_tokens": 203533, + "estimated_eval_tokens": 407322 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 42, - "serialized_chars": 39658, - "estimated_input_tokens": 9915, - "estimated_eval_tokens": 20086 + "soft_pair_count": 46, + "serialized_chars": 40652, + "estimated_input_tokens": 10163, + "estimated_eval_tokens": 20582 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly noisy false-positive similarity across unrelated Transformers issues. The clearest representative is the Qwen3.5 MoE from_pretrained regression; the later same-title report looks like the closest duplicate anchor. No PRs are present.", - "confidence": 0.69, - "canonical_issue_reason": "issue:45310 is the earliest concrete report of a specific from_pretrained regression for Qwen3.5 Moe and is the best anchor for the duplicated same-title follow-up.", + "summary": "This cluster is mostly a loose set of Transformers v5 regression reports, especially model-loading/tokenizer/config breakages, but the individual issues are still distinct. No pull requests are present.", + "confidence": 0.51, + "canonical_issue_reason": "Issue 45850 is the best umbrella for the cluster because it explicitly describes broad Transformers 5.0 model breakage, matching the shared regression theme better than the narrower, model-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the most useful issue to keep as the representative bug report: specific, version-scoped, and directly tied to a reproducible model-loading failure.", + "best_issue_reason": "45850 is the strongest anchor for duplicate triage: open, broad, and central to the repeated v5 compatibility complaints across the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:41669", - "right": "issue:44351", - "accept": false, - "reason": "Both are import-related, but one is about import-star performance/scale and the other is a missing public import; different failure modes." - }, - { - "left": "issue:41669", - "right": "issue:45341", - "accept": false, - "reason": "Unrelated: model import mechanics vs a small testing_utils bug." - }, - { - "left": "issue:44492", - "right": "issue:44945", - "accept": false, - "reason": "Cache-strategy typo and pipeline-parallelism output bug are different code paths." - }, - { - "left": "issue:43874", - "right": "issue:45850", - "accept": false, - "reason": "A missing image-processor method is too specific to merge with a broad '5.0 breaks too many models' complaint." - }, - { - "left": "issue:44393", - "right": "issue:45478", - "accept": false, - "reason": "Different model families and different bugs: 2D bbox output error vs Qwen3.5 MoE from_pretrained failure." - }, - { - "left": "issue:44077", - "right": "issue:44861", - "accept": false, - "reason": "One is a validation policy issue, the other is an AttributeError in tied-weight key handling." - }, - { - "left": "issue:43827", - "right": "issue:44908", - "accept": false, - "reason": "Docs still referencing pipeline() and scheduler kwargs handling are unrelated." - }, - { - "left": "issue:41669", - "right": "issue:44908", - "accept": false, - "reason": "Import-star cleanup and scheduler kwargs are unrelated." - }, - { - "left": "issue:31795", - "right": "issue:33453", - "accept": false, - "reason": "Documentation confusion in forward signatures does not match a tokenizer loading regression." - }, - { - "left": "issue:44315", - "right": "issue:44829", - "accept": false, - "reason": "Both involve training/model creation, but they are different concrete bugs and not one mergeable fix." - }, - { - "left": "issue:43576", - "right": "issue:44273", - "accept": false, - "reason": "Broken env command and lazy loading are separate issues." - }, - { - "left": "issue:44360", - "right": "issue:45468", - "accept": false, - "reason": "DSA indexer activation behavior and Gemma audio positional encoding are unrelated." - }, - { - "left": "issue:44655", - "right": "issue:44861", + "left": "issue:45230", + "right": "issue:45310", "accept": false, - "reason": "Saving Pipeline objects and tied-weight key crashes do not share the same underlying defect." + "reason": "Too generic to treat as the same bug; 45310 is a specific Qwen3.5 MoE from_pretrained failure, while 45230 has no concrete matching code-path evidence." }, { - "left": "issue:45230", - "right": "issue:45310", + "left": "issue:46018", + "right": "issue:46172", "accept": false, - "reason": "'Bug report' is too generic to establish the same concrete from_pretrained regression." + "reason": "Both mention DeepSeek-V4, but one is a gating logic complaint and the other is a dtype/transpose bug; different underlying problems." }, { "left": "issue:44273", "right": "issue:44908", "accept": false, - "reason": "Lazy loading and inverse_sqrt scheduler kwargs are different subsystems." + "reason": "Lazy-loading behavior and inverse_sqrt scheduler kwargs are unrelated subsystems." }, { "left": "issue:43519", "right": "issue:44485", "accept": false, - "reason": "Timestamp calculation in Qwen3VL and GLM-5 RoPE implementation are different model-specific bugs." + "reason": "Qwen3VL timestamp math and GLM-5 RoPE implementation are different model-specific bugs." }, { "left": "issue:43519", "right": "issue:44908", "accept": false, - "reason": "A processor timestamp bug is unrelated to scheduler kwarg propagation." + "reason": "Processor timestamp calculation is unrelated to scheduler kwargs handling." }, { "left": "issue:31795", "right": "issue:34689", "accept": false, - "reason": "Forward-doc confusion and Llama 3.2 Vision loading regression are not the same bug." + "reason": "Documentation confusion and a model-loading regression are not the same concrete bug." }, { "left": "issue:41669", "right": "issue:43704", "accept": false, - "reason": "Import-star cleanup and VRAM leak under dataloader threads are unrelated." + "reason": "Import-star cleanup/performance is a codebase-wide refactor; VRAM leakage in Qwen3ForCausalLM is a separate runtime bug." }, { "left": "issue:31795", "right": "issue:37428", "accept": false, - "reason": "Forward docs and a missing flash-attention import are unrelated." + "reason": "Docs clarification for model.forward is unrelated to a flash-attention import error." }, { "left": "issue:44315", "right": "issue:45092", "accept": false, - "reason": "Both mention model_init/meta-init context, but the concrete failures are different and not one code-path fix." + "reason": "Both concern v5-era initialization flows, but one is about model_init not applying Liger Kernel and the other about remote-code checkpoint/meta-init incompatibility." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "Different model implementations and different symptoms." + "reason": "GLM-5 RoPE math and Gemma-4 audio positional encoding are different model implementations." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "VRAM leak and RoPE implementation are unrelated." + "reason": "VRAM leakage across dataloader threads is not the same as RoPE implementation correctness." }, { "left": "issue:43298", "right": "issue:46095", "accept": false, - "reason": "Continuous batching for audio models and a DeepSeek weight-conversion question are unrelated." + "reason": "Continuous batching support for audio models and a DeepSeek-V4 weight-conversion question are unrelated." }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "Local-files-only network leakage and timestamp calculation are unrelated." + "reason": "local_files_only network leakage and timestamp calculation are different failure modes." }, { "left": "issue:42371", "right": "issue:43704", "accept": false, - "reason": "TF32 settings guidance and VRAM leak are unrelated." + "reason": "TF32 API guidance is unrelated to Qwen3ForCausalLM VRAM leakage." }, { "left": "issue:43519", "right": "issue:44623", "accept": false, - "reason": "Processor timestamp math and missing processor save files are separate bugs." + "reason": "Timestamp calculation and processor.save_pretrained missing files are separate processor issues." }, { "left": "issue:43519", "right": "issue:43704", "accept": false, - "reason": "Timestamp calculation and VRAM leakage do not share a code path." + "reason": "Processor timestamp math does not match the multi-thread VRAM leak." }, { "left": "issue:43606", "right": "issue:45468", "accept": false, - "reason": "CPU offload device mismatch and Gemma audio positional encoding are unrelated." + "reason": "CPU offload device mismatch for suno/bark-small is different from Gemma4AudioRelPositionalEncoding." }, { "left": "issue:44263", "right": "issue:45468", "accept": false, - "reason": "torch.split return handling in an indexer and Gemma audio positional encoding are different defects." + "reason": "torch.split return handling in GlmMoeDsaIndexer is unrelated to Gemma-4 audio encoding." }, { "left": "issue:44261", "right": "issue:45468", "accept": false, - "reason": "RMS norm epsilon precision issue in MLA and Gemma audio positional encoding are unrelated." + "reason": "Missing rms_norm_eps in MLA q_a_layernorm is a precision/config bug, not the same as Gemma-4 audio positional encoding." }, { "left": "issue:42913", "right": "issue:43066", "accept": false, - "reason": "Both are tokenizer v5 issues, but one is broad behavior drift while the other is a specific decoder-type problem; not enough to treat as the same concrete bug." + "reason": "Both are tokenizer v5 complaints, but one is a behavior regression and the other is a decoder type mismatch; not the same bug." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwargs and an unrelated placeholder issue are not duplicates." + "reason": "Scheduler kwargs handling is unrelated to the unrelated 'Unemployment' issue." }, { "left": "issue:44492", @@ -15644,49 +15643,145 @@ "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "Tied-weight key handling and chat-template tool-call crashes are different code paths." + "reason": "Tie-weight-key crash and chat-template tool-call crash affect different code paths." }, { "left": "issue:43618", "right": "issue:44998", "accept": false, - "reason": "CLIPOutput attentions assignment and an unrelated placeholder issue are not duplicates." + "reason": "CLIPOutput attentions regression is unrelated to the placeholder issue." }, { "left": "issue:44998", "right": "issue:45850", "accept": false, - "reason": "A placeholder issue cannot be merged with a broad v5 complaints issue." + "reason": "The placeholder issue does not match the broad v5 model-breakage report." }, { "left": "issue:44998", "right": "issue:45341", "accept": false, - "reason": "An unrelated placeholder issue and a testing_utils bug are not duplicates." + "reason": "The placeholder issue is unrelated to a testing_utils bug." }, { "left": "issue:43525", "right": "issue:44861", "accept": false, - "reason": "Missing pad_token_id on Llama4Config and tied-weight key AttributeError are different issues." + "reason": "Missing pad_token_id in Llama4Config and list-handling in tied weights are separate config/model-init bugs." }, { "left": "issue:43572", "right": "issue:44861", "accept": false, - "reason": "Missing pad_token_idx on StableLmConfig and tied-weight key handling are unrelated." + "reason": "StableLmConfig pad_token_idx absence is unrelated to _get_tied_weight_keys list handling." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Slow checkpoint loading and missing layer_type_validation import are unrelated." + "reason": "Slow from_pretrained checkpoint loading is a performance issue; layer_type_validation import failure is a missing symbol bug." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "fp8 inference support request and processor save_pretrained missing files are unrelated." + "reason": "fp8 support request and processor.save_pretrained missing files are different feature/bug areas." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLFlow job-state reporting and slow checkpoint loading are unrelated training/loading issues." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Slow checkpoint loading is unrelated to tensor-parallel training behavior." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Checkpoint load performance is not the same as documentation confusion in model.forward." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "fp8 support request and Qwen3.5 MoE from_pretrained failure are different topics." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "A load-speed complaint is not the same as a tokenizer-loading regression." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching for audio models and fp8 inference support are unrelated." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba init_weights usage and RoFormer attention interface usage are distinct architecture issues." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2former ignore_value and DeepSeek-V4 gating are unrelated model bugs." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "Incorrect type hint for norm_eps is unrelated to tokenizer regex warning behavior." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Mask2former ignore_value is unrelated to kwargs not being passed into loss calculation." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss-function kwargs forwarding and RoFormer attention interface usage are different code paths." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2former ignore_value and tokenizer regex warnings are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Mask2former ignore_value bug is unrelated to RoFormer attention implementation details." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Mask2former ignore_value and a typo in quantization operation naming are not the same bug." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Loss kwargs forwarding and a type-hint typo are different issues." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "Incorrect type hint and quantization-operation typo are unrelated." } ] }, @@ -15700,97 +15795,64 @@ { "label": "issue", "component_index": 1, - "component_count": 18, - "review_unit_index": 49, - "review_unit_count": 49, + "component_count": 17, + "review_unit_index": 50, + "review_unit_count": 50, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-414", + "cluster_id": "cluster-10000-426", "nodes": [ - "issue:30333", - "issue:31515", - "issue:31795", - "issue:33453", - "issue:36296", - "issue:43298", - "issue:44230", - "issue:45310" + "issue:37934", + "issue:42936", + "issue:43668" ], "soft_pairs": [ - "issue:30333|issue:31515", - "issue:31515|issue:36296", - "issue:31515|issue:31795", - "issue:44230|issue:45310", - "issue:31515|issue:33453", - "issue:43298|issue:44230" + "issue:37934|issue:43668", + "issue:42936|issue:43668" ], - "prepared_review_unit_hash": "b87fac37ae6cd5746a3974ae02fa2b9277272c07e1847aeee05a4ca6f6f70f5e", + "prepared_review_unit_hash": "3ad2b0b93371467d4b0b03de9c7a5572ecae628f88f10067e0952b2bc5d5b16d", "component_budget": { - "node_count": 414, - "item_count": 414, - "soft_pair_count": 1552, - "serialized_chars": 800272, - "estimated_input_tokens": 200068, - "estimated_eval_tokens": 400392 + "node_count": 426, + "item_count": 426, + "soft_pair_count": 1572, + "serialized_chars": 814130, + "estimated_input_tokens": 203533, + "estimated_eval_tokens": 407322 }, "budget": { - "node_count": 8, - "item_count": 8, - "soft_pair_count": 6, - "serialized_chars": 6307, - "estimated_input_tokens": 1577, - "estimated_eval_tokens": 3410 + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2313, + "estimated_input_tokens": 579, + "estimated_eval_tokens": 1414 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are mostly unrelated and do not form a duplicate cluster. The only apparent thematic overlap is between the two Qwen/MoE loading issues, but they still describe different failure modes and scopes.", - "confidence": 0.93, - "canonical_issue_reason": null, + "summary": "These three closed issues are about different model/configuration topics and do not look like duplicates of one underlying bug.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 43668 is the most self-contained and concrete report: a narrow type-hint defect in ModernBERTConfig, with a clear, isolated fix path.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the strongest representative of the cluster\u2019s bug-report style: it is concrete, recent, and describes a specific regression in from_pretrained for a named model family. That said, the set overall is too heterogeneous for a true canonical issue.", + "best_issue_reason": "43668 is the cleanest representative of the cluster because it is specific, actionable, and least ambiguous.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:30333", - "right": "issue:31515", - "accept": false, - "reason": "Different subsystems and symptoms: MLflow reporting after failed training vs slow checkpoint loading in from_pretrained." - }, - { - "left": "issue:31515", - "right": "issue:36296", - "accept": false, - "reason": "One is about slow checkpoint load time; the other is a tensor-parallel training bug. No same code-path evidence." - }, - { - "left": "issue:31515", - "right": "issue:31795", - "accept": false, - "reason": "Checkpoint load performance is unrelated to documentation confusion about input_ids and past_key_values." - }, - { - "left": "issue:44230", - "right": "issue:45310", - "accept": false, - "reason": "Both mention Qwen3.5/MoE and loading/inference, but one is fp8 inference support and the other is a transformers>=5.4.0 from_pretrained error. Different concrete fixes." - }, - { - "left": "issue:31515", - "right": "issue:33453", + "left": "issue:37934", + "right": "issue:43668", "accept": false, - "reason": "Slow checkpoint loading and tokenizer loading regression are both loading-related but not the same bug or code path." + "reason": "Different components and different bug classes: Llama4TextL2Norm behavior/RMS-norm question versus ModernBERTConfig type-hint correctness. They do not describe the same underlying change." }, { - "left": "issue:43298", - "right": "issue:44230", + "left": "issue:42936", + "right": "issue:43668", "accept": false, - "reason": "Continuous batching support for audio models and fp8 inference support are separate feature/compatibility issues." + "reason": "Mask2former ignore_value being unused is a runtime/model-logic issue, while 43668 is a config annotation/type-hint issue. No shared concrete code-path or duplicate symptom." } ] }, @@ -15804,13 +15866,13 @@ { "label": "issue", "component_index": 2, - "component_count": 18, + "component_count": 17, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10519-3", "nodes": [ @@ -15823,12 +15885,12 @@ "issue:10519|issue:11005", "issue:11005|issue:11307" ], - "prepared_review_unit_hash": "f8550c830647b2cd6150b5eb785f204a3c0e55af4d46d489eb30168238ebaef2", + "prepared_review_unit_hash": "a98b6e4a56839f83b9481cabcd71029c820fe9ad2c5b6527a5098934d8ff710c", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2875, + "serialized_chars": 2876, "estimated_input_tokens": 719, "estimated_eval_tokens": 1694 }, @@ -15836,7 +15898,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2875, + "serialized_chars": 2876, "estimated_input_tokens": 719, "estimated_eval_tokens": 1694 }, @@ -15845,30 +15907,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The three issues are not duplicates; they cover unrelated topics: tokenizer truncation behavior, a ReduceLROnPlateau-like training utility, and Wav2Vec2 word time offsets. No soft edge should be accepted.", - "confidence": 0.97, - "canonical_issue_reason": "Issue 10519 is the clearest standalone request: it specifies one concrete behavior change for truncation direction and is well-scoped.", + "summary": "These three issues are not duplicates of each other: one is about tokenizer truncation behavior, one about ReduceLROnPlateau-like training logic, and one about Wav2Vec2 word boundary timestamps. The cluster appears to be a false positive based only on loose textual similarity.", + "confidence": 0.98, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "10519 is the best representative issue only because it is the most concrete and actionable; the other two are separate feature requests in different areas.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:10519", "right": "issue:11307", "accept": false, - "reason": "Different subsystems and user goals: tokenizer truncation direction vs Wav2Vec2 word boundary timestamps." + "reason": "Different problem domains: truncation strategy for token sequences vs. extracting word start/end offsets from Wav2Vec2 outputs." }, { "left": "issue:10519", "right": "issue:11005", "accept": false, - "reason": "Completely unrelated requests: truncation behavior vs learning-rate scheduler-like functionality." + "reason": "No shared underlying bug or feature request; tokenizer truncation behavior is unrelated to ReduceLROnPlateau-like scheduler functionality." }, { "left": "issue:11005", "right": "issue:11307", "accept": false, - "reason": "No shared bug or change path; one is about optimization scheduling, the other about speech model offsets." + "reason": "These describe unrelated requests in different subsystems: learning-rate scheduling vs. audio model timestamp extraction." } ] }, @@ -15882,13 +15944,13 @@ { "label": "issue", "component_index": 3, - "component_count": 18, + "component_count": 17, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-13244-3", "nodes": [ @@ -15900,12 +15962,12 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "be741c67b264bcfbb39dad868fecd1110b0e115a7ff4098c8594216ca60801d3", + "prepared_review_unit_hash": "cff74c3abda48a8211e2ce4bedc36b9a8f1ae32dad7a14b1cf94560386382172", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2478, + "serialized_chars": 2479, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -15913,7 +15975,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2478, + "serialized_chars": 2479, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -15922,24 +15984,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three issues are only loosely related by transformers/model loading or tokenization themes, but the titles point to different problems: tokenizer mismatch, private-model auth/error messaging, and a generic inability to load a specific model. I would not merge any pair as duplicates.", - "confidence": 0.84, - "canonical_issue_reason": "Issue 16618 is the broadest and most discussion-heavy representative of the cluster, but it still appears to describe a different failure mode than the others.", + "summary": "This cluster does not look like a true duplicate set overall: one issue is about Tapas tokenization, while the other two concern model loading / download errors. Of the remaining pair, the titles suggest related Hugging Face model-loading problems but not the same concrete bug.", + "confidence": 0.63, + "canonical_issue_reason": "issue:16618 is the broadest and most user-facing model-loading report, so it is the best representative for the cluster if one issue must be chosen.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 16618 is the best single representative if one must be chosen, because it is the most general and likely to attract the most follow-up context.", + "best_issue_reason": "issue:16618 has the most general, high-impact framing ('Can't load the model'), making it the best cluster anchor among these issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Tokenizer output mismatch for TAPAS is a different bug from a generic model-loading failure; no evidence they share the same code path." + "reason": "Tapas tokenization vs. BERT model loading are different subsystems and different bugs; the titles do not indicate the same underlying issue." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "One is specifically about a bad auth-related error when downloading a private model, while the other is a generic failure loading bert-base-uncased; titles do not indicate the same underlying issue." + "reason": "Both involve model download/loading, but one is specifically about a bad auth error message for private models while the other is a generic failure to load a public model; not enough evidence of the same concrete bug." } ] }, @@ -15953,13 +16015,13 @@ { "label": "issue", "component_index": 4, - "component_count": 18, + "component_count": 17, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-26350-2", "nodes": [ @@ -15969,7 +16031,7 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "5864f33bdb333612b76f9a9d25ea04893163a2675ae634a49d79bb0829303bae", + "prepared_review_unit_hash": "6c79f34f4f8407a9a3bede626f70878dc985d723fa61857ca09f8f0ba2acf6dd", "component_budget": { "node_count": 2, "item_count": 2, @@ -15991,18 +16053,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate community-contribution issues for different feature areas: Flash Attention 2 support vs GGUF support. They are not duplicates and should remain distinct.", - "confidence": 0.97, - "canonical_issue_reason": "Issue 26350 is the older and more discussed thread, so it is the better canonical issue if one must be chosen for the cluster.", + "summary": "These are two separate community feature requests: one for Flash Attention 2 support across more architectures and one for GGUF support across more architectures. They share only a broad \"community contribution\" framing, not the same underlying change.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the requests target different feature areas and different code paths (Flash Attention 2 vs GGUF).", "canonical_pr_reason": null, - "best_issue_reason": "Issue 26350 is the strongest representative because it has higher discussion activity and is the earlier, more established request.", + "best_issue_reason": "Neither issue is a duplicate of the other; both are standalone feature requests, so there is no single best issue to represent a merged duplicate cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Different underlying requests and code paths: one is about Flash Attention 2 architecture support, the other about GGUF support. They are not the same bug/change." + "reason": "Different enhancement requests for unrelated functionality; they do not appear to describe the same bug or the same concrete change." } ] }, @@ -16016,18 +16078,19 @@ { "label": "issue", "component_index": 5, - "component_count": 18, + "component_count": 17, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-27088-5", + "cluster_id": "cluster-27088-6", "nodes": [ "issue:27088", "issue:28936", + "issue:38435", "issue:43834", "issue:44365", "issue:44370" @@ -16036,125 +16099,157 @@ "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:43834|issue:44370", "issue:43834|issue:44365", "issue:44365|issue:44370" ], - "prepared_review_unit_hash": "3ede41fe204c778e76c6b85a718d198f529edc9792a3afdea77c837270da12ed", + "prepared_review_unit_hash": "8f8dfc1ff62a06ee509004a4389c066a90a654f2edd53a0c1dd655f9fd50429c", "component_budget": { - "node_count": 5, - "item_count": 5, - "soft_pair_count": 10, - "serialized_chars": 6443, - "estimated_input_tokens": 1611, - "estimated_eval_tokens": 3478 + "node_count": 6, + "item_count": 6, + "soft_pair_count": 15, + "serialized_chars": 8793, + "estimated_input_tokens": 2199, + "estimated_eval_tokens": 4654 }, "budget": { - "node_count": 5, - "item_count": 5, - "soft_pair_count": 10, - "serialized_chars": 6443, - "estimated_input_tokens": 1611, - "estimated_eval_tokens": 3478 + "node_count": 6, + "item_count": 6, + "soft_pair_count": 15, + "serialized_chars": 8793, + "estimated_input_tokens": 2199, + "estimated_eval_tokens": 4654 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster mixes two distinct language-specific translation requests (Turkish, Spanish) with three near-identical generic template issues. Only the three generic template issues look like true duplicates of the same underlying item.", - "confidence": 0.74, - "canonical_issue_reason": "Issue 43834 is the earliest of the three near-identical generic template issues ('[i18n-] Translating docs to '), so it is the best duplicate representative within that subgroup.", + "summary": "These are separate i18n documentation-translation requests, not duplicates. The high textual similarity is mostly from a shared issue template; the named language-specific issues are clearly different targets, and the placeholder-title issues are not safely mergeable into one underlying request.", + "confidence": 0.95, + "canonical_issue_reason": "issue:43834 is the most template-like and central-looking item, so it is the best representative if one must be chosen, but it does not subsume the other language-specific translation requests.", "canonical_pr_reason": null, - "best_issue_reason": "43834 is the cleanest representative of the duplicate template subgroup and is more suitable as the cluster anchor than the language-specific requests, which are distinct translation targets.", + "best_issue_reason": "issue:43834 is the best cluster representative because it is generic/template-shaped and sits near the center of the similarity graph, though the cluster is not truly a duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Turkish-specific request vs generic placeholder; not the same concrete issue." + "reason": "Different translation requests; no evidence they target the same language or same underlying change." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Turkish-specific request vs generic placeholder; not the same concrete issue." + "reason": "Different translation requests; similarity is from shared i18n template text, not the same issue." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "Turkish-specific request vs generic placeholder; not the same concrete issue." + "reason": "Turkish translation request vs a generic placeholder/template issue; not the same underlying task." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Turkish vs Romanian translation request; distinct language targets." }, { "left": "issue:27088", "right": "issue:28936", "accept": false, - "reason": "Different target languages (Turkish vs Spanish), so these are distinct translation requests." + "reason": "Turkish vs Spanish translation request; clearly separate issues." }, { "left": "issue:28936", "right": "issue:43834", "accept": false, - "reason": "Spanish-specific request vs generic placeholder; not the same concrete issue." + "reason": "Spanish translation request vs placeholder/template issue; similarity is superficial." }, { "left": "issue:28936", "right": "issue:44365", "accept": false, - "reason": "Spanish-specific request vs generic placeholder; not the same concrete issue." + "reason": "Spanish translation request vs generic template-shaped issue; not the same underlying request." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Spanish vs Romanian translation requests; different languages, not duplicates." }, { "left": "issue:28936", "right": "issue:44370", "accept": false, - "reason": "Spanish-specific request vs generic placeholder; not the same concrete issue." + "reason": "Spanish translation request vs generic template-shaped issue; no same-code-path change." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian translation request vs generic template-shaped issue; not the same request." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Romanian translation request vs generic template-shaped issue; similarity is from shared boilerplate." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Romanian translation request vs placeholder/template issue; distinct underlying task." }, { "left": "issue:43834", "right": "issue:44370", - "accept": true, - "reason": "Near-identical generic template issue; appears to be the same underlying request duplicated." + "accept": false, + "reason": "Both are template-shaped, but there is no proof they are the same language-specific request; too ambiguous to merge." }, { "left": "issue:43834", "right": "issue:44365", - "accept": true, - "reason": "Near-identical generic template issue; appears to be the same underlying request duplicated." + "accept": false, + "reason": "Both are placeholder/template issues, but similarity is likely boilerplate rather than one shared translation request." }, { "left": "issue:44365", "right": "issue:44370", - "accept": true, - "reason": "Near-identical generic template issue; appears to be the same underlying request duplicated." + "accept": false, + "reason": "Both are placeholder/template issues; high similarity alone is not enough to treat them as the same underlying request." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is well grounded in the packet: the two language-specific issues are distinct requests, and the three generic-template issues are near-identical and plausibly duplicates of one another. The soft-edge verdicts are conservative, and the representative choice of 43834 among the generic subgroup is reasonable." - }, - "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 }, { "label": "issue", "component_index": 6, - "component_count": 18, + "component_count": 17, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-36817-16", "nodes": [ @@ -16213,12 +16308,12 @@ "issue:43837|issue:45177", "issue:45322|issue:46133" ], - "prepared_review_unit_hash": "490eb4cb209d028eeadc68d474a8dfad4eaedb59a352a5ee6ccb1b9fce042d92", + "prepared_review_unit_hash": "41b40713c57d9bd0a9efacd0ae79791b291c440e140cae30882d307ce1a393e0", "component_budget": { "node_count": 16, "item_count": 16, "soft_pair_count": 36, - "serialized_chars": 21658, + "serialized_chars": 21660, "estimated_input_tokens": 5415, "estimated_eval_tokens": 11086 }, @@ -16226,7 +16321,7 @@ "node_count": 16, "item_count": 16, "soft_pair_count": 36, - "serialized_chars": 21658, + "serialized_chars": 21660, "estimated_input_tokens": 5415, "estimated_eval_tokens": 11086 }, @@ -16235,222 +16330,228 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is a loose set of model-request issues across different architectures and modalities. They share a broad \"add support for model X\" theme, but none of the pairs look like true duplicates of the same underlying bug/change.", - "confidence": 0.67, - "canonical_issue_reason": "issue:42738 is the broadest umbrella topic here ('BERT-like models with RoPE') and best represents the shared model-architecture-support theme, though it is still not a duplicate of the other specific model requests.", + "summary": "This cluster is a loose topical group of model-addition requests, but the artifacts are for different models and often different modalities (vision, audio, OCR, ASR/TTS, BERT variants). They are not duplicates of one underlying bug/change, so no soft edges are accepted.", + "confidence": 0.95, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:42738 is the most general and reusable representative issue in the set; the rest are mostly specific requests for unrelated models or modalities.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "Both are model-add requests, but they concern different models and different architectures; not the same code-path change." + "reason": "EuroBert config vs DEIMv2 are unrelated model requests; only generic add-model similarity." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "EuroBert config support and Qwen3-TTS support are unrelated model additions." + "reason": "EuroBert model config and Qwen3-TTS support are different model families and modalities." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "Different model families entirely: EuroBert vs RF-DETR." + "reason": "Both are add-model requests, but for different architectures (EuroBert vs RF-DETR), not the same change." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "RF-DETR and DEIMv2 are separate model integrations with different implementation needs." + "reason": "RF-DETR and DEIMv2 are distinct vision models with different implementation paths." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "RF-DETR is an object-detection model request; LFM2.5 Audio is an audio model request." + "reason": "RF-DETR is a detection model; LFM2.5 Audio is an audio model request." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "Different model families and likely different adapters/config paths." + "reason": "RF-DETR and the weight-sparse transformer are different architectures and code paths." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "RF-DETR and Qwen3-ASR are unrelated capabilities and would not merge into one PR." + "reason": "RF-DETR vs Qwen3-ASR are different model types and do not look mergeable into one fix." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "Different Qwen3 TTS/ASR request vs RF-DETR object-detection support." + "reason": "RF-DETR and Qwen3-TTS are unrelated detection vs speech-model requests." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT and Qwen3-ASR are unrelated model additions." + "reason": "NeoBERT and Qwen3-ASR are unrelated model families and modalities." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT and circuit-sparsity/circuitgpt are different model families with distinct implementation work." + "reason": "NeoBERT and the OpenAI weight-sparse transformer are different concrete model implementations." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT and LFM2.5 Audio are not the same underlying change." + "reason": "NeoBERT vs LFM2.5 Audio are different model classes, not the same bug/change." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are distinct model additions with separate support code." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT and ModernVBERT are different models despite superficial BERT naming overlap." + "reason": "NeoBERT and ModernVBERT are both BERT-like, but they are different models and integration work." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 architecture support and Qwen3-ASR support are different model requests." + "reason": "MiniCPM3 and Qwen3-ASR are different model requests; one is general VLM, the other speech ASR." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 and circuit-sparsity/circuitgpt are unrelated additions." + "reason": "MiniCPM3 and the sparse transformer request are unrelated architectures." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 and ModernVBERT target different model families." + "reason": "MiniCPM3 and ModernVBERT are different model additions, not one shared fix." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 and Voxtral TTS support are different code paths and modalities." + "reason": "MiniCPM3 and Voxtral TTS target different modalities and code paths." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 and Qwen3-TTS are distinct model integrations." + "reason": "DEIMv2 and Qwen3-TTS are unrelated vision vs speech requests." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT and Qwen3-ASR are different model additions." + "reason": "ModernVBERT and Qwen3-ASR are different models and modalities." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT and Qwen3-TTS are unrelated model requests." + "reason": "ModernVBERT and Qwen3-TTS are not the same underlying change." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT is a specific model request; the RoPE issue is a broad architectural topic, not the same change." + "reason": "ModernVBERT and BERT-like models with RoPE overlap only broadly, but they are not the same concrete request." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "Broad BERT-like/RoPE architecture support is unrelated to Voxtral TTS support." + "reason": "BERT-like RoPE support and Voxtral TTS are unrelated model features." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Qwen3-TTS and Qwen3-ASR are separate capabilities and likely separate model classes." + "reason": "Qwen3-TTS and Qwen3-ASR share a model prefix, but they are different speech tasks and likely separate implementations." }, { "left": "issue:43671", "right": "issue:45027", "accept": false, - "reason": "Qwen3-TTS and Voxtral-4B-TTS are different TTS model requests, not the same underlying fix." + "reason": "Qwen3-TTS and Voxtral TTS are different TTS models, not one duplicate request." }, { "left": "issue:43671", "right": "issue:45177", "accept": false, - "reason": "Qwen3-TTS support and DeepSeek-OCR2 are unrelated model integrations." + "reason": "Qwen3-TTS and DeepSeek-OCR2 are different modalities and support areas." }, { "left": "issue:43671", "right": "issue:44121", "accept": false, - "reason": "TTS support and weight-sparse transformer support are different changes." + "reason": "Qwen3-TTS and the sparse transformer request are unrelated model families." }, { "left": "issue:43671", "right": "issue:43909", "accept": false, - "reason": "Qwen3-TTS and LFM2.5 Audio are both audio-related but not the same model or implementation path." + "reason": "Qwen3-TTS and LFM2.5 Audio are both audio-related, but they are distinct model additions." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Qwen3-ASR and LFM2.5 Audio are different audio model requests with different support needs." + "reason": "Qwen3-ASR and LFM2.5 Audio are different speech/audio model requests." }, { "left": "issue:43837", "right": "issue:45322", "accept": false, - "reason": "Qwen3-ASR and EUPE are unrelated model families and modalities." + "reason": "Qwen3-ASR and EUPE are unrelated speech vs perception-encoder requests." }, { "left": "issue:43837", "right": "issue:44121", "accept": false, - "reason": "ASR support and weight-sparse transformer support are not the same underlying code change." + "reason": "Qwen3-ASR and the sparse transformer request are different code paths and model types." }, { "left": "issue:43909", "right": "issue:44205", "accept": false, - "reason": "LFM2.5 Audio and SAM3-LiteText target different modalities and implementations." + "reason": "LFM2.5 Audio and SAM3-LiteText are different model families and modalities." }, { "left": "issue:44121", "right": "issue:45322", "accept": false, - "reason": "Circuit-sparsity/circuitgpt and EUPE are different research models, not one duplicate request." + "reason": "Sparse transformer support and EUPE are different architectures, not one combined fix." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "Qwen3-ASR and Voxtral TTS are different audio models and would not be merged as one PR." + "reason": "Qwen3-ASR and Voxtral TTS are different speech models and tasks." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT and Voxtral-4B-TTS are unrelated model support requests." + "reason": "NeoBERT and Voxtral TTS are unrelated model support requests." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "Qwen3-ASR and DeepSeek-OCR2 are distinct model additions." + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different modalities and implementation areas." }, { "left": "issue:45322", "right": "issue:46133", "accept": false, - "reason": "EUPE and TIPSv2 are both vision-language oriented, but they are different models and different architectural changes." + "reason": "EUPE and TIPSv2 are separate vision-language model requests from different projects." } ] }, @@ -16464,168 +16565,13 @@ { "label": "issue", "component_index": 7, - "component_count": 18, - "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-37934-10", - "nodes": [ - "issue:37934", - "issue:42936", - "issue:43240", - "issue:43668", - "issue:43717", - "issue:43813", - "issue:44031", - "issue:46018", - "issue:46143", - "issue:46144" - ], - "soft_pairs": [ - "issue:37934|issue:43668", - "issue:42936|issue:43240", - "issue:42936|issue:46018", - "issue:42936|issue:46144", - "issue:42936|issue:44031", - "issue:42936|issue:43813", - "issue:43240|issue:46144", - "issue:43240|issue:43668", - "issue:43668|issue:44031", - "issue:43668|issue:43813", - "issue:42936|issue:43668", - "issue:43717|issue:46144", - "issue:46143|issue:46144" - ], - "prepared_review_unit_hash": "9a7209a1b83271e9e20d0910d09b1cd2ebfcf19d74d16194f919779c203d524f", - "component_budget": { - "node_count": 10, - "item_count": 10, - "soft_pair_count": 13, - "serialized_chars": 10295, - "estimated_input_tokens": 2574, - "estimated_eval_tokens": 5404 - }, - "budget": { - "node_count": 10, - "item_count": 10, - "soft_pair_count": 13, - "serialized_chars": 10295, - "estimated_input_tokens": 2574, - "estimated_eval_tokens": 5404 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": false, - "analyst_result": { - "summary": "This is a loose similarity set with mostly unrelated issues. The only near-adjacent pair is the RoFormer kwargs/attention-interface reports, but they still look like different defects, so I would not merge any pair as duplicates.", - "confidence": 0.67, - "canonical_issue_reason": "issue:46143 is the closest thing to a cluster center: it describes a concrete, actionable RoFormer forwarding bug. The other items are either unrelated model/config issues or adjacent but distinct RoFormer concerns.", - "canonical_pr_reason": null, - "best_issue_reason": "issue:46143 is the best representative issue overall because it is the clearest and broadest statement of the only recurring theme in the set (missing kwargs propagation).", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:37934", - "right": "issue:43668", - "accept": false, - "reason": "Different models and different bug classes: a possible norm-definition question vs an incorrect type hint." - }, - { - "left": "issue:42936", - "right": "issue:43240", - "accept": false, - "reason": "Both mention missing usage of a setting/kwargs, but one is about Mask2Former ignore_value and the other about loss-function kwargs forwarding; not the same bug." - }, - { - "left": "issue:42936", - "right": "issue:46018", - "accept": false, - "reason": "Mask2Former ignore_value and DeepSeek-V4 shared expert gating are unrelated model behaviors." - }, - { - "left": "issue:42936", - "right": "issue:46144", - "accept": false, - "reason": "Different subsystems and different symptoms; ignore_value handling is unrelated to RoFormer attention interface usage." - }, - { - "left": "issue:42936", - "right": "issue:44031", - "accept": false, - "reason": "Mask2Former ignore_value and tokenizer regex warnings are unrelated." - }, - { - "left": "issue:42936", - "right": "issue:43813", - "accept": false, - "reason": "Unrelated: ignore_value handling vs a typo in quantization-operation naming." - }, - { - "left": "issue:43240", - "right": "issue:46144", - "accept": false, - "reason": "Both involve kwargs, but one is about loss calculation forwarding and the other is about RoFormer attention architecture; not the same concrete bug." - }, - { - "left": "issue:43240", - "right": "issue:43668", - "accept": false, - "reason": "Loss kwargs forwarding is unrelated to a ModernBERT config type-hint issue." - }, - { - "left": "issue:43668", - "right": "issue:44031", - "accept": false, - "reason": "Incorrect type hint in ModernBERTConfig is unrelated to tokenizer regex warnings." - }, - { - "left": "issue:43668", - "right": "issue:43813", - "accept": false, - "reason": "Different modules and bug types: type-hint error vs typo in a conversion attribute name." - }, - { - "left": "issue:42936", - "right": "issue:43668", - "accept": false, - "reason": "No shared underlying defect; these are distinct correctness/documentation issues." - }, - { - "left": "issue:43717", - "right": "issue:46144", - "accept": false, - "reason": "Mamba init_weights usage and RoFormer attention-interface usage are unrelated architecture issues." - }, - { - "left": "issue:46143", - "right": "issue:46144", - "accept": false, - "reason": "Both are RoFormer-related, but one is about missing kwargs propagation through methods and the other about not using the attention interface; overlapping area, different underlying defect." - } - ] - }, - "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": 18, + "component_count": 17, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-41084-2", "nodes": [ @@ -16635,7 +16581,7 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "6c8cfeb31812421cbf4ba4606606b49b7c59067aabbc1c1c0fe2924892d780cb", + "prepared_review_unit_hash": "a75cd6297bc7944188b8dc40d670423272fa34b1cb67949d0a294cbdece59104", "component_budget": { "node_count": 2, "item_count": 2, @@ -16657,18 +16603,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues do not look like duplicates: one is about block decoding, the other is a request for DeepSeek v3.2 support. They appear unrelated, so the soft edge should be rejected.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "These issues are about different feature requests/problems: one is about block decoding configuration, the other is about adding DeepSeek v3.2 support. They do not appear to describe the same underlying bug or change.", + "confidence": 0.96, + "canonical_issue_reason": "Issue #41084 is the more specific technical request and is unrelated to model-version support; it is a clearer standalone issue for block decoding behavior.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43037 is the better standalone representative because it is a specific feature request; issue 41084 is terse and appears to target a different topic entirely.", + "best_issue_reason": "Issue #41084 is the best representative only because it is more concrete and narrowly scoped, but it does not duplicate #43037.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Different underlying topics: block decoding vs model/version support. No shared issue target or code-path indication." + "reason": "Different requests: block decoding configuration versus DeepSeek v3.2 model support. They do not describe the same code path or change." } ] }, @@ -16681,14 +16627,14 @@ }, { "label": "issue", - "component_index": 9, - "component_count": 18, + "component_index": 8, + "component_count": 17, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43598-2", "nodes": [ @@ -16698,7 +16644,7 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "fd979d2cf4c4cfbbe62b4f3504812e3ac3067435ea07c930ac5c51e8cb4fc855", + "prepared_review_unit_hash": "19e0b0d4e8f88aef9ea619b16844b57c920d4c7220ff55cbe4957c5a209f8c11", "component_budget": { "node_count": 2, "item_count": 2, @@ -16720,18 +16666,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are only loosely related through custom trainers, but they describe different problems in different Trainer code paths: column pruning customizability vs FLOPS estimation.", - "confidence": 0.95, - "canonical_issue_reason": "issue #43598 is the broader, more central Trainer-behavior concern; it reads like the more general customization problem, while #43600 is a narrower FLOPS-estimation follow-up.", + "summary": "The two issues are thematically related to custom trainers in Trainer, but they describe different problems: one is about `remove_unused_column` customizability, the other about FLOPS estimation. They do not look like duplicates of the same underlying bug.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 43598 is the more concrete and broadly representative Trainer customization request, centered on a specific behavior knob (`remove_unused_column`).", "canonical_pr_reason": null, - "best_issue_reason": "#43598 is the better representative issue because it captures the broader API/customization theme and is more likely to subsume adjacent Trainer customizability concerns.", + "best_issue_reason": "Issue 43598 is the best representative issue for the cluster because it clearly frames a Trainer behavior that could affect custom trainers, while 43600 is a separate FLOPS-estimation concern.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "Reject: they share the idea of 'custom trainers' but not the same underlying bug. #43598 is about `remove_unused_column` behavior; #43600 is about FLOPS estimation logic for custom trainers. Different code paths and fixes." + "reason": "Both mention custom trainers, but they target different code paths and fixes: one is about `remove_unused_column` behavior, the other about FLOPS counting. They are related topics, not the same bug or a single mergeable change." } ] }, @@ -16744,14 +16690,14 @@ }, { "label": "issue", - "component_index": 10, - "component_count": 18, + "component_index": 9, + "component_count": 17, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43684-2", "nodes": [ @@ -16761,7 +16707,7 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "ea3b9f4900ebe61695c95359754f127d983f84d7ffbd26a000daa25f88de8276", + "prepared_review_unit_hash": "9f707a1f44a3e1d756dd4ef7f0a913164753c8d087dd913a870bb423e01d4045", "component_budget": { "node_count": 2, "item_count": 2, @@ -16783,18 +16729,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are distinct feature requests: one asks for Qwen3-Omni auto-class registration, while the other asks for AutoModelForSequenceClassification support for Qwen3.5. They target different model families and different auto classes, so they are not duplicates.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "The two issues are about different Qwen model families and different auto-class capabilities, so they do not look like duplicates of the same underlying request.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 43684 is the broader registration request, covering AutoModel and AutoModelForConditionalGeneration for Qwen3-Omni.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43684 is the broader and cleaner representative of the cluster, but it is still a separate request from the Qwen3.5 sequence-classification support issue.", + "best_issue_reason": "Issue 43684 is the better representative because it states a clearer, broader auto-class registration gap rather than a narrow class-specific support request.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Different underlying changes: Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration versus Qwen3.5 sequence-classification support. They do not describe the same bug or fix." + "reason": "Different targets: Qwen3-Omni model registration for AutoModel/AutoModelForConditionalGeneration versus Qwen3.5 support for AutoModelForSequenceClassification. They are not the same bug/change." } ] }, @@ -16807,14 +16753,14 @@ }, { "label": "issue", - "component_index": 11, - "component_count": 18, + "component_index": 10, + "component_count": 17, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43835-4", "nodes": [ @@ -16831,93 +16777,90 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "2ad89ded5360b1c2d8d0eb735b7e66209ea9bf17d2dcf8c6d4e0fca5e65e2697", + "prepared_review_unit_hash": "c20ee06d3ad920eed0f2e3c118b5a5a696e304d54bea27941fa5b6a4bdac4a4b", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4267, - "estimated_input_tokens": 1067, - "estimated_eval_tokens": 2390 + "serialized_chars": 4263, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4267, - "estimated_input_tokens": 1067, - "estimated_eval_tokens": 2390 + "serialized_chars": 4263, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Issues 43845, 43846, and 43859 share the exact same title text and have similar low-activity metadata, so they form the strongest duplicate cluster visible in the packet. Issue 43835 has a different title and weaker similarity signals, so it does not match the cluster as well.", - "confidence": 0.92, - "canonical_issue_reason": "43845 is the earliest of the three identical-title issues and is the cleanest representative based on title match, similar body length/activity, and timestamps.", + "summary": "The cluster looks like low-information duplicate issue noise: one unrelated title (\u201cFett\u201d) and three near-identical \u201chuggingface \u201d placeholders. There isn\u2019t enough evidence to merge any pair as the same underlying bug report.", + "confidence": 0.31, + "canonical_issue_reason": "Issue 43859 is the best representative of the repeated placeholder \u201chuggingface \u201d reports because it is one of the matching titles and has the only discussion activity, but all candidates are too underspecified to be a strong canonical.", "canonical_pr_reason": null, - "best_issue_reason": "43845 is the best global issue candidate because it anchors the only clearly repeated title group and predates the other matching issues.", + "best_issue_reason": "43859 is the most suitable issue for dedupe tracking among the placeholders since it matches the repeated title and has the most activity, but it is still not a high-quality canonical issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Different titles and no stronger shared signals beyond soft similarity." + "reason": "Different titles and no description-level evidence of the same bug; only weak text similarity." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Different titles and no shared targets, filenames, or other concrete match signals." + "reason": "Different titles and no concrete shared issue details, so this looks like unrelated placeholder noise." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "Different titles; the visible metadata does not show a same-issue match." + "reason": "No shared bug description or explicit linkage; similarity is too shallow to treat as a duplicate." }, { "left": "issue:43845", "right": "issue:43846", - "accept": true, - "reason": "Exact same title text with close body length and activity/timestamp patterns; this is a plausible duplicate pair." + "accept": false, + "reason": "They share the same placeholder title, but there is no evidence they report the same underlying problem." }, { "left": "issue:43845", "right": "issue:43859", - "accept": true, - "reason": "Exact same title text and similar lightweight metadata; they look like the same report cluster." + "accept": false, + "reason": "Same generic title, but no specific symptom, target, or code-path evidence to justify a duplicate merge." }, { "left": "issue:43846", "right": "issue:43859", - "accept": true, - "reason": "Exact same title text with similar metadata signals, supporting a duplicate relationship." + "accept": false, + "reason": "The reports are only superficially similar; nothing indicates the same underlying bug or change request." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The cluster call is a bit too strong for the packet. The data only shows identical titles for 43845/43846/43859 plus soft-similarity scores; it does not support calling them \"near-identical placeholders\" or asserting any shared underlying content beyond title similarity. Likewise, 43835 can be treated as a weaker/non-matching candidate because its title differs, but \"likely unrelated content\" is not grounded in the packet. Please keep the wording limited to the visible signals (title similarity, body length, activity, timestamps) and avoid content claims." - }, - "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, { "label": "issue", - "component_index": 12, - "component_count": 18, + "component_index": 11, + "component_count": 17, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-44371-5", "nodes": [ @@ -16938,88 +16881,88 @@ "issue:44572|issue:44937", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "701141eb8dc963e2a11d463685997aafff1f540690157089b490c12463667893", + "prepared_review_unit_hash": "405844ac650d22d818a97976a121277d1b04ad35d113c683331bf4c5e02030b4", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5788, - "estimated_input_tokens": 1447, - "estimated_eval_tokens": 3150 + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5788, - "estimated_input_tokens": 1447, - "estimated_eval_tokens": 3150 + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All items look like unrelated low-signal or spammy issues; there is no evidence they describe the same underlying bug. If one must be kept as the most plausible real issue, #44418 is the least obviously spam-like.", - "confidence": 0.9, - "canonical_issue_reason": "#44418 has the only non-spam, issue-shaped title (\u201cDocumentation Enhancement Suggestion\u201d), so it is the best candidate to anchor the cluster even though the body is still too sparse to confirm legitimacy.", + "summary": "This cluster appears to be a set of unrelated low-information/spam issues, with no concrete shared bug or feature description to justify deduping beyond generic similarity.", + "confidence": 0.92, + "canonical_issue_reason": "issue:44371 is the earliest generic spam-placeholder issue in the set, so it is the best representative of this noise cluster.", "canonical_pr_reason": null, - "best_issue_reason": "#44418 is the most suitable global representative because it is the only item that reads like a plausible product issue rather than obvious spam or filler text.", + "best_issue_reason": "issue:44371 is the most suitable cluster representative because it is a minimal, content-free spam issue and predates the other similar placeholders.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Both are titled only \"\" with no body, targets, or links; identical spam labels do not indicate the same underlying issue." + "reason": "Both are spam-placeholder titles, but there is no evidence they refer to the same underlying report or change." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "Both are titled only \"\" and contain no actionable evidence of a shared bug or change." + "reason": "Identical-looking spam titles are not enough to confirm the same issue; no concrete shared problem is described." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "One is generic spam, the other is a vague documentation request; they do not describe the same concrete issue." + "reason": "One is a spam placeholder and the other is a documentation suggestion; these do not look like the same underlying issue." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "\"\" and \"Check out \\\"Google LLC\\\"\" are both spam-like, but there is no sign they refer to the same underlying problem." + "reason": "A spam placeholder and a specific phrase-based issue are not the same concrete problem." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "A generic documentation enhancement and a spam placeholder are not the same issue." + "reason": "Documentation enhancement versus spam placeholder; no sign of a shared bug or request." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "The titles and available metadata do not point to the same bug/change; one is a vague doc suggestion, the other is spam." + "reason": "Documentation enhancement versus spam placeholder; the similarity is only superficial." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "Both are spam placeholders, but there is no concrete shared bug, change, or target to merge them as duplicates." + "reason": "Both are spam placeholders, but there is no substantive evidence they describe one underlying issue rather than separate spam posts." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder vs. spammy brand mention; similar low quality is not enough to treat them as the same issue." + "reason": "A spam placeholder and a specific quoted-name issue are unrelated on the available evidence." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "No shared code-path, target, or substantive description is present; these are just separate spam-like issues." + "reason": "A spam placeholder and a specific quoted-name issue are unrelated on the available evidence." } ] }, @@ -17032,14 +16975,14 @@ }, { "label": "issue", - "component_index": 13, - "component_count": 18, + "component_index": 12, + "component_count": 17, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45145-2", "nodes": [ @@ -17049,12 +16992,12 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "7dc1f8a861ea4de3f0b55ef1ca251eee7fc0c8a8260a01f567af86056fa8e4dc", + "prepared_review_unit_hash": "6da72f3c52adac3498e870da75a3625d86c066be055806df50057c4514d10ed6", "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 }, @@ -17062,7 +17005,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1646, + "serialized_chars": 1645, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -17071,35 +17014,35 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The pair looks like a likely duplicate/near-duplicate issue set: the titles are identical and the body lengths are very close, but the evidence is sparse, so confidence should stay moderate. Issue 45145 is the better canonical representative because it was created first and has the only inbound reference in the pair.", - "confidence": 0.78, - "canonical_issue_reason": "Issue 45145 is the best canonical representative because it was created first and has the only inbound reference among these two near-duplicate issues.", + "summary": "#45145 is still the best canonical issue because it is earlier and already has an inbound reference. However, the pair should not be auto-accepted as a duplicate from the evidence shown alone: the packet only exposes identical titles, similar body lengths, and a soft similarity score, without body text or explicit linkage.", + "confidence": 0.84, + "canonical_issue_reason": "#45145 is earlier and already has an inbound reference, so it is the stronger canonical copy for this report.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45145 is the strongest overall issue candidate for the same reason: earliest creation time and slightly more external reference activity.", + "best_issue_reason": "#45145 is the best issue to keep as canonical because it predates #45151 and has outside attention.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", - "accept": true, - "reason": "Same exact title and very similar body size make these likely duplicate/near-duplicate reports, though the available evidence is limited and does not prove identical content." + "accept": false, + "reason": "The titles match and the similarity signal is strong, but the packet does not expose the bodies or any explicit linkage. That is enough to suspect a duplicate, but not enough to confidently accept it as the same underlying issue." } ] }, "evaluator_result": { "accept": false, - "feedback": "The comparison is plausible, but the verdict is a bit too confident for the evidence shown. The packet only provides identical titles, similar body lengths, and a soft_similarity signal; it does not give direct body-content evidence or explicit duplicate links. Please soften the language from \"same underlying issue\" to \"likely duplicate/near-duplicate,\" and reduce the confidence accordingly. The canonical choice is grounded in earlier creation time and one inbound reference, but \"more established in discussion/links\" is slightly overstated given the sparse activity." + "feedback": "The canonical-issue choice is grounded: #45145 is earlier and has an inbound reference. However, the duplicate verdict is a bit too strong for the evidence provided. The packet only shows identical titles, similar body lengths, and a soft-similarity signal with Jaccard 0.63; it does not expose the bodies or any explicit linkage. This supports a likely duplicate, but not the confident \u2018same underlying issue\u2019 framing." }, "evaluator_used": true, "retried": true, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, { "label": "issue", - "component_index": 14, - "component_count": 18, + "component_index": 13, + "component_count": 17, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17152,14 +17095,14 @@ }, { "label": "issue", - "component_index": 15, - "component_count": 18, + "component_index": 14, + "component_count": 17, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45672-2", "nodes": [ @@ -17169,7 +17112,7 @@ "soft_pairs": [ "issue:45672|issue:45674" ], - "prepared_review_unit_hash": "b9e7be76507fc1b84bb5e45f31bca4829ea9965b0a67e1bdaeb27dc5e9f8e23d", + "prepared_review_unit_hash": "4f4a08854d233215f84ec137240966c5dc7c43b59bf479e09fba70d23558c4ad", "component_budget": { "node_count": 2, "item_count": 2, @@ -17191,18 +17134,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate 4-bit inference bugs: one is a Gemma4 audio-module uint8/torch.finfo TypeError, the other is a BitsAndBytesConfig lm_head exclusion regression causing an AssertionError. They are related only at a broad quantization-inference level, not the same underlying defect.", - "confidence": 0.97, - "canonical_issue_reason": "issue #45674 is the better representative of the cluster because it is framed as a concrete configuration/regression bug in BitsAndBytesConfig with a clear failure mode and broader applicability than the Gemma4-specific report.", + "summary": "These are two distinct 4-bit inference bugs, not duplicates: one is a Gemma4/audio-module torch.finfo() TypeError on uint8 weights, the other is a BitsAndBytesConfig regression where llm_int8_skip_modules drops the default lm_head exclusion and triggers an AssertionError.", + "confidence": 0.94, + "canonical_issue_reason": "Issue #45674 is the cleaner cluster anchor: it describes a specific, configuration-driven regression with a clear failing path, while #45672 is a separate model/module-specific bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue #45674 is the strongest standalone issue to keep because it describes a specific, actionable regression with an explicit API trigger and a clear assertion failure path.", + "best_issue_reason": "#45674 is the best representative issue for the cluster because it is tightly scoped and easier to map to a concrete fix, even though it is not a duplicate of #45672.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45672", "right": "issue:45674", "accept": false, - "reason": "Different underlying problems: Gemma4 audio modules hit a torch.finfo TypeError on uint8 weights, while the BitsAndBytesConfig issue is about llm_int8_skip_modules clearing the default lm_head exclusion and triggering an AssertionError. Same broad area, but not the same bug." + "reason": "Different failure modes and code paths: Gemma4 audio module torch.finfo() on uint8 weights versus BitsAndBytesConfig skipping the default lm_head exclusion and causing an AssertionError. They share only broad 4-bit inference context." } ] }, @@ -17215,14 +17158,14 @@ }, { "label": "issue", - "component_index": 16, - "component_count": 18, + "component_index": 15, + "component_count": 17, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45762-2", "nodes": [ @@ -17232,40 +17175,40 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "630b139043b751d835d2c24ebb7e29ca8e6af3ecd21166c2503654b065d68c82", + "prepared_review_unit_hash": "319ecca25a3df64330644d4387fc07c4062ca8e85f66c228423af59c8d5b8081", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1477, - "estimated_input_tokens": 370, - "estimated_eval_tokens": 996 + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1477, - "estimated_input_tokens": 370, - "estimated_eval_tokens": 996 + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues are not duplicates: their titles are different personal-name/date entries with no shared problem statement, code path, or references. The soft similarity appears superficial only.", - "confidence": 0.98, - "canonical_issue_reason": "No canonical issue here; the items look unrelated rather than like two reports of the same underlying bug/request.", + "summary": "Both items look like unrelated low-signal/spam issues containing personal names and dates, not a real duplicate bug cluster.", + "confidence": 0.96, + "canonical_issue_reason": "Issue #45762 is the earlier of the two and can serve as the cluster anchor, but both issues are equally non-actionable personal-data spam.", "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a good global representative for a duplicate cluster because there is no real cluster to collapse.", + "best_issue_reason": "No issue in this cluster is a good canonical bug report; both are closed spam-like entries with no technical content.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "Different names and dates, no body, links, or shared context indicating the same underlying issue." + "reason": "They only share a vague spam-like pattern; the titles name different people and dates, with no indication of the same underlying issue." } ] }, @@ -17278,14 +17221,14 @@ }, { "label": "issue", - "component_index": 17, - "component_count": 18, + "component_index": 16, + "component_count": 17, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45764-2", "nodes": [ @@ -17295,40 +17238,40 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "90279dcfb8e03d81bff1fb84dcac3dbf0c35aafc2c63ab347f1377d072d3d6b6", + "prepared_review_unit_hash": "131e9b53aed97a99ee290a1f0d70bf55a9bee708ed0e337bb32044ada1b46850", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1480, - "estimated_input_tokens": 370, - "estimated_eval_tokens": 996 + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1480, - "estimated_input_tokens": 370, - "estimated_eval_tokens": 996 + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues look like unrelated low-signal entries (personal names plus dates) with no shared technical context, so they should not be clustered as duplicates.", - "confidence": 0.98, - "canonical_issue_reason": null, + "summary": "The two closed issues are just personal-name/date titles with no bodies or linked context, and they do not describe the same underlying problem. The soft similarity signal is not enough to treat them as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: neither issue contains actionable problem description, and the titles indicate unrelated placeholder-like entries rather than a shared bug report.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Neither issue is a good representative target for deduping because both lack substantive content and do not appear related.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "Titles do not describe the same bug or request; they are distinct name/date strings with no body, links, or code context indicating a shared underlying issue." + "reason": "Only superficial title similarity; the names/dates differ and there is no body, target, or code-path evidence showing the same underlying issue." } ] }, @@ -17341,14 +17284,14 @@ }, { "label": "issue", - "component_index": 18, - "component_count": 18, + "component_index": 17, + "component_count": 17, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45869-5", "nodes": [ @@ -17368,91 +17311,91 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "3a29482d2f409117b5b66dca55d74aaef52b17948db4a666e59a4dfb5bfb7ced", + "prepared_review_unit_hash": "31728d4160dbe4fb33cd95a7aa20d6e68b5f875b917754f44ecb005ac9f8e553", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5726, - "estimated_input_tokens": 1432, - "estimated_eval_tokens": 3120 + "serialized_chars": 5721, + "estimated_input_tokens": 1431, + "estimated_eval_tokens": 3118 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5726, - "estimated_input_tokens": 1432, - "estimated_eval_tokens": 3120 + "serialized_chars": 5721, + "estimated_input_tokens": 1431, + "estimated_eval_tokens": 3118 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "There are two exact duplicate issue pairs in the cluster: 45870/45871 and 45872/45873. Issue 45869 is related only at a broad financial-data level, but it is a distinct request. The two DataForge issues describe different underlying asks, so they should not be merged together.", - "confidence": 0.84, - "canonical_issue_reason": "45872 is the strongest representative of the cluster: it is the earlier copy of an exact duplicate pair (45872/45873) and has the most descriptive body/title among the clearly duplicated issues.", + "summary": "The packet suggests two highly similar issue pairs: 45870/45871 and 45872/45873. The evidence is metadata-only, so I\u2019d treat them as likely duplicates rather than proven exact duplicates. 45869 looks topic-adjacent but distinct.", + "confidence": 0.78, + "canonical_issue_reason": "45870 is the best canonical issue here because it is the earlier and slightly more active member of the clearest duplicate-like pair (45870/45871). 45872/45873 looks like a separate similar pair, and 45869 is adjacent but not the same issue.", "canonical_pr_reason": null, - "best_issue_reason": "45872 is the best global representative because it is one of the exact-duplicate heads and appears more fully specified than the other duplicate pair.", + "best_issue_reason": "45870 is the strongest overall representative among these issues: it anchors the most clearly repeated title/body pattern, is earlier than 45871, and has a bit more discussion activity. The other pair (45872/45873) appears separate, and 45869 is too different to serve as the main representative.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45869", "right": "issue:45870", "accept": false, - "reason": "Related finance/DataForge theme, but the dataset bundle request and the prediction example are different underlying issues." + "reason": "Both mention finance/data themes, but the titles describe different concrete things: a dataset bundle vs an example about financial time series prediction." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Broad topical overlap only; this is a dataset bundle request, not the same change/request as the prediction example." + "reason": "Both mention finance/data themes, but the titles describe different concrete things: a dataset bundle vs an example about financial time series prediction." }, { "left": "issue:45870", "right": "issue:45871", "accept": true, - "reason": "Same title and apparently the same issue text; this looks like an exact duplicate pair." + "reason": "Identical titles and matching body length with no differentiating metadata make these likely the same underlying issue." }, { "left": "issue:45870", "right": "issue:45872", "accept": false, - "reason": "Both mention financial time series in DataForge, but one is an example/prediction request and the other is a scraping-service request." + "reason": "They share the broad DataForge/finance theme, but the titles point to different requests: prediction example vs scraping service." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Same broad domain, but the concrete request differs from the prediction-example issue, so they are not the same underlying issue." + "reason": "They share the broad DataForge/finance theme, but the titles point to different requests: prediction example vs scraping service." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "The titles point to different concrete asks: prediction example versus scraping service." + "reason": "They share the broad DataForge/finance theme, but the titles point to different requests: prediction example vs scraping service." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "Related only at a high level; these are not the same underlying issue." + "reason": "They share the broad DataForge/finance theme, but the titles point to different requests: prediction example vs scraping service." }, { "left": "issue:45872", "right": "issue:45873", "accept": true, - "reason": "Same title and matching issue shape; this appears to be an exact duplicate pair." + "reason": "Identical titles and matching body length with no differentiating metadata make these likely the same underlying issue." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The cluster summary is grounded in the packet: 45870/45871 and 45872/45873 are exact duplicate pairs by identical title/body length and perfect Jaccard, while 45869 is only loosely related and distinct. The representative choice is conservative and supported by the longer body on 45872. No PR mergeability issue applies here because this is an issue-only cluster." + "accept": false, + "feedback": "The output is a bit too strong for the evidence in the packet. The titles and body lengths support that 45870/45871 and 45872/45873 are highly similar, but the packet does not provide body text or explicit duplicate markers, so calling them \"exact duplicates\" is overstated. Similarly, 45869 is only topic-adjacent from the metadata available; that part is fine, but the overall summary and canonical reasoning should stay more conservative. 45870 as the earlier, slightly more active representative is reasonable, but the confidence and duplicate wording should be softened." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -17509,172 +17452,172 @@ "pull_request:43823|pull_request:45213", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "c56fb5bddbebc5f6a5cc91d33bdcd19179a9c41135146b122a0c9e1175ce30e2", + "prepared_review_unit_hash": "753f0da67ef2d400714e8a0703123e49b5dad79b7b4fa11e0d3dfed0065e3166", "component_budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 22, - "serialized_chars": 38372, - "estimated_input_tokens": 9593, - "estimated_eval_tokens": 19442 + "serialized_chars": 38364, + "estimated_input_tokens": 9591, + "estimated_eval_tokens": 19438 }, "budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 22, - "serialized_chars": 38372, - "estimated_input_tokens": 9593, - "estimated_eval_tokens": 19442 + "serialized_chars": 38364, + "estimated_input_tokens": 9591, + "estimated_eval_tokens": 19438 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly unrelated PRs that only share broad topical similarity. The only clear duplicate pair is the two `fixed_cross_entropy` patches (#43251 and #43254), which fix the same code path by forwarding `cross_entropy` kwargs. All other pairs should be rejected as different features or different bug fixes.", - "confidence": 0.91, + "summary": "The cluster is mostly unrelated PRs; the only true duplicate pair is the two cross-entropy kwargs fixes (#43251 and #43254).", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43251 is the best canonical representative for the duplicate loss fix: it is explicitly tied to issue #43240 and implements the same `fixed_cross_entropy` change as #43254, but in a slightly more complete form.", + "canonical_pr_reason": "#43251 is the better canonical PR: it has the explicit issue link, clearer intent, and a slightly more complete implementation of the same fixed_cross_entropy change.", "best_issue_reason": null, - "best_pr_reason": "PR #43251 is the strongest cluster representative because it directly targets the tracked loss bug and covers the same functionality as the narrower duplicate PR #43254.", + "best_pr_reason": "#43251 is the best representative PR for the duplicate pair because it directly targets the tracked bug and is the most self-contained version of that fix.", "soft_edge_verdicts": [ { "left": "pull_request:39895", "right": "pull_request:43424", "accept": false, - "reason": "Both are PRs, but one is a new model/doc addition and the other is an export test; they do not fix the same bug or implement the same change." + "reason": "Unrelated model-doc/new-model PR versus an executorch dynamic-shape test change; no shared bug or code path." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Tokenizer API additions and a new model implementation are unrelated changes despite both touching model infrastructure." + "reason": "Mistral tokenizer API additions and a new MobileLLM model are different changes with no common defect." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "A tokenizer method addition and an ExecuTorch export test are different code paths and different problems." + "reason": "Tokenizer method additions are unrelated to executorch export dynamic-shape testing." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor auto-loading robustness and adding a new model are not the same underlying change." + "reason": "Processor/pretrained-loading robustness work is unrelated to adding MobileLLM." }, { "left": "pull_request:43251", "right": "pull_request:46067", "accept": false, - "reason": "These fix different bugs in different subsystems: loss argument forwarding vs loading/conversion prefix handling." + "reason": "Both touch infrastructure, but they fix different problems: cross-entropy kwargs versus base_model_prefix handling in conversions." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Cross-entropy kwargs handling is unrelated to adding the MobileLLM model." + "reason": "Loss-function kwargs fix and new MobileLLM model addition are unrelated." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Loss kwarg forwarding and Mistral4 test/MoE fixes are separate issues and cannot be merged as one PR." + "reason": "Cross-entropy kwargs handling is unrelated to Mistral4 test and MoE fixes." }, { "left": "pull_request:43424", "right": "pull_request:46067", "accept": false, - "reason": "An exportability test does not match the base_model_prefix conversion/loading fix." + "reason": "Executorch dynamic-shape tests and conversion base_model_prefix handling address different code paths." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Dynamic-shape export testing is unrelated to the Mistral4 test and grouped-mm contiguity changes." + "reason": "Different subsystems and different bugs; no plausible single merged PR." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "ExecuTorch export tests and a new model addition are different changes, not the same bug fix." + "reason": "Executorch testing change is unrelated to introducing MobileLLM." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "Adding MobileLLM and fixing `cls.config` resolution are unrelated." + "reason": "New model addition and config resolution ordering bug are unrelated." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "A new model implementation and Falcon output-collection refactoring are distinct changes." + "reason": "Adding MobileLLM is unrelated to Falcon output-interface refactoring." }, { "left": "pull_request:43823", "right": "pull_request:46067", "accept": false, - "reason": "Model addition and loading/conversion prefix fixes do not share the same underlying code-path problem." + "reason": "New model addition and conversion-prefix fixes are different changes." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon output interface refactoring and Mistral4 test fixes are different model-specific changes." + "reason": "Falcon output-interface refactor and Mistral4 test fixes are not the same underlying change." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon refactoring and the model-creation skill are unrelated." + "reason": "Falcon refactoring and the model-creation skill PR are unrelated." }, { "left": "pull_request:44827", "right": "pull_request:46067", "accept": false, - "reason": "Mistral4 test fixes/MoE contiguity and conversion prefix handling are different problems." + "reason": "Mistral4 tests/MoE fix is unrelated to conversion prefix handling." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "These address different concrete issues: Mistral4 test behavior vs a `layrnorm` weight-renaming typo." + "reason": "Mistral4 test fixes and layrnorm-to-layernorm renaming address different models and bugs." }, { "left": "pull_request:44827", "right": "pull_request:46048", "accept": false, - "reason": "A Mistral4 test fix and adding a TDT loss kernel are unrelated." + "reason": "Mistral4 test fixes are unrelated to the TDT loss kernel addition." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 test changes and config-resolution order changes are unrelated fixes." + "reason": "Mistral4 test fixes and config resolution ordering are unrelated." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "A model test fix is not the same thing as the model-creation skill PR." + "reason": "A model test-fix PR and the model-creation skill PR are not the same underlying change." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "The MobileLLM implementation is not the same as the model-creation skill/documentation PR." + "reason": "A model implementation PR and a repository skill/documentation PR are unrelated." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both PRs modify `src/transformers/loss/loss_utils.py` to forward `weight`/`label_smoothing` into `nn.functional.cross_entropy`; they are the same underlying fix and could be merged into one PR." + "reason": "Both PRs fix the same fixed_cross_entropy issue by passing supported nn.functional.cross_entropy kwargs in src/transformers/loss/loss_utils.py; they are mergeable into one change." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: the only clearly mergeable duplicate-like pair is #43251/#43254, which both patch `src/transformers/loss/loss_utils.py` to forward `weight` and `label_smoothing` into `nn.functional.cross_entropy` and share issue target #43240. The other pairwise rejections are conservative and consistent with the listed filenames/diffs, which show different features or subsystems rather than a single shared bugfix." + "feedback": "The summary is grounded in the packet and stays conservative: it identifies the only clearly duplicate pair as #43251/#43254, which is supported by the shared file and shared issue target. The soft-edge rejections are also reasonable and do not overstate evidence." }, "evaluator_used": true, "retried": false, @@ -17701,7 +17644,7 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "78ff34ad200a9a00e9d055653399d02f0b642694a43ab65cbff6d60ea20ebc5b", + "prepared_review_unit_hash": "5f6f020c618e8b60d60b92cc6702a4ce1273d864df8717303d3ac73ed121f4ee", "component_budget": { "node_count": 2, "item_count": 2, @@ -17723,18 +17666,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related VibeVoice PRs, but they are not duplicates: #40546 adds the base VibeVoice model, while #42781 adds VibeVoice Realtime plus an acoustic tokenizer and extra generation/model changes.", - "confidence": 0.93, + "summary": "Both PRs are about VibeVoice, but they target different scopes: #40546 adds the base VibeVoice integration, while #42781 adds a separate realtime/acoustic-tokenizer extension. They overlap on model-family plumbing, but they are not the same underlying change.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical duplicate: #40546 is the base VibeVoice implementation, whereas #42781 is a separate realtime extension with additional tokenizer and generation code.", + "canonical_pr_reason": "#40546 is the original reviewed PR for the core VibeVoice implementation; #42781 is a later, separate realtime-oriented extension that adds additional components rather than duplicating the base feature.", "best_issue_reason": null, - "best_pr_reason": "#42781 is the broader and newer PR, but it still represents a distinct realtime feature rather than the same change as #40546.", + "best_pr_reason": "#40546 is the most representative and mature PR for the core VibeVoice feature set. #42781 is draft and appears to build on the base implementation instead of being a duplicate of it.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "Related model-family work, but different underlying changes: base VibeVoice implementation vs. VibeVoice Realtime with acoustic tokenizer and generation updates. They would not be merged as one duplicate PR." + "reason": "Reject: the shared files reflect common VibeVoice scaffolding, but #40546 implements the base model while #42781 adds realtime and acoustic-tokenizer work. Different concrete code paths and feature scope." } ] }, @@ -17764,7 +17707,7 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "a572309f4cd4df19d797f408aa829ef9b54c23f544c477e5a53cb168edc17a37", + "prepared_review_unit_hash": "dda6230ad1835ebb5c207c6a41492556143ca14d35e09294b9aebe092d96fed5", "component_budget": { "node_count": 2, "item_count": 2, @@ -17786,18 +17729,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are unrelated feature additions in different model families: TimesFM covariate-based forecasting vs DINOv3 image classification support.", - "confidence": 0.99, + "summary": "These two pull requests are not duplicates: one adds TimesFM covariate forecasting support, the other adds DINOv3 image classification support. They touch different model families, different code paths, and different user-facing features.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No canonical PR for the cluster: the PRs implement unrelated features in different subsystems, so they should not be deduplicated against each other.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR #41224 is the better standalone representative because it is a narrower, concrete feature addition with a clearly scoped implementation and docs/tests, whereas PR #40755 is a larger cross-file feature expansion but still unrelated to the other PR.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different underlying changes and codepaths; one adds TimesFM forecasting with covariates, the other adds DINOv3 image classification support. They are not the same bug/change and would not plausibly be merged into one PR." + "reason": "Different models and different functionality: TimesFM covariate forecasting vs DINOv3 image classification. They do not appear to fix the same underlying bug or add the same change." } ] }, @@ -17892,12 +17835,12 @@ "pull_request:41797|pull_request:45186", "pull_request:45186|pull_request:45630" ], - "prepared_review_unit_hash": "39ec97e6e2186ade207253b4f3fa4906d8a045ecf64e81f968b39fb8b4de949a", + "prepared_review_unit_hash": "1a77cfd8dbcbaf2c68561baddc3ea8071dba4c9767d528f30b274d27e12be1fe", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10436, + "serialized_chars": 10435, "estimated_input_tokens": 2609, "estimated_eval_tokens": 5474 }, @@ -17905,7 +17848,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10436, + "serialized_chars": 10435, "estimated_input_tokens": 2609, "estimated_eval_tokens": 5474 }, @@ -17914,24 +17857,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three PRs are standalone model-addition PRs for different models (DeepSeek OCR, Isaac, Kimi2-6). They share repository plumbing patterns, but they do not fix the same code path or represent one mergeable change, so no soft duplicate edges should be accepted.", - "confidence": 0.94, + "summary": "All three PRs are model-introduction docs/code additions for different models, not the same underlying change. They share generic Transformers scaffolding, but each targets a distinct model family and codepath, so the soft links should be rejected.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No true canonical duplicate here; the closest-to-canonical representative is PR 45630 because it is the most substantial standalone model addition, but it is not a duplicate of the others.", + "canonical_pr_reason": "PR #45630 is the strongest representative of the cluster because it is the newest, has the highest review activity, and appears to be the most fully developed model-addition change; however, it is still distinct from the other PRs.", "best_issue_reason": null, - "best_pr_reason": "PR 45630 is the best single representative of the cluster only in the sense that it is the most complete and broad model-addition PR; however, it is still a different feature from the other two.", + "best_pr_reason": "PR #45630 is a reasonable cluster representative for a new-model addition, with broad integration across auto-mappings, model files, and tests, and substantially more discussion than the others.", "soft_edge_verdicts": [ { "left": "pull_request:41797", "right": "pull_request:45186", "accept": false, - "reason": "Different model integrations: DeepSeek OCR vs Isaac. Shared docs/auto-registration scaffolding is generic and not enough to treat these as the same bug or change." + "reason": "Different model additions: DeepSeek OCR vs Isaac. Shared Transformers scaffolding and docs/auto-registry updates are generic and do not indicate the same bug or mergeable code-path fix." }, { "left": "pull_request:45186", "right": "pull_request:45630", "accept": false, - "reason": "Different model integrations: Isaac vs Kimi2-6. They touch similar transformer registry files, but they are separate model additions and not mergeable as one PR for the same underlying change." + "reason": "Different model additions: Isaac vs Kimi2-6. They touch similar registry surfaces, but the underlying models, files, and implementation details are unrelated." } ] }, @@ -17961,12 +17904,12 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "0208d574ff598884d026c2bc9e20241a2f25b80485b65f6d6fd408ffba4b0355", + "prepared_review_unit_hash": "af911583abe8598bb3fe2b3c84815b38aeee806e092c9d2a8aa37e256f31afcb", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5935, + "serialized_chars": 5934, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -17974,7 +17917,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5935, + "serialized_chars": 5934, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -17983,18 +17926,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are both maintenance PRs updating GitHub Actions, but they target different actions and different upgrade motivations. They are related, not duplicates of the same underlying change.", - "confidence": 0.87, + "summary": "These are both broad workflow-maintenance PRs, but they target different GitHub Actions and different upgrade goals: Node 24 compatibility vs. docker/build-push-action version bumps. They should not be deduplicated.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:42975 is the better representative because it has the clearer, broader compatibility-driven scope and touches many workflow files beyond a single action family.", + "canonical_pr_reason": "No single canonical PR for deduplication: 42975 is about upgrading common GitHub Actions for Node 24 compatibility, while 42976 is a separate build-push-action upgrade across Docker image workflows.", "best_issue_reason": null, - "best_pr_reason": "pull_request:42975 is the strongest cluster representative: its title and diff make the maintenance purpose explicit, and it spans more of the workflow surface area.", + "best_pr_reason": "PR 42975 is the better representative of the cluster because it is the broader, more central Actions compatibility upgrade; 42976 is narrower and concerns a different action family.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Both are GitHub Actions upgrade PRs, but 42975 is about Node 24 compatibility for core workflow actions while 42976 updates docker/build-push-action and a few other actions to newer versions. They do not appear to fix the same concrete code-path problem and would not naturally merge into one PR." + "reason": "Reject: both touch workflow files, but the concrete changes are different. 42975 upgrades checkout/cache/upload-artifact for Node 24 compatibility; 42976 upgrades docker/build-push-action v5 to v6. They are separate maintenance changes and would not plausibly be merged into one PR as the same fix." } ] }, @@ -18033,76 +17976,76 @@ "pull_request:43451|pull_request:45490", "pull_request:45490|pull_request:46162" ], - "prepared_review_unit_hash": "749b0dde187cf965a22c3056184aa0e562ef719a338b397f9b277d7b74c62752", + "prepared_review_unit_hash": "f083c0de25764dbd2637dc7789da90f8ef0e81c233de28a557b57f5b7eb8bcc9", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 7, - "serialized_chars": 16478, - "estimated_input_tokens": 4120, - "estimated_eval_tokens": 8496 + "serialized_chars": 16484, + "estimated_input_tokens": 4121, + "estimated_eval_tokens": 8498 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 7, - "serialized_chars": 16478, - "estimated_input_tokens": 4120, - "estimated_eval_tokens": 8496 + "serialized_chars": 16484, + "estimated_input_tokens": 4121, + "estimated_eval_tokens": 8498 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All items are distinct PRs: three add different models (ViT NEPA, Molmo, Molmo2), one adds CTSM, and one only adjusts XPU test expectations. The shared filenames are generic repo plumbing (docs TOC, auto mappings) and do not indicate the same concrete change, so none of the soft similarity edges should be merged.", - "confidence": 0.96, + "summary": "These PRs are not duplicates: they add different models (ViT NEPA, Molmo, Molmo2, CTSM) or make a small test-only XPU update. The shared files are mostly generic docs/auto-registry scaffolding, not the same underlying change.", + "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "pull_request:43451 is the most substantial standalone PR: it introduces the full Molmo2 stack (config, modeling, processing, video processing, auto-mappings, docs, and tests), making it the clearest representative of a complete model addition.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different model additions (ViT NEPA vs Molmo); shared docs/auto-registry files are routine scaffolding, not the same underlying change." + "reason": "Different model additions: ViT NEPA vs Molmo. The overlap is generic model-registration/docs boilerplate, not the same code path or bug." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "Different model additions (ViT NEPA vs Molmo2); overlapping auto/docs files are too generic to imply a single fix or feature." + "reason": "Different model families: ViT NEPA vs Molmo2. Shared auto/docs files are expected for any new model and do not indicate a duplicate change." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "Different model additions (ViT NEPA vs CTSM); no shared concrete code-path or bug is evident beyond model-registration plumbing." + "reason": "ViT NEPA vision model addition and CTSM time-series model addition are unrelated changes; only generic registry/docs files overlap." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are separate model integrations with different files and functionality; similarity is only from shared repository registration patterns." + "reason": "Molmo and Molmo2 are separate model additions with distinct source trees and tests; similar naming alone is not enough to treat them as the same change." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo vs CTSM are unrelated model additions; shared auto/docs files do not make them the same PR-worthy change." + "reason": "Molmo (vision-language) and CTSM (time-series) are different model integrations; shared auto/docs edits are broad scaffolding, not one bug fix." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 vs CTSM are distinct model integrations with different code paths, configs, and tests." + "reason": "Molmo2 model integration and CTSM model integration target different architectures and files; they are not plausibly mergeable into one duplicate PR." }, { "left": "pull_request:45490", "right": "pull_request:46162", "accept": false, - "reason": "CTSM model addition and XPU test-expectation tweaks are unrelated changes; they do not fix the same concrete issue or code path." + "reason": "CTSM is a new model-addition PR, while 46162 is a small test-only XPU expectation change for Florence2/LFM2-VL. They do not fix the same underlying issue." } ] }, @@ -18137,7 +18080,7 @@ "pull_request:43665|pull_request:46102", "pull_request:43665|pull_request:44815" ], - "prepared_review_unit_hash": "3abb01b8de383ea1be7cdbcd9f92d9706df130344e81b88569e42601bfecd661", + "prepared_review_unit_hash": "b676da0a4a5b1911fbcea6336f3994385cf74534901b2d36072ab3b61516a15c", "component_budget": { "node_count": 4, "item_count": 4, @@ -18159,36 +18102,36 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "No pair looks like the same underlying bug or change. The PRs span unrelated areas: Whisper tokenization/tests, generic model test edits, FP8 dequant/loading logic, and FSDP tied-weights cleanup.", - "confidence": 0.96, + "summary": "These PRs are not duplicates: they touch different subsystems and fix different problems. The cluster is mostly connected by generic titles like \u201cfix\u201d or \u201cdequant fix,\u201d not by the underlying change.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44815 is the strongest standalone candidate: it contains a concrete code-path fix in model loading/FP8 integration across implementation and tests, whereas the others are either unrelated, vague, or test-only noise.", + "canonical_pr_reason": "PR #44815 is the most substantive and concrete change in the set: it has a specific loading/dequantization fix spanning core model loading and fine-grained FP8 integration, with a clearer technical scope than the test-only or broadly named PRs.", "best_issue_reason": null, - "best_pr_reason": "PR 44815 is the best representative of the cluster because it has the clearest substantive bug-fix intent and concrete code changes; the others do not appear to target the same problem space.", + "best_pr_reason": "PR #44815 is the best representative of the cluster because it contains an identifiable code-path fix and meaningful implementation detail, whereas #43665 is effectively test noise, #43291 is Whisper-specific, and #46102 is an FSDP-specific cleanup/fix.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Whisper tokenizer decoding changes and CLIP/ViT test edits are unrelated; they do not fix the same bug or share a concrete code path." + "reason": "Whisper tokenizer decoding/test fix vs unrelated CLIP/ViT test edits; no shared bug or code path." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper decode/test fix versus FP8 dequant/model-loading fix; different subsystems and different failure modes." + "reason": "Whisper decoding fix vs FP8 dequant/loading fix in unrelated modules; not the same underlying issue." }, { "left": "pull_request:43665", "right": "pull_request:46102", "accept": false, - "reason": "Generic test-file edits in CLIP/ViT do not match the FSDP tied-weights cleanup; no shared underlying defect is visible." + "reason": "Test assertion changes in CLIP/ViT vs FSDP tied-weights cleanup; clearly different changes." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "The PRs touch unrelated code paths: model tests versus FP8 dequant/loading internals. They are not plausibly one merged change." + "reason": "Test-only edits in vision models vs dequantization/loading changes; no plausible single merged PR." } ] }, @@ -18225,70 +18168,70 @@ "pull_request:45932|pull_request:46100", "pull_request:46100|pull_request:46114" ], - "prepared_review_unit_hash": "b32fc55936629a2e98374c72fb57e4ef359ec356fe053612d698ab5ae269a951", + "prepared_review_unit_hash": "02cc4a059d7d3ecd6bcf4e2acb8e68a288ac5eaea2bc20ff2bcce1ee72872f1a", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 5, - "serialized_chars": 11341, - "estimated_input_tokens": 2836, - "estimated_eval_tokens": 5928 + "serialized_chars": 11340, + "estimated_input_tokens": 2835, + "estimated_eval_tokens": 5926 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 5, - "serialized_chars": 11341, - "estimated_input_tokens": 2836, - "estimated_eval_tokens": 5928 + "serialized_chars": 11340, + "estimated_input_tokens": 2835, + "estimated_eval_tokens": 5926 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Only pull requests 46100 and 46114 are true duplicates: they make the same tiny ViT test-only edit. The other soft-similar PRs are unrelated changes in different code paths and should remain separate.", - "confidence": 0.95, + "summary": "Mostly unrelated placeholder/test PRs. The only true duplicate pair is #46100 and #46114, which have the same ViT test-file edit; the other PRs only overlap superficially on broad test/workflow areas.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46100 is the earliest and clearest representative of the identical ViT test-migration change; 46114 is a later fork with the same diff.", + "canonical_pr_reason": "#46114 is the best canonical PR for the duplicate pair because it has the same diff as #46100 but a clearer title/body indicating the forked test-migration/OTEL purpose.", "best_issue_reason": null, - "best_pr_reason": "PR 46100 is the best cluster representative because it is the earliest instance of the only exact duplicate pair and has the cleanest, most straightforward title.", + "best_pr_reason": "#46114 is the best representative of the cluster\u2019s only real duplicate set: it is effectively identical to #46100 while being more explicit about intent.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "Different underlying changes: one is a setup/version/dependency tweak, the other edits CI workflows plus several model files. Shared Vit test file is not enough to make these the same PR." + "reason": "Both are dummy \"don't merge\" PRs and both touch the Vit test file, but the actual changes are different (setup/version/deps vs workflow/notification/testing-utils edits). Not the same underlying change." }, { "left": "pull_request:43488", "right": "pull_request:46114", "accept": false, - "reason": "These touch unrelated areas and solve different tasks; 43488 is a repo-bot/setup test PR while 46114 is a ViT test-migration fork." + "reason": "Only superficial overlap on a Vit test file. #43488 is a setup/version/dependency bot check, while #46114 is a test-migration PR with failing assertions. Different code paths and goals." }, { "left": "pull_request:43532", "right": "pull_request:46114", "accept": false, - "reason": "Only broad test/CI similarity is shared. The diffs are not the same concrete bug or change and would not plausibly merge into one PR." + "reason": "Shared test-file name is not enough; #43532 is mainly CI/workflow infrastructure and helper changes, while #46114 is a tiny ViT test migration. Not mergeable as one PR." }, { "left": "pull_request:45932", "right": "pull_request:46100", "accept": false, - "reason": "Despite some testing-related overlap, 45932 is a broad multi-model/Grafana workflow PR while 46100 is a tiny ViT test edit; they do not fix the same code-path problem." + "reason": "#45932 is a broad telemetry/grafana-related PR across workflows and multiple model files; #46100 only edits the ViT test file to add failing assertions. Different underlying changes." }, { "left": "pull_request:46100", "right": "pull_request:46114", "accept": true, - "reason": "Same underlying change: both have the same diff in tests/models/vit/test_modeling_vit.py, adding the same dummy failing assertions for the migration test." + "reason": "These are effectively identical PRs: same ViT test-file diff adding the same failing assertions, with only title/body differences. They look like the same underlying change." } ] }, "evaluator_result": { "accept": true, - "feedback": "The conclusions are grounded in the packet: 46100 and 46114 have identical ViT test diffs, while the other pairs only share broad filename/topic overlap and do not look mergeable into one bugfix PR. The soft-edge rejections are conservative, and the accepted pair is well supported." + "feedback": "The conclusions are grounded in the packet and the soft-edge calls are conservative. The only clearly identical diff pair is #46100/#46114, while the other PR pairs share at most superficial filename or test/workflow overlap and do not look mergeable as one bugfix PR." }, "evaluator_used": true, "retried": false, @@ -18315,12 +18258,12 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "e9896f0dffc8b58ad76fb305b132ffecad8832a9197ebb492619742939d785d6", + "prepared_review_unit_hash": "46c0665b308c5c86f8be1e0f5d3a82f1e40ac1c9458f843a2f8c79f6fd305781", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6082, + "serialized_chars": 6083, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -18328,7 +18271,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6082, + "serialized_chars": 6083, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -18337,18 +18280,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two separate pull requests add different pipelines: one for promptable concept segmentation and one for promptable visual segmentation. They share some documentation/registration scaffolding, but they target different task names, model integrations, and test suites, so they are not duplicates.", - "confidence": 0.96, + "summary": "These are two separate PRs adding different promptable segmentation pipelines; their overlap is mostly shared scaffolding/docs, not the same underlying change.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: 43612 and 43613 implement different features for different segmentation tasks and code paths.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "Neither PR is a duplicate of the other; there is no single best PR for deduplication in this cluster.", + "best_pr_reason": "PR 43613 is the broader, more complete pipeline addition (more model/test coverage and implementation files), so it is the better representative if one PR must be picked.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Different underlying features: promptable concept segmentation vs promptable visual segmentation, with different filenames, model support, and tests. Shared docs/registration changes are not enough to merge them as one PR." + "reason": "Different features: promptable concept segmentation vs promptable visual segmentation. Shared docs/registry/pipeline boilerplate is expected and not enough to merge them as one PR." } ] }, @@ -18378,40 +18321,40 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "f6bd80506aa487001f68b177c825c991b64e3e0e6849f548799235d1576350fa", + "prepared_review_unit_hash": "5e3995bf6ffde54256bca1688f1593ea86f1bc316969bdd838a123c9522a7a5a", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4293, - "estimated_input_tokens": 1074, - "estimated_eval_tokens": 2404 + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4293, - "estimated_input_tokens": 1074, - "estimated_eval_tokens": 2404 + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated Trainer PRs that both modify `src/transformers/trainer.py` but address different extension points: gradient-accumulation loss scaling vs. column/signature filtering for custom trainers. They are not duplicates of the same underlying change.", - "confidence": 0.95, + "summary": "These two PRs both touch `trainer.py`, but they fix different Trainer extension points: one changes gradient-accumulation loss scaling, the other adds an overrideable signature-column helper for dataset filtering. They should not be clustered as duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No single canonical PR: #43651 and #43663 address separate code paths and separate user-facing behaviors, so neither subsumes the other as a duplicate representative.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "#43651 is the cleaner cluster anchor if one must be chosen: it is a focused, concrete behavior change with a specific trainer loss-scaling path and a clearer standalone purpose.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Same file and broad Trainer area, but the changes solve different problems on different code paths: loss scaling during training vs. signature-based column filtering. They would not plausibly be merged as one PR." + "reason": "Same file, but different underlying changes: gradient-accumulation loss scaling vs signature-column filtering. They are independent trainer improvements and could not plausibly be merged as one fix." } ] }, @@ -18441,12 +18384,12 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "b1897cc32e0c817ed51d18233b3a276ec84925f03d6b64a38ddd7de187e2e099", + "prepared_review_unit_hash": "7cdef20d78d7967505ae84821948aea210b518ea19ac3a454ef278ea5ced89bb", "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 }, @@ -18454,7 +18397,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3664, + "serialized_chars": 3663, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -18463,25 +18406,28 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs touch `src/transformers/cli/serve.py` and mention `TypeAdapter`, but they fix different concrete problems: one is a typing/name-resolution cleanup in the CLI code, the other is a guarded import/type-annotation fix for when `pydantic` is absent. Not a duplicate pair.", - "confidence": 0.93, + "summary": "Both PRs target the same runtime TypeAdapter annotation failure in `src/transformers/cli/serve.py`, but `43842` is the narrower and more explicit fix; `43656` is a broader typing/annotations cleanup that also touches the same bug.", + "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: the two pull requests address different underlying NameError/type-resolution causes in the same file rather than the same bug.", + "canonical_pr_reason": "43842 most directly matches the concrete bug: it fixes the `TypeAdapter` NameError with a minimal, explicit `TYPE_CHECKING`/string-annotation change tied to the pydantic-absent case.", "best_issue_reason": null, - "best_pr_reason": "PR #43842 is the better representative of the explicit runtime failure mode because it directly targets the missing-`pydantic` `TypeAdapter` lookup problem and has a clear issue link.", + "best_pr_reason": "43842 is the best representative of the cluster because it targets the exact runtime failure with the least collateral change and the clearest bug description.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", - "accept": false, - "reason": "Shared file and `TypeAdapter` wording are too broad; #43656 changes unrelated typing annotations/`__future__` handling, while #43842 fixes importing/forward-referencing `TypeAdapter` when `pydantic` is unavailable. Different underlying bugs, so do not merge as duplicates." + "accept": true, + "reason": "Both fix the same underlying `TypeAdapter` NameError in the CLI serve path; they are alternative implementations of the same bug fix and could plausibly be consolidated into one PR." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs modify `src/transformers/cli/serve.py` and their titles/diffs point to the same `TypeAdapter` NameError class of bug. The soft-edge acceptance is conservative enough because the two fixes are compatible and could plausibly be folded into one PR, with `43842` being the narrower, more explicit variant." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -18572,7 +18518,6 @@ "pull_request:44017", "pull_request:44018", "pull_request:44019", - "pull_request:44024", "pull_request:44044", "pull_request:44056", "pull_request:44059", @@ -18646,6 +18591,7 @@ "pull_request:43997|pull_request:44018", "pull_request:43997|pull_request:44161", "pull_request:44074|pull_request:44161", + "pull_request:44018|pull_request:44161", "pull_request:43997|pull_request:44071", "pull_request:44010|pull_request:44071", "pull_request:44010|pull_request:44073", @@ -18664,349 +18610,414 @@ "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:44044|pull_request:44154" ], - "prepared_review_unit_hash": "fc5b669945be50fff71467884bbd5a2f0ccc4a3af8625f6eb183efc4fcd9b594", + "prepared_review_unit_hash": "1166def1b3c415d6317bb6a15703929009acad7cb330eba4df53e583a1849cdf", "component_budget": { "node_count": 28, "item_count": 28, - "soft_pair_count": 77, - "serialized_chars": 84508, - "estimated_input_tokens": 21127, - "estimated_eval_tokens": 42510 + "soft_pair_count": 78, + "serialized_chars": 84900, + "estimated_input_tokens": 21225, + "estimated_eval_tokens": 42706 }, "budget": { - "node_count": 28, - "item_count": 28, + "node_count": 27, + "item_count": 27, "soft_pair_count": 72, - "serialized_chars": 76942, - "estimated_input_tokens": 19236, - "estimated_eval_tokens": 38728 + "serialized_chars": 75096, + "estimated_input_tokens": 18774, + "estimated_eval_tokens": 37804 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a batch of model-specific refactors to standardized output tracing. Most pairs are only thematically similar, not true duplicates; the only clear duplicate line is the GPT-Neo pair, plus the GPT-J/CodeGen follow-up variants.", - "confidence": 0.84, + "summary": "This cluster is mostly a set of parallel model-specific output-tracing refactors tied to the same umbrella tracking issue, not one duplicate bug. The only clear duplicates are within the GPT-Neo pair and the GPT-J/CodeGen pair(s).", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "No issue artifact is present here. As a PR representative, 44722 is the best anchor for the duplicate subset because it is the most consolidated GPT-J/CodeGen output-tracing refactor and is explicitly tied to the tracking issue.", + "canonical_pr_reason": "PR 44066 is the clearest representative of the concrete GPT-J/CodeGen output-tracing refactor: it has an explicit issue link, touches the right code paths, and is the most complete multi-file instance of that same change family.", "best_issue_reason": null, - "best_pr_reason": "44722 is the strongest canonical PR for the actual duplicate subset: it covers the same concrete GPT-J/CodeGen output-tracing change, is explicit about the tracking issue, and is the most complete/latest version among the closely related GPT-J variants.", + "best_pr_reason": "PR 44066 is the best single representative of the deduplicated subset because it directly implements the standardized output-tracing change for GPT-J/CodeGen and is explicitly tied to the umbrella issue.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families (FNet/CVT vs GPT-J); same issue tag only." + "reason": "Different model families and different code paths; same umbrella issue is not enough to merge." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different models (FNet/CVT vs DeBERTa V2); only the refactor theme matches." + "reason": "Unrelated model implementations; similar refactor theme only." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Both are GPT-J output-tracing refactors on the same code path; 44085 looks like a narrower version of the same change." + "reason": "Both are GPT-J output-tracing refactors on the same code path and could be merged into one PR." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "RegNet vs EfficientNet; same standardized-tracing pattern, but not the same change." + "reason": "Different models; only the output-tracing pattern is shared." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet vs GPT-J/CodeGen; shared issue target is not enough." + "reason": "Different model families and code paths; shared issue target does not imply duplicate." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "Different model implementations and different code paths." + "reason": "GPT-J/CodeGen versus EfficientNet; not the same underlying change." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 vs DeBERTa V2; related refactor style only." + "reason": "Different model subsystems; same refactor style only." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen vs MGP-STR; same theme, different concrete model code." + "reason": "GPT-J/CodeGen and MGP-STR are unrelated implementations." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen vs MPT; not the same underlying change." + "reason": "Different model families; shared output-tracing theme is too broad." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Same GPT-Neo file/test area and same output-tracing rewrite; one is a later variant of the other." + "reason": "Both target GPT-Neo output-tracing in the same file/code path and look like duplicate variants of the same fix." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen vs GPT-Neo; only the tracing approach is shared." + "reason": "GPT-J/CodeGen versus GPT-Neo; not the same concrete change." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "Different models and files; not a duplicate change." + "reason": "GPT-Neo and GPT-J/CodeGen are different model implementations." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet vs GPT-J/CodeGen; same refactor family only." + "reason": "ResNet versus GPT-J/CodeGen; same refactor pattern only." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR vs GPT-J/CodeGen; not the same code-path fix." + "reason": "Different models and different code paths." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet vs GPT-J; different model implementations." + "reason": "ResNet and GPT-J are unrelated changes." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo vs ResNet; unrelated concrete changes." + "reason": "Different model families; not mergeable as one fix." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet vs MPT; same style of refactor, not same artifact." + "reason": "ResNet versus MPT; same umbrella pattern only." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo vs Flaubert; different models and code paths." + "reason": "GPT-Neo and Flaubert are different code paths." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo vs GPT-J/CodeGen; only the output-tracing theme overlaps." + "reason": "GPT-Neo and GPT-J/CodeGen are separate model changes." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo vs Flaubert; not the same bug/change." + "reason": "GPT-Neo versus Flaubert; unrelated implementations." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT vs GPT-J/CodeGen; different concrete implementations." + "reason": "MPT versus GPT-J/CodeGen; shared refactor style only." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated model code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo versus GPT-J; not the same underlying change." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "Different model families and implementations." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44085", + "accept": false, + "reason": "MPT and GPT-J are unrelated." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT-2 vs MGP-STR; same pattern, different model." + "reason": "GPT-2 versus MGP-STR; same tracing refactor theme only." }, { "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J vs MGP-STR; unrelated code paths." + "reason": "Both are output-tracing refactors, but for different model code paths." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT vs Flaubert/XLM; not the same change." + "reason": "ViLT and Flaubert/XLM are different model families." }, { "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-2 versus GPT-J/CodeGen; similar pattern, different code paths." + }, + { + "left": "pull_request:44018", "right": "pull_request:44071", "accept": false, - "reason": "GPT-2 vs MPT; only the refactor approach matches." + "reason": "GPT-Neo and MPT are unrelated model implementations." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "SegFormer and GPT-J/CodeGen are different subsystems." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "SegFormer and LongT5 are unrelated code paths." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT versus Flaubert/XLM; not the same concrete change." }, { "left": "pull_request:43997", - "right": "pull_request:44017", + "right": "pull_request:44073", "accept": false, - "reason": "RegNet vs Segformer; different model-specific implementations." + "reason": "RegNet versus ViLT; same output-tracing motif only." }, { "left": "pull_request:43997", "right": "pull_request:44056", "accept": false, - "reason": "RegNet vs MPNet; same issue family but not the same change." + "reason": "RegNet versus MPNet; different models and code paths." }, { "left": "pull_request:44071", "right": "pull_request:44076", "accept": false, - "reason": "MPT vs ImageGPT; different concrete code paths." + "reason": "MPT versus ImageGPT; unrelated implementations." }, { "left": "pull_request:44074", "right": "pull_request:44101", "accept": false, - "reason": "TextNet vs Flaubert/XLM; not duplicates." + "reason": "TextNet versus Flaubert/XLM; not a duplicate change." }, { "left": "pull_request:44056", "right": "pull_request:44161", "accept": false, - "reason": "MPNet vs LongT5; same broad migration theme only." + "reason": "MPNet and LongT5 are unrelated model code paths." }, { "left": "pull_request:43997", "right": "pull_request:44018", "accept": false, - "reason": "RegNet vs GPT-Neo; not the same underlying fix." + "reason": "RegNet and GPT-Neo are different subsystems." }, { - "left": "pull_request:43997", - "right": "pull_request:44161", + "left": "pull_request:44071", + "right": "pull_request:44129", "accept": false, - "reason": "RegNet vs LongT5; unrelated concrete changes." + "reason": "MPT and SpeechT5 are unrelated implementations." }, { - "left": "pull_request:44074", - "right": "pull_request:44161", + "left": "pull_request:44010", + "right": "pull_request:44071", "accept": false, - "reason": "TextNet vs LongT5; only broadly similar output-handling cleanup." + "reason": "SqueezeBert and MPT are different model code paths." }, { - "left": "pull_request:43997", - "right": "pull_request:44071", + "left": "pull_request:44010", + "right": "pull_request:44073", "accept": false, - "reason": "RegNet vs MPT; different model code." + "reason": "SqueezeBert and ViLT are unrelated changes." }, { - "left": "pull_request:44010", - "right": "pull_request:44071", + "left": "pull_request:44018", + "right": "pull_request:44059", "accept": false, - "reason": "SqueezeBert vs MPT; same refactor pattern, not same bug." + "reason": "GPT-Neo and GPT-2 are separate model implementations." }, { "left": "pull_request:44010", - "right": "pull_request:44073", + "right": "pull_request:44044", "accept": false, - "reason": "SqueezeBert vs VisualBert; different attention/output implementations." + "reason": "SqueezeBert and DeBERTa are unrelated." }, { - "left": "pull_request:44018", - "right": "pull_request:44129", + "left": "pull_request:44044", + "right": "pull_request:44074", "accept": false, - "reason": "GPT-Neo vs SpeechT5; not the same concrete change." + "reason": "DeBERTa and TextNet are different model code paths." }, { - "left": "pull_request:44017", - "right": "pull_request:44722", + "left": "pull_request:44044", + "right": "pull_request:44129", "accept": false, - "reason": "Segformer vs GPT-J/CodeGen; only the migration theme overlaps." + "reason": "DeBERTa and SpeechT5 are unrelated." }, { - "left": "pull_request:44017", + "left": "pull_request:44018", "right": "pull_request:44161", "accept": false, - "reason": "Segformer vs LongT5; distinct model code paths." + "reason": "GPT-Neo and LongT5 are different model implementations." }, { - "left": "pull_request:44017", - "right": "pull_request:44073", + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet versus TextNet; same refactor pattern only." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44129", + "accept": false, + "reason": "RegNet and SpeechT5 are different code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44086", + "accept": false, + "reason": "MPT and MGP-STR are unrelated model implementations." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", "accept": false, - "reason": "Segformer vs VisualBert; different implementations." + "reason": "SqueezeBert and GPT-Neo are different model families." }, { "left": "pull_request:43996", "right": "pull_request:44161", "accept": false, - "reason": "FNet/CVT vs LongT5; same issue target only." + "reason": "CVT/FNet and LongT5 are unrelated changes." }, { "left": "pull_request:43996", "right": "pull_request:44017", "accept": false, - "reason": "FNet/CVT vs Segformer; not the same change." + "reason": "CVT/FNet and SegFormer are different model code paths." }, { "left": "pull_request:44010", "right": "pull_request:44044", "accept": false, - "reason": "SqueezeBert vs DeBERTa V2; unrelated concrete patches." + "reason": "SqueezeBert and DeBERTa are unrelated implementations." }, { "left": "pull_request:44044", - "right": "pull_request:44074", + "right": "pull_request:44154", "accept": false, - "reason": "DeBERTa V2 vs TextNet; different model-specific refactors." + "reason": "DeBERTa and VITS are different model families." }, { - "left": "pull_request:44044", - "right": "pull_request:44129", + "left": "pull_request:44072", + "right": "pull_request:44154", "accept": false, - "reason": "DeBERTa V2 vs SpeechT5; not duplicates." + "reason": "EfficientNet and VITS are unrelated code paths." }, { - "left": "pull_request:44044", - "right": "pull_request:44154", + "left": "pull_request:44101", + "right": "pull_request:44161", "accept": false, - "reason": "DeBERTa V2 vs ViTS; same migration pattern only." + "reason": "Flaubert/XLM and LongT5 are unrelated model implementations." }, { - "left": "pull_request:44024", - "right": "pull_request:44076", + "left": "pull_request:44073", + "right": "pull_request:44161", "accept": false, - "reason": "FocalNet vs ImageGPT; different model code paths." + "reason": "ViLT and LongT5 are different code paths." }, { - "left": "pull_request:44066", - "right": "pull_request:44722", - "accept": true, - "reason": "Same GPT-J/CodeGen output-tracing refactor and same files; 44722 is a later, consolidated version of that change." + "left": "pull_request:44059", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-2 and GPT-Neo are separate model implementations." }, { - "left": "pull_request:44085", - "right": "pull_request:44129", + "left": "pull_request:44059", + "right": "pull_request:44071", "accept": false, - "reason": "GPT-J vs SpeechT5; not the same underlying bug/change." + "reason": "GPT-2 and MPT are unrelated." }, { - "left": "pull_request:44073", - "right": "pull_request:44101", + "left": "pull_request:44068", + "right": "pull_request:44161", "accept": false, - "reason": "VisualBert vs Flaubert/XLM; different implementations." + "reason": "GPT-Neo and LongT5 are different models." }, { - "left": "pull_request:44017", + "left": "pull_request:44068", "right": "pull_request:44071", "accept": false, - "reason": "Segformer vs MPT; same family of cleanup, not duplicate code." + "reason": "GPT-Neo and MPT are unrelated code paths." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded overall: the summary matches the packet\u2019s pattern of model-specific output-tracing refactors, and the accepted soft edges are limited to pairs that share the same model/file path and look like later/narrower variants of the same change. The rejections stay conservative and avoid overclaiming based only on thematic similarity or shared issue tags." + "feedback": "The summary is well grounded in the packet and stays conservative: it treats the cluster as mostly parallel model-specific refactors, and only marks the GPT-Neo and GPT-J/CodeGen pairs as clear mergeable duplicates. The listed soft-edge rejections are appropriately cautious for different model families/code paths, and the accept verdicts are supported by shared file/code-path evidence." }, "evaluator_used": true, "retried": false, @@ -19029,76 +19040,85 @@ "nodes": [ "pull_request:43997", "pull_request:44010", + "pull_request:44024", "pull_request:44056", "pull_request:44073", "pull_request:44074", + "pull_request:44076", "pull_request:44129" ], "soft_pairs": [ + "pull_request:44024|pull_request:44076", "pull_request:44073|pull_request:44074", "pull_request:44056|pull_request:44073", "pull_request:44056|pull_request:44074", "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "cadc3740f6b4840c636189380f5dc4a60d94146d31b066fb739331f54ffb9b0a", + "prepared_review_unit_hash": "f9be3b987b95733fb8b21b2459a14eb6983db4a6deafef9040a148ff9dc371ec", "component_budget": { "node_count": 28, "item_count": 28, - "soft_pair_count": 77, - "serialized_chars": 84508, - "estimated_input_tokens": 21127, - "estimated_eval_tokens": 42510 + "soft_pair_count": 78, + "serialized_chars": 84900, + "estimated_input_tokens": 21225, + "estimated_eval_tokens": 42706 }, "budget": { - "node_count": 6, - "item_count": 6, - "soft_pair_count": 5, - "serialized_chars": 13066, - "estimated_input_tokens": 3267, - "estimated_eval_tokens": 6790 + "node_count": 8, + "item_count": 8, + "soft_pair_count": 6, + "serialized_chars": 17125, + "estimated_input_tokens": 4282, + "estimated_eval_tokens": 8820 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All six PRs are the same refactor pattern\u2014migrating model output handling to standardized capture/decorator utilities\u2014but they apply to different models and code paths, so they are not duplicates of one another.", - "confidence": 0.93, + "summary": "All items are model-specific PRs in the same broad output-tracing migration wave, but they touch different architectures and code paths, so they are not duplicates of one another.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR for deduping: each PR targets a different model implementation (RegNet, SqueezeBert, MPNet, VisualBert, TextNet, SpeechT5).", + "canonical_pr_reason": "PR 44129 is the strongest anchor: it has an explicit issue target, a concrete SpeechT5-specific refactor, and is clearly scoped to the standardized output-capture migration pattern.", "best_issue_reason": null, - "best_pr_reason": "PR #44129 is the strongest representative of the set because it has an explicit issue target and a more concrete model-specific refactor, but it still addresses a separate code path from the others.", + "best_pr_reason": "PR 44129 is the best representative of the cluster because it is explicit about its tracking issue and presents a focused, model-local implementation of the output tracing refactor.", "soft_edge_verdicts": [ + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "Both are standardized output-tracing refactors, but FocalNet and ImageGPT are different model implementations with different forward paths and hook targets; not the same change." + }, { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "Same refactor theme, but different models (VisualBert vs TextNet) and different implementation paths; not the same underlying change." + "reason": "VisualBert and TextNet are unrelated model families; these are separate per-model migrations, not one shared bug fix or mergeable PR." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "Both standardize output tracing, but they touch different models (MPNet vs VisualBert) and distinct code paths." + "reason": "MPNet and VisualBert change different encoder stacks and output-recording hooks; same migration style, but not the same concrete code-path problem." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "Different models and different output-capture plumbing; too broad to be considered one concrete fix." + "reason": "Different model families and different output-capture adaptations; too broad to treat as duplicates." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are separate model implementations; shared utility migration is not enough to merge them as duplicates." + "reason": "RegNet and SqueezeBert are unrelated architectures, so these are separate refactors rather than duplicate fixes." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert output tracing refactor is unrelated to SpeechT5's separate output-capture change and explicit issue-linked work." + "reason": "SqueezeBert and SpeechT5 modify different model internals; they share a migration theme but not the same underlying code-path or mergeable fix." } ] }, @@ -19184,304 +19204,304 @@ "pull_request:44002|pull_request:46106", "pull_request:43998|pull_request:46106" ], - "prepared_review_unit_hash": "35f1e303daf716ea0ef202a1f7a772f037dd479aa50fbc339619923bf243eb22", + "prepared_review_unit_hash": "e54f3abde29f60ddf451c83bea5769ec72ad1b11bf48d82ada681238371e448e", "component_budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 45, - "serialized_chars": 43769, - "estimated_input_tokens": 10943, - "estimated_eval_tokens": 22142 + "serialized_chars": 43786, + "estimated_input_tokens": 10947, + "estimated_eval_tokens": 22150 }, "budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 45, - "serialized_chars": 43769, - "estimated_input_tokens": 10943, - "estimated_eval_tokens": 22142 + "serialized_chars": 43786, + "estimated_input_tokens": 10947, + "estimated_eval_tokens": 22150 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "No true duplicates here: the PRs are a batch of similar output-tracing refactors across different model implementations, plus one unrelated docs toctree fix. They share a pattern, not the same underlying change.", - "confidence": 0.94, + "summary": "These are not duplicate PRs; they are separate output-tracing refactors applied to different model code paths, plus one unrelated docs change. The cluster is best treated as a thematic group, not a merge target set.", + "confidence": 0.81, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44003 is the best anchor among these: it is the most substantive tracing refactor, spans two related model files, and includes the shared output-capture plumbing rather than just a small per-model signature cleanup.", + "canonical_pr_reason": "PR #44003 is the most representative core refactor: it spans two related model files and introduces the central output-capturing plumbing (`can_return_tuple`/`capture_outputs`).", "best_issue_reason": null, - "best_pr_reason": "PR 44003 is the strongest representative of the group because it makes a concrete code-path change and is broader than the one-file refactors, but it still should not be treated as a duplicate of the others.", + "best_pr_reason": "PR #44003 is the strongest single representative of the cluster because it makes the broadest model-side tracing change and is closest to the shared refactor pattern seen across the group.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Both are output-tracing refactors, but they touch different model architectures and code paths (timm_backbone vs upernet)." + "reason": "Different model families and different forward paths; same refactor theme only." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Different models and different forward paths; same refactor theme is not enough to merge as one change." + "reason": "Both are output-tracing refactors, but they affect unrelated models and code paths." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "timm_backbone and univnet are unrelated implementations with separate output semantics." + "reason": "Separate model implementation, not the same underlying bug or change." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "One is timm_backbone, the other is mamba/falcon_mamba; they do not fix the same underlying bug or change." + "reason": "Different architectures and files; shared tracing pattern is too broad to merge as duplicates." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Different model families and different forward implementations; only the refactor pattern is shared." + "reason": "Unrelated model code paths despite similar output-capturing refactor style." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "MobileNetV1 and UnivNet are unrelated model paths, so this is not a duplicate change." + "reason": "MobileNetV1 and UnivNet are unrelated; this is only a similar refactor motif." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Same broad tracing refactor, but MobileNetV1 and UperNet are distinct code paths and fixes." + "reason": "Different model subsystems and no shared concrete bug." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "MobileNetV1 and DepthAnything are different models; they are not the same underlying change." + "reason": "Different models; same broad tracing cleanup is not enough for duplication." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "Different architectures and different forward signatures; not mergeable as one PR." + "reason": "Different encoder-decoder vs vision model code paths." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "MobileNetV1 and SpeechEncoderDecoder are separate model implementations, not one bug fix." + "reason": "Unrelated model implementations; only the refactor pattern matches." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Vision-text dual encoder and UnivNet are unrelated; similar output-tracing cleanup only." + "reason": "Different models and output types; not the same concrete change." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "These are different model subsystems with different output handling needs." + "reason": "Separate model families, no shared code path to merge." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Different code paths (vision-text dual encoder vs mamba/falcon_mamba); not the same change." + "reason": "Same general tracing theme, but different model architectures and files." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Different model families and different affected files; not a duplicate." + "reason": "Different models; similar refactor does not indicate duplication." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "UnivNet and UperNet do not share the same concrete bug or code path." + "reason": "Different model implementations with no single shared bug/change." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Different model stacks and different output-tracing implementations." + "reason": "Unrelated model families; not mergeable as one PR." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "DepthAnything and UnivNet are unrelated changes." + "reason": "Separate models and code paths, despite similar output-tracing work." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "UperNet and RWKV are unrelated model implementations; same pattern, different fixes." + "reason": "Different architectures; this is a broad subsystem similarity only." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "Different subsystems and different code paths; not one underlying bug." + "reason": "No shared concrete change beyond the refactor style." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "Mamba/Falcon-Mamba and SuperPoint are separate implementations with different tracing behavior." + "reason": "Mamba/FalconMamba vs SuperPoint are unrelated model paths." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Mamba-style recurrent models and CodeGen are different code paths; not a duplicate fix." + "reason": "Both touch output handling, but in unrelated models and call paths." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "timm_backbone and CodeGen are unrelated models; only the refactor motif overlaps." + "reason": "Different model code paths; same high-level refactor theme only." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "UnivNet and CodeGen are not the same concrete issue." + "reason": "Different models and signatures; not the same underlying fix." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "UperNet and CodeGen are unrelated model paths." + "reason": "Unrelated implementations despite similar output tracing changes." }, { "left": "pull_request:44000", "right": "pull_request:44004", "accept": false, - "reason": "Vision-text dual encoder and CodeGen do not share the same underlying change." + "reason": "Similar refactor pattern, but different model code and behavior." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "DepthAnything and VisionEncoderDecoder are different models; not the same bug or feature change." + "reason": "Different model wrappers/code paths; not the same bug or change." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "DepthAnything and SpeechEncoderDecoder are different code paths, so this is not a duplicate." + "reason": "Separate encoder-decoder models; shared tracing cleanup is too broad." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "DepthAnything and SuperPoint are unrelated implementations." + "reason": "Different model families and forward implementations." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Different model families and different output-tracing logic; not mergeable as one PR." + "reason": "Different model architectures; same refactor pattern is insufficient." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "DepthAnything and DPR are separate model fixes." + "reason": "Unrelated models; not a single concrete issue." }, { "left": "pull_request:44026", "right": "pull_request:44029", "accept": false, - "reason": "VisionEncoderDecoder and DPR are unrelated code paths with different semantics." + "reason": "Different model families and code paths." }, { "left": "pull_request:44026", "right": "pull_request:44027", "accept": false, - "reason": "VisionEncoderDecoder and SpeechEncoderDecoder are different implementations, even if both are encoder-decoder wrappers." + "reason": "Vision encoder-decoder and speech encoder-decoder are distinct implementations." }, { "left": "pull_request:44026", "right": "pull_request:44028", "accept": false, - "reason": "Different models and different forward behavior; not the same underlying change." + "reason": "Different model code paths; only the tracing refactor style overlaps." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "VisionEncoderDecoder and DPR are separate model paths." + "reason": "Different models and outputs, no shared concrete bug." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "SpeechEncoderDecoder and SuperPoint are unrelated changes." + "reason": "Separate model families; not mergeable as one PR." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "SpeechEncoderDecoder and RWKV are different model types and not a shared bug fix." + "reason": "Different architectures and forward paths." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "SpeechEncoderDecoder and DPR do not share the same concrete code-path problem." + "reason": "Unrelated model implementations despite similar cleanup." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "SuperPoint and RWKV are unrelated implementations; similar refactoring pattern only." + "reason": "Different model families; same subsystem theme is too broad." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "Different model families and different output-tracing mechanics." + "reason": "Different code paths and model types." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "RWKV and DPR are distinct model code paths; not the same underlying change." + "reason": "RWKV and DPR are unrelated; no shared concrete fix." }, { "left": "pull_request:44027", "right": "pull_request:46106", "accept": false, - "reason": "SpeechEncoderDecoder code changes are unrelated to a docs toctree edit." + "reason": "Docs toctree change is unrelated to the model tracing refactors." }, { "left": "pull_request:44026", "right": "pull_request:46106", "accept": false, - "reason": "VisionEncoderDecoder model code is unrelated to the documentation-only toctree fix." + "reason": "Documentation-only PR; not the same underlying change." }, { "left": "pull_request:44001", "right": "pull_request:46106", "accept": false, - "reason": "UnivNet model refactoring and a docs navigation change are not the same change." + "reason": "Docs navigation change is unrelated to model code refactors." }, { "left": "pull_request:44002", "right": "pull_request:46106", "accept": false, - "reason": "UperNet code refactor vs docs toctree update; unrelated." + "reason": "Unrelated documentation fix, not a duplicate of any model PR." }, { "left": "pull_request:43998", "right": "pull_request:46106", "accept": false, - "reason": "timm_backbone output tracing and a docs toctree fix are unrelated." + "reason": "Documentation toctree edit is not the same bug/change as model output tracing." } ] }, @@ -19514,52 +19534,52 @@ "pull_request:44662|pull_request:45075", "pull_request:45075|pull_request:45401" ], - "prepared_review_unit_hash": "4eb018ae0ac1cd29b6c6468f997aabbf53aca67ab84188cda48ad22ef4606456", + "prepared_review_unit_hash": "3fa1da49f4e766d83950d713db45ab8a390339e5b21807dbca9a419e3a90b3e0", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 10913, - "estimated_input_tokens": 2729, - "estimated_eval_tokens": 5714 + "serialized_chars": 10912, + "estimated_input_tokens": 2728, + "estimated_eval_tokens": 5712 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 10913, - "estimated_input_tokens": 2729, - "estimated_eval_tokens": 5714 + "serialized_chars": 10912, + "estimated_input_tokens": 2728, + "estimated_eval_tokens": 5712 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three separate model-integration PRs for different models (PenguinVL, DeepSeek-OCR-2, Voxtral TTS). Their overlap is mostly boilerplate around docs and Auto registries, not the same underlying change, so none should be clustered as duplicates.", - "confidence": 0.97, + "summary": "These are three separate model-addition PRs for different models (PenguinVL, DeepSeek-OCR-2, Voxtral TTS). They share only Transformers boilerplate and docs/auto-registry changes, not the same underlying change.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "If a single representative is needed, PR 45075 is the most mature/complete implementation in the set (conversion script, broader integration, highest review activity), but it is not a duplicate of the others.", "best_issue_reason": null, - "best_pr_reason": "If a single representative is needed, PR 45075 is the broadest and most complete model addition in the set, but it is still a distinct feature rather than a duplicate of the others.", + "best_pr_reason": "PR 45075 is the strongest standalone representative because it has the most development/review activity and a fuller model integration path, but it is still a distinct model addition rather than the same fix as the others.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different models and code paths: PenguinVL vs Voxtral TTS. Shared registry/docs files are generic integration boilerplate, not evidence of the same change." + "reason": "Different models and different code paths; shared registry/docs boilerplate is not enough to call them duplicates." }, { "left": "pull_request:44662", "right": "pull_request:45075", "accept": false, - "reason": "Different model integrations for PenguinVL and DeepSeek-OCR-2. The common files are standard auto-registration and docs plumbing, not the same bug or feature." + "reason": "Separate model implementations with different architectures/assets; only generic Transformers scaffolding overlaps." }, { "left": "pull_request:45075", "right": "pull_request:45401", "accept": false, - "reason": "DeepSeek-OCR-2 and Voxtral TTS are unrelated model additions with different implementations and targets. Similar touched files reflect framework-wide setup only." + "reason": "These add support for different models and are not plausibly mergeable into one PR fixing the same concrete bug or feature." } ] }, @@ -19589,12 +19609,12 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "e7651c42b144c3213f1567deba93a4bb1d1f5a5f023ef2a7ab8f8a26ae90b39d", + "prepared_review_unit_hash": "9931a2b89cc87b4d3978b14c61e38f97b8b5d7de109d3ea0b1d3d6fca38acf31", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4408, + "serialized_chars": 4407, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -19602,7 +19622,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4408, + "serialized_chars": 4407, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -19611,18 +19631,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are related to fusion infrastructure, but they implement different layers and use cases: one introduces a generic module-fusion API, while the other wires in n-to-1 kernel fusion through KernelConfig and related integration points.", - "confidence": 0.91, + "summary": "These are related around module fusion, but they are not the same change: one adds a generic Module Fusion API, while the other implements a specific n-to-1 kernel-fusion path via KernelConfig and integration hooks.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #44979 is the more canonical cluster representative because it establishes the core module-fusion API and abstractions that the other work could build on.", + "canonical_pr_reason": "PR #45363 is the more concrete and integrated feature implementation: it wires kernel fusion through KernelConfig and touching runtime integration points, rather than just adding a standalone abstraction layer.", "best_issue_reason": null, - "best_pr_reason": "PR #45363 is the best standalone PR for a concrete user-facing change: it connects KernelConfig to actual model loading/integration and includes an end-to-end example.", + "best_pr_reason": "PR #45363 is the strongest representative of the cluster because it targets one specific fusion mechanism end-to-end and is closer to a shippable change.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Related fusion work, but not the same underlying change. #44979 adds a general module-fusion API and tests; #45363 implements specific n-to-1 kernel fusion plumbing via KernelConfig, integrations, and example code. They could not plausibly be merged into one PR as duplicates." + "reason": "They share the broad theme of fusion, but #44979 adds a generic module-fusion API while #45363 implements a specific kernel-based n-to-1 fusion path; they do not look like the same underlying bug or mergeable change." } ] }, @@ -19652,7 +19672,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "a4cda2c3c6638ba575f7ac9fa6c0744d8b0f79bd83d52793afcc5e4d92af95eb", + "prepared_review_unit_hash": "1d8ffe5179239848731e67f7c92c76c8701bddf9e9a0b4d769fa899634b583ab", "component_budget": { "node_count": 2, "item_count": 2, @@ -19674,18 +19694,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests address the same Mistral regex patch bug in the same file with near-identical code changes; the later PR also adds tests, so it is the better canonical choice.", - "confidence": 0.98, + "summary": "Both PRs fix the same AttributeError in `_patch_mistral_regex` by switching from `backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; 45317 is the more complete version because it includes the regression test.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45317 is the better canonical PR: it fixes the same AttributeError as #45086 and also includes test coverage, making it the more complete representation of the change.", + "canonical_pr_reason": "pull_request:45317 is the better canonical PR because it implements the same fix as 45086 and adds a test covering the regression.", "best_issue_reason": null, - "best_pr_reason": "PR #45317 is the best overall PR because it targets the same concrete code-path bug as #45086 but is more complete and verifiable due to added tests.", + "best_pr_reason": "pull_request:45317 is the strongest overall PR candidate: same concrete bug fix plus test coverage, making it the most complete change.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying bug and same fix in _patch_mistral_regex; the diffs overlap almost exactly, and the second PR only adds tests around the same change." + "reason": "Same underlying AttributeError fix in the same code path; 45317 is essentially 45086 plus a regression test." } ] }, @@ -19715,7 +19735,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "88ce541a9cc09b31a906009ca6c12c5c5328532c1489be2d2045127a99fcd93d", + "prepared_review_unit_hash": "ddd7e412bef6c27b5213b18a69c99a830cce30662eedcdf1d0acdcd614e2dc41", "component_budget": { "node_count": 2, "item_count": 2, @@ -19737,18 +19757,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs touch NemotronH internals, but they address different changes: #45115 is a checkpoint-conversion / inheritance refactor for NemotronH, while #45569 is a broader model split into NemotronHDense and NemotronHSparse with docs, auto-mapping, and tests. They are related but not the same underlying fix/change.", - "confidence": 0.92, + "summary": "Two NemotronH-related PRs share some model files, but they target different changes: one refactors NemotronH to inherit GraniteMoeHybrid/conversion mapping, while the other splits NemotronH into dense and sparse model families with docs/tests updates. They are related, not duplicates.", + "confidence": 0.87, "canonical_issue_reason": null, - "canonical_pr_reason": "#45569 is the better canonical representative because it is the broader, more complete NemotronH family change and includes the user-facing model split plus docs/tests, whereas #45115 is a narrower conversion-mapping refactor.", + "canonical_pr_reason": "PR 45569 is the more representative and broader NemotronH change set: it introduces the dense/sparse model split, updates public docs, auto mappings, and tests, so it better captures the main architectural direction of the cluster.", "best_issue_reason": null, - "best_pr_reason": "#45569 is the best PR for the cluster since it subsumes a larger portion of the NemotronH architecture work and is more likely to be the primary integration point for related follow-up changes.", + "best_pr_reason": "PR 45569 is the better single PR to track because it covers the end-user-facing API/documentation and the concrete model-family restructuring, whereas PR 45115 is a narrower refactor of conversion/mapping details.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "They share NemotronH files, but the concrete changes differ: #45115 adds conversion mapping and inheritance-related refactoring, while #45569 splits the model into dense/sparse variants and updates docs/tests. Not the same underlying code-path fix." + "reason": "They overlap on NemotronH internals, but the concrete change sets differ: 45115 is a refactor around GraniteMoeHybrid-compatible inheritance and weight conversion, while 45569 creates distinct dense/sparse implementations plus docs/tests. They are not the same underlying change and would not plausibly be merged as one duplicate PR." } ] }, @@ -19778,7 +19798,7 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "90d34802d4ce9578ed6b587b40124e409c802d027162e10989ea8f0a699dc689", + "prepared_review_unit_hash": "2af8257da5116d522d71ee7459df9bba97ac9e2ea2c7dfdac55f480e4361ede8", "component_budget": { "node_count": 2, "item_count": 2, @@ -19800,18 +19820,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related feature PRs in the same heterogeneity effort, but they are not duplicates: one introduces per-layer heterogeneous config support, the other extends the model/runtime stack to consume it. They touch overlapping files yet implement different layers of the feature.", - "confidence": 0.91, + "summary": "These are two related but distinct feature PRs in the same heterogeneity effort: one adds per-layer config support, the other adds heterogeneous model/runtime support. They share files and abstractions, but they do not look like the same concrete change and should remain separate.", + "confidence": 0.78, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45332 is the better umbrella candidate because it covers the end-to-end heterogeneous model support path, including cache/modeling changes and per-layer config consumption, making it the more comprehensive representative of the feature work.", + "canonical_pr_reason": "PR #45332 is the broader umbrella change: it adds heterogeneous model support and touches runtime/cache/masking/modeling code in addition to the shared heterogeneity config pieces. It is the better representative of the overall feature cluster.", "best_issue_reason": null, - "best_pr_reason": "PR #45332 is the best single representative for the cluster because it is broader and more user-facing, with concrete modeling/runtime changes beyond the config plumbing introduced by #45333.", + "best_pr_reason": "PR #45332 is the best single representative because it covers the larger end-to-end code-path change, while #45333 is narrower and mostly establishes the per-layer configuration foundation.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Related but distinct feature work: #45333 adds heterogeneous config plumbing, while #45332 adds model/runtime support that consumes that plumbing. They are not the same concrete bug/change and would not normally be merged into one PR as duplicates." + "reason": "Related feature work, but not the same underlying bug/change. #45333 introduces heterogeneous config plumbing; #45332 builds on that with model/cache/masking behavior changes. They could be merged independently and are not strict duplicates." } ] }, @@ -19841,12 +19861,12 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "75514ab4a70930d71851e9d801b75d8e74eb0a43ffae80928bd15fb3a2234dcc", + "prepared_review_unit_hash": "3d14b7f6dd99313aadafd57a4e42558739ad4d305c66c50cdd7a704166066d4d", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5513, + "serialized_chars": 5514, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -19854,7 +19874,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5513, + "serialized_chars": 5514, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -19863,18 +19883,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related typing-focused PRs, but they address different changes: one is a broad type-checking sweep across many Transformers files, while the other adds specific typing protocols/aliases for modeling_utils and PEFT-related integrations. They should not be merged as duplicates.", - "confidence": 0.92, + "summary": "These are both typing-related PRs in transformers, but they address different scopes: one is a broad type-checking sweep across many files, while the other is a focused typing-compatibility update around modeling_utils and related protocols. They are not duplicates.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45425 is the better canonical PR because it has a clearer, more concrete typing change centered on shared abstractions and a smaller set of affected code paths.", + "canonical_pr_reason": "PR 45425 is the more focused, self-contained typing change and better represents the cluster\u2019s narrow technical theme; PR 45415 is a much broader repository-wide type-checking sweep.", "best_issue_reason": null, - "best_pr_reason": "PR 45425 is the best representative of the cluster: it makes a specific typing refactor, whereas PR 45415 is a broad enablement/sweep across many files and is less suitable as a duplicate canonical.", + "best_pr_reason": "PR 45425 is the best representative because it targets a specific typing abstraction problem and is plausibly mergeable on its own, unlike the broad lint/type-check enablement in PR 45415.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Do not treat as duplicates: 45415 is a wide type-checking pass with pyproject ignore adjustments and many file annotations, while 45425 adds focused typing protocols/aliases for modeling_utils and PEFT-related code. They overlap in theme and some filenames, but not in the same underlying change or fix." + "reason": "Do not merge: 45415 is a broad type-checking pass over many unrelated files plus pyproject lint settings, while 45425 adds specific typing protocols/aliases for modeling_utils, peft, and flash-attention utilities. They do not fix the same concrete code-path problem and would not plausibly be one PR." } ] }, @@ -19911,7 +19931,7 @@ "pull_request:46109|pull_request:46151", "pull_request:46135|pull_request:46151" ], - "prepared_review_unit_hash": "440c2e02fd61eae7c09f4195b6ee1782e4426fcd4d4d88508dcf61c6ff1dfb15", + "prepared_review_unit_hash": "30d1ba34e06d24400be643a86d16d7e22339432acd8f5eada37110c6859d109a", "component_budget": { "node_count": 5, "item_count": 5, @@ -19933,42 +19953,42 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are thematically related around device/parallel execution and test expectation updates, but they do not fix the same underlying bug or change. The cluster is not a true duplicate set; it mixes separate model code-path fixes and unrelated test-only expectation tweaks.", - "confidence": 0.78, + "summary": "These PRs are mostly separate device-compatibility or test-expectation changes across unrelated areas. They share a broad theme of XPU/model-parallel support, but the concrete code paths and affected tests/models differ enough that none should be merged as duplicates.", + "confidence": 0.79, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45487 is the best anchor for the cluster because it is the most concrete runtime fix: it corrects device placement in model-parallel forward code and spans multiple affected model implementations.", + "canonical_pr_reason": "PR 45487 is the strongest representative of the cluster: it fixes an actual runtime model-parallel bug in model code, spans two affected model implementations, and includes targeted tests. It is more concrete and substantive than the test-only expectation updates.", "best_issue_reason": null, - "best_pr_reason": "PR 45487 is the strongest representative of the shared theme, but it is not a duplicate of the others; it addresses an actual model-parallel bug rather than just adjusting test expectations.", + "best_pr_reason": "PR 45487 is the best merge candidate because it addresses a specific device-placement failure in production code rather than just adjusting test expectations, and the fix is narrowly scoped to the affected model-parallel paths.", "soft_edge_verdicts": [ { "left": "pull_request:45487", "right": "pull_request:46101", "accept": false, - "reason": "Both are device-placement fixes in model code, but they affect different models and different code paths; they are related in theme, not the same change." + "reason": "Both are device-placement fixes in model code, but they target different models and different failure points (AltCLIP/ChineseCLIP buffered token types vs Qwen2-Audio audio mask creation). Same broad class, not the same underlying bug." }, { "left": "pull_request:45487", "right": "pull_request:46151", "accept": false, - "reason": "45487 fixes model-parallel runtime behavior, while 46151 only adds pipeline test expectations for XPU; different artifacts and different underlying issues." + "reason": "45487 fixes model-parallel runtime behavior; 46151 only adds XPU expectations to a pipeline test. Different artifact type and no shared concrete code path." }, { "left": "pull_request:46101", "right": "pull_request:46151", "accept": false, - "reason": "One is an audio-model code fix and the other is a token-classification test update; they do not share the same concrete bug or mergeable change." + "reason": "Qwen2-Audio runtime device handling and token-classification test expectations are unrelated changes; they do not fix the same bug." }, { "left": "pull_request:46109", "right": "pull_request:46151", "accept": false, - "reason": "Both touch distributed/device-related tests, but they target different test suites and different behaviors; this is not the same underlying change." + "reason": "Both touch distributed/XPU testing, but one updates trainer distributed device assertions while the other adds pipeline token-classification expectations. These are distinct test suites and distinct behaviors." }, { "left": "pull_request:46135", "right": "pull_request:46151", "accept": false, - "reason": "Both are test-only, but for different models and expectations; they do not look like duplicates or one mergeable fix." + "reason": "Both are test expectation changes, but they concern different models and scenarios (Kosmos2.5 integration vs token-classification pipeline). No shared underlying bug/change." } ] }, @@ -20000,7 +20020,7 @@ "pull_request:45513|pull_request:46084", "pull_request:46084|pull_request:46098" ], - "prepared_review_unit_hash": "ccb4811de0ea476a90cbd2d6f44313a8d1ef1232f2d0e07a59d18ce18a4a0d58", + "prepared_review_unit_hash": "5f02483eef44a25747a49b54508098f501547b85c940a46beba45825f84dcb54", "component_budget": { "node_count": 3, "item_count": 3, @@ -20022,30 +20042,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two Mamba2 PRs are the same underlying bug fix for `use_cache` with `seq_len > 1`; the Qwen3.5/OLMo-Hybrid PR is a separate model-specific cached-forward issue and should not be merged with the Mamba2 fix.", - "confidence": 0.93, + "summary": "Two PRs are effectively the same Mamba2 cache-seq_len>1 bugfix and should cluster together; the Qwen3.5 multi-token cached-forward PR is a separate model-family change and should remain separate.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46098 is the strongest representative: it targets the same Mamba2 cached-forward bug as #46084, has the same issue target, and is more complete/specific with code, tests, and docs.", + "canonical_pr_reason": "PR #46098 is the clearest representative: it directly names the bug, explicitly targets issue #46032, and appears to contain the full source/test/doc fix rather than just the code patch.", "best_issue_reason": null, - "best_pr_reason": "PR #46098 is the best standalone triage point for the cluster because it fully describes the Mamba2 failure mode and appears to subsume the narrower fix in #46084.", + "best_pr_reason": "PR #46098 is the strongest standalone duplicate target because it is explicit about the failure mode, includes the shared issue link, and covers the broadest complete fix set for the same Mamba2 code path.", "soft_edge_verdicts": [ { "left": "pull_request:45513", "right": "pull_request:46084", "accept": false, - "reason": "Different underlying problems in different model families: #45513 is about Qwen3.5/OLMo-Hybrid linear attention cached multi-token forward, while #46084 is Mamba2 `use_cache` with `seq_len > 1`." + "reason": "Different underlying models and code paths: Qwen3.5/OLMo hybrid linear-attention cached forward vs Mamba2 cached SSM/conv handling. They are only similar at a high level, not the same change." }, { "left": "pull_request:46084", "right": "pull_request:46098", "accept": true, - "reason": "Same concrete Mamba2 code-path bug and same issue target (`#46032`); #46098 looks like the broader version of the same fix, adding docs/tests around the same cached-forward correction." + "reason": "Both address the same Mamba2 bug: `use_cache` with `seq_len > 1` producing wrong results. They touch the same files, share the same issue target (#46032), and the second PR looks like a broader version of the same fix." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analysis is grounded in the packet and stays mostly conservative. The separation of PR #45513 from the Mamba2 fixes is well supported by the different model families and filenames. The linkage between #46084 and #46098 is also reasonable: they share the same issue target and Mamba2 files, and #46098 appears to be the broader, more documented version of the same bugfix. No clear overstatement is evident." + "feedback": "The summary is grounded in the packet: 45513 is a different model family/code path from the Mamba2 fixes, while 46084 and 46098 clearly address the same Mamba2 `use_cache` / `seq_len > 1` bug, share issue #46032, and appear mergeable as one bugfix PR. The soft-edge verdicts are appropriately conservative overall." }, "evaluator_used": true, "retried": false, @@ -20072,12 +20092,12 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "6da8c7f5d260b5302294c69ae8c4238ff6ee25f4f0cd1a61430019a3e97744d7", + "prepared_review_unit_hash": "f8ee4dc83b9de712bb2b3918a5598dcbe7b5055d81cbbd4a0a0f4ab933b23f4d", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4508, + "serialized_chars": 4506, "estimated_input_tokens": 1127, "estimated_eval_tokens": 2510 }, @@ -20085,7 +20105,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4508, + "serialized_chars": 4506, "estimated_input_tokens": 1127, "estimated_eval_tokens": 2510 }, @@ -20094,18 +20114,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are about EP-related loading, but they fix different bugs in different code paths: #45548 targets distributed_config serialization and the has_ep check for accelerate/DeepSpeed ZeRO-3 loading, while #45662 fixes expert tensors being overwritten during FSDP2/post-shard loading. They are related, but not duplicates.", - "confidence": 0.95, + "summary": "These are related EP-loading fixes, but they address different failure modes: one is about EP + ZeRO-3 loading via accelerate launch, the other about experts being overwritten by rank-0 broadcast under FSDP2. They should not be merged as duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: #45548 and #45662 address different EP-loading failures in different mechanisms (serialization/feature detection vs post-shard tensor handling).", + "canonical_pr_reason": "PR 45662 is the stronger representative of the EP-loading bug class here because it fixes a concrete overwrite path in model loading and includes broader code-path changes; PR 45548 is a narrower, distinct accelerate/ZeRO-3 serialization/loading fix.", "best_issue_reason": null, - "best_pr_reason": "#45662 is the better representative of the cluster\u2019s concrete bug-fix theme because it addresses a specific, reproducible code-path corruption of expert parameters during loading.", + "best_pr_reason": "PR 45662 is the better overall candidate to represent the cluster because it targets the more specific underlying runtime bug with explicit code-path changes in loading/sharding behavior, whereas PR 45548 is a separate, narrower loading compatibility fix.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Reject: they share the EP/loading theme and one file, but the underlying problems differ\u2014#45548 fixes config serialization and has_ep detection for accelerate/ZeRO-3, while #45662 fixes expert parameters being overwritten during FSDP2 loading. They would not plausibly collapse into one PR." + "reason": "Both concern expert parallelism, but the bugs differ: 45548 is about EP + DeepSpeed ZeRO-3 loading via accelerate launch, while 45662 fixes experts being silently overwritten by rank-0 broadcast under FSDP2. Shared subsystem alone is not enough to treat them as the same change." } ] }, @@ -20135,12 +20155,12 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "3ce14dc8146de7790f7cc6f1d16938911f635be1714271dd89bff59ab9e5833c", + "prepared_review_unit_hash": "dfc7c620270fe27897db0b4230518e48549a9e08f889555d1b2c5eb118c71e4e", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4589, + "serialized_chars": 4590, "estimated_input_tokens": 1148, "estimated_eval_tokens": 2552 }, @@ -20148,7 +20168,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4589, + "serialized_chars": 4590, "estimated_input_tokens": 1148, "estimated_eval_tokens": 2552 }, @@ -20157,18 +20177,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are about the same xdist/captured_info collision problem on issue 45561; PR 45645 is the broader follow-up that includes the logging fix plus CI log aggregation, while 45639 is a narrower subset.", - "confidence": 0.93, + "summary": "Both PRs address the same xdist-related captured_info logging collision in testing utilities; PR 45645 is the broader, more complete fix and subsumes the core change from 45639.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45645 is the better canonical representative because it covers the core xdist-safe output change and also updates the CI workflow to consume multiple captured_info files, making it the more complete fix.", + "canonical_pr_reason": "PR 45645 is the stronger canonical PR because it contains the shared testing_utils fix plus the CI/workflow adjustments needed to preserve and aggregate the new per-worker logs.", "best_issue_reason": null, - "best_pr_reason": "PR 45645 is the best PR to keep because it addresses the same bug with the most complete end-to-end handling; 45639 appears to be an earlier narrower variant of the same fix.", + "best_pr_reason": "PR 45645 is the best representative of the cluster since it covers the same underlying bug and includes the additional plumbing to make the fix usable in CI.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Accept: both PRs fix the same concrete xdist collision around captured_info output in testing_utils, and the larger PR 45645 plausibly subsumes the narrower 45639 changes." + "reason": "Accept: both PRs fix the same concrete xdist collision in captured_info handling via the same testing_utils path; 45645 extends that same fix with workflow support rather than changing to a different bug or subsystem." } ] }, @@ -20267,7 +20287,7 @@ "pull_request:46069|pull_request:46154", "pull_request:46073|pull_request:46154" ], - "prepared_review_unit_hash": "ea4b02e46ed3e66cdc420be1475869e7d8b3aa088494a87bc3d866ac5e5b2d05", + "prepared_review_unit_hash": "209a611aa9e9a42d81a8da3a8ef6da1cf6b7781ede3c1c1268b512c6cc0ab9c5", "component_budget": { "node_count": 3, "item_count": 3, @@ -20289,30 +20309,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three separate model-level attention-dispatch PRs: CTRL and T5 both add SDPA support, while ShieldGemma2 adds broader attn_implementation dispatch. They are related by theme but not duplicates of the same concrete change.", + "summary": "These are three separate model-specific PRs adding attention dispatch support, not duplicates of the same underlying fix. They share a theme (`attn_implementation`/SDPA support) but target different architectures and code paths.", "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No true duplicate canonical PR exists here because each PR targets a different model/code path. If one representative is needed, PR 46154 is the clearest exemplar of the SDPA-dispatch change with explicit model tests and documentation updates.", + "canonical_pr_reason": "No true canonical duplicate exists in this cluster. If one PR must be chosen as the representative, 46154 is the most complete model-specific dispatch change, with the broadest test coverage and the clearest SDPA implementation work.", "best_issue_reason": null, - "best_pr_reason": "PR 46154 is the strongest standalone PR to represent this cluster because it has the most explicit SDPA-dispatch scope and associated test coverage, making it the most complete and readable implementation among the three.", + "best_pr_reason": "46154 is the best representative PR for the cluster because it is the most substantive and self-contained of the three, but it should still not be treated as a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:46069", "right": "pull_request:46073", "accept": false, - "reason": "Both touch attention dispatch, but they are for different models (ShieldGemma2 vs CTRL) and do not appear to fix the same concrete code-path problem." + "reason": "Both add attention-dispatch support, but for different models (ShieldGemma2 vs CTRL) and different code paths. Same subsystem, not the same fix." }, { "left": "pull_request:46069", "right": "pull_request:46154", "accept": false, - "reason": "ShieldGemma2 attn_implementation dispatch is a different model-specific change from T5 SDPA dispatch; shared theme is too broad to treat as duplicates." + "reason": "Model-specific PRs for different architectures (ShieldGemma2 vs T5). They are analogous changes, not one mergeable duplicate change." }, { "left": "pull_request:46073", "right": "pull_request:46154", "accept": false, - "reason": "Both are SDPA-dispatch PRs, but for different architectures and model files (CTRL vs T5), so they are not mergeable as one duplicate fix." + "reason": "Both touch SDPA dispatch, but each PR targets a different model implementation and test set. Not the same underlying bug or change." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 50bd07929564e41dfa9a5a6c9a891bbb32bba496..fbffe1d3ec575478117b35171d7d5261a5df8d6d 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260523t120023z", + "analysis_id": "hybrid-model-20260523t180021z", "archived_artifacts": { - "hybrid": "snapshots/20260523T120023Z/analysis-runs/hybrid-model-20260523t120023z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260523T120023Z/analysis-runs/hybrid-model-20260523t120023z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260523T180021Z/analysis-runs/hybrid-model-20260523t180021z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260523T180021Z/analysis-runs/hybrid-model-20260523t180021z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-05-23T12:04:02Z", + "published_at": "2026-05-23T18:07:28Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260523T120023Z", + "snapshot_id": "20260523T180021Z", "variant": "hybrid" } diff --git a/snapshots/20260523T180021Z/analysis-runs/hybrid-model-20260523t180021z/analysis-report-hybrid.json b/snapshots/20260523T180021Z/analysis-runs/hybrid-model-20260523t180021z/analysis-report-hybrid.json new file mode 100644 index 0000000000000000000000000000000000000000..cc7dbab16ddf1d95dce61020331cff9629049acc --- /dev/null +++ b/snapshots/20260523T180021Z/analysis-runs/hybrid-model-20260523t180021z/analysis-report-hybrid.json @@ -0,0 +1,2240 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260523T180021Z", + "generated_at": "2026-05-23T18:07:26Z", + "evidence_quality": "full", + "llm_enrichment": true, + "meta_bugs": [ + { + "cluster_id": "cluster-43979-11", + "summary": "Cluster of 1 issues and 10 PRs centered on issue #43979.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 43979, + "canonical_pr_number": 44007, + "issue_numbers": [ + 43979 + ], + "pr_numbers": [ + 43996, + 44007, + 44013, + 44044, + 44066, + 44072, + 44085, + 44129, + 44154, + 44722 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 43996, + "right_pr_number": 44007, + "code_similarity": 0.179, + "size_similarity": 0.576, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.429, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44013, + "code_similarity": 0.122, + "size_similarity": 0.318, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.392, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44044, + "code_similarity": 0.245, + "size_similarity": 0.864, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.479, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44066, + "code_similarity": 0.225, + "size_similarity": 0.818, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.408, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44072, + "code_similarity": 0.14, + "size_similarity": 0.303, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.528, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44085, + "code_similarity": 0.216, + "size_similarity": 0.783, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.398, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44129, + "code_similarity": 0.163, + "size_similarity": 0.643, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.229, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44154, + "code_similarity": 0.153, + "size_similarity": 0.535, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.31, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44722, + "code_similarity": 0.225, + "size_similarity": 0.848, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.368, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44013, + "code_similarity": 0.19, + "size_similarity": 0.553, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.531, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44044, + "code_similarity": 0.186, + "size_similarity": 0.667, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.354, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44066, + "code_similarity": 0.188, + "size_similarity": 0.704, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.315, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44072, + "code_similarity": 0.212, + "size_similarity": 0.526, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.708, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44085, + "code_similarity": 0.195, + "size_similarity": 0.735, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.318, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44129, + "code_similarity": 0.103, + "size_similarity": 0.37, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.191, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44154, + "code_similarity": 0.238, + "size_similarity": 0.93, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.344, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44722, + "code_similarity": 0.178, + "size_similarity": 0.679, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.28, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44044, + "code_similarity": 0.126, + "size_similarity": 0.368, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.351, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44066, + "code_similarity": 0.127, + "size_similarity": 0.389, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.325, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44072, + "code_similarity": 0.29, + "size_similarity": 0.952, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.667, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44085, + "code_similarity": 0.131, + "size_similarity": 0.406, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.329, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44129, + "code_similarity": 0.07, + "size_similarity": 0.205, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.192, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44154, + "code_similarity": 0.177, + "size_similarity": 0.594, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.389, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44722, + "code_similarity": 0.118, + "size_similarity": 0.375, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.287, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44066, + "code_similarity": 0.25, + "size_similarity": 0.947, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.404, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44072, + "code_similarity": 0.136, + "size_similarity": 0.351, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.442, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44085, + "code_similarity": 0.24, + "size_similarity": 0.906, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.394, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44129, + "code_similarity": 0.147, + "size_similarity": 0.555, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.243, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44154, + "code_similarity": 0.17, + "size_similarity": 0.62, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.306, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44722, + "code_similarity": 0.257, + "size_similarity": 0.982, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.402, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44072, + "code_similarity": 0.133, + "size_similarity": 0.37, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.393, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44085, + "code_similarity": 0.763, + "size_similarity": 0.957, + "file_overlap": 0.5, + "area_overlap": 0.825, + "patch_similarity": 0.887, + "shared_filenames": [ + "src/transformers/models/gptj/modeling_gptj.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/gptj/modeling_gptj.py", + "left_ranges": [ + [ + 33, + 41 + ], + [ + 174, + 181 + ], + [ + 250, + 257 + ], + [ + 398, + 419 + ], + [ + 425, + 434 + ], + [ + 459, + 466 + ], + [ + 471, + 488 + ], + [ + 518, + 540 + ], + [ + 554, + 560 + ], + [ + 566, + 575 + ], + [ + 580, + 598 + ], + [ + 601, + 606 + ], + [ + 634, + 640 + ], + [ + 646, + 653 + ], + [ + 658, + 674 + ], + [ + 717, + 722 + ], + [ + 738, + 744 + ], + [ + 749, + 772 + ], + [ + 790, + 795 + ] + ], + "right_ranges": [ + [ + 33, + 40 + ], + [ + 173, + 180 + ], + [ + 249, + 256 + ], + [ + 397, + 405 + ], + [ + 408, + 419 + ], + [ + 425, + 434 + ], + [ + 459, + 465 + ], + [ + 470, + 489 + ], + [ + 517, + 539 + ], + [ + 553, + 559 + ], + [ + 565, + 574 + ], + [ + 579, + 597 + ], + [ + 600, + 611 + ], + [ + 633, + 639 + ], + [ + 645, + 652 + ], + [ + 657, + 673 + ], + [ + 716, + 728 + ], + [ + 737, + 743 + ], + [ + 748, + 771 + ], + [ + 789, + 794 + ] + ] + } + ] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44129, + "code_similarity": 0.145, + "size_similarity": 0.526, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.263, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44154, + "code_similarity": 0.174, + "size_similarity": 0.654, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.286, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44722, + "code_similarity": 0.907, + "size_similarity": 0.964, + "file_overlap": 1.0, + "area_overlap": 0.808, + "patch_similarity": 0.874, + "shared_filenames": [ + "src/transformers/models/codegen/modeling_codegen.py", + "src/transformers/models/gptj/modeling_gptj.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/codegen/modeling_codegen.py", + "left_ranges": [ + [ + 245, + 266 + ] + ], + "right_ranges": [ + [ + 228, + 234 + ] + ] + }, + { + "filename": "src/transformers/models/gptj/modeling_gptj.py", + "left_ranges": [ + [ + 33, + 41 + ], + [ + 174, + 181 + ], + [ + 250, + 257 + ], + [ + 398, + 419 + ], + [ + 425, + 434 + ], + [ + 459, + 466 + ], + [ + 471, + 488 + ], + [ + 518, + 540 + ], + [ + 554, + 560 + ], + [ + 566, + 575 + ], + [ + 580, + 598 + ], + [ + 601, + 606 + ], + [ + 634, + 640 + ], + [ + 646, + 653 + ], + [ + 658, + 674 + ], + [ + 717, + 722 + ], + [ + 738, + 744 + ], + [ + 749, + 772 + ], + [ + 790, + 795 + ] + ], + "right_ranges": [ + [ + 33, + 42 + ], + [ + 175, + 182 + ], + [ + 251, + 258 + ], + [ + 399, + 420 + ], + [ + 426, + 435 + ], + [ + 460, + 467 + ], + [ + 472, + 489 + ], + [ + 519, + 540 + ], + [ + 554, + 560 + ], + [ + 566, + 575 + ], + [ + 580, + 598 + ], + [ + 601, + 612 + ], + [ + 634, + 640 + ], + [ + 646, + 653 + ], + [ + 658, + 663 + ], + [ + 666, + 674 + ], + [ + 717, + 722 + ], + [ + 738, + 744 + ], + [ + 749, + 772 + ], + [ + 790, + 795 + ] + ] + } + ] + }, + { + "left_pr_number": 44072, + "right_pr_number": 44085, + "code_similarity": 0.137, + "size_similarity": 0.387, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.398, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44072, + "right_pr_number": 44129, + "code_similarity": 0.074, + "size_similarity": 0.195, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.231, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44072, + "right_pr_number": 44154, + "code_similarity": 0.175, + "size_similarity": 0.566, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.414, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44072, + "right_pr_number": 44722, + "code_similarity": 0.124, + "size_similarity": 0.357, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.347, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44085, + "right_pr_number": 44129, + "code_similarity": 0.141, + "size_similarity": 0.503, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.272, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44085, + "right_pr_number": 44154, + "code_similarity": 0.18, + "size_similarity": 0.684, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.289, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44085, + "right_pr_number": 44722, + "code_similarity": 0.728, + "size_similarity": 0.923, + "file_overlap": 0.5, + "area_overlap": 0.791, + "patch_similarity": 0.78, + "shared_filenames": [ + "src/transformers/models/gptj/modeling_gptj.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/gptj/modeling_gptj.py", + "left_ranges": [ + [ + 33, + 40 + ], + [ + 173, + 180 + ], + [ + 249, + 256 + ], + [ + 397, + 405 + ], + [ + 408, + 419 + ], + [ + 425, + 434 + ], + [ + 459, + 465 + ], + [ + 470, + 489 + ], + [ + 517, + 539 + ], + [ + 553, + 559 + ], + [ + 565, + 574 + ], + [ + 579, + 597 + ], + [ + 600, + 611 + ], + [ + 633, + 639 + ], + [ + 645, + 652 + ], + [ + 657, + 673 + ], + [ + 716, + 728 + ], + [ + 737, + 743 + ], + [ + 748, + 771 + ], + [ + 789, + 794 + ] + ], + "right_ranges": [ + [ + 33, + 42 + ], + [ + 175, + 182 + ], + [ + 251, + 258 + ], + [ + 399, + 420 + ], + [ + 426, + 435 + ], + [ + 460, + 467 + ], + [ + 472, + 489 + ], + [ + 519, + 540 + ], + [ + 554, + 560 + ], + [ + 566, + 575 + ], + [ + 580, + 598 + ], + [ + 601, + 612 + ], + [ + 634, + 640 + ], + [ + 646, + 653 + ], + [ + 658, + 663 + ], + [ + 666, + 674 + ], + [ + 717, + 722 + ], + [ + 738, + 744 + ], + [ + 749, + 772 + ], + [ + 790, + 795 + ] + ] + } + ] + }, + { + "left_pr_number": 44129, + "right_pr_number": 44154, + "code_similarity": 0.099, + "size_similarity": 0.344, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.199, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44129, + "right_pr_number": 44722, + "code_similarity": 0.146, + "size_similarity": 0.545, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.247, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44154, + "right_pr_number": 44722, + "code_similarity": 0.164, + "size_similarity": 0.631, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.255, + "shared_filenames": [], + "shared_file_areas": [] + } + ] + }, + { + "cluster_id": "cluster-41211-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #41211.", + "status": "open", + "confidence": 0.55, + "canonical_issue_number": 41211, + "canonical_pr_number": 44339, + "issue_numbers": [ + 41211 + ], + "pr_numbers": [ + 41356, + 44339 + ], + "evidence_types": [ + "closing_reference" + ], + "pr_comparisons": [ + { + "left_pr_number": 41356, + "right_pr_number": 44339, + "code_similarity": 0.155, + "size_similarity": 0.094, + "file_overlap": 0.273, + "area_overlap": 0.078, + "patch_similarity": 0.183, + "shared_filenames": [ + "docs/source/en/model_doc/deimv2.md", + "src/transformers/models/deimv2/__init__.py", + "src/transformers/models/deimv2/configuration_deimv2.py", + "src/transformers/models/deimv2/modeling_deimv2.py", + "tests/models/deimv2/__init__.py", + "tests/models/deimv2/test_modeling_deimv2.py" + ], + "shared_file_areas": [ + { + "filename": "docs/source/en/model_doc/deimv2.md", + "left_ranges": [ + [ + 1, + 132 + ] + ], + "right_ranges": [ + [ + 1, + 65 + ] + ] + }, + { + "filename": "src/transformers/models/deimv2/__init__.py", + "left_ranges": [ + [ + 1, + 15 + ] + ], + "right_ranges": [ + [ + 1, + 29 + ] + ] + }, + { + "filename": "src/transformers/models/deimv2/configuration_deimv2.py", + "left_ranges": [ + [ + 1, + 74 + ] + ], + "right_ranges": [ + [ + 1, + 266 + ] + ] + }, + { + "filename": "tests/models/deimv2/test_modeling_deimv2.py", + "left_ranges": [ + [ + 1, + 15 + ] + ], + "right_ranges": [ + [ + 1, + 1734 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-43240-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #43240.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 43240, + "canonical_pr_number": 43251, + "issue_numbers": [ + 43240 + ], + "pr_numbers": [ + 43251, + 43254 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 43251, + "right_pr_number": 43254, + "code_similarity": 0.794, + "size_similarity": 0.64, + "file_overlap": 1.0, + "area_overlap": 0.667, + "patch_similarity": 0.882, + "shared_filenames": [ + "src/transformers/loss/loss_utils.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/loss/loss_utils.py", + "left_ranges": [ + [ + 30, + 50 + ] + ], + "right_ranges": [ + [ + 30, + 43 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-46032-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #46032.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 46032, + "canonical_pr_number": 46084, + "issue_numbers": [ + 46032 + ], + "pr_numbers": [ + 46084, + 46098 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 46084, + "right_pr_number": 46098, + "code_similarity": 0.43, + "size_similarity": 0.5, + "file_overlap": 0.667, + "area_overlap": 0.226, + "patch_similarity": 0.339, + "shared_filenames": [ + "src/transformers/models/mamba2/modeling_mamba2.py", + "tests/models/mamba2/test_modeling_mamba2.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/mamba2/modeling_mamba2.py", + "left_ranges": [ + [ + 256, + 262 + ], + [ + 303, + 353 + ], + [ + 461, + 467 + ], + [ + 471, + 491 + ], + [ + 496, + 502 + ], + [ + 599, + 609 + ] + ], + "right_ranges": [ + [ + 255, + 373 + ], + [ + 481, + 495 + ] + ] + }, + { + "filename": "tests/models/mamba2/test_modeling_mamba2.py", + "left_ranges": [ + [ + 206, + 236 + ], + [ + 285, + 322 + ] + ], + "right_ranges": [ + [ + 476, + 542 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-41115-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #41115.", + "status": "open", + "confidence": 0.55, + "canonical_issue_number": 41115, + "canonical_pr_number": 45613, + "issue_numbers": [ + 41115 + ], + "pr_numbers": [ + 41116, + 45613 + ], + "evidence_types": [ + "closing_reference" + ], + "pr_comparisons": [ + { + "left_pr_number": 41116, + "right_pr_number": 45613, + "code_similarity": 0.805, + "size_similarity": 0.885, + "file_overlap": 0.75, + "area_overlap": 0.854, + "patch_similarity": 0.693, + "shared_filenames": [ + "docs/source/en/_toctree.yml", + "docs/source/en/model_doc/minicpm3.md", + "src/transformers/models/auto/modeling_auto.py", + "src/transformers/models/minicpm3/__init__.py", + "src/transformers/models/minicpm3/configuration_minicpm3.py", + "src/transformers/models/minicpm3/modeling_minicpm3.py", + "src/transformers/models/minicpm3/modular_minicpm3.py", + "tests/models/minicpm3/__init__.py", + "tests/models/minicpm3/test_modeling_minicpm3.py" + ], + "shared_file_areas": [ + { + "filename": "docs/source/en/_toctree.yml", + "left_ranges": [ + [ + 713, + 720 + ] + ], + "right_ranges": [ + [ + 713, + 720 + ] + ] + }, + { + "filename": "docs/source/en/model_doc/minicpm3.md", + "left_ranges": [ + [ + 1, + 67 + ] + ], + "right_ranges": [ + [ + 1, + 45 + ] + ] + }, + { + "filename": "src/transformers/models/auto/modeling_auto.py", + "left_ranges": [ + [ + 285, + 291 + ], + [ + 700, + 706 + ], + [ + 1298, + 1304 + ] + ], + "right_ranges": [ + [ + 699, + 705 + ], + [ + 1301, + 1307 + ] + ] + }, + { + "filename": "src/transformers/models/minicpm3/__init__.py", + "left_ranges": [ + [ + 1, + 29 + ] + ], + "right_ranges": [ + [ + 1, + 29 + ] + ] + }, + { + "filename": "src/transformers/models/minicpm3/configuration_minicpm3.py", + "left_ranges": [ + [ + 1, + 141 + ] + ], + "right_ranges": [ + [ + 1, + 126 + ] + ] + }, + { + "filename": "src/transformers/models/minicpm3/modeling_minicpm3.py", + "left_ranges": [ + [ + 1, + 544 + ] + ], + "right_ranges": [ + [ + 1, + 522 + ] + ] + }, + { + "filename": "src/transformers/models/minicpm3/modular_minicpm3.py", + "left_ranges": [ + [ + 1, + 444 + ] + ], + "right_ranges": [ + [ + 1, + 342 + ] + ] + }, + { + "filename": "tests/models/minicpm3/test_modeling_minicpm3.py", + "left_ranges": [ + [ + 1, + 109 + ] + ], + "right_ranges": [ + [ + 1, + 136 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-45647-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #45647.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 45647, + "canonical_pr_number": 45738, + "issue_numbers": [ + 45647 + ], + "pr_numbers": [ + 45737, + 45738 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 45737, + "right_pr_number": 45738, + "code_similarity": 0.526, + "size_similarity": 0.11, + "file_overlap": 0.5, + "area_overlap": 1.0, + "patch_similarity": 0.024, + "shared_filenames": [ + "src/transformers/models/musicgen_melody/modeling_musicgen_melody.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/musicgen_melody/modeling_musicgen_melody.py", + "left_ranges": [ + [ + 491, + 497 + ] + ], + "right_ranges": [ + [ + 491, + 497 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-45081-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #45081.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 45081, + "canonical_pr_number": 45317, + "issue_numbers": [ + 45081 + ], + "pr_numbers": [ + 45086, + 45317 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 45086, + "right_pr_number": 45317, + "code_similarity": 0.589, + "size_similarity": 0.34, + "file_overlap": 0.5, + "area_overlap": 1.0, + "patch_similarity": 0.136, + "shared_filenames": [ + "src/transformers/tokenization_utils_tokenizers.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/tokenization_utils_tokenizers.py", + "left_ranges": [ + [ + 1360, + 1370 + ], + [ + 1374, + 1380 + ] + ], + "right_ranges": [ + [ + 1360, + 1370 + ], + [ + 1374, + 1380 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-45561-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #45561.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 45561, + "canonical_pr_number": 45645, + "issue_numbers": [ + 45561 + ], + "pr_numbers": [ + 45639, + 45645 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 45639, + "right_pr_number": 45645, + "code_similarity": 0.532, + "size_similarity": 0.619, + "file_overlap": 0.5, + "area_overlap": 0.543, + "patch_similarity": 0.451, + "shared_filenames": [ + "src/transformers/testing_utils.py", + "tests/utils/test_testing_utils.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/testing_utils.py", + "left_ranges": [ + [ + 3529, + 3536 + ], + [ + 3753, + 3787 + ] + ], + "right_ranges": [ + [ + 3525, + 3558 + ], + [ + 3782, + 3788 + ] + ] + }, + { + "filename": "tests/utils/test_testing_utils.py", + "left_ranges": [ + [ + 1, + 86 + ] + ], + "right_ranges": [ + [ + 1, + 114 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-43698-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #43698.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 43698, + "canonical_pr_number": 43779, + "issue_numbers": [ + 43698 + ], + "pr_numbers": [ + 43779, + 43816 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 43779, + "right_pr_number": 43816, + "code_similarity": 0.418, + "size_similarity": 0.538, + "file_overlap": 1.0, + "area_overlap": 0.02, + "patch_similarity": 0.02, + "shared_filenames": [ + "src/transformers/integrations/integration_utils.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/integrations/integration_utils.py", + "left_ranges": [ + [ + 2227, + 2241 + ], + [ + 2303, + 2309 + ] + ], + "right_ranges": [ + [ + 2278, + 2291 + ], + [ + 2309, + 2322 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-43656-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 43656, + "issue_numbers": [], + "pr_numbers": [ + 43656, + 43842 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 43656, + "right_pr_number": 43842, + "code_similarity": 0.405, + "size_similarity": 0.5, + "file_overlap": 1.0, + "area_overlap": 0.0, + "patch_similarity": 0.036, + "shared_filenames": [ + "src/transformers/cli/serve.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/cli/serve.py", + "left_ranges": [ + [ + 11, + 18 + ], + [ + 30, + 36 + ], + [ + 315, + 323 + ], + [ + 665, + 671 + ], + [ + 931, + 937 + ], + [ + 1843, + 1849 + ], + [ + 1868, + 1874 + ] + ], + "right_ranges": [ + [ + 54, + 61 + ], + [ + 587, + 593 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-46100-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 46100, + "issue_numbers": [], + "pr_numbers": [ + 46100, + 46114 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 46100, + "right_pr_number": 46114, + "code_similarity": 1.0, + "size_similarity": 1.0, + "file_overlap": 1.0, + "area_overlap": 1.0, + "patch_similarity": 1.0, + "shared_filenames": [ + "tests/models/vit/test_modeling_vit.py" + ], + "shared_file_areas": [ + { + "filename": "tests/models/vit/test_modeling_vit.py", + "left_ranges": [ + [ + 216, + 226 + ] + ], + "right_ranges": [ + [ + 216, + 226 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-44018-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 44068, + "issue_numbers": [], + "pr_numbers": [ + 44018, + 44068 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 44018, + "right_pr_number": 44068, + "code_similarity": 0.766, + "size_similarity": 0.939, + "file_overlap": 1.0, + "area_overlap": 0.425, + "patch_similarity": 0.866, + "shared_filenames": [ + "src/transformers/models/gpt_neo/modeling_gpt_neo.py", + "tests/models/gpt_neo/test_modeling_gpt_neo.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/gpt_neo/modeling_gpt_neo.py", + "left_ranges": [ + [ + 26, + 46 + ], + [ + 138, + 143 + ], + [ + 182, + 187 + ], + [ + 283, + 295 + ], + [ + 327, + 341 + ], + [ + 348, + 354 + ], + [ + 360, + 369 + ], + [ + 399, + 406 + ], + [ + 411, + 419 + ], + [ + 428, + 433 + ], + [ + 472, + 492 + ], + [ + 507, + 513 + ], + [ + 519, + 528 + ], + [ + 541, + 559 + ], + [ + 562, + 567 + ], + [ + 595, + 601 + ], + [ + 607, + 614 + ], + [ + 627, + 643 + ], + [ + 685, + 690 + ], + [ + 708, + 714 + ], + [ + 720, + 727 + ], + [ + 740, + 757 + ], + [ + 761, + 766 + ], + [ + 780, + 786 + ], + [ + 791, + 798 + ], + [ + 807, + 822 + ], + [ + 840, + 845 + ] + ], + "right_ranges": [ + [ + 26, + 31 + ], + [ + 34, + 44 + ], + [ + 136, + 141 + ], + [ + 180, + 185 + ], + [ + 281, + 293 + ], + [ + 325, + 339 + ], + [ + 346, + 352 + ], + [ + 358, + 367 + ], + [ + 397, + 404 + ], + [ + 409, + 417 + ], + [ + 426, + 434 + ], + [ + 463, + 483 + ], + [ + 498, + 504 + ], + [ + 510, + 519 + ], + [ + 532, + 550 + ], + [ + 553, + 564 + ], + [ + 586, + 592 + ], + [ + 598, + 605 + ], + [ + 618, + 634 + ], + [ + 676, + 688 + ], + [ + 699, + 705 + ], + [ + 711, + 718 + ], + [ + 731, + 748 + ], + [ + 752, + 762 + ], + [ + 771, + 777 + ], + [ + 782, + 789 + ], + [ + 798, + 813 + ], + [ + 831, + 836 + ] + ] + }, + { + "filename": "tests/models/gpt_neo/test_modeling_gpt_neo.py", + "left_ranges": [ + [ + 458, + 464 + ] + ], + "right_ranges": [ + [ + 458, + 464 + ] + ] + } + ] + } + ] + } + ], + "duplicate_issues": [], + "duplicate_prs": [ + { + "cluster_id": "cluster-41115-3", + "canonical_pr_number": 45613, + "duplicate_pr_numbers": [ + 41116 + ], + "target_issue_number": 41115, + "reason": "PRs in cluster-41115-3 are treated as duplicates because they converge on issue #41115 with closing_reference evidence." + }, + { + "cluster_id": "cluster-41211-3", + "canonical_pr_number": 44339, + "duplicate_pr_numbers": [ + 41356 + ], + "target_issue_number": 41211, + "reason": "PRs in cluster-41211-3 are treated as duplicates because they converge on issue #41211 with closing_reference evidence." + }, + { + "cluster_id": "cluster-43240-3", + "canonical_pr_number": 43251, + "duplicate_pr_numbers": [ + 43254 + ], + "target_issue_number": 43240, + "reason": "PRs in cluster-43240-3 are treated as duplicates because they converge on issue #43240 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-43656-2", + "canonical_pr_number": 43656, + "duplicate_pr_numbers": [ + 43842 + ], + "target_issue_number": null, + "reason": "PRs in cluster-43656-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-43698-3", + "canonical_pr_number": 43779, + "duplicate_pr_numbers": [ + 43816 + ], + "target_issue_number": 43698, + "reason": "PRs in cluster-43698-3 are treated as duplicates because they converge on issue #43698 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-43979-11", + "canonical_pr_number": 44007, + "duplicate_pr_numbers": [ + 43996, + 44013, + 44044, + 44066, + 44072, + 44085, + 44129, + 44154, + 44722 + ], + "target_issue_number": 43979, + "reason": "PRs in cluster-43979-11 are treated as duplicates because they converge on issue #43979 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-44018-2", + "canonical_pr_number": 44068, + "duplicate_pr_numbers": [ + 44018 + ], + "target_issue_number": null, + "reason": "PRs in cluster-44018-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-45081-3", + "canonical_pr_number": 45317, + "duplicate_pr_numbers": [ + 45086 + ], + "target_issue_number": 45081, + "reason": "PRs in cluster-45081-3 are treated as duplicates because they converge on issue #45081 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-45561-3", + "canonical_pr_number": 45645, + "duplicate_pr_numbers": [ + 45639 + ], + "target_issue_number": 45561, + "reason": "PRs in cluster-45561-3 are treated as duplicates because they converge on issue #45561 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-45647-3", + "canonical_pr_number": 45738, + "duplicate_pr_numbers": [ + 45737 + ], + "target_issue_number": 45647, + "reason": "PRs in cluster-45647-3 are treated as duplicates because they converge on issue #45647 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-46032-3", + "canonical_pr_number": 46084, + "duplicate_pr_numbers": [ + 46098 + ], + "target_issue_number": 46032, + "reason": "PRs in cluster-46032-3 are treated as duplicates because they converge on issue #46032 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-46100-2", + "canonical_pr_number": 46100, + "duplicate_pr_numbers": [ + 46114 + ], + "target_issue_number": null, + "reason": "PRs in cluster-46100-2 are treated as duplicates because they share soft_similarity evidence." + } + ], + "best_issue": { + "cluster_id": "cluster-45647-3", + "issue_number": 45647, + "reason": "Issue #45647 is the strongest global issue candidate because it is open, belongs to a cluster with 3 artifacts, and carries 12 discussion comments plus 8 inbound references.", + "score": 162.0 + }, + "best_pr": { + "cluster_id": "cluster-43979-11", + "pr_number": 44007, + "reason": "PR #44007 is the strongest global PR candidate because it is open, belongs to a cluster with 11 artifacts, links to 1 issues, and carries 2 review/discussion events.", + "score": 238.886 + } +} diff --git a/snapshots/20260523T180021Z/analysis-runs/hybrid-model-20260523t180021z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260523T180021Z/analysis-runs/hybrid-model-20260523t180021z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..87f86cab7ee3744f73ed14aba033596dc7067515 --- /dev/null +++ b/snapshots/20260523T180021Z/analysis-runs/hybrid-model-20260523t180021z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,20347 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260523T180021Z", + "generated_at": "2026-05-23T18:07:26Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-426", + "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:43572", + "issue:43596", + "issue:43638", + "issue:43716", + "issue:43827", + "issue:43828", + "issue:43866", + "issue:43901", + "issue:43975", + "issue:44292", + "issue:44322", + "issue:44457", + "issue:44509", + "issue:44512", + "issue:44560", + "issue:44805", + "issue:44841", + "issue:44863", + "issue:44918", + "issue:45081", + "issue:45161", + "issue:45237", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45812", + "issue:45823", + "issue:45859", + "issue:45874", + "issue:45901", + "issue:45902", + "issue:45920", + "issue:46015", + "issue:46165" + ], + "soft_pairs": [ + "issue:44322|issue:45464", + "issue:45237|issue:45685", + "issue:43716|issue:45237", + "issue:43828|issue:45237", + "issue:45237|issue:45507", + "issue:44292|issue:45237", + "issue:30277|issue:35545", + "issue:35545|issue:42915", + "issue:35545|issue:41720", + "issue:45901|issue:46015", + "issue:44509|issue:44512", + "issue:35545|issue:36010", + "issue:44805|issue:45823", + "issue:44918|issue:46165", + "issue:43638|issue:44805", + "issue:43638|issue:46165", + "issue:43596|issue:44805", + "issue:44805|issue:45161", + "issue:44560|issue:46165", + "issue:43596|issue:46165", + "issue:44805|issue:44918", + "issue:43572|issue:46165", + "issue:34634|issue:35545", + "issue:30277|issue:43638", + "issue:43596|issue:43638", + "issue:43975|issue:44457", + "issue:43039|issue:45161", + "issue:44292|issue:44457", + "issue:34928|issue:44805", + "issue:24643|issue:30277", + "issue:45859|issue:45902", + "issue:43638|issue:45161", + "issue:34928|issue:36331", + "issue:43596|issue:45161", + "issue:43716|issue:45507", + "issue:39290|issue:45081", + "issue:45823|issue:45874", + "issue:43425|issue:44292", + "issue:34928|issue:41720", + "issue:43828|issue:45161", + "issue:44918|issue:45161", + "issue:43716|issue:45685", + "issue:43828|issue:44292", + "issue:43541|issue:43716", + "issue:44292|issue:44918", + "issue:43716|issue:44292", + "issue:45507|issue:45685", + "issue:43039|issue:44918", + "issue:41762|issue:43638", + "issue:43827|issue:44512", + "issue:43716|issue:44560", + "issue:43828|issue:45685", + "issue:44918|issue:45685", + "issue:43039|issue:43828", + "issue:30277|issue:36331", + "issue:45237|issue:46015", + "issue:34928|issue:36010", + "issue:43039|issue:44805", + "issue:41762|issue:43596", + "issue:39290|issue:41720", + "issue:43901|issue:44512", + "issue:45237|issue:45901", + "issue:44841|issue:45823", + "issue:43039|issue:44560", + "issue:43975|issue:46015", + "issue:45812|issue:45920", + "issue:44863|issue:46015", + "issue:43866|issue:44863", + "issue:44292|issue:46015" + ], + "prepared_review_unit_hash": "c4f8ff4d3a668d957995d8b04d26dc1bc3cc62f6b253e1c173c20ab24c50c774", + "component_budget": { + "node_count": 426, + "item_count": 426, + "soft_pair_count": 1572, + "serialized_chars": 814130, + "estimated_input_tokens": 203533, + "estimated_eval_tokens": 407322 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 69, + "serialized_chars": 48400, + "estimated_input_tokens": 12100, + "estimated_eval_tokens": 24456 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous cluster. The only solid duplicate pair is the Bert + DeepSpeed ZeRO-3 index-out-of-bounds reports (43596/43638); the Qwen3_5Moe rotary-embedding pair is related but not strong enough to merge conservatively. Everything else looks like broad false positives across unrelated models or subsystems.", + "confidence": 0.69, + "canonical_issue_reason": "Issue 43596 is the cleanest representative of the Bert + DeepSpeed ZeRO-3 index-out-of-bounds duplicate pair, with the broader wording making it the best canonical issue.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43596 is the best overall issue representative because it captures the clearest concrete duplicate in the set and has the broadest, least noisy wording.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different failure modes: Qwen3_5 config attribute error vs chat/completions streaming API failure." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Both involve GPU/backend problems, but the concrete bugs are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Mistral image dtype mismatch is unrelated to GPT-OSS AMD GPU support." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Different concrete problems: autocast dtype mismatch vs AMD GPU runtime failure." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Different model families and symptoms; no shared code-path evidence." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Both are Qwen/GPT-OSS runtime issues, but not the same bug or fix." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "Deepspeed collective mismatch and ONNX export error are unrelated." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "ModernBERT ONNX export and Qwen3Moe FP8 failure are different issues." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "ONNX export and Qwen3 auto device mapping are different code paths." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "Table QA crash and outdated RAG examples are unrelated." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions after v5, but they target different removed features and are not the same change." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "ONNX export and GenerationMixin import failure are unrelated." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Different symptoms and different model families; no same underlying bug evidence." + }, + { + "left": "issue:44918", + "right": "issue:46165", + "accept": false, + "reason": "TRL SFT unpacking failure and training-resume/trust_remote_code issue are distinct." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Different tensor-shape failures in different contexts." + }, + { + "left": "issue:43638", + "right": "issue:46165", + "accept": false, + "reason": "ZeRO-3 Bert index error and training-resume issue are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Both mention index/shape errors, but they are different bugs in different paths." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Mask shape mismatch and GPT-OSS MoE tensor-parallel issue are unrelated." + }, + { + "left": "issue:44560", + "right": "issue:46165", + "accept": false, + "reason": "Video StopIteration and model-training resume are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "Different bug categories with no shared concrete code path." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Different failure modes in different trainer/input handling paths." + }, + { + "left": "issue:43572", + "right": "issue:46165", + "accept": false, + "reason": "Config missing pad_token_idx is unrelated to training-resume behavior." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice_preset and ModernBERT ONNX export are unrelated." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Different models and failure modes; only both mention DeepSpeed broadly." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same concrete DeepSpeed ZeRO-3 Bert index-out-of-bounds failure; the titles describe the same underlying bug with slightly different wording." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "DeepSeek detokenization and LoRA merge/save mismatch are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Cross-entropy routing under Liger Kernel and GPT-OSS tensor-parallel failure are different issues." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Qwen-3-8B NVFP4 runtime error and LoRA merge/save inconsistency are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Activation checkpointing/FSDP recomputation issue is different from the mask-shape index error." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Both involve DeepSpeed, but the concrete RuntimeErrors differ and do not look like one bug." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": false, + "reason": "Same Qwen3_5Moe module, but the packet does not strongly establish one exact underlying bug/fix; the manifestations differ enough to stay conservative." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "Bert ZeRO-3 index error and GPT-OSS MoE TP issue are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "Different trainer-related bugs: activation checkpointing mismatch vs compute_loss signature change." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Different models and failure signatures; no same fix implied." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Mistral-3 dtype mismatch and GraniteMoEHybrid invalid method call are unrelated." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3 config attribute error with vLLM and Mistral regex patch crash are different bugs." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Device mismatch under auto mapping and expensive reverse embedding lookup are different issues." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch version incompatibility and Qwen-3-8B runtime error are not the same bug." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "FSDP activation-checkpointing mismatch and Qwen3 auto device mapping assert are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions, but they cover different removed commands/features and are not the same change." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "AMD GPU runtime failure and outdated RAG examples are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "Different training/checkpointing bug versus import error." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger Kernel cross-entropy issue and mask-shape error are unrelated." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Both mention DeepSpeed, but Gemma3 ZeRO-3 loading and Bert ZeRO-3 index errors are different concrete bugs." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Different model-specific errors with no shared code-path evidence." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "TextClassificationPipeline docs and transformers run command docs are separate documentation issues." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "GPT-OSS AMD GPU failure and table-question-answering crash are unrelated." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Processor failure for Voxtral and Gemma4 device mismatch are different issues." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger Kernel cross-entropy issue and Qwen3-vl video StopIteration are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "DeepSeek detokenization bug and RAG docs staleness are unrelated." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": false, + "reason": "Both are tokenizer regressions, but the affected model sets are broad enough that they may be separate AutoTokenizer bugs rather than one concrete duplicate." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint loading and outdated RAG docs are unrelated." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Checkpoint corruption and model-loading implementation failure are different problems." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Qwen-3-8B NVFP4 runtime error and outdated RAG docs are unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The packet does support the Bert/DeepSpeed ZeRO-3 duplicate pair, but the analyst overstates the uniqueness of that duplicate: the packet also has a second accepted soft edge for the Qwen3_5Moe rotary-embedding issues (45859/45902). Because the reasoning says 43596 is the representative of the \"only clearly duplicated concrete bug in the set,\" the summary is not fully grounded. The Qwen3_5Moe acceptance also feels a bit stronger than the packet alone guarantees, so I would keep this conservative and reject." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 2, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-426", + "nodes": [ + "issue:36010", + "issue:39186", + "issue:39290", + "issue:40990", + "issue:41093", + "issue:41762", + "issue:43054", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43638", + "issue:43645", + "issue:43716", + "issue:43792", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43975", + "issue:43994", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44589", + "issue:44841", + "issue:44918", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45161", + "issue:45362", + "issue:45399", + "issue:45464", + "issue:45542", + "issue:45632", + "issue:45685", + "issue:45698", + "issue:45759", + "issue:45800", + "issue:45823", + "issue:45901", + "issue:45902" + ], + "soft_pairs": [ + "issue:39290|issue:43531", + "issue:43854|issue:43866", + "issue:43792|issue:45901", + "issue:41093|issue:43638", + "issue:43425|issue:45070", + "issue:43596|issue:45800", + "issue:43975|issue:45901", + "issue:43792|issue:45070", + "issue:45362|issue:45464", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:45464|issue:45685", + "issue:43404|issue:43866", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:44841|issue:45084", + "issue:36010|issue:39290", + "issue:45800|issue:45823", + "issue:41093|issue:41762", + "issue:43572|issue:45070", + "issue:43296|issue:43366", + "issue:43541|issue:45161", + "issue:44387|issue:45005", + "issue:43828|issue:45464", + "issue:44291|issue:45070", + "issue:43366|issue:45464", + "issue:45020|issue:45800", + "issue:43531|issue:45070", + "issue:43541|issue:44589", + "issue:41093|issue:43596", + "issue:43054|issue:43994", + "issue:45542|issue:45800", + "issue:45759|issue:45902", + "issue:39186|issue:44918", + "issue:43716|issue:44918", + "issue:40990|issue:44960", + "issue:45632|issue:45698", + "issue:43645|issue:45399", + "issue:43404|issue:45005" + ], + "prepared_review_unit_hash": "ba3a2331265e47a9f0093b301b79dfe337850868cc5887814ef6b129e60c429a", + "component_budget": { + "node_count": 426, + "item_count": 426, + "soft_pair_count": 1572, + "serialized_chars": 814130, + "estimated_input_tokens": 203533, + "estimated_eval_tokens": 407322 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 39, + "serialized_chars": 39131, + "estimated_input_tokens": 9783, + "estimated_eval_tokens": 19822 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a heterogeneous grab bag of unrelated Transformers/vLLM regressions (model loading, quantization, dtype/device mismatches, chat/task failures, config issues). None of the proposed soft pairs look like safe duplicates, so the cluster should not be collapsed further.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45698 is the most actionable representative here: a concrete, reproducible custom-module loading regression after save_pretrained/from_pretrained, with active discussion and inbound references.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 is a good cluster anchor because it is specific, user-facing, and still under discussion; among these mostly unrelated issues it is the clearest representative bug report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Different models and failures: Gemma3TextConfig missing attribute vs Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "One is a model-loading test failure, the other is a corrupted checkpoint claim; different root causes." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper runtime failure and table QA crash are unrelated tasks/code paths." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Both are index-related, but one is a mask shape mismatch while the other is a zero-sized-tensor index error under ZeRO-3." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch-version incompatibility and a pydantic PretrainedConfig regression are different bugs." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "Empty-index error during ZeRO-3/Bert loading is unrelated to torch 2.4.1 vs transformers 5.8.0 incompatibility." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Detokenization bug and table-question-answering crash are different features and failure modes." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper runtime failure does not match the pydantic field regression." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both involve Qwen3.5 chat, but one is a crash in transformers chat while the other is a streaming chat/completions API failure on a different model size." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "NVFP4 model loading error and table QA crash are unrelated." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3/vLLM sliding_window error is unrelated to Gemma4 device-mismatch during forward." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Chat streaming API failure and an MPS histogram/int bug in MoE code are different code paths." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Tied lm_head weights issue and a corrupted checkpoint report are not the same bug." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Mixtral torch-dynamo grouped_mm tracing error is unrelated to the MPS histogram Int failure." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Both mention runtime/dtype problems, but the affected model paths and concrete errors differ." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor failure and non-template-node compilation error are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to the Gemma3/vLLM sliding_window regression." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch/transformers version incompatibility and Gemma4 device mismatch are different issues." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are index errors, but one is a mask-length mismatch and the other is an out-of-bounds access when loading Gemma3 with ZeRO-3." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to the pydantic PretrainedConfig field breakage." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "vLLM model-load failure and a request for GGUF support are not the same concrete bug." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Mixtral torch-dynamo grouped_mm error and GPT-OSS tensor-parallel failure are different models and problems." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Int4 quantization OOM and tied-weights translation regression are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to Qwen3.5 streaming API failure." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "init_empty_weights argument mismatch and pydantic PretrainedConfig breakage are different regressions." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF GPT-OSS support request and Qwen3.5 streaming failure are unrelated." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote_code breakage across recent versions is broader, but not the same bug as the torch/transformers compatibility report." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Sliding_window handling in Qwen3-MoE and a pydantic field regression do not match." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Grouped_mm tracing failure and missing Float8 storage type are different runtime errors." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are index errors, but one is a mask shape mismatch and the other is a zero-sized tensor access in ZeRO-3 Bert loading." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Siglip2 embedding quality regression and nonsensical results for a different model are not the same bug." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "TensorBoard-without-TensorFlow backend error is unrelated to torch/transformers incompatibility." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Composite-config unwrap issue and uninitialized rotary embedding memory are different code paths." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP weight-dimensionality error and Qwen3.5 embedding unpacking failure are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Mistral-3 image/text dtype mismatch and Qwen3.5 embedding unpacking are different issues." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "High perplexity on gpt-oss-20b and a generic GLM5 issue do not describe the same bug." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both touch custom-code loading, but one is a cache-path collision while the other is loading the wrong module after save_pretrained." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Notebook custom-model initialization and flash-attn fallback blocking are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but they affect different model families and different concrete loading paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 3, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-426", + "nodes": [ + "issue:36331", + "issue:38175", + "issue:39692", + "issue:41553", + "issue:41628", + "issue:41762", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43493", + "issue:43643", + "issue:43644", + "issue:43782", + "issue:43828", + "issue:43856", + "issue:43866", + "issue:43872", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44292", + "issue:44360", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44534", + "issue:44589", + "issue:44863", + "issue:44910", + "issue:44918", + "issue:44928", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45237", + "issue:45399", + "issue:45507", + "issue:45663", + "issue:45701", + "issue:45800", + "issue:45859", + "issue:45902" + ], + "soft_pairs": [ + "issue:44530|issue:45005", + "issue:42915|issue:45399", + "issue:43873|issue:45005", + "issue:44863|issue:45005", + "issue:44360|issue:44512", + "issue:44918|issue:45507", + "issue:44492|issue:44512", + "issue:43975|issue:44292", + "issue:44292|issue:45507", + "issue:43950|issue:44534", + "issue:43644|issue:43950", + "issue:39692|issue:43054", + "issue:43828|issue:44928", + "issue:41628|issue:45800", + "issue:36331|issue:41762", + "issue:43950|issue:45902", + "issue:43872|issue:44589", + "issue:43866|issue:44403", + "issue:43054|issue:45701", + "issue:41553|issue:43883", + "issue:38175|issue:43054", + "issue:44910|issue:45859", + "issue:45663|issue:45902", + "issue:41553|issue:43881", + "issue:42947|issue:44387", + "issue:43054|issue:43493", + "issue:44403|issue:44451", + "issue:43975|issue:45237", + "issue:43643|issue:45020", + "issue:44403|issue:44488", + "issue:42947|issue:43856", + "issue:41762|issue:42915", + "issue:43881|issue:43883", + "issue:43782|issue:44960" + ], + "prepared_review_unit_hash": "0e495c9627ec08d60b1db3fdb6b231f2aa07b1c58bc241c3e21fe3a7e3675405", + "component_budget": { + "node_count": 426, + "item_count": 426, + "soft_pair_count": 1572, + "serialized_chars": 814130, + "estimated_input_tokens": 203533, + "estimated_eval_tokens": 407322 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37513, + "estimated_input_tokens": 9379, + "estimated_eval_tokens": 19014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most candidates are broad semantic matches, not true duplicates. The only clear duplicate cluster is the Transformers 5.x non-persistent buffer corruption regression (43950/44534, with 45902 as a specific manifestation). A second plausible duplicate pair is the SigLIP2 implementation discrepancy (43054/43493), but the rest are too vague or touch different concrete bugs.", + "confidence": 0.68, + "canonical_issue_reason": "43950 is the cleanest canonical issue: it describes the core Transformers 5.x non-persistent buffer corruption regression, and it has the strongest duplicate-style evidence among the candidates.", + "canonical_pr_reason": null, + "best_issue_reason": "43950 is the best overall issue to represent the cluster because it is specific, technical, and has the clearest same-bug follow-ups (44534 and 45902).", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "Both mention model behavior in v5, but they are different bugs: Qwen3.5 cache/group-type failure vs translation-model tied-weights handling." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Different failure modes and code paths: FineGrainedFP8Config load failure vs flash-attn2 fallback gating." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantized offloading behavior is unrelated to tied-weights issues." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "Checkpoint loading for NemotronH is a different bug than tied-weights handling on translation models." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "ReLU in DSA indexer and a docs typo are unrelated." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Qwen3.5 embedding unpacking with TRL and GraniteMoEHybrid invalid method are different concrete issues." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A cache-strategy typo is unrelated to removed run-command documentation." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Incorrect detokenization and NVFP4 runtime error are different problems." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "Qwen3-8B-NVFP4 runtime failure does not match GraniteMoEHybrid invalid-method behavior." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same underlying regression: Transformers 5.x non-persistent buffers being corrupted/junk-filled on load." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": false, + "reason": "AutoConfig missing fields with trust_remote_code is a different bug from non-persistent buffer corruption." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Docs example errors and degraded SigLIP2 embeddings are not the same concrete bug." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Autocast dtype mismatch on Phi-tiny-MoE and Qwen3.5 RLHF gradient explosion are different failures." + }, + { + "left": "issue:41628", + "right": "issue:45800", + "accept": false, + "reason": "AutoImageProcessor import failure and torch/transformers incompatibility are related only at a broad ecosystem level, not the same bug." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Unexpected trainer kwarg and Gemma3 ZeRO-3 loading IndexError are unrelated." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": true, + "reason": "Same non-persistent-buffer materialization bug: inv_freq reads uninitialized memory after meta -> to_empty(cuda), matching the regression in 43950." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Different bitsandbytes/storage incompatibilities with different error surfaces." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "A corrupted checkpoint and loading noise are not the same bug." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 embedding quality regression and tokenization changes across versions are too broad to treat as the same bug." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad AutoTokenizer error messaging and missing all_tied_weights_keys are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Both involve SigLIP2 output quality, but the specific failure modes are not concrete enough to call the same bug." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Flash-attention illegal memory access from 3D position_ids is different from CPU offload incompatibility in Qwen3_5MoeTextRotaryEmbedding." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states KeyError is unrelated to Qwen3_5MoeTextRotaryEmbedding buffer materialization." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Voxtral tokenizer error messaging and glm-4v-9b loading failure are different issues." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "LoRA gradient checkpointing ineffectiveness and int4 quantization OOM are different regressions." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": true, + "reason": "Same SigLIP2 implementation discrepancy family: worse text embeddings line up with a broader HF-vs-JAX implementation mismatch." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Loading noise and inability to load a specific model are not the same underlying bug." + }, + { + "left": "issue:43975", + "right": "issue:45237", + "accept": false, + "reason": "Detokenization regression and AMD GPU runtime failure are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Trust-remote-code missing fields and broad remote_code breakage are too general to merge as one concrete bug." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Generic loading noise and model-specific loading failure are different issues." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Gradient checkpointing/LoRA and Qwen3 MoE memory usage are different problems." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading and Qwen3Moe FP8 config failure are unrelated." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "glm-4v-9b loading failure and Molmo missing all_tied_weights_keys are different model-specific bugs." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL weight_only load error and GLM5 are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative. The 43950/44534/45902 grouping is well supported by the titles, and the rejected pairs are handled cautiously. The only mildly speculative point is the accepted 43054/43493 edge, but it is still phrased as a plausible pair rather than a clear cluster, so it does not overstate the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 4, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-426", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43366", + "issue:43404", + "issue:43638", + "issue:43742", + "issue:43792", + "issue:43824", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43940", + "issue:43950", + "issue:44220", + "issue:44291", + "issue:44368", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44560", + "issue:44661", + "issue:44805", + "issue:44863", + "issue:44928", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45305", + "issue:45313", + "issue:45325", + "issue:45356", + "issue:45399", + "issue:45538", + "issue:45588", + "issue:45685", + "issue:45823", + "issue:45902", + "issue:45923" + ], + "soft_pairs": [ + "issue:45685|issue:45823", + "issue:43824|issue:43872", + "issue:44991|issue:45399", + "issue:45020|issue:45823", + "issue:42491|issue:44368", + "issue:44661|issue:45020", + "issue:43828|issue:45823", + "issue:45081|issue:45399", + "issue:45020|issue:45356", + "issue:43742|issue:45399", + "issue:43404|issue:43950", + "issue:43827|issue:44509", + "issue:43638|issue:45823", + "issue:42915|issue:45020", + "issue:43792|issue:44220", + "issue:43257|issue:43866", + "issue:43872|issue:44291", + "issue:42915|issue:43872", + "issue:41553|issue:44991", + "issue:43940|issue:45313", + "issue:36331|issue:41093", + "issue:43854|issue:44863", + "issue:43257|issue:45305", + "issue:42947|issue:45923", + "issue:44928|issue:45588", + "issue:43872|issue:45538", + "issue:41093|issue:44805", + "issue:41553|issue:44488", + "issue:44479|issue:44560", + "issue:44530|issue:44863", + "issue:24643|issue:30064", + "issue:43366|issue:43828", + "issue:45325|issue:45902" + ], + "prepared_review_unit_hash": "c203cbed20ac2b2ce2714e44ae563dad9f9717e5e65939072991c1d1f608ee78", + "component_budget": { + "node_count": 426, + "item_count": 426, + "soft_pair_count": 1572, + "serialized_chars": 814130, + "estimated_input_tokens": 203533, + "estimated_eval_tokens": 407322 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 38075, + "estimated_input_tokens": 9519, + "estimated_eval_tokens": 19294 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "A few clear duplicate pairs emerged around identical error signatures and stale docs, but most soft-similarity pairs are only thematically related and should stay separate. No pull requests are present in the cluster.", + "confidence": 0.66, + "canonical_issue_reason": "Best canonical issue: issue:44291. It states the root cause and version window most precisely for the shared `_is_hf_initialized` TypeError, making it the cleanest anchor for that duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue:44291 is the strongest representative because it is specific, actionable, and directly subsumes the closely matching bitsandbytes crash report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "Both are runtime/model configuration failures, but the symptoms and code paths are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "ImportError for a missing class and a bitsandbytes constructor TypeError are different bugs." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading regression vs flash-attn fallback gating; not the same failure." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Broad remote_code regression and Gemma4 device mismatch are distinct issues." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-MoE LoRA compatibility and a tie_word_embeddings warning are not the same bug." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Tokenizer mapping validation failure is separate from the remote_code regression." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Autocast dtype mismatch and device_map device mismatch are different code-path failures." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Mistral regex patch crash is unrelated to flash-attn fallback checks." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "These are both tokenizer-related regressions, but they affect different models and different bugs." + }, + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "MobileLLM load key error and flash-attn fallback gating are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Untied lm_head weights vs non-persistent buffer corruption are different mechanisms." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Same stale v5 docs issue: both point to removed pipeline/task references that still remain in documentation." + }, + { + "left": "issue:43638", + "right": "issue:45823", + "accept": false, + "reason": "ZeRO-3/Bert index error and Gemma4 forward device mismatch are distinct." + }, + { + "left": "issue:42915", + "right": "issue:45020", + "accept": false, + "reason": "LoRA checkpoint compatibility across versions is not the same as the remote_code loading regression." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Whisper failing to run and a specific fbank helper issue are too indirect to merge as one bug." + }, + { + "left": "issue:43257", + "right": "issue:43866", + "accept": false, + "reason": "DeepSpeed weight conversion on Qwen3 MoE and Ovis2 checkpoint corruption are unrelated." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same concrete `_is_hf_initialized` TypeError during `init_empty_weights`/model loading." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "LoRA model compatibility and the bitsandbytes kwarg crash are different issues." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Voxtral error-message quality and est-roberta tokenizer loading failure do not share the same bug." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both involve ZeRO-3 weight loading, but the model families and concrete failures differ." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Unexpected trainer kwarg and mask/tensor shape mismatch are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different model-loading failures for different architectures." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Weight conversion/loading and gradient averaging under GAS are separate defects." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Both touch gradient checkpointing, but one is ineffective LoRA behavior and the other is a missing config flag." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "RLHF NaNs from position_ids and a flash-attn crash on s_aux=None are distinct problems." + }, + { + "left": "issue:43872", + "right": "issue:45538", + "accept": false, + "reason": "bitsandbytes kwarg crash and CLIPTokenizer max-length handling are unrelated." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "Same mask-shape IndexError; 44805 is the later, more detailed manifestation of the same bug." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Voxtral loading UX and cjvt/sleng-bert tokenizer loading are different model-specific issues." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": true, + "reason": "Same v5.3.0 video-input regression in the Qwen3-VL family; 44560 is a specific StopIteration manifestation." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "GGUF gpt-oss support and Phi-tiny-MoE autocast dtype mismatch are unrelated." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Still-image position_ids scaling and uninitialized-memory rotary state are different rotary/initialization bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster review is grounded in the packet: the canonical issue choice is well-supported by the matching `_is_hf_initialized` TypeError, the accepted duplicate pairs are limited to clearly matching titles/error signatures, and the rejected pairs stay conservative. The summary also correctly notes that no PRs are present." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 5, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-426", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:43317", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43720", + "issue:43824", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44075", + "issue:44155", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:44960", + "issue:44977", + "issue:45030", + "issue:45276", + "issue:45313", + "issue:45357", + "issue:45584", + "issue:45663", + "issue:45685", + "issue:45823", + "issue:45834" + ], + "soft_pairs": [ + "issue:45663|issue:45823", + "issue:43366|issue:43531", + "issue:44155|issue:45584", + "issue:43950|issue:45834", + "issue:44560|issue:45685", + "issue:43824|issue:43957", + "issue:43550|issue:44910", + "issue:42915|issue:43957", + "issue:43366|issue:44589", + "issue:43645|issue:43646", + "issue:44560|issue:44918", + "issue:42617|issue:43366", + "issue:36010|issue:42915", + "issue:44661|issue:45823", + "issue:44560|issue:44805", + "issue:43632|issue:45834", + "issue:38175|issue:43994", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:44661|issue:44805", + "issue:44877|issue:45030", + "issue:43317|issue:44756", + "issue:43644|issue:44534", + "issue:38175|issue:39692", + "issue:42491|issue:43720", + "issue:41720|issue:42915", + "issue:44960|issue:44977", + "issue:45313|issue:45357", + "issue:44451|issue:44488", + "issue:42915|issue:44756", + "issue:42491|issue:45276", + "issue:43708|issue:44075" + ], + "prepared_review_unit_hash": "515b59d586bef3495f823c10a6c13eec3c12354d688318dc86aa202a35bf3cad", + "component_budget": { + "node_count": 426, + "item_count": 426, + "soft_pair_count": 1572, + "serialized_chars": 814130, + "estimated_input_tokens": 203533, + "estimated_eval_tokens": 407322 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36622, + "estimated_input_tokens": 9156, + "estimated_eval_tokens": 18568 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mixed, but there are two clear duplicate subgroups: Transformers 5 non-persistent buffer corruption and current-version BERT checkpoint load failures. Most other soft pairs are broader-similarity matches rather than true duplicates.", + "confidence": 0.68, + "canonical_issue_reason": "No single issue covers the whole heterogeneous cluster; #43646 is the best broad anchor because it captures a generic Transformers 5 custom-model initialization regression and overlaps directly with a near-duplicate report.", + "canonical_pr_reason": null, + "best_issue_reason": "#43646 is the best overall issue to keep as the umbrella report: it is concrete, broadly framed, and likely to subsume related Transformers 5 initialization failures better than the model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Different bugs: Gemma4 FSDP2 training KeyError vs Gemma4 PLE device mismatch in auto device mapping." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Different problem classes: GGUF/gpt-oss support request vs Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Different code paths and symptoms: AudioFlamingo3 batch leakage vs Whisper empty-transcription generation failure." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Different regressions: non-persistent buffer corruption vs Kosmos2.5 OCR long-input index error." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Unrelated model/runtime issues: Qwen3-vl StopIteration vs MPS histogram not implemented for Int." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Different failures: missing export/import for a specific class vs meta-device loading breaking some models." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different models and code paths: Bamba-9B-v2 SDPA/torch.compile failure vs Qwen3.5 flash-attention packed-sequence bug." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Only broad similarity around model loading; the FP8/Qwen3MoE failure and meta-device loading issue are not the same bug." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "Different bugs: GGUF gpt-oss support vs Float8 storage lookup failure." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same underlying Transformers 5 custom-model initialization regression; the notebook-specific report and the general report are the same bug family." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Different symptoms: video StopIteration in Qwen3-vl-embedding vs TRL SFT unpacking failure for Qwen3.5 embeddings." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "Not the same bug: 3d_parallel.py runtime issue vs GGUF architecture support request." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "Completely different failures: GenerationMixin import breakage vs Qwen3-MoE FP8/device-mapping failure." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Different layers: tokenizer mapping/add-new-model-like validation vs Gemma4 runtime device mismatch." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different issues: Qwen3-vl video StopIteration vs generic mask-shape IndexError." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "Different regressions: _is_hf_initialized flag breakage vs Kosmos2.5 OCR long-input index error." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": false, + "reason": "Same model family but not clearly the same bug from the titles alone; zero probabilities and nonsensical outputs may be related, but evidence is too weak to merge confidently." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Different failures: DeepSpeed ZeRO-3 Bert indexing vs tokenizer mapping restrictions for add-new-model-like." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Different model-loading paths and symptoms; Bert zero3 init index error is not the same as tokenizer mapping validation." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Unrelated: tokenizer mapping validation vs generic mask/tensor shape mismatch." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both involve config validation, but the affected models and exact failures differ; not the same underlying bug." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Different issues: gpu+cpu offload dequantized loading failure vs mmap/OOM concern on Strix Halo." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Same underlying v5 regression: non-persistent buffers being filled/corrupted during model loading." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Related SigLIP2 area, but one is output-quality/runtime behavior and the other is documentation/example errors; not the same bug." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Different subsystems and failures: Qwen3 MoE LoRA compatibility vs BitNet packed-weight loading in accelerate." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Same model family only loosely; cuda assert on A800 and FP8 config failure are distinct problems." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Different models and behaviors: GLM5 generic issue vs Qwen3.5 flash-attention generation bug." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen3.5, but one is ZeRO-3 language_model loading and the other is save_pretrained visual-encoder key regression." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": true, + "reason": "Same underlying model-loading regression on current versions; both reports say BERT-family checkpoints no longer load." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Different bugs: Qwen3-MoE FP8 failure vs mmap/OOM on Strix Halo." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Different problems: Qwen3 MoE LoRA hf5 compatibility vs Gemma4 resize_token_embeddings not updating tied structures." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Unrelated trainer scheduling bug vs optimizer argument handling." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The evaluation is grounded in the packet, and the soft-edge verdicts are generally conservative. The three accepted duplicate pairs are plausible from the issue titles/summaries, and the rest are mostly appropriately rejected as different bug classes." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 6, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-426", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42947", + "issue:43257", + "issue:43335", + "issue:43381", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43644", + "issue:43645", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44488", + "issue:44756", + "issue:44910", + "issue:44912", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45588", + "issue:45663", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:45859", + "issue:46050" + ], + "soft_pairs": [ + "issue:43854|issue:43931", + "issue:43257|issue:43854", + "issue:45488|issue:45812", + "issue:44488|issue:44991", + "issue:39692|issue:43994", + "issue:43644|issue:43645", + "issue:43856|issue:43873", + "issue:42491|issue:43931", + "issue:43856|issue:44387", + "issue:45362|issue:45406", + "issue:44960|issue:46050", + "issue:42491|issue:45292", + "issue:44910|issue:45588", + "issue:44164|issue:44291", + "issue:36010|issue:39404", + "issue:45276|issue:45335", + "issue:43404|issue:43454", + "issue:43425|issue:43957", + "issue:41720|issue:44155", + "issue:39692|issue:44960", + "issue:44402|issue:44488", + "issue:42947|issue:45704", + "issue:43873|issue:44387", + "issue:45663|issue:45759", + "issue:44291|issue:44756", + "issue:45663|issue:45859", + "issue:44155|issue:45823", + "issue:43335|issue:45663", + "issue:44292|issue:44912", + "issue:44387|issue:44756", + "issue:43957|issue:44756", + "issue:43854|issue:45216", + "issue:45276|issue:45292", + "issue:42947|issue:43381", + "issue:44164|issue:44756", + "issue:43381|issue:44928" + ], + "prepared_review_unit_hash": "231ab0da021d42b6f5107dc3745dcd4ba821fd02899eb33289bdcaa7a5e4a1ce", + "component_budget": { + "node_count": 426, + "item_count": 426, + "soft_pair_count": 1572, + "serialized_chars": 814130, + "estimated_input_tokens": 203533, + "estimated_eval_tokens": 407322 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38639, + "estimated_input_tokens": 9660, + "estimated_eval_tokens": 19576 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous one-off bug reports with only one clear duplicate-like pair around `resize_token_embeddings` not updating output embeddings. No pull requests are present.", + "confidence": 0.78, + "canonical_issue_reason": "`issue:45292` is the cleanest, model-agnostic statement of the `resize_token_embeddings` regression and serves well as the duplicate target for the more specific Gemma4 report.", + "canonical_pr_reason": null, + "best_issue_reason": "`issue:45292` is the best representative because it names the core bug directly and broadly, without tying it to one model variant.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Both are model-loading failures, but they involve different models and different symptoms, so the root cause is not clearly shared." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed is a different bug from a GLM model-loading failure." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both concern tokenizer behavior, but one is a DeepSeek byte-level pretokenizer regression and the other is a Granite token-id regression." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "These are separate tokenizer/load failures for different models, with no indication of the same underlying defect." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Both mention SigLIP2, but one is a docs example mismatch/quantization issue and the other is incorrect inference results; likely different causes." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Both are Transformers 5.0 regressions, but one is about junk non-persistent buffers and the other about notebook model initialization." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Both touch Qwen3 MoE/quantization memory behavior, but they describe different failure modes and code paths." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "A Qwen3 MoE LoRA incompatibility on hf5.x is unrelated to a Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both are memory-related, but one is MoE training efficiency and the other is int4 quantization increasing reserved CUDA memory." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Different model families and different crash mechanisms; not the same bug." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "GLM5 is too vague to match a specific sinq save/load corruption bug." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "LoRA model compatibility on hf5.x is not the same issue as `resize_token_embeddings` failing to update output embeddings." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both involve flash attention, but one is a packed-sequence/position_ids crash and the other is an `s_aux=None` AttributeError." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "One is about `extra_state` in save/from_pretrained, the other about `init_empty_weights` rejecting `_is_hf_initialized`." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "An import-path regression for `GenerationMixin` is unrelated to Whisper pipeline `return_language` behavior." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": false, + "reason": "They are very similar, but the titles point to different model-specific embedding locations and no concrete shared code path is shown." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both are lm_head weight-tying bugs, but in different model classes with no evidence of the same underlying implementation fault." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch version incompatibility is a different problem from meta-device model loading breakage." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "A Qwen3 auto-device-map CUDA assert is unrelated to AudioFlamingo3 token/embedding leakage during batched inference." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "SigLIP2 docs errors and GLM5 loading are unrelated issues." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Both are model loading/tokenizer problems, but the first is a vocab-size mismatch and the second is a different model load failure." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing under PEFT LoRA is unrelated to a T5 RMSNorm memory leak." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Offloading/quantization behavior and int4 reserved-memory OOM are related only broadly, not the same concrete bug." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Gemma4 FSDP2 attention-state rebuilding and Qwen multimodal config unwrapping are different code paths." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "`init_empty_weights` argument handling is unrelated to disabling mmap for Strix Halo OOM." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Gemma4 FSDP2 KeyError and Qwen3_5 rotary embedding CPU-offload incompatibility are distinct bugs." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo3 batch leakage is unrelated to Gemma4 device-map mismatches." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and Gemma4 shared-kv-state rebuilding are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Different quantization formats and different failure modes; not the same issue." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Both mention memory, but one is quantization OOM and the other is mmap-related OOM avoidance." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading failures are unrelated to mmap being disabled to avoid OOM." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "A GLM model-load problem is not the same as the Qwen3.5 save_pretrained checkpoint regression." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same underlying `resize_token_embeddings` regression: the Gemma4-specific report is a concrete instance of the broader `output_embeddings` bug." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "LoRA gradient checkpointing ineffectiveness is unrelated to gradient checkpointing being unusable in eval mode." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "Save/load `extra_state` handling is unrelated to mmap being disabled for OOM." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Eval-mode gradient checkpointing and Qwen3.5 3D position_ids/SDPA issues are different problems." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The single accepted duplicate-like pair, `issue:45276` / `issue:45292`, is well supported by the titles, and the other soft-edge rejections avoid overclaiming shared root causes. The note that no pull requests are present is also consistent with the packet." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 7, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-426", + "nodes": [ + "issue:36032", + "issue:39404", + "issue:43257", + "issue:43299", + "issue:43425", + "issue:43452", + "issue:43596", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43856", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43957", + "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:44863", + "issue:44877", + "issue:44898", + "issue:44912", + "issue:44918", + "issue:44991", + "issue:45084", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45701", + "issue:45759", + "issue:45823" + ], + "soft_pairs": [ + "issue:45684|issue:45698", + "issue:44479|issue:44877", + "issue:45588|issue:45663", + "issue:43646|issue:43708", + "issue:43645|issue:44164", + "issue:43828|issue:43957", + "issue:45292|issue:45335", + "issue:43425|issue:43828", + "issue:44402|issue:44451", + "issue:43257|issue:44863", + "issue:44683|issue:45823", + "issue:44589|issue:44756", + "issue:39404|issue:45701", + "issue:43425|issue:45823", + "issue:43611|issue:43645", + "issue:43425|issue:43716", + "issue:44530|issue:45084", + "issue:43906|issue:44530", + "issue:39404|issue:44912", + "issue:44265|issue:44898", + "issue:44479|issue:44805", + "issue:43901|issue:44509", + "issue:43994|issue:44079", + "issue:43425|issue:44918", + "issue:44589|issue:45084", + "issue:43299|issue:43931", + "issue:43596|issue:44683", + "issue:39404|issue:44671", + "issue:44164|issue:45759", + "issue:36032|issue:43452", + "issue:44671|issue:44991", + "issue:43856|issue:44756" + ], + "prepared_review_unit_hash": "d4c1878db55df5fba2fcd564915f15c40451a823f853f0a2b9648c827dd19705", + "component_budget": { + "node_count": 426, + "item_count": 426, + "soft_pair_count": 1572, + "serialized_chars": 814130, + "estimated_input_tokens": 203533, + "estimated_eval_tokens": 407322 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37355, + "estimated_input_tokens": 9339, + "estimated_eval_tokens": 18934 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of separate Transformers regression reports, many around v5 model loading and multimodal/model-specific edge cases. Only a couple of pairs look like true duplicates; most are just thematically similar.", + "confidence": 0.61, + "canonical_issue_reason": "Issue 43611 is the broadest representative of the cluster\u2019s main theme: Transformers 5.0 breaking model loading/initialization for models that rely on special config/model-class handling.", + "canonical_pr_reason": null, + "best_issue_reason": "43611 is the best single issue to anchor the cluster because it is general, clearly phrased, and closest to the recurring loading-regression pattern seen across the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both involve custom save/load behavior, but one is about permissions propagation and the other about loading the wrong custom module; different bugs." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Both are v5 regressions in model/config loading, but they affect different models and different failure modes." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention sink handling and Gemma4 FSDP shared_kv_states are unrelated code paths." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization in notebooks versus Trainer resume/max_steps calculation are separate problems." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Notebook class-definition init issues and extra_state serialization/loading are not the same bug." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Both are dtype/device mismatch reports, but they target different mechanisms and model families." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "These describe the same embedding-resize propagation bug, with 45335 being the t5gemma-specific instance of the broader resize_token_embeddings issue." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch version incompatibility and an autocast dtype mismatch are different issues." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "A tokenizer vocab-size mismatch for one model is not clearly the same as a generic load failure for another model." + }, + { + "left": "issue:43257", + "right": "issue:44863", + "accept": false, + "reason": "Both are model-loading failures, but they concern different architectures and different failure causes." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device-mapping mismatch are unrelated." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup failure and mmap/OOM on Strix Halo are unrelated runtime issues." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline return_language and tokenizer-behavior changes are different regressions." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Torch 2.10 incompatibility is not the same as Gemma4 PLE device mismatch." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both mention custom model loading, but one is base_model_prefix handling and the other is notebook redefinition/initialization." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Generic torch-version incompatibility and Mistral-3 dtype mismatch are distinct." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache linear_attention failure and non-template-node compilation are different code paths." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "The isolated reproduction reference is too vague to treat as the same concrete bug as the Qwen3.5 cache crash." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper return_language and MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export with torch_compilable_check and Perceiver resize/interpolation failure are not the same defect." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "A video-input regression and a mask shape mismatch are too different to merge." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs mismatches, but they cover different deprecated/removed pipeline surfaces." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Nonsensical outputs for SigLIP2 and ModelOutput key assignment are unrelated." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Storage-object lookup and compilation-template-node errors are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": true, + "reason": "Both point to the same Qwen3-VL MoE loading regression, with 43931 being a specific shape-mismatch manifestation of the broader 43299 issue." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Deepspeed zero3 init index error and compiled flex_attention failure are unrelated." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline behavior and CamemBERT masked-LM predictions are unrelated." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "extra_state save/load handling and multimodal config unwrapping are separate model-loading bugs." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Tokenizer special-token method conflict and gguf_file loading breakage are different failures." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT prediction drift and tokenizer loading failure for a different model are not the same issue." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3 MoE training memory usage and Strix Halo mmap OOM are different performance/memory problems." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary stays grounded in the packet: it treats most pairs as thematically similar but not duplicates, and the two accepted pairs (45292/45335 and 43299/43931) are plausible same-bug/broader-instance matches. The anchor choice around 43611 is conservative and fits the dominant v5 loading/initialization theme." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 8, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-426", + "nodes": [ + "issue:32090", + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42915", + "issue:43089", + "issue:43262", + "issue:43317", + "issue:43377", + "issue:43421", + "issue:43452", + "issue:43482", + "issue:43541", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43883", + "issue:44164", + "issue:44206", + "issue:44220", + "issue:44451", + "issue:44464", + "issue:44479", + "issue:44488", + "issue:44530", + "issue:44534", + "issue:44661", + "issue:44683", + "issue:44737", + "issue:44811", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45507", + "issue:45584", + "issue:45859", + "issue:45987" + ], + "soft_pairs": [ + "issue:32090|issue:39404", + "issue:44991|issue:45081", + "issue:44164|issue:44479", + "issue:44737|issue:45859", + "issue:43582|issue:43632", + "issue:44661|issue:44683", + "issue:44488|issue:45081", + "issue:44488|issue:44987", + "issue:43611|issue:43644", + "issue:40990|issue:43421", + "issue:43716|issue:45084", + "issue:44206|issue:44220", + "issue:36032|issue:42915", + "issue:43643|issue:44530", + "issue:43883|issue:44488", + "issue:34567|issue:40444", + "issue:44811|issue:45584", + "issue:43541|issue:45084", + "issue:44451|issue:44987", + "issue:42915|issue:44530", + "issue:44464|issue:45987", + "issue:43644|issue:43646", + "issue:43452|issue:43482", + "issue:36032|issue:43645", + "issue:43317|issue:43482", + "issue:44849|issue:45325", + "issue:44987|issue:44991", + "issue:45084|issue:45507", + "issue:43883|issue:44991", + "issue:43262|issue:43377", + "issue:43089|issue:45987", + "issue:43645|issue:44534", + "issue:43646|issue:44534" + ], + "prepared_review_unit_hash": "390618722a8c13f66bc81ac7c32a257abfa4f9f901bed2d480c8f09b488fd82b", + "component_budget": { + "node_count": 426, + "item_count": 426, + "soft_pair_count": 1572, + "serialized_chars": 814130, + "estimated_input_tokens": 203533, + "estimated_eval_tokens": 407322 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 37024, + "estimated_input_tokens": 9256, + "estimated_eval_tokens": 18768 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a collection of adjacent Transformers regressions rather than true duplicates. The only pair that looks like the same underlying bug is the GGUF/from_pretrained loader regression; the rest are model- or feature-specific issues with similar symptoms but different code paths.", + "confidence": 0.73, + "canonical_issue_reason": "issue:43452 is the broader, more general report: it names the shared gguf_file/from_pretrained failure path and covers both AutoTokenizer and AutoModelForCausalLM. That makes it a better canonical duplicate target than the more model-specific issue:43482.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43452 is the best overall representative because it is the most general and concrete duplicate target in the cluster, with the clearest shared failure mode and the strongest fit to the one accepted soft pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Different subsystems and failures: Trainer GPU broadcast TypeError vs Whisper pipeline return_language behavior." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer-loading regressions, but they affect different models and appear to come from different loader paths." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "Unrelated bugs: save/from_pretrained extra_state handling vs Qwen2.5-VL video input regression." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Both involve device placement, but one is XLNet CPU work on every forward and the other is Qwen3_5Moe CPU offload compatibility." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon allocator TypeError and the _is_hf_initialized flag regression are unrelated." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Different areas: tokenizer-mapping model registration vs compiled flex_attention on torch>=2.9." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Both mention loading failures, but one is a generic model load failure and the other is a specific Mistral regex patch crash." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Same broad symptom class, but different models and no evidence of the same code path." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 regressions, but one is base_model_prefix loading and the other is non-persistent buffer initialization." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity on a benchmark and tokenizer post-processor updates are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Different failures: Mistral image preprocessor dtype mismatch vs template compilation TypeError." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Both are audio-feature related, but the titles point to different failure modes and not the same concrete bug." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "Tokenizer special-token conflict and Qwen3Moe FP8 config failure are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "AutoConfig trust_remote_code missing fields and PagedAttentionCache linear_attention crash are different bugs." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Molmo tied-weights metadata and a model-loading failure for a different repo do not match." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token counting and Qwen2.5-VL multi-image IterableDataset failure are unrelated." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both involve Whisper, but one is batch_decode skip_special_tokens handling and the other is empty-transcription generation after align_special_tokens." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Torch dynamo grouped_mm tracing failure is unrelated to template compilation errors." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both are model-loading regressions, but they concern different repositories and likely different root causes." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config and Qwen3.5 PagedAttentionCache failures are different code paths." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation inconsistency and StaticCache seq_length return type are not the same bug." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are Transformers v5 regressions, but one is buffer initialization and the other is custom model initialization." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": true, + "reason": "These look like the same GGUF/from_pretrained loader regression, with 43482 being a specific model instance of the broader 43452 failure path." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer special-token method conflict and Jupyter custom-model initialization are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "GPU/CPU offload loading failure and GGUF loading failure are different mechanisms." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Different model families and different bugs: hidden-states output vs RoPE scaling for still images." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are load failures on newer transformers, but they affect different models and the titles do not indicate the same root cause." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template compilation and GraniteMoEHybrid invalid method calls are different issues." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Missing tied-weights metadata and tokenizer loading failure are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and MIMI batched-vs-single padding-mask behavior are different bugs." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation performance overhead and cache seq_length return-type mismatch are unrelated." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization in notebooks and non-persistent buffer junk are different regressions." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization and non-persistent buffer filling are not the same underlying bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The verdicts are conservative and grounded in the packet. The canonical choice of issue:43452 is well supported by its broader title, and the single accepted soft pair (43452/43482) is a plausible shared GGUF/from_pretrained regression. The remaining pair rejections stay within what can be inferred from titles alone and do not overclaim duplicate evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 9, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-426", + "nodes": [ + "issue:33666", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43296", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43540", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43742", + "issue:43792", + "issue:43819", + "issue:43994", + "issue:44062", + "issue:44079", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44466", + "issue:44479", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44877", + "issue:44987", + "issue:45020", + "issue:45081", + "issue:45084", + "issue:45127", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45542", + "issue:45663" + ], + "soft_pairs": [ + "issue:43404|issue:44466", + "issue:43322|issue:43540", + "issue:44403|issue:45081", + "issue:43994|issue:44610", + "issue:42915|issue:45084", + "issue:43377|issue:43819", + "issue:44220|issue:44683", + "issue:44265|issue:44610", + "issue:44451|issue:45081", + "issue:44987|issue:45081", + "issue:42915|issue:44291", + "issue:45216|issue:45357", + "issue:43632|issue:44756", + "issue:36032|issue:43742", + "issue:44062|issue:44987", + "issue:42915|issue:44589", + "issue:44479|issue:45325", + "issue:43404|issue:45127", + "issue:43296|issue:43531", + "issue:40444|issue:45325", + "issue:43531|issue:44877", + "issue:36032|issue:41720", + "issue:43611|issue:44534", + "issue:43425|issue:44403", + "issue:40990|issue:44811", + "issue:43632|issue:44534", + "issue:43792|issue:44589", + "issue:44079|issue:45663", + "issue:44683|issue:45020", + "issue:41553|issue:43582", + "issue:42175|issue:45542", + "issue:33666|issue:40444" + ], + "prepared_review_unit_hash": "fc88df72f136227b77a933bb4d569581e4f6e97014ca64103b05919e566d7180", + "component_budget": { + "node_count": 426, + "item_count": 426, + "soft_pair_count": 1572, + "serialized_chars": 814130, + "estimated_input_tokens": 203533, + "estimated_eval_tokens": 407322 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37179, + "estimated_input_tokens": 9295, + "estimated_eval_tokens": 18846 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of distinct issue reports with broad subsystem overlap, especially around Qwen/VL and v5 regressions. I\u2019d keep only one true duplicate-style pair: the Qwen3.5 save_pretrained regression reports. The Qwen VL temporal-position/video pair should be treated conservatively as adjacent similarity, not a confirmed duplicate.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45216 is the best canonical issue because it describes the broader Qwen3.5 save_pretrained regression, while issue:45357 is a narrower symptom report about incorrect visual encoder keys.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45216 is the strongest global issue anchor in this set: it is concrete, clearly regression-focused, and has the cleanest nearby follow-up in the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Same general tied-weights theme, but different concrete failures: Mistral3 lm_head tying vs Qwen3.5 save_pretrained serialization on device." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Both are multimodal failures, but one is a Llava Next loading segfault and the other is a Qwen3OmniMoe video-processing ValueError." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Unrelated bugs: generic loading noise vs a specific Mistral tokenizer regex patch crash." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Different models and symptoms: SigLIP2 bad outputs vs OmDet-Turbo processor/model input-size mismatch." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "One is a Qwen3Moe FP8 config failure; the other is a generic compile/template-node error. No shared code-path is evident." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Both mention mismatches between two execution paths, but they are different models and different mechanisms (padding mask vs STE)." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Both involve torch internals, but one is fbank feature extraction and the other is compiled flex_attention on newer torch." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export with torch_compilable_check and an OmDet-Turbo processor image-size bug are unrelated." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Different targets and failures: ScandiBERT loading vs Mistral tokenizer backend_tokenizer crash." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "A broad transformers>=5.1.0 remote_code regression is not the same as the specific Mistral regex patch tokenizer crash." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Both are v5-related loading issues, but one is FP8 config handling and the other is init_empty_weights/_is_hf_initialized argument handling." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Same underlying Qwen3.5 save_pretrained regression: both report incorrect checkpoint contents, with 45357 narrowing it to visual encoder keys." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "Transformers v5 initialization flag breakage is unrelated to disabling mmap on Strix Halo for OOM avoidance." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Both are loading errors, but one is a tokenizer attribute conflict and the other is a key error for a specific model." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer AddedToken argument duplication is unrelated to a broad remote_code loading regression." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Different bugs: FP8 config failure versus missing Float8 storage type." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Related Qwen/VL area, but not enough evidence for the same bug: 44479 is a video-input regression across several Qwen VL variants, while 45325 is a still-image temporal position_id scaling issue in get_rope_index." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both touch tied weights, but one is Mistral3 lm_head tying and the other is LoRA merge collapse with extended vocabulary." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL loading and Qwen3-MoE sliding_window behavior are unrelated model-specific issues." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Both involve Qwen VL, but one is an IterableDataset multi-image finetuning failure while the other is a temporal position-id scaling regression." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Sliding_window in Qwen3-MoE and strict config loading for granite_speech are separate problems." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer loading conflict and Qwen3 auto device mapping cudaErrorAssert are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Base-model-prefix loading breakage and non-persistent-buffer junk initialization are different v5 regressions." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch 2.10 incompatibility is not the same as generic transformer loading noise." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Perplexity on gpt-oss-20b and Whisper processor batch_decode skipping special tokens are unrelated." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5-related, but one is the _is_hf_initialized flag and the other is non-persistent buffer initialization." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure and missing Float8 storage type are unrelated." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment and Gemma4 shared_kv_states/FSDP2 KeyError are distinct bugs." + }, + { + "left": "issue:44683", + "right": "issue:45020", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and remote_code loading regressions are separate issues." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Bad AutoTokenizer error for Voxtral and Apple Silicon caching_allocator_warmup TypeError are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both mention TensorFlow/backend packaging, but one is missing TF in the torch extra and the other is an undefined tf backend error from tensorboard-only installs; too different to merge." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both are Qwen VL training issues, but one is multi-GPU training and the other is iterable-dataset multi-image finetuning." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The writeup is mostly grounded, but one soft-edge verdict is too strong: issue:44479 vs issue:45325 is treated as a true duplicate, yet the packet only supports broad thematic similarity (Qwen/VL, temporal-position logic) rather than clear same-bug evidence. One is a video-input regression across several Qwen VL variants; the other is a still-image temporal position_id scaling bug in get_rope_index. That looks adjacent, not clearly the same defect. The summary should stay at near-duplicate/conservative similarity unless there is stronger direct evidence." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 10, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-426", + "nodes": [ + "issue:35707", + "issue:40444", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43381", + "issue:43421", + "issue:43454", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43646", + "issue:43749", + "issue:43792", + "issue:43818", + "issue:43856", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44462", + "issue:44466", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44829", + "issue:44898", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45538", + "issue:45800", + "issue:45812", + "issue:45834", + "issue:45923" + ], + "soft_pairs": [ + "issue:44403|issue:44991", + "issue:43421|issue:44568", + "issue:35707|issue:40444", + "issue:43818|issue:45357", + "issue:43317|issue:43856", + "issue:44462|issue:45812", + "issue:43381|issue:45923", + "issue:44291|issue:44589", + "issue:43482|issue:45538", + "issue:44829|issue:45479", + "issue:43482|issue:43525", + "issue:44079|issue:44534", + "issue:43377|issue:45491", + "issue:43531|issue:44291", + "issue:41720|issue:45081", + "issue:40444|issue:45381", + "issue:43749|issue:44079", + "issue:44265|issue:45072", + "issue:43644|issue:44079", + "issue:42175|issue:43296", + "issue:43632|issue:45072", + "issue:45325|issue:45381", + "issue:43792|issue:43957", + "issue:43611|issue:43646", + "issue:43994|issue:44898", + "issue:45325|issue:45834", + "issue:43454|issue:44466", + "issue:42915|issue:43482", + "issue:43296|issue:45800" + ], + "prepared_review_unit_hash": "a249aa08dc3b992c1ef7cbbd0a1cf051309a3a78e3fc4110b92e93168d1901c3", + "component_budget": { + "node_count": 426, + "item_count": 426, + "soft_pair_count": 1572, + "serialized_chars": 814130, + "estimated_input_tokens": 203533, + "estimated_eval_tokens": 407322 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36646, + "estimated_input_tokens": 9162, + "estimated_eval_tokens": 18580 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated closed issues, though many share a broad Transformers v5 regression theme around loading, initialization, tokenization, and multimodal model behavior. None of the soft-edge pairs are strong enough to treat as true duplicates.", + "confidence": 0.81, + "canonical_issue_reason": "issue:43632 is the best central representative because it describes a foundational Transformers v5 initialization regression (_is_hf_initialized) that sits near the middle of several other v5 loading/custom-model breakages in this cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43632 is the most suitable global issue to anchor the cluster: it is broad, concrete, and closer to a root-cause-style regression than the more model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Both involve loading/tokenizer behavior, but one is about noisy model loading and the other about AutoTokenizer ignoring tokenizer.json for a specific repo. Different failures." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "One is about updating the backend post-processor after runtime special-token changes; the other is about add_special_tokens not inserting BOS/EOS. Related area, different bug." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to finetuning Qwen2.5-VL on an IterableDataset with multiple images." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Video-LLaVA temporal-attention/weight-sharing bug and Qwen3.5 visual-encoder key serialization bug are different model families and code paths." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "GPU+CPU offload load failure is not the same as Qwen3 MoE training memory inefficiency." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer-related, but one is repository tokenizer resolution and the other is wrong token IDs for Granite models; not the same concrete defect." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing in eval mode is distinct from a missing supports_gradient_checkpointing flag on a trust_remote_code model." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument during init_empty_weights is a different loading-path failure from the Float8 storage object lookup error." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "GGUF loading failure and CLIPTokenizer model_max_length are unrelated tokenizer/model-loading issues." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "FlashAttention-3 causing degenerate training is different from a single-label-classification zero-loss problem." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "GGUF loading failure is unrelated to Llama4Config missing pad_token_id." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment with None and non-persistent buffer junk are different regressions." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "MIMI batching/padding-mask mismatch and Gemma3 mixed-length NaNs are both padding-adjacent but not the same bug." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and init_empty_weights/_is_hf_initialized loading errors are separate problems." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert and Mistral tokenizer regex patch crash are unrelated." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Multiple-image finetuning failure and Qwen2.5-VL video position-id bug may be adjacent, but they are not clearly the same concrete failure." + }, + { + "left": "issue:43749", + "right": "issue:44079", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and ModelOutput key assignment are different subsystems and symptoms." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export/exportability with torch_compilable_check is unrelated to dtype mismatches in bfloat16 inference." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer serialization junk and ModelOutput key assignment are both v5 regressions but not the same defect." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Missing TensorFlow in a pip extra and a PaddleOCR-VL load failure in vLLM are unrelated." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "_is_hf_initialized flag regression is not the same as dtype mismatches in bfloat16 inference." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Both concern Qwen2.5-VL position IDs, but one is still-image temporal scaling and the other is video-input vision_position_ids; close, but not clearly the same bug." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Whisper-large-v2 runtime failure and torch.device('meta') model-loading breakage are different issues." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Base_model_prefix loading regression and custom model initialization regression are related to v5 breakage but not the same concrete root cause." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Siglip2 nonsensical outputs and Perceiver non-default-resolution failure are unrelated model-specific bugs." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Qwen2.5-VL position-id scaling and Kosmos2.5 long-OCR index errors are different multimodal failures." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "AyaVision lm_head tying bug and inconsistent lm_head.weight serialization are both weight-tying adjacent, but they are different problems." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure is unrelated to Qwen2.5-GGUF loading in v5." + }, + { + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "PaddleOCR-VL load failure in vLLM and torch/transformers incompatibility are separate compatibility issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 11, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-426", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42947", + "issue:43257", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43454", + "issue:43526", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43701", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44877", + "issue:44898", + "issue:44991", + "issue:45072", + "issue:45325", + "issue:45357", + "issue:45584", + "issue:45701", + "issue:45759", + "issue:45823", + "issue:45920", + "issue:45923", + "issue:46050" + ], + "soft_pairs": [ + "issue:44479|issue:45823", + "issue:43701|issue:45325", + "issue:44291|issue:44877", + "issue:43881|issue:44488", + "issue:43606|issue:44265", + "issue:43873|issue:45701", + "issue:43262|issue:43746", + "issue:40990|issue:45584", + "issue:34634|issue:35707", + "issue:44568|issue:45920", + "issue:35707|issue:41720", + "issue:44186|issue:44265", + "issue:43606|issue:43819", + "issue:41720|issue:45823", + "issue:43454|issue:43550", + "issue:39692|issue:40444", + "issue:43377|issue:44610", + "issue:43317|issue:43873", + "issue:43454|issue:45072", + "issue:43377|issue:44898", + "issue:43572|issue:45759", + "issue:43257|issue:45923", + "issue:40990|issue:42947", + "issue:43322|issue:46050", + "issue:43526|issue:43883", + "issue:43454|issue:43720", + "issue:41720|issue:43322", + "issue:43881|issue:44991", + "issue:43296|issue:44877", + "issue:43749|issue:44534", + "issue:44466|issue:45357" + ], + "prepared_review_unit_hash": "dd6ce5272b9aa53e116146e11ba9c7c7e25b1a59e20e59cd672f912863332b63", + "component_budget": { + "node_count": 426, + "item_count": 426, + "soft_pair_count": 1572, + "serialized_chars": 814130, + "estimated_input_tokens": 203533, + "estimated_eval_tokens": 407322 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37218, + "estimated_input_tokens": 9305, + "estimated_eval_tokens": 18866 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a set of unrelated transformer issues across loading, quantization/offloading, tokenization, multimodal processors, and training behavior. The soft-similarity edges are too broad to treat as true duplicates, so I reject all of them.", + "confidence": 0.54, + "canonical_issue_reason": "issue:43873 is the broadest representative of the offloading/quantization failure reports in this set and has the most neighboring similarity links.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best single issue to anchor the cluster because it captures the most general underlying theme: offloading behaving incorrectly under quantization.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Different models and different failure modes: video-input regression vs device-mismatch during forward." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint key mismatch is unrelated to Qwen2.5-VL rope/position id scaling." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "`init_empty_weights` argument handling and strict config loading are separate code paths." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Both are load failures, but they concern different models and no shared concrete bug is evident." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to `torch.export` failing on `torch_compilable_check`." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantization/offloading behavior and tokenization regressions are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sampling-rate defaults and PEFT checkpoint loading are different problems." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Perplexity anomaly and Whisper empty-transcription generation failure do not share the same bug." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Bark voice preset handling is unrelated to progressive generation with `inputs_embeds`/`past_key_values`." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "These are both tokenizer regressions, but one is special-token insertion and the other is broader ID mismapping across models." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Generation cache handling and Qwen3 device-map asserts are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer padding/truncation crashes and export-time checks are different issues." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Device mismatch during offload and DAC latent consistency are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both involve device placement, but the concrete models and failures differ." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Weight tying corruption and SDPA/torch.compile failure are separate bugs." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "SigLIP2 doc/example problems and Qwen2.5-VL multi-image iterable dataset failure are unrelated." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "Missing padding-mask support in MIMI and OmDet input-size mismatch are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "These are both offload/quantization themed, but one is a specific dequantized-model load failure and the other is a broader offloading complaint." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "Tied-weight serialization and bfloat16 dtype mismatches are not the same concrete defect." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "MIMI batching/padding-mask behavior and Perceiver positional interpolation are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing `pad_token_idx` and `text_config` unwrapping are different config-loading issues." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "MOE weight conversion under accelerate/deepspeed is unrelated to a missing gradient-checkpointing flag." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "High perplexity and ineffective gradient checkpointing are unrelated training issues." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Llava loading segfaults and sinq save/load quantization breakage are different failures." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "Label reduction in an image processor and missing tied-weights metadata are unrelated." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Weight tying/serialization and BitNet packed-weight unpacking are separate loader bugs." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3 device-map asserts and Llava Next segfaults are not the same bug." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "A specific model load failure and tokenizer loading failure do not match." + }, + { + "left": "issue:43296", + "right": "issue:44877", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM and strict config rejection for granite_speech are unrelated." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU-efficient loading and non-persistent buffer initialization are different code paths." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "General `lm_head.weight` serialization inconsistency and Qwen3.5 visual-encoder key saving are only loosely related." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 12, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-426", + "nodes": [ + "issue:36010", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43295", + "issue:43316", + "issue:43317", + "issue:43404", + "issue:43450", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43708", + "issue:43720", + "issue:43873", + "issue:43881", + "issue:44008", + "issue:44186", + "issue:44387", + "issue:44423", + "issue:44479", + "issue:44610", + "issue:44671", + "issue:44743", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44918", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45704", + "issue:45812", + "issue:45823" + ], + "soft_pairs": [ + "issue:41720|issue:44977", + "issue:42617|issue:42915", + "issue:40990|issue:45701", + "issue:44008|issue:45823", + "issue:44387|issue:45704", + "issue:43404|issue:45357", + "issue:44186|issue:45072", + "issue:36331|issue:42617", + "issue:43577|issue:43708", + "issue:44877|issue:44991", + "issue:43873|issue:44756", + "issue:36331|issue:42915", + "issue:43450|issue:45701", + "issue:43550|issue:43720", + "issue:44423|issue:45406", + "issue:45632|issue:45684", + "issue:41720|issue:42617", + "issue:44479|issue:44918", + "issue:44610|issue:44898", + "issue:44186|issue:44610", + "issue:43550|issue:43606", + "issue:42915|issue:43317", + "issue:43295|issue:45701", + "issue:41720|issue:45161", + "issue:44671|issue:44743", + "issue:43526|issue:43881", + "issue:36010|issue:42617", + "issue:45081|issue:45812", + "issue:43531|issue:43572", + "issue:43316|issue:44913" + ], + "prepared_review_unit_hash": "10bc8816e98fdc2fa0afda72504ef3be809f931ea8c58011c4fecb45e99290c4", + "component_budget": { + "node_count": 426, + "item_count": 426, + "soft_pair_count": 1572, + "serialized_chars": 814130, + "estimated_input_tokens": 203533, + "estimated_eval_tokens": 407322 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36283, + "estimated_input_tokens": 9071, + "estimated_eval_tokens": 18398 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is not a coherent duplicate cluster; it mixes unrelated tokenizer, config, multimodal, training, device-mapping, and quantization/offloading regressions. The only mild thematic neighborhood is memory/offloading, but none of the soft pairs look like the same concrete bug.", + "confidence": 0.95, + "canonical_issue_reason": "No single true canonical duplicate exists here; issue 43873 is only the closest umbrella because it is a broad open offloading/quantization report with the most inbound references, but the rest of the items span different code paths and model families.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 is the best available representative for triage simply because it is broad and active, but it should not be treated as a real duplicate target for most of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Same broad Qwen3.x area, but one is an auto-device-map CUDA assert and the other is a flash-attention generation failure; different bugs and code paths." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "Completely different problems: a 3d_parallel.py execution failure versus a Qwen3Moe FineGrainedFP8Config issue." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "High perplexity on a model/eval run is unrelated to a version-dependent tokenization change." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Different models and failure modes: Gemma3n forward variable collision versus Gemma4 PLE device mismatch." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Int4 quantization OOM is not the same as T5's apex.FusedRMSNorm memory leak." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Mistral3 lm_head tying issue and Qwen3.5 save_pretrained visual-key regression are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer crash on NER/batched padding is unrelated to dtype mismatches in inference wrappers." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "CustomTrainer.compute_loss kwarg regression and 3d_parallel.py failure do not share the same underlying bug." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Blip2 dtype persistence and Trainer resume/max_steps computation are different subsystems." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config loading for granite_speech and tokenizer loading for est-roberta are different issues." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Both mention offloading/memory, but one is quantization offload behavior and the other is mmap on Strix Halo; not the same concrete bug." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Trainer loss-signature regression and Qwen3Moe FP8 config failure are unrelated." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor batch-shape bug is unrelated to tokenizer behavior changes." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure and BitNet packed-weight loading failure are different model/runtime problems." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Continuous-batching multimodal crash and Gemma4Processor missing _tokenizer are separate processor bugs." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collision for trust_remote_code and permission propagation in save_pretrained are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Both are model-running failures, but one is Qwen3 device-mapping CUDA assert and the other is a 3d_parallel script issue." + }, + { + "left": "issue:44479", + "right": "issue:44918", + "accept": false, + "reason": "Qwen video-input regression and TRL SFT embedding unpacking are different code paths and symptoms." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "OmDet-Turbo input-size mismatch and Perceiver non-default-resolution failure are different model-specific resizing bugs." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes and OmDet processor output-size mismatch are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Bamba torch.compile/SDPA and bark-small CPU-offload device mismatch are unrelated model/runtime failures." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config and dequantized model loading with device_map=auto are different quantization/offload issues." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Processor.tokenizer regression and version-dependent tokenization changes are not the same underlying bug." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Qwen3 auto device mapping crash and GPT-OSS TP failure are separate parallelism/device-placement issues." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression is unrelated to Qwen3.5 recurrent-state reset logic." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BEiT fast processor label reduction bug and glm-4v-9b loading failure are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "ImportError for GenerationMixin and a 3d_parallel.py runtime failure are not the same bug." + }, + { + "left": "issue:45081", + "right": "issue:45812", + "accept": false, + "reason": "Both involve tokenizers, but Mistral regex patching and Granite token ID regression are distinct model-specific issues." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and StableLmConfig pad_token_idx are unrelated config/model bugs." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Gemma3TextConfig API mismatch and GPTNeoX rotary_pct reload regression affect different configs and code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 13, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-426", + "nodes": [ + "issue:29159", + "issue:30064", + "issue:33357", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36032", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43322", + "issue:43329", + "issue:43388", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43927", + "issue:44077", + "issue:44186", + "issue:44361", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44514", + "issue:44545", + "issue:44589", + "issue:44625", + "issue:44898", + "issue:44991", + "issue:45059", + "issue:45072", + "issue:45381", + "issue:45406", + "issue:45464", + "issue:45479", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:45859" + ], + "soft_pairs": [ + "issue:43540|issue:43782", + "issue:42915|issue:43322", + "issue:43421|issue:45812", + "issue:44186|issue:44361", + "issue:29159|issue:36032", + "issue:43388|issue:45059", + "issue:45406|issue:45464", + "issue:30064|issue:34634", + "issue:33357|issue:35707", + "issue:41720|issue:43746", + "issue:43606|issue:43720", + "issue:43550|issue:43653", + "issue:43421|issue:45701", + "issue:43873|issue:45704", + "issue:43606|issue:43653", + "issue:44492|issue:44509", + "issue:42490|issue:43329", + "issue:34634|issue:41720", + "issue:43531|issue:45759", + "issue:34567|issue:35707", + "issue:44514|issue:44545", + "issue:43421|issue:43927", + "issue:44625|issue:45479", + "issue:44451|issue:44991", + "issue:44898|issue:45072", + "issue:43531|issue:44589", + "issue:43782|issue:45381", + "issue:44077|issue:44625", + "issue:45759|issue:45859" + ], + "prepared_review_unit_hash": "681df3b8e6cbfe4602006121e6fb13f548c728f67995be3e1054c4ff924bc76c", + "component_budget": { + "node_count": 426, + "item_count": 426, + "soft_pair_count": 1572, + "serialized_chars": 814130, + "estimated_input_tokens": 203533, + "estimated_eval_tokens": 407322 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35960, + "estimated_input_tokens": 8990, + "estimated_eval_tokens": 18236 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a grab bag of unrelated bug reports; only one soft pair looks like a true duplicate. Most other pairs share a broad subsystem (tokenizers, multimodal, offloading, loading) but do not describe the same concrete failure.", + "confidence": 0.86, + "canonical_issue_reason": "issue:44545 is the clearest duplicate target in the set: it matches issue:44514 exactly by title and topic, and has inbound references that make it a better consolidation point.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44545 is the best issue to keep as the canonical representative of the only real duplicate pair; it is specific, well-scoped, and directly matches issue:44514.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Different models and different failure modes: Qwen3OmniMoe video processing vs Qwen3VL weight_only loading error." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Both are model-loading failures, but the root causes and models are unrelated (Qwen3Moe FP8 config vs Llava Next segfault)." + }, + { + "left": "issue:43421", + "right": "issue:45812", + "accept": false, + "reason": "Both involve tokenization, but one is runtime post-processor syncing and the other is a Granite-specific wrong-token-IDs regression." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizer classes and distinct crashes; this is not the same underlying bug." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "One is a general slow-vs-fast tokenizer inconsistency; the other is a T5Tokenizer load-time method-name conflict." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Completely different subsystems: metric gathering vs multimodal PCS input handling." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Both affect serving, but the crashes come from different code paths and symptoms." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Unrelated issues: segmentation-map processing vs BarkProcessor voice preset handling." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "Different problems: MacOS bus error on CLIP load vs progressive generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Different model families and different failures; auto device mapping cudaErrorAssert is not the same as PEFT checkpoint loading." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Both touch loading/offload machinery, but the concrete bug is different (CPU offload mismatch vs packed-weight unpacking)." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "Unrelated bugs: torch.compile/SDPA behavior vs tokenizer special-token registration." + }, + { + "left": "issue:43421", + "right": "issue:45701", + "accept": false, + "reason": "Broad tokenization complaints, but one is a post-processor update bug and the other is a version-to-version tokenization change report." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Different features and root causes: quantized offloading vs an apex RMSNorm memory leak." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Different model/component scope and different symptoms; not the same bug." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A typo in cache strategies is unrelated to outdated docs mentioning removed pipeline tasks." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Local-path import warning and multimodal token-counting video-branch bug are unrelated." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "Different model and runtime issues; BarkProcessor voice preset has no overlap with Qwen3 device mapping errors." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Both are Qwen3-family issues, but one is sliding_window behavior and the other is text_config unwrapping in from_config." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token counting and generation with inputs_embeds/past_key_values are different bugs." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Exact same reported bug and title; these are clear duplicates and should be consolidated." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Both involve tokenizer/config state, but one is runtime post-processor updates and the other is save/load losing custom token IDs." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Different issues: config propagation of num_labels vs a classification loss degeneracy across models." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading failures, but they concern different models and likely different conversion problems." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Different subsystems entirely: image classification resolution handling vs dtype mismatch during bfloat16 inference." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Sliding-window model behavior is unrelated to the Float8 storage lookup TypeError." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen multimodal issues, but one is a load-time weight_only error and the other is video vision_position_ids being wrong." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "No underlying overlap: a patchtsmixer post_init validation issue is unrelated to Qwen3.5 label propagation." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Same broader model family, but different concrete failure points: from_config text_config unwrapping vs rotary embedding CPU-offload compatibility." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet, and the one accepted duplicate pair (issue:44514 / issue:44545) is supported by the near-exact title match plus inbound references. The other soft-edge verdicts stay conservative and do not overclaim duplication from the limited 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": 17, + "review_unit_index": 14, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-426", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:40444", + "issue:41720", + "issue:42886", + "issue:43381", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43596", + "issue:43618", + "issue:43645", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43746", + "issue:43819", + "issue:43844", + "issue:43873", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44368", + "issue:44451", + "issue:44610", + "issue:44661", + "issue:44671", + "issue:44843", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:45042", + "issue:45081", + "issue:45183", + "issue:45356", + "issue:45357", + "issue:45479", + "issue:45588", + "issue:45663", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:45907", + "issue:45923", + "issue:46050" + ], + "soft_pairs": [ + "issue:44987|issue:45042", + "issue:44368|issue:45357", + "issue:44062|issue:44451", + "issue:45588|issue:45759", + "issue:43421|issue:43653", + "issue:43746|issue:46050", + "issue:39692|issue:44610", + "issue:45704|issue:45923", + "issue:44918|issue:44936", + "issue:45663|issue:45923", + "issue:42886|issue:44843", + "issue:43381|issue:43844", + "issue:43421|issue:44186", + "issue:43531|issue:43645", + "issue:45704|issue:45859", + "issue:43994|issue:44671", + "issue:41720|issue:45704", + "issue:43596|issue:44220", + "issue:43746|issue:43873", + "issue:45081|issue:45356", + "issue:39692|issue:43873", + "issue:40444|issue:43746", + "issue:45356|issue:45907", + "issue:30064|issue:36010", + "issue:44220|issue:44661", + "issue:43720|issue:43819", + "issue:43653|issue:43720", + "issue:43540|issue:44008", + "issue:43618|issue:43697", + "issue:45183|issue:45479" + ], + "prepared_review_unit_hash": "37f2b68afbd7cfd7be020957ee785a1ff600e427cdeeb8188ec7248a1badfad9", + "component_budget": { + "node_count": 426, + "item_count": 426, + "soft_pair_count": 1572, + "serialized_chars": 814130, + "estimated_input_tokens": 203533, + "estimated_eval_tokens": 407322 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37212, + "estimated_input_tokens": 9303, + "estimated_eval_tokens": 18862 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated bug reports and regressions across tokenizers, multimodal processors, training, offload, and model-loading paths. The soft-similarity edges are theme-level only; none look like the same underlying defect or a mergeable duplicate PR.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Different failures: one is a model-loading regression for a specific repo, the other is PIL/image-processor requiring torchvision in v5.4.0." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "One is a LoRA training warning about tie_word_embeddings; the other is a save_pretrained bug for Qwen3.5 visual encoder keys." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "AddedToken keyword collision in tokenization code vs failure to load a specific model repo; different causes and code paths." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Flash-attention sink-less crash and composite Qwen multimodal config unwrapping are unrelated bugs." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both involve special tokens, but one is runtime post-processor refresh in TokenizersBackend and the other is BigBirdTokenizer mask-token registration/decoding." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "Local PEFT checkpoint loading for GraniteSpeech vs quantized model save/load breakage after sinq; distinct loading flows." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Both are doc/processor mismatches, but they affect different models and different expected image sizes/quantization behavior." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "Apex RMSNorm memory leak in T5 is unrelated to a missing supports_gradient_checkpointing flag on a trust_remote_code model." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "TRL SFT embedding unpacking failure vs trainer.evaluate() after train; different trainer lifecycle issues." + }, + { + "left": "issue:45663", + "right": "issue:45923", + "accept": false, + "reason": "FSDP2 shared_kv_states KeyError in Gemma-4 is not the same defect as the missing gradient-checkpointing flag." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both mention offline mode, but one is tokenizer cache loading and the other is an unconditional model_info() call in _patch_mistral_regex." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Gradient checkpointing blocked in eval mode vs abnormal gradient growth under ZeRO-3; different training bugs." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Runtime special-token post-processor updates and LayoutLMv2Tokenizer NER padding/truncation crashes are separate tokenizer problems." + }, + { + "left": "issue:43531", + "right": "issue:43645", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and Jupyter custom model initialization in Transformers 5.0 are unrelated." + }, + { + "left": "issue:45704", + "right": "issue:45859", + "accept": false, + "reason": "T5 RMSNorm memory leak is unrelated to Qwen3.5-MoE rotary embedding CPU-offload incompatibility." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "SigLIP2 bad AutoModel/pipeline outputs and CamemBERT masked-LM prediction regression are different model-specific issues." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Qwen3 auto device-map cuda assert and T5 apex RMSNorm leak are different subsystems and symptoms." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Deepspeed zero3/BertModel init crash and _torch_extract_fbank_features failure are unrelated runtime paths." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Checkpoint loading for GraniteSpeech PEFT adapters vs quantization offloading behavior; not the same bug." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both mention Mistral regex/fix warnings, but one is a tokenizer crash and the other is a Kimi codec regression; not the same concrete defect." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "SigLIP2 processor/model mismatch is unrelated to offloading not working with quantization." + }, + { + "left": "issue:40444", + "right": "issue:43746", + "accept": false, + "reason": "Qwen2.5-VL multi-image IterableDataset failure and GraniteSpeech local checkpoint loading are separate multimodal/training bugs." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Kimi tokenizer regression and list_repo_files not forwarding revision are unrelated." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Void segmentation map processing and GenerationMixin import error are entirely different issues." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio fbank extraction failure vs add-new-model-like logic with TOKENIZER_MAPPING_NAMES; different code paths." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "BitNet packed-weight unpacking during accelerate loading and DAC.from_latents STE mismatch are unrelated model bugs." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "BigBirdTokenizer special-token handling and BitNet packed-weight loading are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Qwen3OmniMoe video-input validation and Gemma 3n audio_mel_mask name collision are different multimodal forward-pass bugs." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIPOutput attentions regression and RTDetrV2 differing outputs in v5 are separate model-specific issues." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Wrong input_ids/inputs_embeds validation messages and degenerate zero-loss classification behavior are unrelated bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 15, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-426", + "nodes": [ + "issue:30064", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43295", + "issue:43322", + "issue:43335", + "issue:43388", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43643", + "issue:43644", + "issue:43653", + "issue:43716", + "issue:43749", + "issue:43756", + "issue:43782", + "issue:43818", + "issue:43819", + "issue:43950", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44442", + "issue:44448", + "issue:44488", + "issue:44561", + "issue:44671", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45381", + "issue:45584", + "issue:45685", + "issue:45834", + "issue:45987", + "issue:46032" + ], + "soft_pairs": [ + "issue:43550|issue:45072", + "issue:43388|issue:46032", + "issue:43295|issue:45834", + "issue:43550|issue:43819", + "issue:43716|issue:44008", + "issue:44062|issue:44488", + "issue:43322|issue:45685", + "issue:43335|issue:43756", + "issue:44186|issue:44898", + "issue:43950|issue:45987", + "issue:43653|issue:43819", + "issue:43531|issue:43643", + "issue:44843|issue:45081", + "issue:43643|issue:44877", + "issue:43540|issue:45381", + "issue:30064|issue:36331", + "issue:44448|issue:44671", + "issue:43577|issue:43818", + "issue:43421|issue:44811", + "issue:43782|issue:44977", + "issue:41720|issue:44991", + "issue:44821|issue:45084", + "issue:39692|issue:45834", + "issue:45584|issue:45834", + "issue:44186|issue:44442", + "issue:43644|issue:43749", + "issue:44561|issue:45020" + ], + "prepared_review_unit_hash": "d5d62991e697afb83fe7d97009ad5f4ae5e431bd16484a2f96ff9bc92ccf2da6", + "component_budget": { + "node_count": 426, + "item_count": 426, + "soft_pair_count": 1572, + "serialized_chars": 814130, + "estimated_input_tokens": 203533, + "estimated_eval_tokens": 407322 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36047, + "estimated_input_tokens": 9012, + "estimated_eval_tokens": 18280 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair looks like a true duplicate; these are mostly unrelated bug reports that share broad subsystem vocabulary (tokenizers, processors, remote_code, dtype, loading). No PRs are present. I\u2019d use issue 45020 as the broadest issue anchor, but only because the set lacks a clearer canonical duplicate hub.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 45020 is the broadest, most central regression report in the set (\u201cRecent transformers versions break models using `remote_code`\u201d) and has enough scope to serve as the least-bad anchor when no duplicate cluster is obvious.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45020 is the strongest global representative: broad scope, regression framing, and multiple references make it a better anchor than the very specific single-model bug reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Different models and different failure modes: torch.compile+SDPA vs bfloat16 dtype mismatch." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Different code paths: metric gathering/last-batch label handling vs Mamba2 cache behavior with seq_len>1." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Both involve processors/tokenizers, but one is a processor.tokenizer regression and the other is a long OCR-input index error in Kosmos2.5." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Unrelated bugs: Bamba compile/SDPA failure vs DAC.from_latents/STE mismatch." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Different models and distinct bugs: image preprocessor dtype mismatch vs Gemma3n variable-name collision in forward()." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "Both are tokenizer-loading issues, but one is an AddedToken keyword collision and the other is a model-specific load failure." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Completely different failures: Llava Next loading segfault vs an MPS histogram kernel limitation." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Different architecture/config bugs: sparse layer creation vs RoPE layer dropping in Smollm3." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "Different model families and failure mechanisms; only a broad preprocessing label of tokenization/image handling overlaps." + }, + { + "left": "issue:43950", + "right": "issue:45987", + "accept": false, + "reason": "Separate loading/runtime contract bugs: non-persistent buffer corruption vs StaticCache sequence-length return type." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Tokenizer special-token registration bug vs DAC latent reconstruction mismatch; no shared underlying bug." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Different issues in different layers: Qwen3-MoE sliding_window behavior vs AutoConfig trust_remote_code missing fields." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Same helper name, but distinct problems: offline model_info call vs backend_tokenizer attribute crash." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both touch config loading, but one is missing fields under trust_remote_code and the other is strict config rejection for granite_speech." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Different multimodal models and different errors: video input ValueError vs wrong vision_position_ids in qwen2.5-vl." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Image segmentation-map processing bug vs CustomTrainer compute_loss signature regression; unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Different model outputs/regressions: Pegasus generation drift vs CamemBERT masked-LM prediction error." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Different models and bugs: BLIP2 dtype handling vs Video-LLaVA temporal-attention/weight-sharing issue." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Related to special tokens/decoding, but one is runtime post-processor refresh and the other is Whisper batch_decode skip_special_tokens behavior." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Different Qwen variants and distinct failures: weight_only load error vs flash-attention generation bug." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "No shared underlying bug: CUDA assert on device mapping vs tokenizer loading failure for a specific model." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "Different code paths: AutoImageProcessor URL loading vs template compilation error." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "Documentation/example errors vs a runtime OCR index error; not the same bug." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription generation bug is unrelated to Kosmos2.5 long OCR input indexing." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "Tokenizer crash on NER/batching vs AutoTokenizer failing to load a specific tokenizer class." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Both are loading-related regressions, but one corrupts non-persistent buffers and the other breaks FSDP CPU RAM-efficient loading." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Both mention remote_code, but one is a specific missing-function regression and the other is a broad class of recent remote_code 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": 17, + "review_unit_index": 16, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-426", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:42175", + "issue:43262", + "issue:43329", + "issue:43526", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43650", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43782", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:43994", + "issue:44060", + "issue:44291", + "issue:44368", + "issue:44479", + "issue:44485", + "issue:44509", + "issue:44554", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45406", + "issue:45538", + "issue:45600", + "issue:45701", + "issue:45834" + ], + "soft_pairs": [ + "issue:43606|issue:45072", + "issue:44479|issue:45834", + "issue:43825|issue:43994", + "issue:43577|issue:43582", + "issue:34634|issue:36010", + "issue:44805|issue:44936", + "issue:44671|issue:45701", + "issue:44485|issue:44509", + "issue:43825|issue:43827", + "issue:28218|issue:29159", + "issue:44610|issue:45072", + "issue:43720|issue:45072", + "issue:43782|issue:45325", + "issue:42175|issue:45081", + "issue:43749|issue:44291", + "issue:43582|issue:44857", + "issue:45081|issue:45406", + "issue:43650|issue:43906", + "issue:43262|issue:43819", + "issue:44060|issue:44368", + "issue:43526|issue:43697", + "issue:34634|issue:36331", + "issue:43653|issue:44912", + "issue:45084|issue:45538", + "issue:43526|issue:44554", + "issue:43742|issue:45020", + "issue:43329|issue:45600" + ], + "prepared_review_unit_hash": "1d094772d2e3c090a0fbde006fa41bb31311a7a86f1f8b8a378aa2b0f84cd0fe", + "component_budget": { + "node_count": 426, + "item_count": 426, + "soft_pair_count": 1572, + "serialized_chars": 814130, + "estimated_input_tokens": 203533, + "estimated_eval_tokens": 407322 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35511, + "estimated_input_tokens": 8878, + "estimated_eval_tokens": 18012 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated issues spanning tokenization, multimodal processors, loading, training, and docs. I only see one plausible duplicate pair in the tokenizer-added-token spacing reports; the rest should stay separate.", + "confidence": 0.83, + "canonical_issue_reason": "No single issue cleanly represents the full set because the artifacts span many unrelated bugs. The tokenizer spacing/inconsistency reports are the only plausible duplicate subcluster.", + "canonical_pr_reason": null, + "best_issue_reason": "If a representative issue must be chosen, issue 28218 is the most concrete user-facing report of the tokenizer-added-token spacing bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Both are inference dtype/mismatch failures, but they affect different models and code paths; not the same bug." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Different model families and different failures: a broad video-input regression vs an OCR length/index error." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "One is a wrong pipeline error message about removed translation tasks; the other is a model output regression. Same words, different bug." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Blip2 dtype propagation and an Apple Silicon allocator TypeError are unrelated." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice preset behavior and a GenerationMixin import error are unrelated issues." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Both mention failures at runtime, but the underlying contexts differ; this is not one concrete bug." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT masked-LM regression is not the same underlying issue as a broad tokenizer-version change report." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion and v5 pipeline doc leftovers are unrelated." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "One is a runtime error message, the other is docs still referencing removed pipelines; related topic, not the same bug." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": true, + "reason": "Both describe the same tokenizer added-token spacing/inconsistency problem; 29159 is the broader slow-vs-fast framing of the same symptom." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Different model-specific bugs: image size mismatch versus dtype mismatch." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Packed-weight loading failure in BitNet is unrelated to the dtype mismatch reports." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "A weight_only loading error and a RoPE position-id scaling bug are different code paths." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Backend package selection and a tokenizer regex crash are unrelated." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Both are loading-related, but one is FSDP CPU RAM efficient loading and the other is init_empty_weights argument handling; not the same bug." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon warmup TypeError and CUDA float16 loss crash are unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Both mention missing tokenizer/processor attributes, but they occur in different components and are not the same concrete failure." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "The titles do not describe the same bug; one is nonspecific noise and the other is a reproduction of a different issue." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sampling-rate handling and DAC latent reconstruction are unrelated." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both concern warning behavior, but they target different models and different tied-weight logic." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and RTDetrV2 output drift are unrelated." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice_preset and Trainer.compute_loss signature mismatch are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Tokenizer special-token registration and MXFP4 quantization loading are unrelated." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template compilation failure and CLIPTokenizer max length are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Image label reduction and MPS attention correctness are unrelated." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "A key error loading one model is not the same as the broad remote_code breakage report." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "A multimodal token-counting video branch bug and stale auto_mappings config references are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: it correctly treats the set as mostly unrelated and conservatively isolates only the tokenizer added-token spacing / slow-vs-fast inconsistency pair as a plausible duplicate subcluster. The soft-edge verdicts stay on the cautious side and do not overmerge distinct model-specific or component-specific failures." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 17, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-426", + "nodes": [ + "issue:34567", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:42490", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43452", + "issue:43454", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43638", + "issue:43643", + "issue:43645", + "issue:43696", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43819", + "issue:43854", + "issue:43927", + "issue:43931", + "issue:44387", + "issue:44479", + "issue:44568", + "issue:44589", + "issue:44610", + "issue:44617", + "issue:44756", + "issue:44811", + "issue:44849", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45042", + "issue:45356", + "issue:45459", + "issue:45701", + "issue:45759", + "issue:45803", + "issue:45859" + ], + "soft_pairs": [ + "issue:44589|issue:45042", + "issue:43638|issue:44936", + "issue:43746|issue:44811", + "issue:43452|issue:44991", + "issue:44387|issue:44617", + "issue:45459|issue:45803", + "issue:36010|issue:43645", + "issue:43550|issue:44912", + "issue:43819|issue:43927", + "issue:43854|issue:44977", + "issue:43257|issue:43329", + "issue:39692|issue:44912", + "issue:43720|issue:44610", + "issue:38175|issue:44610", + "issue:43454|issue:43577", + "issue:36010|issue:36331", + "issue:43531|issue:45042", + "issue:43257|issue:43696", + "issue:43262|issue:44811", + "issue:43329|issue:44479", + "issue:42490|issue:43257", + "issue:43643|issue:45759", + "issue:43749|issue:44756", + "issue:43329|issue:43450", + "issue:34567|issue:40990", + "issue:43606|issue:45859", + "issue:44568|issue:45356", + "issue:43257|issue:43931", + "issue:44849|issue:45701" + ], + "prepared_review_unit_hash": "a7350aab048b85191ff87c2820f241f62f83f77a043af8d4ea088b33acb607a3", + "component_budget": { + "node_count": 426, + "item_count": 426, + "soft_pair_count": 1572, + "serialized_chars": 814130, + "estimated_input_tokens": 203533, + "estimated_eval_tokens": 407322 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36616, + "estimated_input_tokens": 9154, + "estimated_eval_tokens": 18564 + }, + "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 issues across training, loading, tokenization, multimodal/video, audio, quantization, and offload paths. The soft edges mostly reflect broad subsystem similarity, not the same underlying bug.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue\u2014the items are distinct bug reports with different root causes and code paths.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good representative for the cluster because it is too heterogeneous.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Different failures: Float8 storage import error vs PIL image processor torchvision dependency." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Unrelated trainer bugs: Deepspeed/ZeRO3 index error vs evaluate-after-train behavior." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "Different code paths: local checkpoint loading with PEFT vs Whisper batch_decode skip_special_tokens." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading/tokenizer problems, but the model targets and failure modes are different." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both mention OOM, but one is an int4 quantization memory regression and the other is model-specific video OOM." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both involve bad exception handling, but in different functions with different symptoms and fixes." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "Different regressions: GenerationMixin import breakage vs Jupyter custom-model initialization." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "Unrelated issues: torch.compile/SDPA failure vs MXFP4 quantization loading fallback." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "Different models and bugs: DAC forward/from_latents mismatch vs DiaConfig token ID persistence." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Both are model-specific inference failures, but GLM loading and Qwen3.5 flash-attention are separate problems." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Different bugs: MoE weight conversion during accelerate/deepspeed loading vs undefined video token-counting variables." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Unrelated: SigLIP2 docs/example issues vs Qwen/gpt-oss quantization behavior." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Different code paths: accelerate weight unpacking vs OmDet-Turbo processor image-size mismatch." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Different symptoms: zero probabilities in SigLIP2 vs incorrect processor output shape." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Separate model bugs: lm_head weight tying vs dtype propagation for BLIP2/QFormer." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "Different areas: import error for GenerationMixin vs CustomTrainer compute_loss signature change." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "No shared underlying bug; Qwen3-MoE sliding-window logic is unrelated to PIL/torchvision imports." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Both are Qwen/generation related only at a high level; MoE loading and GPT-oss OOM are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Both touch audio processors, but one is chat-template sampling rate and the other is batch_decode special-token handling." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Both involve video multimodal paths, but one is an undefined-variable bug in token counting and the other is a broader video-input regression." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Unrelated: trailing-slash local model import warning vs Qwen3 MoE conversion/loading." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Different config-loading problems: missing fields with trust_remote_code vs not unwrapping text_config in from_config." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Both concern loading/memory, but FSDP CPU-efficient loading and Strix Halo mmap OOM are different issues." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Both touch video processing, but token counting with undefined names is not the same as batched video shape handling." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Completely different bugs: trainer token-count tracking vs GPT-oss perplexity." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Both mention CPU offload, but the affected models and failure mechanisms differ." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and have different mechanics." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Different loading failures: Qwen3 MoE conversion under accelerate/deepspeed vs Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Same general tokenization area, but output_hidden_states in Qwen3.5 is not the same as a broad tokenization-version change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 18, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-426", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43404", + "issue:43452", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43824", + "issue:43906", + "issue:43927", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44560", + "issue:44568", + "issue:44737", + "issue:44821", + "issue:44912", + "issue:44938", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45137", + "issue:45357", + "issue:45381", + "issue:45405", + "issue:45488", + "issue:45538", + "issue:45588", + "issue:45907", + "issue:45987" + ], + "soft_pairs": [ + "issue:44568|issue:45488", + "issue:29159|issue:34567", + "issue:42915|issue:43742", + "issue:44291|issue:45042", + "issue:42915|issue:44821", + "issue:44987|issue:45538", + "issue:43452|issue:43582", + "issue:42915|issue:45538", + "issue:41720|issue:43540", + "issue:43697|issue:45357", + "issue:43927|issue:44912", + "issue:44479|issue:45381", + "issue:33357|issue:34567", + "issue:42175|issue:43824", + "issue:43540|issue:44479", + "issue:43317|issue:45538", + "issue:43540|issue:44560", + "issue:43257|issue:43756", + "issue:44987|issue:45907", + "issue:44062|issue:44991", + "issue:43577|issue:45072", + "issue:24643|issue:29159", + "issue:45137|issue:45405", + "issue:28282|issue:34689", + "issue:43742|issue:44291", + "issue:42175|issue:44488", + "issue:42915|issue:43749", + "issue:42175|issue:44938", + "issue:43906|issue:45381", + "issue:43404|issue:45987", + "issue:28282|issue:29127", + "issue:44737|issue:45588" + ], + "prepared_review_unit_hash": "6661babc874433a1a082b9ad04b5c0ae0bd9ae6d9a7b5d5d83f7b5532faf32ff", + "component_budget": { + "node_count": 426, + "item_count": 426, + "soft_pair_count": 1572, + "serialized_chars": 814130, + "estimated_input_tokens": 203533, + "estimated_eval_tokens": 407322 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36811, + "estimated_input_tokens": 9203, + "estimated_eval_tokens": 18662 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are unrelated to each other; the only clear duplicate pair is the Qwen video-input regression around v5.3.0. I\u2019d keep issue 44479 as the canonical report and treat 45381 as its narrower duplicate.", + "confidence": 0.72, + "canonical_issue_reason": "44479 is the broad umbrella report for the shared Qwen video-input regression across several model variants, so it best captures the underlying bug family.", + "canonical_pr_reason": null, + "best_issue_reason": "44479 is the most representative and actionable issue in the cluster because it names the regression broadly and aligns with the one clear duplicate pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer regressions, but they involve different tokenizer classes and failure modes; not the same concrete bug." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency and TrainerState token counting are unrelated subsystems and bugs." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Different model-loading failures with different triggers and code paths." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "One is an init_empty_weights constructor issue; the other is a PIL/torchvision backend requirement regression." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "FineGrainedFP8Config loading and AutoImageProcessor-from-URL are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "These are different tokenizer/model_max_length issues with no clear shared code-path." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "One is a gguf/tokenizer/model loading breakage; the other is an Apple Silicon caching allocator TypeError." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Different features and symptoms; only a broad Transformers version complaint in common." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Both mention Qwen and runtime failures, but the affected model families and failure paths differ." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RTDetr output drift and Qwen3.5 save_pretrained key handling are unrelated." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "DiaConfig save/load token IDs and MXFP4 quantization fallback are different bugs." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Both describe the same Qwen video-input regression; 45381 is a narrower symptom report of the broader 44479 issue." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS CLIP bus error and token-count tracking are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Backend packaging/install issue versus missing model import; not the same bug." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Both are video-input related, but the model family and reported failure differ enough that they do not clearly share one concrete bug." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "Device-map/offload loading failure and CLIP tokenizer max-length bug are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Different Qwen video-processing failures with different model variants and symptoms." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen3 MoE weight conversion and Smollm3 RoPE-layer handling are separate model-specific issues." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Model loading regression and a repo listing API forwarding bug are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "The latter may surface a tokenizer-loading problem, but the titles do not establish the same underlying AddedToken bug." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both concern dtype behavior, but on different models and code paths; not mergeable as one PR/bug." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed training weight shape error and tokenizer inconsistency are unrelated." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "ZeRO3 deque error and PEFT version pinning are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Missing PyTorch dependency import error and Llama 3.2 vision loading regression are different issues." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "MobileLLM key error and init_empty_weights argument mismatch are unrelated loader failures." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Package extras/backend composition issue versus a model-loading failure for a specific checkpoint." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and FSDP CPU RAM efficient loading are different features and failures." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Packaging/backends issue and Python 3.14 load failure are not the same underlying bug." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "The issue title suggests a reproduction of another bug, but there is no evidence it is the same Qwen video regression." + }, + { + "left": "issue:43404", + "right": "issue:45987", + "accept": false, + "reason": "Mistral3 lm_head tying and StaticCache sequence length contract are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "ImportError for missing PyTorch and LayoutLMv3 box-clarity error are unrelated." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU placement bug and flash_attention s_aux=None crash are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: 44479 is the broad umbrella Qwen video-input regression, and 45381 is a narrower report that matches the same bug family closely enough to be treated as the clear duplicate pair. The other soft-edge verdicts stay conservative and do not overclaim identity from title-level evidence alone." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 19, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-426", + "nodes": [ + "issue:24643", + "issue:29127", + "issue:34567", + "issue:36331", + "issue:38175", + "issue:41762", + "issue:43452", + "issue:43493", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43582", + "issue:43643", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43756", + "issue:43782", + "issue:43994", + "issue:44062", + "issue:44291", + "issue:44488", + "issue:44514", + "issue:44589", + "issue:44625", + "issue:44792", + "issue:44821", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44936", + "issue:44964", + "issue:45042", + "issue:45081", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45372", + "issue:45375", + "issue:45381", + "issue:45405", + "issue:45479", + "issue:45600", + "issue:45823", + "issue:45920", + "issue:46121", + "issue:46170" + ], + "soft_pairs": [ + "issue:38175|issue:44898", + "issue:43582|issue:43782", + "issue:43540|issue:45823", + "issue:43493|issue:43994", + "issue:43526|issue:45479", + "issue:44291|issue:44821", + "issue:43756|issue:45325", + "issue:34567|issue:36331", + "issue:44913|issue:46121", + "issue:44062|issue:45081", + "issue:44792|issue:44964", + "issue:45042|issue:45081", + "issue:45357|issue:45920", + "issue:43452|issue:44488", + "issue:43742|issue:44589", + "issue:43531|issue:44821", + "issue:43643|issue:45375", + "issue:45405|issue:45600", + "issue:43720|issue:44898", + "issue:43697|issue:45216", + "issue:44625|issue:44877", + "issue:24643|issue:29127", + "issue:44514|issue:45381", + "issue:41762|issue:44936", + "issue:45372|issue:46170" + ], + "prepared_review_unit_hash": "511e3a086accf23ce4ef2d7f5b891f529b4c0522b2368e410c2005c794d23c7d", + "component_budget": { + "node_count": 426, + "item_count": 426, + "soft_pair_count": 1572, + "serialized_chars": 814130, + "estimated_input_tokens": 203533, + "estimated_eval_tokens": 407322 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 25, + "serialized_chars": 35055, + "estimated_input_tokens": 8764, + "estimated_eval_tokens": 17784 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated Transformers bug reports across different models and code paths; I don\u2019t see any true duplicate pair among the soft candidates. No PRs are present.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45920 is the broadest and most central open report in the set, with multiple inbound references and a cross-model tokenizer regression theme.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the best representative issue because it is current, high-impact, and spans multiple model families rather than a single niche failure mode.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Both are vision-model failures, but they describe different symptoms and different model families (SigLIP2 outputs vs Perceiver image classification)." + }, + { + "left": "issue:43582", + "right": "issue:43782", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError and Qwen3VL weight_only load failure are unrelated code paths and model stacks." + }, + { + "left": "issue:43540", + "right": "issue:45823", + "accept": false, + "reason": "Video-input processing error in Qwen3OmniMoe is unrelated to the Gemma4 device-mapping forward mismatch." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": false, + "reason": "Both mention SigLIP2, but one is a HF-vs-JAX implementation discrepancy and the other is a bad AutoModel/pipeline output report; not clearly the same concrete bug." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to the sequence-classification zero-loss regression." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "An init_empty_weights/_is_hf_initialized loading error is unrelated to AutoImageProcessor-from-URL loading." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both are RoPE-related, but they target different models and different failures (layer dropping vs temporal position scaling)." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token counting not updating is a different issue from CustomTrainer.compute_loss receiving an unexpected argument." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Both involve RoPE/config handling, but one is config persistence on reload and the other is a TypeError converting validation keys from JSON lists." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "AddedToken keyword conflict and Mistral regex patch crash are separate tokenizer-loading bugs." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Janus test failure and Phi-4 multimodal loading failure are different multimodal model issues with different symptoms." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Image-processor torchvision dependency regression is unrelated to the Mistral tokenizer regex crash." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Qwen3.5 save_pretrained visual-key serialization and AutoTokenizer wrong token IDs are different regression classes." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "GGUF auto-loading breakage and a model-specific sleng-bert load failure do not look like the same underlying defect." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "MobileLLM key error and missing Float8 storage object are distinct loading/runtime failures." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and AutoImageProcessor URL loading are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both are config-field issues, but one is generic trust_remote_code loading and the other is a specific Qwen3.5MoeVisionConfig field dropped by strict config handling." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight loading failure and Perceiver image-classification interpolation failure are unrelated." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "RTDetrV2 output drift in v5 and Qwen3.5 save_pretrained checkpoint corruption are different regressions." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "num_labels propagation bug and strict config blocking granite_speech loading are different configuration problems." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "DeepSpeed weight dimensionality error and LayoutLMv3 box-info error are unrelated." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL-related, but one crashes in apply_chat_template batching while the other has wrong video vision_position_ids; different code paths." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3 ZeRO-3 load failure and trainer.evaluate() after train() failure are not the same bug." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Gemma 4 processor import breakage from mistral_common is unrelated to the Windows ROCm torch.distributed dependency issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 20, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-426", + "nodes": [ + "issue:28282", + "issue:29159", + "issue:30064", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:35141", + "issue:38175", + "issue:41720", + "issue:43295", + "issue:43452", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43819", + "issue:43906", + "issue:43927", + "issue:44361", + "issue:44442", + "issue:44464", + "issue:44466", + "issue:44484", + "issue:44493", + "issue:44514", + "issue:44568", + "issue:44704", + "issue:44743", + "issue:44811", + "issue:44843", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45005", + "issue:45290", + "issue:45356", + "issue:45440", + "issue:45491", + "issue:45701", + "issue:45704", + "issue:45823", + "issue:46002", + "issue:46050" + ], + "soft_pairs": [ + "issue:43688|issue:43749", + "issue:43452|issue:43577", + "issue:44514|issue:45290", + "issue:43452|issue:44843", + "issue:44493|issue:46050", + "issue:44466|issue:45005", + "issue:43819|issue:44811", + "issue:44936|issue:45823", + "issue:30064|issue:33666", + "issue:44484|issue:44704", + "issue:43295|issue:45356", + "issue:43653|issue:44361", + "issue:44361|issue:44442", + "issue:44464|issue:44743", + "issue:28282|issue:32090", + "issue:28282|issue:33357", + "issue:41720|issue:43906", + "issue:38175|issue:43295", + "issue:28282|issue:35141", + "issue:45491|issue:46002", + "issue:43653|issue:44568", + "issue:43577|issue:43697", + "issue:43688|issue:45704", + "issue:44843|issue:44991", + "issue:43688|issue:45440", + "issue:43646|issue:43749", + "issue:43688|issue:45701", + "issue:29159|issue:33357", + "issue:43531|issue:43742", + "issue:43653|issue:43927", + "issue:44464|issue:44977", + "issue:43550|issue:43927" + ], + "prepared_review_unit_hash": "d47338603703a55555b46d65172cc7092d8639c834817ac6fad0561d80fcc22c", + "component_budget": { + "node_count": 426, + "item_count": 426, + "soft_pair_count": 1572, + "serialized_chars": 814130, + "estimated_input_tokens": 203533, + "estimated_eval_tokens": 407322 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37318, + "estimated_input_tokens": 9330, + "estimated_eval_tokens": 18916 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issue set with a few superficial overlaps around tokenizers, tied weights, and v5 regressions; none of the soft pairs look like the same concrete bug/change.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 43646 is the broadest, most representative regression report in the set: a Transformers v5 initialization break that can plausibly subsume several nearby v5-loading/initialization complaints.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43646 is the best standalone anchor because it is broad, regression-oriented, and central to the cluster\u2019s repeated v5 breakage theme.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Different bugs: aux-loss normalization vs FSDP CPU RAM-efficient loading." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "Different code paths and symptoms: gguf_file loading vs BLIP2 dtype propagation." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both touch apply_chat_template, but one is batched padding handling and the other is assistant tool-call messages with no content." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Both are loading-related, but gguf_file regression and offline model_info call are distinct failures." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Both concern loading/saving, but position-id key warnings and sinq quantization breakage are different issues." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Related to tied weights, but the concrete failures differ: device-dependent serialization vs translation-model tied-weight behavior." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "Different model behavior: DAC latent reconstruction mismatch vs Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:44936", + "right": "issue:45823", + "accept": false, + "reason": "Different training/inference problems: trainer lifecycle bug vs Gemma4 device_map forward mismatch." + }, + { + "left": "issue:30064", + "right": "issue:33666", + "accept": false, + "reason": "Both mention training/image models, but void segmentation-map processing and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "Different API surfaces: save_pretrained shard sizing vs AutoProcessor cached_file kwargs forwarding." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Both are regressions, but one is processor.tokenizer/image-passing breakage and the other is tokenizer codec handling in Kimi-K2.5." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizer bugs: BigBird special-token registration vs MLuke tokenizer AttributeError." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Both are tokenizer load/task failures, but they affect different tokenizers and failure modes." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Different generation bugs: compiled-forward chunked generation vs recurrent-state reset in modular_qwen3_5." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "ImportError for missing PyTorch is unrelated to Trainer NoneType broadcast errors." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Environment dependency error vs MacOS bus error on a CLIP model; no shared code defect." + }, + { + "left": "issue:41720", + "right": "issue:43906", + "accept": false, + "reason": "Both involve Qwen3, but one is cudaErrorAssert with auto device mapping and the other is just a reproduction of another issue." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Different symptom class: zero probabilities in SigLIP2 vs processor/tokenizer regression in v4.57.5." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "Missing PyTorch import error is unrelated to tied embeddings being reinitialized after resizing." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Different numerical bugs: NaNs from sliding-window attention vs NaNs in classification heads after init/checkout." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both tokenizer-related, but BigBird mask-token registration is not the same as missing BOS/EOS insertion in mdeberta-v3." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "Both are model output/dtype issues, but BLIP2 dtype loading and RTDetrV2 output divergence are different code paths." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Aux-loss normalization bug is unrelated to T5's apex.FusedRMSNorm memory leak." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer loading regressions, but one is offline model_info behavior and the other is a specific tokenizer load failure in v5." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Different model families and bugs: MoE aux-loss normalization vs DeepseekV3MoE divergence from remote implementation." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Broad v5 regression vs FSDP CPU RAM-efficient loading; no concrete shared bug path." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Aux-loss normalization is unrelated to version-dependent tokenization changes." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer inconsistency vs MacOS bus error; only a superficial shared theme of model preprocessing." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Different failures: Qwen3-MoE sliding_window behavior vs MobileLLM-125M loading key error." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Different tokenizer/config bugs: special-token registration vs DiaConfig losing custom token IDs on save/load." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Both affect generation, but compiled-forward chunking and flash-attention generation bugs are different concrete problems." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "torch.compile + SDPA failure in Bamba is unrelated to DiaConfig save/load token ID loss." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 21, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-426", + "nodes": [ + "issue:28218", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:34567", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:43122", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43452", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43643", + "issue:43688", + "issue:43720", + "issue:43742", + "issue:43756", + "issue:43825", + "issue:43906", + "issue:43927", + "issue:44361", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44554", + "issue:44561", + "issue:44568", + "issue:44610", + "issue:44625", + "issue:44821", + "issue:44849", + "issue:44913", + "issue:45357", + "issue:45588", + "issue:45812", + "issue:45823", + "issue:46002", + "issue:46050" + ], + "soft_pairs": [ + "issue:43643|issue:44561", + "issue:44479|issue:44625", + "issue:43550|issue:44361", + "issue:41720|issue:44464", + "issue:43577|issue:45588", + "issue:43122|issue:43906", + "issue:43577|issue:44554", + "issue:32090|issue:34567", + "issue:43504|issue:43720", + "issue:43504|issue:43550", + "issue:43504|issue:44610", + "issue:32090|issue:33666", + "issue:44466|issue:46050", + "issue:33666|issue:36010", + "issue:43742|issue:44821", + "issue:45823|issue:46050", + "issue:43452|issue:44451", + "issue:43720|issue:43927", + "issue:43606|issue:43927", + "issue:43278|issue:43688", + "issue:43262|issue:43295", + "issue:44849|issue:45357", + "issue:43525|issue:43572", + "issue:33666|issue:36331", + "issue:43720|issue:44361", + "issue:44625|issue:46002", + "issue:43493|issue:43825", + "issue:43756|issue:44913", + "issue:28218|issue:33357", + "issue:44568|issue:45812" + ], + "prepared_review_unit_hash": "9b789b5e5c1b93fdfdb85fab044e7185e5e3b769f0bfb1490910cb4fd6236184", + "component_budget": { + "node_count": 426, + "item_count": 426, + "soft_pair_count": 1572, + "serialized_chars": 814130, + "estimated_input_tokens": 203533, + "estimated_eval_tokens": 407322 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36215, + "estimated_input_tokens": 9054, + "estimated_eval_tokens": 18364 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated standalone bug reports. No soft edge pair looks like the same concrete underlying bug, so I would not merge any of them. The strongest single issue to anchor on is the broad tokenizer regression report for Granite models.", + "confidence": 0.41, + "canonical_issue_reason": "issue:45812 is the most canonical-looking report: it describes a broad, explicit v4\u2192v5 regression with clear impact across all Granite models and strong evidence of a tokenizer-path bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the best issue candidate because it is broad, concrete, and likely to attract the most useful downstream fixing/triage work compared with narrower model-specific regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both mention trust_remote_code-related breakage, but one is missing fields in AutoConfig output and the other is a v5 regression from removing is_torch_fx_available. Different failure modes and code paths." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression across several VL models versus num_labels propagation between configs. Different symptoms, components, and fixes." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "One is a torch.compile/SDPA model failure; the other is an MLukeTokenizer AttributeError. No shared underlying bug." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Qwen3 auto device-map cudaErrorAssert and chunked-generation inconsistencies are separate runtime bugs with different triggers." + }, + { + "left": "issue:43577", + "right": "issue:45588", + "accept": false, + "reason": "BF16/FP32 dtype mismatch in Blip2 is unrelated to flash_attention.py crashing on s_aux=None." + }, + { + "left": "issue:43122", + "right": "issue:43906", + "accept": false, + "reason": "One reports a tokenization regression across versions; the other is only an isolated reproduction of another issue. There is not enough evidence they are the same concrete bug." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Model dtype drift in Blip2 is unrelated to the MPS attention correctness issue with mismatched head dimensions." + }, + { + "left": "issue:32090", + "right": "issue:34567", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error and num_input_tokens_seen not updating are unrelated trainer issues." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Legacy-field loading failure in BEiT and BitNet packed-weight loading failure are different model-loading bugs." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "BEiT semantic-segmentation load failure and Bamba torch.compile/SDPA failure do not share the same code-path problem." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Legacy field loading for BEiT is unrelated to OmDet-Turbo processor producing the wrong image size." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer broadcast NoneType and Qwen2-VL multi-GPU training are different distributed-training issues." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Inconsistent lm_head.weight serialization across devices is not the same as sinq quantized model save/load breakage." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU training for Qwen2-VL is unrelated to missing GenerationMixin import." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "KeyError loading MobileLLM-125M and inability to load AutoImageProcessor from URL are different loader problems." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Gemma4 device-mapping forward mismatch is a separate runtime issue from quantized model persistence failures." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "gguf_file breaking AutoTokenizer/AutoModel loading and inability to load ScandiBERT are not the same bug." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "BitNet accelerate-loading unpacking failure and DiaConfig save/load token-ID loss are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch in bark-small is unrelated to DiaConfig losing custom token IDs." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Embedding dtype changing during evaluate and auxiliary-loss normalization are different training/eval correctness issues." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio processor sampling-rate defaulting and processor.tokenizer/image-passing regression are separate processor API regressions." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3.5 hidden-states bug and incorrect visual encoder keys in save_pretrained are distinct issues." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both are missing-token-field regressions, but they affect different configs and different missing attributes; not the same concrete bug." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and compute_loss unexpected num_items_in_batch are different trainer/distributed issues." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "Packed-weight loading in BitNet and MLukeTokenizer AttributeError are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "num_labels propagation between configs and NaNs in classification heads upon init/checkout are different bugs." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and pipeline translation-task error messaging are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:44913", + "accept": false, + "reason": "Smollm3 RoPE-layer count mismatch and GPTNeoX rotary_pct reset-on-reload are different configuration problems." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer added-space behavior and a MacOS bus error on CLIP model load are not the same underlying bug." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but one is a special-tokens/BOS-EOS issue for a specific model while the other is wrong token IDs across Granite models; different concrete code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 22, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-426", + "nodes": [ + "issue:29942", + "issue:30333", + "issue:33357", + "issue:33666", + "issue:39692", + "issue:43257", + "issue:43278", + "issue:43295", + "issue:43299", + "issue:43334", + "issue:43493", + "issue:43504", + "issue:43540", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43824", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44112", + "issue:44291", + "issue:44361", + "issue:44423", + "issue:44464", + "issue:44466", + "issue:44488", + "issue:44493", + "issue:44589", + "issue:44734", + "issue:44792", + "issue:44843", + "issue:44964", + "issue:44977", + "issue:45083", + "issue:45200", + "issue:45229", + "issue:45405", + "issue:45520", + "issue:45584", + "issue:45759", + "issue:45803", + "issue:45823", + "issue:45987" + ], + "soft_pairs": [ + "issue:44964|issue:45405", + "issue:39692|issue:43493", + "issue:43540|issue:44977", + "issue:45200|issue:45229", + "issue:43493|issue:43844", + "issue:43334|issue:43572", + "issue:44488|issue:44843", + "issue:43278|issue:43844", + "issue:43257|issue:43299", + "issue:45803|issue:45987", + "issue:43756|issue:45083", + "issue:43334|issue:45759", + "issue:39692|issue:43295", + "issue:45229|issue:45823", + "issue:43646|issue:44466", + "issue:43824|issue:44589", + "issue:33357|issue:33666", + "issue:43504|issue:43606", + "issue:44589|issue:45520", + "issue:43572|issue:44291", + "issue:43927|issue:44361", + "issue:44464|issue:45584", + "issue:43606|issue:44112", + "issue:43504|issue:43653", + "issue:43575|issue:45405", + "issue:43278|issue:43701", + "issue:44792|issue:45405", + "issue:43994|issue:44493", + "issue:44423|issue:44734", + "issue:29942|issue:30333" + ], + "prepared_review_unit_hash": "85d82fbd3e37354e813d09b2a9ff6daff9e11bb640d531521f837f90ca07a360", + "component_budget": { + "node_count": 426, + "item_count": 426, + "soft_pair_count": 1572, + "serialized_chars": 814130, + "estimated_input_tokens": 203533, + "estimated_eval_tokens": 407322 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36845, + "estimated_input_tokens": 9212, + "estimated_eval_tokens": 18680 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose collection of distinct Transformers regression reports, mostly around model loading, multimodal configs, serving, and tokenizer/config edge cases. None of the soft pairs look like true duplicates or the same fixable code-path bug, so I would not merge any of them.", + "confidence": 0.9, + "canonical_issue_reason": "issue:43646 is the broadest and most representative issue here: a Transformers 5.0 initialization regression affecting custom model setup, which matches the dominant theme of version-related model-loading failures in this set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best single issue to anchor the cluster because it is general, user-facing, and central to the repeated 5.0/custom-loading regression pattern.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "One is a Phi-4 multimodal model-loading failure; the other is a PEFT version bump/release problem. Different bugs and code paths." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Both mention SigLIP2, but one is a broken docs example and the other is an implementation discrepancy vs JAX. Not the same defect." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3OmniMoe video-processing error vs Qwen3.5 flash-attention generation failure. Different model families and failures." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Defaulting mm_token_type_ids is unrelated to Gemma4 multi-GPU CUDA OOM during inference." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 accuracy/discrepancy issue vs a separate ZeRO-3 gradient growth bug. Different symptoms and layers." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both are config-attribute regressions, but for different models and different missing fields. Not the same underlying bug." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "A specific model load failure is not the same as the HF_HUB_OFFLINE tokenizer patch bug." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Training/eval dtype drift is unrelated to gradient explosion under HfDeepSpeedConfig + ZeRO-3." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen3 MOE, but one is accelerate/deepspeed weight conversion and the other is dev-version loading regression. Different fixes." + }, + { + "left": "issue:45803", + "right": "issue:45987", + "accept": false, + "reason": "A bare-except bug in tensor conversion is unrelated to StaticCache returning a tensor instead of an int." + }, + { + "left": "issue:43756", + "right": "issue:45083", + "accept": false, + "reason": "RoPE-layer dropping in Smollm3 and a helper-length calculation issue in qwen3_omni_moe are unrelated." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both are multimodal config/loading issues, but one is a missing pad_token_id and the other is from_config not unwrapping text_config. Different code paths." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Doc/example problems for SigLIP2 are not the same as the processor.tokenizer regression in custom multimodal code." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "CUDA OOM from multi-GPU inference is not the same as a device mismatch during forward with device_map=auto." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization regression and inconsistent lm_head serialization are separate v5 issues." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Importing a missing Qwen2.5 VL class is unrelated to Float8 storage lookup failures." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "MacOS bus error on CLIP is unrelated to Qwen2-VL multi-GPU training." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy config-field loading for BEiT and device-mismatch under CPU offload in Bark are different bugs." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage support error and Python 3.13 flash_attn KeyError are separate compatibility issues." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Both are v5 init/loading regressions, but one is a missing config field and the other is an unexpected constructor argument. Not the same fix." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "Custom token ID loss after save/load and MLuke tokenizer task failures are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Chunked-generation inconsistency with compiled forward is unrelated to Whisper empty-transcription generation after align_special_tokens." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "A real device mismatch bug is not the same as a stale CI test for GraniteSpeech." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "BEiT legacy-field loading and BigBirdTokenizer special-token registration are distinct issues." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Qwen2-57B tensor-parallel OOM and PEFT version bump are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Embedding dtype drift and resume_from_checkpoint key mismatch are different bugs." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "A Janus image-generation test failure is unrelated to a PEFT release/version issue." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and unexpected position-id keys are separate model-behavior regressions." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both are serving crashes, but they hit different pathways: continuous batching vs KV-cache continuation indexing." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures and MLflow reporting behavior are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 23, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-426", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:32090", + "issue:34567", + "issue:37428", + "issue:38175", + "issue:42490", + "issue:43232", + "issue:43295", + "issue:43450", + "issue:43493", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43582", + "issue:43696", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43957", + "issue:44315", + "issue:44466", + "issue:44521", + "issue:44554", + "issue:44610", + "issue:44849", + "issue:44898", + "issue:44964", + "issue:44977", + "issue:44987", + "issue:45072", + "issue:45084", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45325", + "issue:45356", + "issue:45406", + "issue:45412", + "issue:45446", + "issue:45520", + "issue:45588", + "issue:45823", + "issue:46050", + "issue:46121" + ], + "soft_pairs": [ + "issue:43873|issue:46050", + "issue:45406|issue:46121", + "issue:45588|issue:46050", + "issue:42490|issue:43696", + "issue:44521|issue:45290", + "issue:43844|issue:44964", + "issue:28218|issue:34567", + "issue:29159|issue:32090", + "issue:45084|issue:45520", + "issue:43582|issue:44977", + "issue:44554|issue:45446", + "issue:43540|issue:45200", + "issue:15354|issue:38175", + "issue:45200|issue:45823", + "issue:43232|issue:44849", + "issue:45072|issue:45198", + "issue:37428|issue:43957", + "issue:43493|issue:43701", + "issue:44315|issue:44849", + "issue:43295|issue:44610", + "issue:43572|issue:44987", + "issue:43295|issue:43450", + "issue:44554|issue:45356", + "issue:43572|issue:43957", + "issue:37428|issue:43824", + "issue:45200|issue:45325", + "issue:43295|issue:43873", + "issue:44898|issue:45412", + "issue:44466|issue:45127", + "issue:43550|issue:43844" + ], + "prepared_review_unit_hash": "32bd71834ecd8a2ea4287728edc2d88744545b3307436f5490617d165ed3f37a", + "component_budget": { + "node_count": 426, + "item_count": 426, + "soft_pair_count": 1572, + "serialized_chars": 814130, + "estimated_input_tokens": 203533, + "estimated_eval_tokens": 407322 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36891, + "estimated_input_tokens": 9223, + "estimated_eval_tokens": 18702 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: tokenizer/chat-template, model-loading, attention, training, and quantization issues are all mixed together. I found no soft pair that clearly describes the same underlying bug/change, so all soft edges are rejected. The best single representative issue is the tokenizer/processor regression report in 43295, but only as a loose cluster anchor, not a true duplicate hub.", + "confidence": 0.39, + "canonical_issue_reason": "Issue 43295 is the most representative cluster anchor because it is a concrete regression report with broad processor/tokenizer impact and sits at the center of several soft-similarity links, even though the linked items are not true duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "43295 is the clearest, most actionable issue among the set: it describes a specific regression with observable behavior and a plausible fix path, making it the best representative issue for this mixed cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Both involve quantization-related failures, but one is about offloading behavior and the other about save/load corruption after sinq quantization; different code paths and symptoms." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "A Gemma4 processor attribute crash and a rope-parameter JSON list TypeError are unrelated bugs." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "Flash-attention integration crashing on `s_aux=None` is unrelated to quantized model persistence after save_pretrained/from_pretrained." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Local-path import warning and CUDA OOM are not the same underlying issue." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both touch chat templating, but one is about multimodal assistant masks and the other about tool-call assistant messages crashing; distinct behaviors." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "Gradient blow-up under ZeRO-3 and a model-loading failure for Phi-4 multimodal are unrelated." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer spacing after added tokens is unrelated to `num_input_tokens_seen` not updating." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Fast/slow tokenizer inconsistency and a Trainer `_gpu_broadcast_one` NoneType error are unrelated." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Template-node compilation failure and `flash_attn` import lookup failure are different subsystems and failure modes." + }, + { + "left": "issue:43582", + "right": "issue:44977", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError and Qwen3.5 flash-attention generation issues are unrelated." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "An MPS attention correctness bug and a flex_attention import version check bug do not describe the same problem." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video-input processing in Qwen3OmniMoe and Gemma4's `mm_token_type_ids` defaulting issue are separate multimodal bugs." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp support and SigLIP2 zero-probability outputs are unrelated." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Gemma4 multimodal token-type defaults and a device mismatch in Gemma4 PLE forward are different code-path issues." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs after `sync_gpus` and Qwen3.5 hidden-state output behavior are unrelated." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel and Wav2Vec2 save/tokenization failure are different bugs." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "A missing flash-attention utility import and meta-device model loading breakage are not the same underlying issue." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 HF/JAX discrepancy and resume-from-checkpoint key mismatch are unrelated." + }, + { + "left": "issue:44315", + "right": "issue:44849", + "accept": false, + "reason": "Liger Kernel not applied in `model_init` and a Qwen3.5 hidden-states bug are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Both are regression-style processor issues, but one concerns processor.tokenizer/image handling and the other is an image-size mismatch; not the same bug." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "Missing `pad_token_idx` in StableLmConfig and a transformers>=5.1.0 loading failure for a specific model are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor/tokenizer regression and batched video shape issues are different modalities and failure modes." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness and Kimi-K2.5 tokenizer codec regression are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Flash-attention import-name failure and Qwen2.5-VL import failure are different import problems." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma4 token-type defaults and Qwen2.5-VL rope-index scaling are unrelated multimodal issues." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor/tokenizer regression and quantization offloading behavior are not the same concrete bug." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver non-default-resolution failure and RT-DETR memory release issues are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Serialization of tied weights depending on device and LoRA merge collapse with extended vocab are related only loosely by weights, but not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile/SDPA failure and ZeRO-3 gradient growth are unrelated training/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": 17, + "review_unit_index": 24, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-426", + "nodes": [ + "issue:28218", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:42490", + "issue:42915", + "issue:43262", + "issue:43278", + "issue:43334", + "issue:43335", + "issue:43388", + "issue:43425", + "issue:43450", + "issue:43493", + "issue:43525", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43653", + "issue:43819", + "issue:43824", + "issue:43827", + "issue:43856", + "issue:43901", + "issue:43975", + "issue:44112", + "issue:44206", + "issue:44442", + "issue:44448", + "issue:44514", + "issue:44521", + "issue:44610", + "issue:44743", + "issue:44792", + "issue:44857", + "issue:45083", + "issue:45127", + "issue:45198", + "issue:45245", + "issue:45290", + "issue:45381", + "issue:45412", + "issue:45520", + "issue:45563", + "issue:45584", + "issue:45593", + "issue:46170" + ], + "soft_pairs": [ + "issue:43334|issue:43525", + "issue:44792|issue:45563", + "issue:43824|issue:43975", + "issue:42915|issue:43824", + "issue:43388|issue:43526", + "issue:43450|issue:43575", + "issue:42490|issue:43493", + "issue:43278|issue:43856", + "issue:28218|issue:35141", + "issue:43975|issue:45520", + "issue:43653|issue:44112", + "issue:38175|issue:43493", + "issue:44442|issue:45198", + "issue:44514|issue:44521", + "issue:45520|issue:46170", + "issue:38175|issue:45412", + "issue:44206|issue:45584", + "issue:43827|issue:43901", + "issue:43262|issue:43450", + "issue:43819|issue:44112", + "issue:43819|issue:45083", + "issue:44610|issue:44857", + "issue:37428|issue:43425", + "issue:43335|issue:43550", + "issue:43606|issue:45083", + "issue:44857|issue:45593", + "issue:45290|issue:45381", + "issue:45127|issue:45245", + "issue:44448|issue:44743" + ], + "prepared_review_unit_hash": "8c958246e63c8b3dce8d188086a983eed299098cceb85eb64207d3e5fbfd6cae", + "component_budget": { + "node_count": 426, + "item_count": 426, + "soft_pair_count": 1572, + "serialized_chars": 814130, + "estimated_input_tokens": 203533, + "estimated_eval_tokens": 407322 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36540, + "estimated_input_tokens": 9135, + "estimated_eval_tokens": 18526 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is heterogeneous and the suggested soft pairs are mostly topical lookalikes rather than true duplicates. I would not merge any of the soft edges; they generally describe different bugs, different models, or different code paths.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue stands out: these items span unrelated reports across tokenization, multimodal processors, model configs, import/runtime errors, and training/evaluation behavior.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the strongest representative if one issue must be chosen: it is open, has the most discussion/inbound activity among the set, and describes a concrete, user-facing bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both are pad_token_id AttributeErrors, but for different configs/models (Qwen3-VL vs Llama4) and likely different config plumbing; not the same underlying bug." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Janus test failure vs a stale warning in paged generate are unrelated symptoms and code paths." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "ImportError for a missing class and a detokenization regression are different failures with no shared fix path." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3-MoE FP8 failure and Qwen2.5-VL import error are unrelated model-specific issues." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both involve labels handling, but one is gather_for_metrics truncation in distributed evaluation and the other is BeitImageProcessorFast reduce_labels behavior; different components and bugs." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Video processor shape bug and Qwen2-57B-A14B-Instruct TP OOM are not the same code-path problem." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "A local-path trailing-slash import warning and a SigLIP2 implementation discrepancy are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Embedding dtype drift in evaluate and Qwen3 MoE memory usage are different issues in different phases of execution." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer spacing after added tokens and embedding reinitialization after resize are distinct tokenizer/model initialization bugs." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Detokenization mismatch and a Python 3.13 flash_attn import KeyError are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and a GraniteSpeech stale device-override test are not the same bug." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "Both mention SigLIP2, but one reports zero probabilities and the other a broader HF-vs-JAX discrepancy; not enough to treat as the same concrete defect." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "AutoTokenizer loading failure for FastSpeech2ConformerTokenizer and Wav2Vec2 save/tokenization failures are different tokenizer/model behaviors." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Batched apply_chat_template padding=False crash and all-zero assistant masks are both chat-template related but describe different failures and likely different fixes." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Both concern import/dependency issues, but on different platforms and with different causes (flash_attn key vs torch.distributed on Windows/ROCm)." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 output anomalies and RT-DETR memory release issues are unrelated model bugs." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "A feature-extractor center-argument regression and Whisper empty-transcription failure after token alignment are different code paths." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs mismatches around removed/changed pipeline arguments, but they concern different pipelines and different documented APIs, so not one duplicate bug." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio apply_chat_template sample-rate defaults and batched video processor output shapes are unrelated processor bugs." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC.from_latents mismatch and a GraniteSpeech stale device override test do not share the same failing path." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC latent reconstruction and qwen3_omni_moe feature-length helper behavior are different subsystems." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Wrong processor input size and CUDA/float16 AMP loss crash are different issues." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "A missing private import and a Torch 2.10 compatibility report are not the same concrete bug." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "A config bug creating sparse layers at zero count and a torch.compile+SDPA failure in Bamba are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch and qwen3_omni_moe feature-length helper behavior are different failures." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "AMP/CUDA crash in LwDetrImageLoss and missing auxiliary losses in D-FINE are unrelated training bugs." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Tool-call assistant message handling and Qwen2.5-VL video vision_position_ids are different chat/template vs vision-positioning problems." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA merge with extended vocabulary causing collapse and a categories-cardinality RuntimeError are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Transformers v4/v5 output drift for Pegasus and recurrent state resets in modular_qwen3_5.py are not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 25, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-426", + "nodes": [ + "issue:28218", + "issue:29127", + "issue:29942", + "issue:32090", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:40444", + "issue:42490", + "issue:43278", + "issue:43335", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43720", + "issue:43819", + "issue:43825", + "issue:43854", + "issue:43931", + "issue:44112", + "issue:44206", + "issue:44292", + "issue:44351", + "issue:44360", + "issue:44448", + "issue:44493", + "issue:44561", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45200", + "issue:45229", + "issue:45310", + "issue:45478", + "issue:45520", + "issue:45588", + "issue:45823", + "issue:45859" + ], + "soft_pairs": [ + "issue:29942|issue:32090", + "issue:45200|issue:45588", + "issue:37428|issue:44351", + "issue:44206|issue:45823", + "issue:43278|issue:43825", + "issue:43611|issue:43931", + "issue:43335|issue:43653", + "issue:43550|issue:44112", + "issue:43819|issue:44493", + "issue:44855|issue:45083", + "issue:43335|issue:43504", + "issue:45588|issue:45859", + "issue:29127|issue:32090", + "issue:43335|issue:45083", + "issue:39692|issue:43526", + "issue:45310|issue:45478", + "issue:39692|issue:44493", + "issue:43720|issue:44112", + "issue:44292|issue:45520", + "issue:44448|issue:44779", + "issue:43335|issue:45072", + "issue:43335|issue:44112", + "issue:44360|issue:44561", + "issue:42490|issue:43854", + "issue:44977|issue:45229", + "issue:38175|issue:44493", + "issue:34689|issue:35141", + "issue:43606|issue:44857", + "issue:44857|issue:45072", + "issue:44448|issue:44977", + "issue:40444|issue:43526", + "issue:28218|issue:32090", + "issue:43701|issue:45083" + ], + "prepared_review_unit_hash": "4dc198168e561a58549a088ff24a3b4605f96613a52485c5029ff35c6b44862e", + "component_budget": { + "node_count": 426, + "item_count": 426, + "soft_pair_count": 1572, + "serialized_chars": 814130, + "estimated_input_tokens": 203533, + "estimated_eval_tokens": 407322 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 37003, + "estimated_input_tokens": 9251, + "estimated_eval_tokens": 18758 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are unrelated issue reports that only share broad subsystem keywords. The only clear duplicate is the Qwen3.5 MoE `from_pretrained` regression pair.", + "confidence": 0.97, + "canonical_issue_reason": "issue:45310 is the earlier and more detailed report of the same Qwen3.5 MoE `from_pretrained` regression as issue:45478.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the best representative issue: it is the earliest clear report of the duplicate regression and has the fuller discussion.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Different failures: Flash Attention 2 test breakage vs Trainer `_gpu_broadcast_one` rejecting `NoneType`." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 text-only `mm_token_type_ids` handling and a flash-attention sink-less model crash are different code paths." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing symbols in different modules." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Unsupported `center` arg in a feature extractor is unrelated to Gemma4 device-map forward mismatch." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype drift in evaluate is unrelated to a pipeline translation-task error message." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "Base-model-prefix loading regression and Qwen3-VL weight-shape mismatch are different model-loading bugs." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug is unrelated to BigBirdTokenizer special-token decoding." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "torch.compile SDPA failure in Bamba is not the same as a GraniteSpeech CI device-override test issue." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC latent/forward mismatch is unrelated to unexpected position-id keys during model loading." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 `IndentationError` in DebertaV2 import is unrelated to qwen3_omni_moe feature-length behavior." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "One is a SwitchTransformers config construction bug; the other is a BEiT legacy-field model load failure." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Both involve flash attention / MoE models, but one crashes on `s_aux=None` and the other is a CPU-offload rotary embedding issue." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and Trainer `_gpu_broadcast_one` `NoneType` support are not the same bug." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "Sparse-layer construction in SwitchTransformers is unrelated to qwen3_omni_moe feature extraction lengths." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "SigLIP2 doc example errors are unrelated to BEiT fast processor label reduction." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same underlying bug: identical Qwen3.5 MoE `from_pretrained` regression, with matching title and symptom." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "A SigLIP2 documentation example issue is unrelated to unexpected position-id keys across models." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Packed-weight loading in BitNet and a stale GraniteSpeech CI override test are different problems." + }, + { + "left": "issue:44292", + "right": "issue:45520", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime failure and a Python 3.13 `flash_attn` import key error are not the same bug." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Pegasus v4/v5 output differences and Deepseek tokenizer regressions are separate model-specific issues." + }, + { + "left": "issue:43335", + "right": "issue:45072", + "accept": false, + "reason": "SwitchTransformers sparse-layer config and bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel are not the same concrete failure." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "SwitchTransformers config creation bug and GraniteSpeech CI device override failure are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "A DSA indexer discussion issue is not the same as removal of `is_torch_fx_available` breaking trust-remote-code models." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Local-path trailing-slash import warning and GLM-4.7-Flash unit-test loading failure are different loading issues." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation corruption in Qwen3.5 is unrelated to Gemma4 multi-GPU OOM." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 zero probabilities and position-id key warnings are different symptoms with different likely causes." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Llama 3.2 Vision model loading breakage and embedding reinitialization after resize are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU-offload device mismatch in Bark and float16 AMP crashes in LwDetrImageLoss are different failures." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "AMP/CUDA crash in LwDetrImageLoss is unrelated to bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus output drift and Qwen3.5 flash-attention generation failures are unrelated model regressions." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Qwen2.5-VL multi-image iterable dataset failure is unrelated to BEiT processor label reduction." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer extra-space behavior and Trainer `_gpu_broadcast_one` type handling are different bugs." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint key mismatch and qwen3_omni_moe feature-length behavior are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: 45310/45478 are the only clearly identical pair by title and timing, and the other soft-edge rejections stay conservative by relying on distinct titles/symptoms. No mergeability concerns for PR pairs here." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 26, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-426", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:25251", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:35141", + "issue:37428", + "issue:41720", + "issue:42490", + "issue:43278", + "issue:43329", + "issue:43381", + "issue:43412", + "issue:43550", + "issue:43575", + "issue:43653", + "issue:43723", + "issue:43873", + "issue:43927", + "issue:43976", + "issue:44448", + "issue:44462", + "issue:44466", + "issue:44554", + "issue:44561", + "issue:44568", + "issue:44743", + "issue:44779", + "issue:44857", + "issue:44977", + "issue:44987", + "issue:45083", + "issue:45198", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45698", + "issue:45712", + "issue:45803", + "issue:45823" + ], + "soft_pairs": [ + "issue:43723|issue:44554", + "issue:43550|issue:45083", + "issue:32090|issue:33357", + "issue:29942|issue:35141", + "issue:37428|issue:44987", + "issue:44561|issue:44779", + "issue:43873|issue:45229", + "issue:44462|issue:44561", + "issue:43927|issue:45698", + "issue:41720|issue:45229", + "issue:43278|issue:43329", + "issue:44977|issue:45563", + "issue:10000|issue:15354", + "issue:44568|issue:45491", + "issue:42490|issue:43575", + "issue:45372|issue:45588", + "issue:43412|issue:45588", + "issue:44857|issue:45588", + "issue:45198|issue:45803", + "issue:43976|issue:45440", + "issue:45372|issue:45406", + "issue:45459|issue:45712", + "issue:45588|issue:45823", + "issue:43278|issue:43381", + "issue:43653|issue:44743", + "issue:44448|issue:44466", + "issue:45245|issue:45563", + "issue:25251|issue:32090" + ], + "prepared_review_unit_hash": "6aa311ea6c0c772e55c4cade7fd1b6dc5548d6ab665e1d8aca7fbf57d399309a", + "component_budget": { + "node_count": 426, + "item_count": 426, + "soft_pair_count": 1572, + "serialized_chars": 814130, + "estimated_input_tokens": 203533, + "estimated_eval_tokens": 407322 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35790, + "estimated_input_tokens": 8948, + "estimated_eval_tokens": 18152 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the issues span unrelated tokenizer, loading, attention, device-mapping, serialization, and export bugs. I do not see any true duplicate pair among the soft edges, so all candidate merges are rejected. If forced to anchor the cluster, issue 45588 is the most concrete, reproducible runtime crash and the best triage representative.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 45588 is the cleanest standalone bug report in the set: it names a specific file, a specific failure (`AttributeError` on `s_aux=None`), and a clear runtime path. It is not a duplicate of the others, but it is the best anchor for triage.", + "canonical_pr_reason": null, + "best_issue_reason": "45588 is the best issue for a canonical slot because it is narrowly scoped, reproducible, and tied to a concrete code path rather than a broad regression description.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43723", + "right": "issue:44554", + "accept": false, + "reason": "Different problems: tokenizer loading in v5 vs an MPS attention correctness issue. No shared concrete failure path." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "One is a torch.compile/SDPA failure in Bamba; the other is a helper-length bug in qwen3_omni_moe. Unrelated code paths." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer broadcast TypeError on NoneType vs MacOS bus error with a community CLIP model. Different subsystems and symptoms." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures and embedding reinitialization in post_init are separate bugs." + }, + { + "left": "issue:37428", + "right": "issue:44987", + "accept": false, + "reason": "Both involve loading/imports, but one is a missing flash-attention utility symbol and the other is a model load failure for a specific repo. Not the same bug." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 regressions, but one is a removed API breaking trust_remote_code and the other is a DeepSeek tokenizer behavior change. Different underlying issues." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization/offloading behavior vs multi-GPU OOM for Gemma4. Same broad area, different failure mode." + }, + { + "left": "issue:44462", + "right": "issue:44561", + "accept": false, + "reason": "Tokenizer repository selection bug vs removed is_torch_fx_available breaking remote-code models. No duplicate evidence." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both are save/load related, but one is config token IDs being lost and the other is a wrong custom module being loaded. Related theme, not the same concrete bug." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3 auto device-mapping CUDA assert vs Gemma4 multi-GPU OOM. Different models and distinct root causes." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Embedding dtype drift in eval vs undefined variables in the video branch of multimodal token counting. Unrelated." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Flash-attention generation failure for Qwen3.5 vs a stale warning in paged generate(). Different code paths." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "German DistilBertModel issue vs torch.jit GeneratorExp export limitation. No substantive overlap." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token handling vs NaN embeddings in sliding-window attention. Different classes of bugs." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Trailing-slash local path warning vs tensor-parallel OOM on a large Qwen model. Not duplicates." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 processor loading import error vs flash-attention crash on sink-less models. Same general family only, but not the same bug." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Executorch export/erfinv support issue vs flash-attention runtime attribute crash. Distinct issues." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "AMP/CUDA loss crash vs flash-attention AttributeError. Different layers and failures." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure vs a bare-except bug in FuyuBatchFeature. Related to tokenization only at a very high level." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility issue vs DeepSeekV3MoE divergence from remote implementation. Unrelated." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Both concern Gemma4 processor loading/serving, but one is an external dependency import error and the other is a missing _tokenizer attribute. Not the same concrete defect." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer error masking when protobuf is absent vs leftover dummy classes leaking into dir(transformers). Different maintenance issues." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Flash-attention sink-less crash vs Gemma4 PLE device mismatch under device_map='auto'. Different code paths and symptoms." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Eval-mode dtype change and gradient-checkpointing-in-eval are not the same bug." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBirdTokenizer special-token registration vs Qwen3_5 recurrent state reset with cache. Unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Different output for Pegasus across versions vs inconsistent lm_head.weight serialization by device. Both are regressions, but not the same underlying defect." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count limit error vs stale warning in paged generate(). No shared failure path." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k shape change vs trainer broadcast NoneType error. Completely different issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 27, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-426", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:30064", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:36010", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43066", + "issue:43257", + "issue:43278", + "issue:43381", + "issue:43421", + "issue:43526", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43873", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44279", + "issue:44361", + "issue:44442", + "issue:44462", + "issue:44479", + "issue:44610", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45372", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45593", + "issue:45834", + "issue:45859", + "issue:46121" + ], + "soft_pairs": [ + "issue:44206|issue:44479", + "issue:43065|issue:43994", + "issue:45372|issue:45459", + "issue:44186|issue:45198", + "issue:43065|issue:45412", + "issue:44871|issue:44977", + "issue:43611|issue:46121", + "issue:44361|issue:45198", + "issue:42915|issue:42994", + "issue:42490|issue:43873", + "issue:32090|issue:33290", + "issue:33357|issue:39692", + "issue:43066|issue:44462", + "issue:29942|issue:30064", + "issue:29127|issue:34567", + "issue:43994|issue:45412", + "issue:44265|issue:45198", + "issue:43257|issue:43278", + "issue:43756|issue:45440", + "issue:43421|issue:45491", + "issue:43653|issue:44442", + "issue:43381|issue:43701", + "issue:44610|issue:45412", + "issue:43824|issue:44279", + "issue:45440|issue:45593", + "issue:29127|issue:33357", + "issue:29942|issue:36010", + "issue:43526|issue:45834", + "issue:43761|issue:45859", + "issue:43526|issue:44186" + ], + "prepared_review_unit_hash": "6cff26d722d28029ba9168a4ad527f4a4695db93aa54adb8100e2456e25b7610", + "component_budget": { + "node_count": 426, + "item_count": 426, + "soft_pair_count": 1572, + "serialized_chars": 814130, + "estimated_input_tokens": 203533, + "estimated_eval_tokens": 407322 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36626, + "estimated_input_tokens": 9157, + "estimated_eval_tokens": 18570 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are thematically adjacent in the broad sense of Transformers regressions, but none of the soft pairs look like true duplicates of the same concrete bug. The closest overall representative is the open quantization/offloading report, but the set is too diverse to collapse further.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43873 is the most active open report and the broadest representative of the cluster\u2019s recurring model-loading/quantization/offloading failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best general triage anchor because it is open, has inbound references, and sits in the most recurring operational area among these items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Different regressions: one is a feature-extractor argument crash, the other is a video-input regression for Qwen VL models." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Unrelated models and failures; dummy Conv2d in Sam3PixelDecoder is not the same bug as SigLIP2 producing nonsensical outputs." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Both involve loading-time errors, but one is a mistral_common import breakage while the other is protobuf-exception masking in tokenizer error handling." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizer code paths and symptoms; NER/padding crashes in LayoutLMv2Tokenizer are not the same as Wav2Vec2 save/tokenization failures." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Memory reclamation in RT-DETR is a different problem than the Sam3PixelDecoder dummy layer." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Distinct model-specific configuration and generation bugs; eos_token_id mismatch is unrelated to flash-attention generation failure." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "One is a Transformers 5 base_model_prefix loading regression; the other is a rope-parameter helper type error." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizer/model classes and failure mechanisms; MLuke task errors do not match Wav2Vec2 save/tokenization bugs." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Both mention quantization-adjacent workflows, but one is MoE weight conversion with accelerate/deepspeed and the other is saving quantized models." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "A trailing-slash local path import warning is not the same underlying issue as quantization offloading not working." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer broadcast NoneType and Adafactor OOM are unrelated training failures." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS bus error in CLIP loading is different from SigLIP2 documentation example errors." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Both concern tokenizer loading, but one is a decoder type mismatch in v5 and the other is AutoTokenizer ignoring tokenizer.json." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures and void segmentation-map processing are unrelated subsystems." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and TrainerState token counting are not the same bug." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 inference quality issues are unrelated to RT-DETR memory release behavior." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export failing on torch_compilable_check is a different code path from Wav2Vec2 tokenization/save failures." + }, + { + "left": "issue:43257", + "right": "issue:43278", + "accept": false, + "reason": "MoE weight conversion under distributed loading is not the same as embedding dtype drift during evaluation." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Different model implementations and different bugs: RoPE layer loss vs DeepSeekV3MoE divergence." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime special-token post-processing updates are unrelated to Gemma3 NaN embeddings on padded windows." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBird special-token registration and AutoTokenizer loading of FastSpeech2ConformerTokenizer are different tokenizer issues." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are separate trainer bugs." + }, + { + "left": "issue:44610", + "right": "issue:45412", + "accept": false, + "reason": "Processor image-size mismatch is unrelated to RT-DETR memory not being released." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Missing Qwen2_5_VL export and a generic dependency issue do not describe the same failure." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepSeekV3MoE implementation divergence is not the same as missing auxiliary losses in D-FINE." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "These are unrelated: LayoutLMv3 error messaging versus a CLIP bus error on macOS." + }, + { + "left": "issue:29942", + "right": "issue:36010", + "accept": false, + "reason": "Flash Attention test failures are unrelated to the GenerationMixin import error." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels behavior and Kosmos2.5 OCR index errors are different bugs." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression is unrelated to Qwen3_5Moe CPU offload incompatibility." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "A missing model class import is not the same as a dependency-resolution problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 28, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-426", + "nodes": [ + "issue:29127", + "issue:33290", + "issue:34567", + "issue:34689", + "issue:35141", + "issue:42490", + "issue:42915", + "issue:43232", + "issue:43262", + "issue:43334", + "issue:43381", + "issue:43388", + "issue:43441", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43646", + "issue:43701", + "issue:43723", + "issue:43761", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44079", + "issue:44206", + "issue:44387", + "issue:44442", + "issue:44464", + "issue:44479", + "issue:44625", + "issue:44743", + "issue:44811", + "issue:44857", + "issue:44898", + "issue:44977", + "issue:45003", + "issue:45072", + "issue:45103", + "issue:45245", + "issue:45290", + "issue:45372", + "issue:45440", + "issue:45479", + "issue:45491", + "issue:45584", + "issue:45588", + "issue:45907" + ], + "soft_pairs": [ + "issue:45103|issue:45372", + "issue:44625|issue:45584", + "issue:29127|issue:35141", + "issue:43334|issue:43531", + "issue:44442|issue:45072", + "issue:42915|issue:43931", + "issue:44977|issue:45245", + "issue:43526|issue:44857", + "issue:42490|issue:43381", + "issue:44464|issue:45491", + "issue:43575|issue:43701", + "issue:43262|issue:44206", + "issue:43575|issue:44387", + "issue:44743|issue:44811", + "issue:43646|issue:44077", + "issue:43441|issue:45588", + "issue:44062|issue:45907", + "issue:43761|issue:44079", + "issue:43723|issue:45479", + "issue:45003|issue:45440", + "issue:44479|issue:45290", + "issue:44442|issue:44898", + "issue:43232|issue:43388", + "issue:33290|issue:34567", + "issue:33290|issue:34689" + ], + "prepared_review_unit_hash": "011418054d331e3bee2bfdb414ec4a990724e5978b365292673278d450b37565", + "component_budget": { + "node_count": 426, + "item_count": 426, + "soft_pair_count": 1572, + "serialized_chars": 814130, + "estimated_input_tokens": 203533, + "estimated_eval_tokens": 407322 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 25, + "serialized_chars": 34816, + "estimated_input_tokens": 8704, + "estimated_eval_tokens": 17664 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous and appears to be a similarity false-positive bucket rather than a true duplicate set. None of the soft pairs describe the same underlying bug/change closely enough to merge, and there are no PRs in the cluster.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43575 is the clearest single bug report in the set and the best anchor for follow-up: a concrete OOM failure tied to model loading/tensor-parallel inference. It is still not a duplicate of the other issues, but it is the most representative issue-shaped artifact here.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43575 is the best overall issue candidate because it is a specific, actionable failure mode with a clear reproduction path and it sits near the only other memory-related reports in the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Different failures: auto-docstring annotation handling vs a mistral_common import error in Gemma 4 processor loading." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Unrelated bugs: Qwen3.5 label propagation vs Whisper empty-transcription generation after token alignment." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "Different code paths: LayoutLMv3 error messaging vs token-embedding resize/post_init reinitialization." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Same broad Qwen family, but different concrete problems: missing pad_token_id vs sliding-window behavior in Qwen3-MoE." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer loading failure and bfloat16 dtype mismatch are distinct issues, even though both are inference-related." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Both involve Qwen3 variants, but one is FineGrainedFP8Config failure and the other is a weight-shape mismatch during model loading." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Completely different topics: Qwen3.5 flash-attention generation vs category-cardinality limits in another subsystem." + }, + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "Different components and failures: BeitImageProcessorFast label reduction vs LwDetrImageLoss AMP crash." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "A local-path import warning is not the same bug as gradient checkpointing being disallowed in eval mode." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Different runtime issues: compiled chunked generation inconsistency vs Gemma3 NaNs from sliding-window/all-padding behavior." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "OOM on tensor-parallel model loading is not the same as a checkpoint key mismatch during resume." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio chat-template sample-rate defaulting and a feature-extractor center-arg crash are unrelated." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both are memory-related, but one is TP load OOM for a specific Qwen2 model and the other is increased reserved memory under int4 quantization; not the same bug path." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Recurrent-state reset with cache and Whisper batch_decode special-token handling are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "General custom-model initialization regression and patchtsmixer post_init policy are not the same code-path problem." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both mention flash attention, but they target different crashes in different model setups and are not mergeable into one fix." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "AddedToken constructor conflict and list_repo_files revision forwarding are unrelated." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "One is a CLIPVisionModel hidden_states regression; the other is ModelOutput key assignment when a prior value was None." + }, + { + "left": "issue:43723", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer loading failure and single-label-classification zero-loss behavior are unrelated." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils is unrelated to DeepseekV3MoE diverging from the remote implementation." + }, + { + "left": "issue:44479", + "right": "issue:45290", + "accept": false, + "reason": "Video-input regression across Qwen VL models is a different bug from apply_chat_template crashing on tool-call assistant messages." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Both affect model loading/inference, but one is AutoTokenizer loading and the other is Perceiver image classification at non-default resolution; no shared fix path." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation-kwargs update after sync_gpus and gather_for_metrics tuple-label truncation are distinct training/generation bugs." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "DeepSpeed Adafactor OOM and TrainerState num_input_tokens_seen not updating are unrelated." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "An optimizer OOM report and a model-loading regression are different underlying problems despite both being runtime 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": 17, + "review_unit_index": 29, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-426", + "nodes": [ + "issue:25251", + "issue:28282", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:36010", + "issue:36331", + "issue:42490", + "issue:42907", + "issue:43065", + "issue:43295", + "issue:43316", + "issue:43381", + "issue:43404", + "issue:43441", + "issue:43493", + "issue:43525", + "issue:43540", + "issue:43611", + "issue:43643", + "issue:43716", + "issue:43720", + "issue:43749", + "issue:43761", + "issue:43825", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44077", + "issue:44162", + "issue:44188", + "issue:44190", + "issue:44442", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44617", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44871", + "issue:44877", + "issue:44913", + "issue:45137", + "issue:45216", + "issue:45698", + "issue:45759", + "issue:45803" + ], + "soft_pairs": [ + "issue:43316|issue:43525", + "issue:42490|issue:44743", + "issue:33290|issue:35141", + "issue:43381|issue:43873", + "issue:44442|issue:45803", + "issue:43761|issue:44188", + "issue:34689|issue:43611", + "issue:43720|issue:44442", + "issue:44077|issue:44479", + "issue:43931|issue:45216", + "issue:43493|issue:43827", + "issue:42907|issue:45698", + "issue:34689|issue:36010", + "issue:43316|issue:45759", + "issue:33290|issue:36331", + "issue:43749|issue:43931", + "issue:43873|issue:44871", + "issue:43643|issue:44913", + "issue:44190|issue:44496", + "issue:44855|issue:45137", + "issue:25251|issue:28282", + "issue:43540|issue:44514", + "issue:43295|issue:43825", + "issue:44162|issue:44792", + "issue:43316|issue:44877", + "issue:43065|issue:44617", + "issue:43316|issue:43716", + "issue:43404|issue:43441" + ], + "prepared_review_unit_hash": "5bcbd86ca1ba366f0a007bc33701240c37ece2852983d3722a3adc3226900380", + "component_budget": { + "node_count": 426, + "item_count": 426, + "soft_pair_count": 1572, + "serialized_chars": 814130, + "estimated_input_tokens": 203533, + "estimated_eval_tokens": 407322 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36192, + "estimated_input_tokens": 9048, + "estimated_eval_tokens": 18352 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a duplicate set; it mixes many unrelated Transformers issues across configs, loading/saving, multimodal processors, training, and docs. None of the soft-edge pairs look like the same underlying bug/change.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue: the items are heterogeneous and do not converge on one underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue; none is a clear representative of the others because the cluster is not semantically cohesive.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both are config API mismatches, but one is Gemma3TextConfig-specific while the other is a missing pad_token_id on Llama4Config; different bugs." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Local path warning vs recurrent-state reset with cache; unrelated subsystems and failure modes." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "OOM with Adafactor/DeepSpeed is a training-memory issue, while the other is embedding reinitialization after resizing; not the same bug." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Eval-mode gradient checkpointing and quantized offloading are separate runtime behaviors with different root causes." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer loading failure and bare except in tensor conversion are unrelated." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "Hidden_states being None in CLIPVisionModel is unrelated to attention kernel divergence under torch.compile." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Both concern loading, but one is a model-specific regression and the other is a base_model_prefix loading regression; different code paths." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "Packed-weight unloading during accelerate loading is unrelated to tokenizer class loading." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "Post-init allowance in patchtsmixer and Qwen video-input regression are separate issues." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Both mention Qwen3-VL/Qwen3.5 checkpoints, but one is a weight-shape loading mismatch and the other is incorrect save_pretrained output." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and stale docs referencing pipeline() are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Saving dequantized Ministral/Devstral models is not the same as loading the wrong custom module after save_pretrained." + }, + { + "left": "issue:34689", + "right": "issue:36010", + "accept": false, + "reason": "Model-loading regression vs import error for GenerationMixin; different failures." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Both involve config handling, but one is API discrepancy for Gemma3TextConfig and the other is unwrapping text_config in composite Qwen configs; not the same bug." + }, + { + "left": "issue:33290", + "right": "issue:36331", + "accept": false, + "reason": "OOM in optimizer/deepspeed is unrelated to a custom trainer signature mismatch." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and Qwen3-VL weight-shape mismatch are distinct loading problems." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization offloading bug and Gemma-3 eos_token_id inconsistency are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Missing fields with trust_remote_code and rotary_pct not persisting on reload are separate config issues." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading failure and unrecognized model_type are unrelated." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 torch.jit parsing error is unrelated to DeepSpeed ZeRO3 deque exhaustion." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k nesting behavior and missing PyTorch import are completely different issues." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Both involve Qwen multimodal inputs, but one is video processing in Qwen3OmniMoe and the other is batched chat-template handling in Qwen2_5_VLProcessor; not the same bug." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Processor/tokenizer regression and pipeline translation error messaging are unrelated v5 regressions." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 breakage and janus test failure do not share an underlying code path." + }, + { + "left": "issue:43316", + "right": "issue:44877", + "accept": false, + "reason": "Both are config-related, but Gemma3TextConfig API discrepancy is not the same as strict config blocking granite_speech loading." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and Sam3Video CUDA OOM are different Sam3 issues." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3TextConfig API inconsistency and Mistral-3 image preprocessor dtype mismatch are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Both are Mistral-family, but one is tied lm_head weights and the other is FlashAttention failure; distinct fixes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 30, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-426", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:32090", + "issue:35141", + "issue:41950", + "issue:42617", + "issue:43295", + "issue:43388", + "issue:43452", + "issue:43475", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43673", + "issue:43688", + "issue:43701", + "issue:43742", + "issue:43761", + "issue:43906", + "issue:43931", + "issue:44060", + "issue:44077", + "issue:44242", + "issue:44464", + "issue:44479", + "issue:44496", + "issue:44534", + "issue:44617", + "issue:44734", + "issue:44743", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45290", + "issue:45406", + "issue:45563", + "issue:45584", + "issue:45698", + "issue:45803", + "issue:46050", + "issue:46170" + ], + "soft_pairs": [ + "issue:43550|issue:43701", + "issue:45803|issue:46170", + "issue:43606|issue:43701", + "issue:16998|issue:22355", + "issue:44077|issue:44534", + "issue:44871|issue:45584", + "issue:42617|issue:43575", + "issue:43673|issue:44743", + "issue:43575|issue:43742", + "issue:41950|issue:43475", + "issue:43295|issue:44871", + "issue:43388|issue:43688", + "issue:43761|issue:44479", + "issue:43452|issue:44496", + "issue:45127|issue:45200", + "issue:44871|issue:46050", + "issue:43646|issue:44913", + "issue:43504|issue:45698", + "issue:32090|issue:35141", + "issue:44734|issue:45406", + "issue:44617|issue:45584", + "issue:45563|issue:45584", + "issue:43525|issue:43531", + "issue:43761|issue:44242", + "issue:43931|issue:44060", + "issue:44792|issue:44977", + "issue:43906|issue:45290", + "issue:44479|issue:44734", + "issue:44464|issue:45563" + ], + "prepared_review_unit_hash": "de53d5618cdca28c0f3ff52f08c897375d56bd671a9ae198d2fe6a25e343910a", + "component_budget": { + "node_count": 426, + "item_count": 426, + "soft_pair_count": 1572, + "serialized_chars": 814130, + "estimated_input_tokens": 203533, + "estimated_eval_tokens": 407322 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36441, + "estimated_input_tokens": 9111, + "estimated_eval_tokens": 18478 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the items span unrelated bugs in model loading, generation, training, multimodal processors, config serialization, and serve/runtime paths. The soft-similarity links do not look like true duplicate pairs, so I would not merge any of them as the same underlying issue.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "Torch.compile/SDPA failure and checkpoint resume key mismatch are different code paths and symptoms." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Bare except in tensor conversion is unrelated to Windows ROCm import/distributed dependency failures." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch is a runtime placement bug, not a resume_from_checkpoint key mismatch." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "Model max length behavior and missing transformers.onnx module are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Optional post_init deprecation and non-persistent buffer junk are distinct model-initialization issues." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "EOS token config inconsistency is unrelated to Whisper empty transcription after align_special_tokens." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3d_parallel.py execution failure and TP OOM on Qwen2-57B are different operational problems." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Chunked_prefill cache handling and Qwen3.5 recurrent state reset are separate cache bugs." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "TP OOM on a large model and a MobileLLM loading key error do not share the same failure mode." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video-classification processor selection and SAM3 vision encoder attribute errors are unrelated multimodal bugs." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Processor/tokenizer regression is unrelated to EOS token configuration mismatch." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Metric label truncation and auxiliary loss normalization are different training/eval issues." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "CLIP hidden_states regression and video-input regression affect different model families and paths." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "gguf_file tokenizer/model loading breakage is not the same as an unrecognized config.json model type." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA extended-vocab collapse and Gemma 4 mm_token_type_ids defaults are unrelated." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "EOS token mismatch and sinq quantization save/load breakage are distinct bugs." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Custom model initialization breakage and GPTNeoX rotary_pct reload are different config/init regressions." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Legacy field preset loading and wrong custom-module reload after save_pretrained are not the same defect." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "NoneType GPU broadcast error and embedding reinitialization in post_init are unrelated." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Serve KV-cache indexing crash and Gemma4Processor missing _tokenizer are different serve/runtime failures." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "SAM3Video OOM and Whisper empty-transcription handling are not the same underlying bug." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Stale num_return_sequences warning and Whisper empty transcription failure do not overlap." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config and Qwen3-MoE sliding_window behavior are unrelated config bugs." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "CLIP hidden_states regression and load-balancing loss omission are different model behaviors." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and tied-weights warning in Qwen3-Next are separate loading/configuration issues." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Janus image-generation test failure and Qwen3.5 flash-attention generation bug are unrelated." + }, + { + "left": "issue:43906", + "right": "issue:45290", + "accept": false, + "reason": "A reproduction of another issue is not the same as the assistant/chat template tool-call crash." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Video input regression and serve KV-cache continuation indexing are different code paths." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Compiled forward inconsistency and a stale generation warning are not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 31, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-426", + "nodes": [ + "issue:35141", + "issue:36246", + "issue:39692", + "issue:41628", + "issue:41720", + "issue:42490", + "issue:43065", + "issue:43295", + "issue:43335", + "issue:43479", + "issue:43540", + "issue:43550", + "issue:43644", + "issue:43827", + "issue:43976", + "issue:43994", + "issue:44077", + "issue:44112", + "issue:44190", + "issue:44462", + "issue:44521", + "issue:44534", + "issue:44610", + "issue:44734", + "issue:44737", + "issue:44792", + "issue:44855", + "issue:44877", + "issue:44913", + "issue:44933", + "issue:44938", + "issue:44964", + "issue:45127", + "issue:45245", + "issue:45276", + "issue:45357", + "issue:45362", + "issue:45375", + "issue:45381", + "issue:45542", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45803", + "issue:45907", + "issue:46082", + "issue:46121" + ], + "soft_pairs": [ + "issue:44190|issue:44964", + "issue:44534|issue:44913", + "issue:43827|issue:43994", + "issue:44792|issue:45600", + "issue:44521|issue:45381", + "issue:41720|issue:45245", + "issue:44855|issue:45588", + "issue:43065|issue:44610", + "issue:35141|issue:42490", + "issue:44933|issue:45362", + "issue:44077|issue:44877", + "issue:43550|issue:44190", + "issue:43335|issue:44855", + "issue:43644|issue:44913", + "issue:43976|issue:44855", + "issue:44737|issue:45803", + "issue:45127|issue:45357", + "issue:43540|issue:44734", + "issue:44462|issue:45907", + "issue:44112|issue:45600", + "issue:44938|issue:45542", + "issue:43335|issue:44190", + "issue:46082|issue:46121", + "issue:39692|issue:44190", + "issue:45276|issue:45584", + "issue:43479|issue:45375", + "issue:36246|issue:41628", + "issue:43295|issue:45276" + ], + "prepared_review_unit_hash": "8fa482c1c576df9ad55ef4d4239a82da53835718dad417126bbd561dfa9bfe9b", + "component_budget": { + "node_count": 426, + "item_count": 426, + "soft_pair_count": 1572, + "serialized_chars": 814130, + "estimated_input_tokens": 203533, + "estimated_eval_tokens": 407322 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35738, + "estimated_input_tokens": 8935, + "estimated_eval_tokens": 18126 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: it mixes import errors, config/serialization regressions, multimodal processor bugs, docs issues, and several unrelated model-specific defects. None of the soft pairs look like the same underlying bug/change, so I would not merge any of them as duplicates.", + "confidence": 0.88, + "canonical_issue_reason": "No single issue cleanly represents the whole set; the cluster is too broad and the soft matches are only superficial.", + "canonical_pr_reason": "No PRs are present in the cluster.", + "best_issue_reason": "If forced to pick an anchor, issue 35141 is the clearest concrete bug report in the embedding-resize area, but it still does not represent the other unrelated items well.", + "best_pr_reason": "No PRs are present.", + "soft_edge_verdicts": [ + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Different problems: local dataset loading in a training script vs loading the Phi-4 multimodal model." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Both involve config persistence, but one is a global non-persistent buffer bug and the other is GPTNeoX rotary_pct reload behavior." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Both are related to broken examples, but one is a pipeline-docs reference issue and the other is a model/pipeline correctness problem for SigLIP2." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Different bugs: janus image-generation test failure vs stale auto_mappings references to removed configs." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal, but one is assistant mask generation and the other is Qwen2.5-VL video position IDs." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Unrelated: Qwen3 auto device mapping cuda assert vs category-count overflow at 2^24." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 import parsing issue vs flash_attention crash on s_aux=None; different code paths and failure modes." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Both are model/processor related, but one is a dummy Conv2d implementation issue and the other is a processor input-size mismatch." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Embedding resize/post-init bug vs path-trailing-slash import warning; no substantive overlap." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Different import regressions in different APIs: image_utils vs transformers chat/model loading." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "Both mention config handling, but one is a model-specific optional post_init rule and the other is strict config blocking granite_speech loading." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "Torch.compile/SDPA failure in Bamba vs dataset loading in a training script; unrelated bugs." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction bug vs Python 3.13 indentation/script parsing bug." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Both are serialization/reload regressions, but one is about non-persistent buffers and the other is a GPTNeoX config field." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "Python version compatibility vs JIT comment parsing; different root causes." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "XLNet device placement bug vs bare except swallowing interrupts/errors in FuyuBatchFeature." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "Both involve Qwen/embeddings-adjacent wording, but one is LoRA + extended vocabulary collapse and the other is saving visual encoder keys." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Qwen3OmniMoe video-input validation vs serve KV-cache tensor indexing crash; not the same bug." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "AutoTokenizer repo-file selection vs list_repo_files not forwarding revision; different API layers and failures." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "CI device-override test flake vs stale auto_mappings references; unrelated maintenance issues." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 loading failure vs tensorboard-without-TensorFlow backend error; different compatibility issues." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "SwitchTransformers config bug vs dataset loading failure; no shared underlying defect." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "LlamaConfig head_dim validation vs rope parameter conversion on JSON-loaded list; unrelated config-validation problems." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "SigLIP2 docs/model mismatch vs dataset loading script failure; not the same bug." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize/output-embedding behavior vs Whisper empty-transcription generation failure; different models and code paths." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Default multimodal config initialization vs strict-dropping a new vision field; related area but distinct defects." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different symbols and different modules." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor.tokenizer regression vs Gemma4 resize_token_embeddings/output_embeddings behavior; distinct changes and 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": 17, + "review_unit_index": 32, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-426", + "nodes": [ + "issue:36246", + "issue:38175", + "issue:38617", + "issue:41950", + "issue:42175", + "issue:42490", + "issue:42907", + "issue:43065", + "issue:43295", + "issue:43335", + "issue:43404", + "issue:43441", + "issue:43526", + "issue:43531", + "issue:43643", + "issue:43650", + "issue:43673", + "issue:43824", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44112", + "issue:44186", + "issue:44220", + "issue:44246", + "issue:44279", + "issue:44336", + "issue:44368", + "issue:44496", + "issue:44561", + "issue:44683", + "issue:44734", + "issue:44933", + "issue:44964", + "issue:44987", + "issue:45003", + "issue:45042", + "issue:45216", + "issue:45245", + "issue:45335", + "issue:45446", + "issue:45584", + "issue:45593", + "issue:45600", + "issue:45632" + ], + "soft_pairs": [ + "issue:43650|issue:44220", + "issue:45245|issue:45584", + "issue:41950|issue:44016", + "issue:36246|issue:38617", + "issue:42175|issue:44279", + "issue:44186|issue:44734", + "issue:44683|issue:45446", + "issue:44246|issue:45003", + "issue:44016|issue:44220", + "issue:43404|issue:45216", + "issue:38175|issue:43065", + "issue:44734|issue:45632", + "issue:43643|issue:44496", + "issue:44964|issue:45600", + "issue:44561|issue:45632", + "issue:44112|issue:44964", + "issue:43854|issue:44964", + "issue:43976|issue:44987", + "issue:42907|issue:43441", + "issue:42490|issue:45632", + "issue:43531|issue:45600", + "issue:43295|issue:45335", + "issue:43526|issue:43901", + "issue:44496|issue:45042", + "issue:43673|issue:44336", + "issue:44016|issue:44062", + "issue:43335|issue:45593", + "issue:43824|issue:44933", + "issue:44075|issue:44368" + ], + "prepared_review_unit_hash": "8b724b2069f26b37f83fedd88075c10413ecaa79d228ec3f0197f270dc490454", + "component_budget": { + "node_count": 426, + "item_count": 426, + "soft_pair_count": 1572, + "serialized_chars": 814130, + "estimated_input_tokens": 203533, + "estimated_eval_tokens": 407322 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36325, + "estimated_input_tokens": 9082, + "estimated_eval_tokens": 18420 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: it mixes unrelated import errors, model-loading regressions, pipeline bugs, and a few flex_attention/trust_remote_code/dependency issues. No soft pair looks like the same underlying bug or change, so none should be merged as duplicates.", + "confidence": 0.21, + "canonical_issue_reason": "No true canonical duplicate emerges from this set; if one issue must anchor the cluster, issue:43824 is the strongest broad user-facing import failure with the most discussion/inbound references.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue:43824 is the best representative because it is a high-signal, user-facing top-level import regression with broader impact than the more model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "Unrelated: a low-quality title/body issue vs a specific `_torch_extract_fbank_features()` failure." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Different bugs: category cardinality limit vs Whisper empty-transcription generation after token alignment." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "One is a pipeline processor mismatch, the other is a notebook syntax error." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Both are ImportErrors, but they target different missing symbols in different modules and code paths." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "General dependency/install backend issue versus an unspecified dependency problem; not the same concrete failure." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "Tokenizer padding/truncation crash is unrelated to serve/KV-cache continuation indexing." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both mention flex_attention, but one is a torch>=2.9 compiled-path failure and the other is a version-check/import guard bug." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import latency and unsafe sys.modules access are related at a high level, but not the same bug or fix." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error and audio feature extraction failure are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Different models and different symptoms: untied lm_head weights vs incorrect saved checkpoint behavior." + }, + { + "left": "issue:38175", + "right": "issue:43065", + "accept": false, + "reason": "Zero probabilities in SigLIP2 is unrelated to a dummy Conv2d in Sam3PixelDecoder." + }, + { + "left": "issue:44734", + "right": "issue:45632", + "accept": false, + "reason": "Serve/KV-cache indexing and trust_remote_code cache-path collisions are different code paths." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Missing fields from trust_remote_code config loading is not the same as unrecognized model_type in config.json." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Model loading failure for Phi-4 multimodal is unrelated to stale auto_mappings references for Sam3LiteText." + }, + { + "left": "issue:44561", + "right": "issue:45632", + "accept": false, + "reason": "Removal of `is_torch_fx_available` affecting trust_remote_code models is a different failure than cache-path collisions." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "A CI test device-override failure is not the same as a model loading regression." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Loading GLM-4.7-Flash in tests is a separate model-specific issue from Phi-4 multimodal loading." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python version compatibility and loading a specific physical-intelligence model are distinct problems." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Saving dequantized Ministral/Devstral models is unrelated to FlashAttention failures in Ministral-3." + }, + { + "left": "issue:42490", + "right": "issue:45632", + "accept": false, + "reason": "Trailing-slash local path warnings and trust_remote_code cache collisions are different path-resolution bugs." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to auto_mappings referring to removed configs." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Processor/tokenizer regression and t5gemma embedding resize bug are different model-code issues." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "Image processor label reduction bug is unrelated to documentation wording for text classification pipeline behavior." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Unrecognized model_type in config loading is not the same as PIL backend processors incorrectly requiring torchvision." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache regression and ANSI-code logging behavior have no shared bug path." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error and AddedToken constructor argument collision are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "Sparse-layer creation in SwitchTransformersConfig is not the same as D-FINE auxiliary-loss suppression." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Qwen2.5-VL export/import failure and a missing image_utils import are different missing-symbol issues." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Unused SGD args and tie_word_embeddings warning are separate configuration warnings/bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 33, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-426", + "nodes": [ + "issue:38175", + "issue:39692", + "issue:41950", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43441", + "issue:43450", + "issue:43479", + "issue:43525", + "issue:43577", + "issue:43650", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44242", + "issue:44279", + "issue:44291", + "issue:44297", + "issue:44351", + "issue:44462", + "issue:44496", + "issue:44521", + "issue:44617", + "issue:44683", + "issue:44779", + "issue:45020", + "issue:45081", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45325", + "issue:45335", + "issue:45357", + "issue:45405", + "issue:45542", + "issue:45584", + "issue:45593", + "issue:45600", + "issue:45712", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45907", + "issue:46132" + ], + "soft_pairs": [ + "issue:43299|issue:45216", + "issue:43976|issue:44279", + "issue:43381|issue:45593", + "issue:43901|issue:44496", + "issue:45335|issue:45584", + "issue:44496|issue:45759", + "issue:43299|issue:45357", + "issue:43479|issue:43525", + "issue:44521|issue:45325", + "issue:44242|issue:45200", + "issue:44351|issue:45278", + "issue:41950|issue:45020", + "issue:43577|issue:45216", + "issue:41950|issue:45823", + "issue:44779|issue:45812", + "issue:44683|issue:45542", + "issue:43976|issue:45405", + "issue:38175|issue:44617", + "issue:44279|issue:45405", + "issue:39692|issue:43901", + "issue:43299|issue:43854", + "issue:43295|issue:44779", + "issue:43650|issue:46132", + "issue:44462|issue:45081", + "issue:44297|issue:44462", + "issue:43450|issue:44279", + "issue:45081|issue:45907", + "issue:44016|issue:44291", + "issue:41950|issue:43650", + "issue:43441|issue:45834", + "issue:45600|issue:45712" + ], + "prepared_review_unit_hash": "c37f1c7711576ee751b8f05e52edaa472b0a078746dbd57fdb491d0c77b29192", + "component_budget": { + "node_count": 426, + "item_count": 426, + "soft_pair_count": 1572, + "serialized_chars": 814130, + "estimated_input_tokens": 203533, + "estimated_eval_tokens": 407322 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36448, + "estimated_input_tokens": 9112, + "estimated_eval_tokens": 18480 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated bug reports that only share broad transformer/tokenizer/model-loading themes. None of the soft pairs looks like the same underlying bug or a mergeable PR-equivalent change, so I would not accept any duplicate edges.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 44462 is the clearest representative if a single issue must anchor the cluster: it is concrete, user-facing, and about a core tokenizer-loading path; the other items are too heterogeneous to collapse into it as duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44462 is the best overall representative for this set because it is the most actionable and centrally scoped regression, but the cluster is not a true duplicate group.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Related Qwen3.5/Qwen3VL area, but one is a load-time model-init failure and the other is incorrect save_pretrained serialization; different bugs and code paths." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "One is a Python-version compatibility complaint, the other a vague dependency problem; too broad and not the same defect." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss behavior are unrelated model-training issues." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs/behavior mismatch for text classification vs unrecognized model/config loading failure; different subsystems and symptoms." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Resize-token-embeddings bug in t5gemma is unrelated to Whisper empty-transcription generation after align_special_tokens." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Both concern model loading, but one is missing model_type recognition and the other is composite-config unwrapping for AutoModelForCausalLM; not the same bug." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Same family, but one is a load failure and the other is a save_pretrained key regression; distinct concrete code paths." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Phi4Multimodal default config initialization and Llama4Config missing pad_token_id are unrelated config issues." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "apply_chat_template assistant-mask bug is unrelated to Qwen2.5-VL rope-index temporal scaling." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "MoE load-balancing loss gating and Gemma 4 mm_token_type_ids defaults are different model-training semantics." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "Specific missing HybridCache import versus broad import breakage after upgrade; too different to be duplicates." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video-classification processor lookup issue is unrelated to remote_code regressions across recent versions." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "BLIP2 dtype propagation and Qwen3.5 save_pretrained serialization are different bugs." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "One is pipeline processor selection, the other a Gemma4 PLE device-mapping mismatch; not the same underlying problem." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and likely different tokenizer code paths." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and tensorboard/TF backend import handling are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python support mismatch and MIN_PEFT_VERSION bump are separate dependency/version issues." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 is unrelated to Sam3Video CUDA OOM." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Generic dependency issue versus a specific minimum PEFT version bump; not the same bug." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "SigLIP2 doc example problems and TextClassificationPipeline docs wording are different documentation issues." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3VL loading failure and GLM-4.7-Flash unit-test loading failure are separate model-specific regressions." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Processor.tokenizer regression and DeepSeek tokenizer output regression are both tokenizer-related, but they are not the same concrete failure." + }, + { + "left": "issue:43650", + "right": "issue:46132", + "accept": false, + "reason": "ADD THE DATA is not comparable to AttentionInterface.register changing behavior; no shared bug." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and Mistral regex patch crashing are both tokenizer-loading issues, but they arise in different mechanisms." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer_class mismatch on save_pretrained and ignoring tokenizer.json on load are related, but they are different serialization vs loading defects." + }, + { + "left": "issue:43450", + "right": "issue:44279", + "accept": false, + "reason": "Video processor batch-shape bug and generic dependency issue are unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regex crash and list_repo_files revision forwarding are completely different concerns." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error and init_empty_weights unexpected-argument TypeError are unrelated." + }, + { + "left": "issue:41950", + "right": "issue:43650", + "accept": false, + "reason": "No overlap beyond being issue reports; these are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "FlashAttention regression for Ministral-3 and Kosmos2.5 OCR index error are different model-specific bugs." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Stale auto_mappings references and leftover dummy classes are both repo-maintenance issues, but not the same defect." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 34, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-426", + "nodes": [ + "issue:33290", + "issue:41628", + "issue:42175", + "issue:42994", + "issue:43065", + "issue:43262", + "issue:43317", + "issue:43441", + "issue:43450", + "issue:43525", + "issue:43643", + "issue:43650", + "issue:43653", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43784", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44162", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44297", + "issue:44361", + "issue:44466", + "issue:44521", + "issue:44589", + "issue:44617", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:44898", + "issue:44987", + "issue:45276", + "issue:45290", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45593", + "issue:45656", + "issue:45823" + ], + "soft_pairs": [ + "issue:44466|issue:45276", + "issue:42994|issue:43317", + "issue:33290|issue:45656", + "issue:43653|issue:45593", + "issue:43650|issue:45290", + "issue:44623|issue:44749", + "issue:44623|issue:45397", + "issue:43065|issue:44898", + "issue:43441|issue:44683", + "issue:44261|issue:44263", + "issue:43723|issue:44162", + "issue:42175|issue:43976", + "issue:44016|issue:45823", + "issue:44361|issue:45593", + "issue:43262|issue:44521", + "issue:44671|issue:44779", + "issue:43901|issue:43994", + "issue:43673|issue:43761", + "issue:44987|issue:45542", + "issue:43784|issue:45542", + "issue:43824|issue:43976", + "issue:43525|issue:43881", + "issue:43450|issue:44617", + "issue:44297|issue:45397", + "issue:43901|issue:44246", + "issue:43525|issue:43643", + "issue:41628|issue:43976", + "issue:44589|issue:45362" + ], + "prepared_review_unit_hash": "2feb5ca02ebcf36c7c360c9cdbc2afc302c49088c48cdbda74d66efbc4afe79d", + "component_budget": { + "node_count": 426, + "item_count": 426, + "soft_pair_count": 1572, + "serialized_chars": 814130, + "estimated_input_tokens": 203533, + "estimated_eval_tokens": 407322 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35773, + "estimated_input_tokens": 8944, + "estimated_eval_tokens": 18144 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the soft pairs span unrelated issues across tokenizer loading, multimodal chat templates, config/serialization, attention backends, packaging, and model-specific regressions. I do not see a real duplicate group here, so all soft edges are rejected.", + "confidence": 0.95, + "canonical_issue_reason": "No clear canonical issue: the items are mostly unrelated, so there is no single underlying bug to collapse them into one duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "If forced to pick a representative, issue 43643 is the broadest core-loading/config regression in the set, but it is still not a true duplicate anchor for the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Different problems: tied-weight serialization/device dependence vs resize_token_embeddings not propagating in Gemma4." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized model saving failure is unrelated to dequantized model loading with gpu/cpu offload." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both mention deepspeed, but one is Adafactor OOM while the other is double optimizer stepping." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer special-token registration and D-FINE auxiliary-loss behavior are unrelated code paths." + }, + { + "left": "issue:43650", + "right": "issue:45290", + "accept": false, + "reason": "Completely unrelated: a vague data request versus chat-template crashing on empty tool-call assistant messages." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Processor save_pretrained missing files is not the same as a v5 data-filtering slowdown regression." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Different failure modes: missing processor files versus Gemma-4 Zero3 from_pretrained." + }, + { + "left": "issue:43065", + "right": "issue:44898", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d and Perceiver interpolation failure are separate model bugs." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "FlashAttention failure for Ministral-3 and compiled flex_attention failure on torch>=2.9 are distinct backend issues." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "One is an MLA layernorm config precision issue; the other is a torch.split return-value issue in a different class." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading regression and ESM2 model breakage are not the same underlying bug." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Backend dependency packaging and Python version compatibility are unrelated." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error is unrelated to Gemma4 device-mismatch behavior." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "MLukeTokenizer AttributeError and D-FINE auxiliary-loss behavior do not share a code path." + }, + { + "left": "issue:43262", + "right": "issue:44521", + "accept": false, + "reason": "Both involve apply_chat_template, but audio sampling-rate defaults and multimodal assistant mask generation are different bugs." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "CamemBERT masked-LM predictions and Deepseek tokenizer output regressions are separate issues." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Documentation mismatch for a pipeline option is not the same as a wrong-output model/pipeline bug." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Generation cache/chunked prefill regression is unrelated to CLIPVision hidden_states handling." + }, + { + "left": "issue:44987", + "right": "issue:45542", + "accept": false, + "reason": "Model-loading failure for a specific repo is unrelated to a missing TensorFlow backend dependency issue." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Import-time NameError in sentence-transformers is unrelated to tensorboard/TensorFlow backend setup." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Missing Qwen2_5_VL export and Python version support are different problems." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Llama4Config missing pad_token_id and glm-4v-9b loading failure are distinct model/config issues." + }, + { + "left": "issue:43450", + "right": "issue:44617", + "accept": false, + "reason": "Batched video processor shape bug is not the same as Sam3Video CUDA OOM." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save metadata mismatch and Gemma-4 Zero3 loading are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "A docs mismatch does not duplicate an intermittent slow import bug." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "These are both config-loading related, but one is a specific pad_token_id absence and the other is a broader trust_remote_code field-loss bug; not enough to treat as the same issue." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "Cannot import AutoImageProcessor and Python 3.9/3.10 compatibility are unrelated." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage deserialization error and Qwen3.5 chat crash are different failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 35, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-426", + "nodes": [ + "issue:36246", + "issue:41950", + "issue:42491", + "issue:42757", + "issue:42886", + "issue:43262", + "issue:43299", + "issue:43352", + "issue:43526", + "issue:43531", + "issue:43596", + "issue:43673", + "issue:43901", + "issue:44162", + "issue:44188", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44336", + "issue:44351", + "issue:44373", + "issue:44485", + "issue:44496", + "issue:44561", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44871", + "issue:44877", + "issue:45003", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45362", + "issue:45375", + "issue:45397", + "issue:45412", + "issue:45561", + "issue:45563", + "issue:45584", + "issue:45593", + "issue:45701", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46132" + ], + "soft_pairs": [ + "issue:44188|issue:44336", + "issue:45561|issue:45563", + "issue:42491|issue:43299", + "issue:44336|issue:44373", + "issue:44242|issue:45593", + "issue:44295|issue:45397", + "issue:44246|issue:44496", + "issue:41950|issue:44220", + "issue:43531|issue:45362", + "issue:42886|issue:46132", + "issue:43526|issue:45003", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:45003|issue:45561", + "issue:44336|issue:44485", + "issue:44246|issue:44871", + "issue:43352|issue:45250", + "issue:43673|issue:44561", + "issue:36246|issue:43596", + "issue:44242|issue:44857", + "issue:44779|issue:45292", + "issue:44295|issue:44749", + "issue:44162|issue:45200", + "issue:43901|issue:45003", + "issue:45412|issue:46123", + "issue:44496|issue:45003", + "issue:45292|issue:45584", + "issue:44877|issue:45375", + "issue:45987|issue:46082", + "issue:43262|issue:44246", + "issue:45292|issue:45701" + ], + "prepared_review_unit_hash": "d721ae199d9b165f79e0d21134ac6dc55a7bc19992090ee00dcdcd3e423273de", + "component_budget": { + "node_count": 426, + "item_count": 426, + "soft_pair_count": 1572, + "serialized_chars": 814130, + "estimated_input_tokens": 203533, + "estimated_eval_tokens": 407322 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36241, + "estimated_input_tokens": 9061, + "estimated_eval_tokens": 18378 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is a loose similarity cluster of mostly unrelated bug reports; they share broad themes like import errors, model-loading regressions, and config issues, but no pair looks like the same concrete defect.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 36246 is the clearest, most concrete import-error report in the set, with an exact traceback/module path and enough discussion to serve as a reasonable anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "It has the strongest specificity and reproducibility among the candidate issues, making it the best representative issue for this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Different subsystems and failures: attention-kernel divergence vs ANSI color handling in loading reports." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "Test-worker file race and stale generation warning are unrelated bugs." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen3 MoE, but one is LoRA compatibility/loading and the other is Qwen3VL loading; not the same concrete path." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI output handling and a position_ids docstring issue are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Both mention missing losses, but they affect different models and different conditional paths." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "A position_ids buffer bug and a ZeRO-3 from_pretrained bug are not the same defect." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import performance is unrelated to model-type resolution failure." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video pipeline processor selection and audio fbank feature extraction are different code paths." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Both are Qwen-related, but one is sliding-window behavior and the other is a chat crash; too different to merge." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline cache loading and AttentionInterface.register behavior are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "Beit image-label reduction and sys.modules access in modeling_utils are unrelated bugs." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different symbols from different packages and likely different fixes." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Both are missing-name import failures, but the missing APIs and likely causes differ." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "A modeling_utils import/access issue and a pytest-xdist file race are unrelated." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "Terminal color handling and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import latency and Gemma eos_token_id inconsistency are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "A model-specific Flash Attention unsupported error and a generic Flash Attention topic are not the same bug." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Cache behavior during chunked prefill and trust_remote_code breakage from a removed helper are unrelated." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "ImportError for a processor class and a DeepSpeed/BertModel IndexError are different failure modes." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Different model losses and triggers; not the same auxiliary-loss bug." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenizer regression and resize_token_embeddings/output_embeddings mismatch are different issues." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Position_ids buffer handling and tokenizer slowdown across versions are unrelated." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 model breakage and Gemma-4 mm_token_type_ids defaults are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "A docstring mismatch and unsafe sys.modules access are different classes of bugs." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "Memory release on deletion and partial-batch masking behavior are unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Model config resolution failure and sys.modules access are unrelated." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize behavior and Whisper empty-transcription failure are different code paths." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both involve config strictness, but one blocks loading while the other silently drops a field; not the same defect." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "Cache sequence-length return type and LlamaConfig head_dim validation are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio sampling-rate defaults and import-time slowdown are unrelated." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "Embedding resize/output embedding sync and tokenizer-version changes are different bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 36, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-426", + "nodes": [ + "issue:42886", + "issue:43065", + "issue:43232", + "issue:43257", + "issue:43408", + "issue:43475", + "issue:43540", + "issue:43646", + "issue:43653", + "issue:43673", + "issue:43931", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44297", + "issue:44336", + "issue:44361", + "issue:44368", + "issue:44466", + "issue:44479", + "issue:44530", + "issue:44623", + "issue:44734", + "issue:44749", + "issue:44869", + "issue:44871", + "issue:44877", + "issue:44933", + "issue:44977", + "issue:44987", + "issue:44995", + "issue:45137", + "issue:45200", + "issue:45229", + "issue:45278", + "issue:45335", + "issue:45356", + "issue:45375", + "issue:45397", + "issue:45459", + "issue:45563", + "issue:45588", + "issue:45600", + "issue:45656", + "issue:45759", + "issue:46123", + "issue:46132", + "issue:46170" + ], + "soft_pairs": [ + "issue:43257|issue:45137", + "issue:45375|issue:45759", + "issue:44987|issue:45459", + "issue:43232|issue:44336", + "issue:44995|issue:45200", + "issue:44479|issue:46170", + "issue:43475|issue:43540", + "issue:43065|issue:43408", + "issue:42886|issue:45229", + "issue:44466|issue:45335", + "issue:44060|issue:44077", + "issue:43653|issue:44162", + "issue:45397|issue:45656", + "issue:44995|issue:45588", + "issue:44368|issue:44977", + "issue:45137|issue:45600", + "issue:44368|issue:45563", + "issue:44877|issue:46170", + "issue:43673|issue:44734", + "issue:43931|issue:44368", + "issue:44530|issue:46170", + "issue:43065|issue:46123", + "issue:44933|issue:45459", + "issue:44869|issue:45356", + "issue:44297|issue:44623", + "issue:43232|issue:43673", + "issue:44361|issue:44749", + "issue:43646|issue:44162", + "issue:44871|issue:46132", + "issue:43673|issue:45278", + "issue:44623|issue:45656", + "issue:44749|issue:45656" + ], + "prepared_review_unit_hash": "99fb2c89c50cde501b8ae482e0355b6e90ce28af461087ed59f8c08b4f965d69", + "component_budget": { + "node_count": 426, + "item_count": 426, + "soft_pair_count": 1572, + "serialized_chars": 814130, + "estimated_input_tokens": 203533, + "estimated_eval_tokens": 407322 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37425, + "estimated_input_tokens": 9357, + "estimated_eval_tokens": 18970 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a grab bag of unrelated Transformers bug reports, with a loose recurring theme of version-upgrade regressions. None of the soft pairs look like the same underlying issue closely enough to merge.", + "confidence": 0.81, + "canonical_issue_reason": "Issue 45278 is the broadest umbrella regression report here: multiple import errors after upgrading from 4.57.0 to 5.5.0. It is the best anchor among otherwise heterogeneous bug reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45278 is the most general, user-facing duplicate target in this set and best represents the cluster\u2019s recurring upgrade/regression theme.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Both involve distributed/DeepSpeed behavior, but one is a Qwen3 MOE weight-conversion bug and the other is a ZeRO3 deque IndexError; different failure modes and code paths." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Both concern composite Qwen configs, but one is a missing config field under @strict and the other is AutoModelForCausalLM.from_config not unwrapping text_config; not the same bug." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "One is a model-loading failure on transformers>=5.1.0, the other hides tokenizer errors when protobuf is absent; related area, but different underlying problems." + }, + { + "left": "issue:43232", + "right": "issue:44336", + "accept": false, + "reason": "Generation kwargs after sync_gpus and ANSI codes in loading_report are unrelated subsystems." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "A stale cache crash on second forward is not the same as mm_token_type_ids defaulting behavior for Gemma 4." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Video-input regression in Qwen multimodal models is unrelated to a Windows/ROCm import dependency issue." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Both are multimodal/video-related, but they affect different model families and distinct attributes/exceptions." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and a sam3_video/sam3_tracker type warning are different SAM3 issues, not the same defect." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Tokenizer offline-cache loading and Gemma4 multi-GPU CUDA OOM are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both touch tied embeddings, but one is inconsistent serialization by device and the other is resize_token_embeddings not propagating; not the same concrete bug." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "These are different model/config problems: a Qwen3-Next tied-weights warning versus a patchtsmixer post_init policy issue." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are separate issues." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Both mention DeepSpeed, but one is a from_pretrained/load-time issue and the other is an optimizer-step duplication bug." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "A stale indexer cache crash is not the same as a flash-attention AttributeError on s_aux=None." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Both involve Qwen3.5, but one is a tied-embeddings warning during LoRA fine-tuning and the other is a flash-attention generation regression." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "ZeRO3 deque failure and removed Sam3LiteText auto-mapping references are unrelated." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "These are both warnings, but one is about tie_word_embeddings and the other is a stale num_return_sequences warning in paged generate." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Granite_speech strict-config loading and a Windows ROCm import error are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:44734", + "accept": false, + "reason": "Both are cache/generation problems, but chunked_prefill cache missing and serve KV-cache continuation indexing are different code paths and symptoms." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "A Qwen3-VL weight-shape mismatch is unrelated to a Qwen3.5 tie-word-embeddings warning." + }, + { + "left": "issue:44530", + "right": "issue:46170", + "accept": false, + "reason": "PagedAttentionCache invalid group type on Qwen3.5 is unrelated to the Windows ROCm import dependency issue." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d and MaskGenerationPipeline final-batch handling are unrelated." + }, + { + "left": "issue:44933", + "right": "issue:45459", + "accept": false, + "reason": "Both are import-related, but one is a nonexistent image_utils import and the other is tokenizer error masking without protobuf; different defects." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper timestamp decoding and Kimi-K2.5 codec/regex handling are different tokenizer/decode issues." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Both concern save_pretrained, but one is tokenizer_class metadata and the other is missing processor files." + }, + { + "left": "issue:43673", + "right": "issue:45278", + "accept": false, + "reason": "Generation cache missing in chunked_prefill and broad import failures after upgrade are unrelated regressions." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer task-time AttributeError and a post-upgrade filtering slowdown are different bugs." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Both are broad breakage reports, but one is custom model initialization in v5.0.0 and the other is ESM2-specific breakage." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Gemma eos_token_id inconsistency and AttentionInterface.register behavior changes are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Missing processor save files and double optimizer stepping in DeepSpeed are unrelated." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "A filtering performance regression after upgrade is not the same as optimizer.step being called twice under DeepSpeed." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 37, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-426", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:42994", + "issue:43232", + "issue:43475", + "issue:43482", + "issue:43504", + "issue:43525", + "issue:43526", + "issue:43643", + "issue:43673", + "issue:43704", + "issue:43824", + "issue:43873", + "issue:44038", + "issue:44188", + "issue:44222", + "issue:44351", + "issue:44496", + "issue:44623", + "issue:44661", + "issue:44749", + "issue:44792", + "issue:44933", + "issue:44945", + "issue:44964", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45230", + "issue:45310", + "issue:45375", + "issue:45381", + "issue:45397", + "issue:45478", + "issue:45561", + "issue:45712", + "issue:45753", + "issue:46077", + "issue:46123" + ], + "soft_pairs": [ + "issue:44749|issue:45310", + "issue:42994|issue:43482", + "issue:43475|issue:45381", + "issue:28282|issue:30990", + "issue:45230|issue:45397", + "issue:43475|issue:43643", + "issue:44038|issue:44623", + "issue:46077|issue:46123", + "issue:41628|issue:44933", + "issue:42371|issue:45092", + "issue:43475|issue:44661", + "issue:42994|issue:43525", + "issue:45375|issue:45478", + "issue:45081|issue:45103", + "issue:45310|issue:45375", + "issue:43873|issue:44945", + "issue:41628|issue:44351", + "issue:43232|issue:44188", + "issue:42673|issue:43704", + "issue:42831|issue:44222", + "issue:44945|issue:45753", + "issue:36010|issue:41628", + "issue:44222|issue:45310", + "issue:42994|issue:43824", + "issue:44964|issue:45137", + "issue:42175|issue:45712", + "issue:43232|issue:44792", + "issue:44038|issue:45310", + "issue:43673|issue:44188", + "issue:44496|issue:45561", + "issue:43526|issue:45561", + "issue:43504|issue:45561" + ], + "prepared_review_unit_hash": "23297d3a6fc0d5d398b96c930f9ac2183e030daa8600f871916144a7fc79aacf", + "component_budget": { + "node_count": 426, + "item_count": 426, + "soft_pair_count": 1572, + "serialized_chars": 814130, + "estimated_input_tokens": 203533, + "estimated_eval_tokens": 407322 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36483, + "estimated_input_tokens": 9121, + "estimated_eval_tokens": 18498 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous: many items mention Transformers, but they describe different bugs, models, or code paths. Only one soft edge is a clear duplicate: the Qwen3ForCausalLM VRAM leak reports.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 45310 is the clearest representative of the duplicated Qwen3.5-MoE from_pretrained failure; it is concrete, cross-referenced, and a later item in the same exact-title repost line (45478).", + "canonical_pr_reason": null, + "best_issue_reason": "45310 is the best anchor for the cluster because it is one of the few clearly duplicate-worthy reports and is more substantive than its repost/near-repost counterparts.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44749", + "right": "issue:45310", + "accept": false, + "reason": "Different problems: data filtering slowdown vs Qwen3.5-MoE from_pretrained error." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are distinct code paths." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "Different model families and failures: SAM 3 Video attribute error vs qwen2.5-vl position id issue." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch missing ImportError is unrelated to Sentence Transformers hanging during load." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Generic bug report provides no concrete overlap with gemma-4 ZeRO3 from_pretrained failure." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "SAM 3 Video attribute error is unrelated to AutoConfig trust_remote_code missing fields." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe / transformers v5 issue is unrelated to processor.save_pretrained missing files." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Gemma4 attention-mask bug is unrelated to MaskGenerationPipeline final-batch dropping." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both involve imports, but they are different missing symbols and likely different fixes." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF backend packaging issue is unrelated to InternVL2 meta-initialization incompatibility." + }, + { + "left": "issue:43475", + "right": "issue:44661", + "accept": false, + "reason": "Different failures: SAM 3 Video output attribute error vs tokenizer mapping-name handling." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized saving failure is unrelated to Llama4Config missing pad_token_id." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Related model family, but different concrete bugs: missing config field vs from_pretrained error." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Tokenizer regex patch crash and auto_docstring annotations crash are unrelated." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Same model family, but not the same bug: from_pretrained error vs silently dropped config field." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization offloading behavior and pipeline parallelism output corruption are different issues." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "AutoImageProcessor import failure and HybridCache import failure are different missing exports." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Generation kwargs sync bug and attention-kernel divergence on torch.compile are unrelated." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Same title, same Qwen3ForCausalLM VRAM leak with multiple dataloader threads; clear duplicate." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "FP8 accuracy regression is different from FP8 save_pretrained failure." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline-parallel output corruption and Qwen3_5 image infinite loop are different bugs." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely unrelated fixes." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 save_pretrained moe is unrelated to the Qwen3.5-MoE from_pretrained error." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized model saving failure is unrelated to missing Qwen2.5-VL import." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Phi-4 multimodal loading failure and DeepSpeed ZeRO3 deque error are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Packaging/backend omission is related only broadly; these are different concrete dummy-object and backend issues." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation sync bug and janus image-generation test failure are not the same underlying issue." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Qwen3-VL-Moe transformers v5 bug is unrelated to Qwen3.5-MoE from_pretrained failure." + }, + { + "left": "issue:43673", + "right": "issue:44188", + "accept": false, + "reason": "Chunked-prefill cache issue and torch.compile attention-kernel divergence are distinct." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Model-type/config loading failure is unrelated to xdist race on captured_info.txt." + }, + { + "left": "issue:43526", + "right": "issue:45561", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to the xdist file race." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "Legacy-field pretrained loading bug is unrelated to the xdist race condition." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The one accepted soft edge (42673/43704) is well supported by the exact same title and issue text, and the other rejected pairs are reasonably explained as different bugs, models, or code paths. No overstatement stands out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 38, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-426", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:36331", + "issue:42175", + "issue:42222", + "issue:42831", + "issue:42898", + "issue:43116", + "issue:43278", + "issue:43377", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43976", + "issue:44060", + "issue:44079", + "issue:44188", + "issue:44190", + "issue:44222", + "issue:44242", + "issue:44295", + "issue:44297", + "issue:44373", + "issue:44448", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44869", + "issue:44933", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45137", + "issue:45200", + "issue:45310", + "issue:45356", + "issue:45405", + "issue:45656", + "issue:45712", + "issue:45812", + "issue:46082", + "issue:46132" + ], + "soft_pairs": [ + "issue:43377|issue:44242", + "issue:42222|issue:45200", + "issue:42175|issue:44933", + "issue:42898|issue:44568", + "issue:43976|issue:44933", + "issue:30990|issue:35141", + "issue:43479|issue:44869", + "issue:43278|issue:45137", + "issue:43479|issue:44079", + "issue:44623|issue:45310", + "issue:42898|issue:45812", + "issue:44188|issue:44373", + "issue:30333|issue:33290", + "issue:43784|issue:43824", + "issue:44734|issue:45103", + "issue:43723|issue:44568", + "issue:42898|issue:44779", + "issue:42898|issue:45356", + "issue:43874|issue:45092", + "issue:44060|issue:45125", + "issue:45405|issue:45712", + "issue:42898|issue:44448", + "issue:44295|issue:45656", + "issue:44448|issue:46132", + "issue:44933|issue:45712", + "issue:44222|issue:44297", + "issue:43116|issue:44190", + "issue:44297|issue:45656", + "issue:43479|issue:43644", + "issue:44190|issue:46082", + "issue:42831|issue:44623", + "issue:30333|issue:36331", + "issue:44222|issue:44623" + ], + "prepared_review_unit_hash": "5a6a47bedc955f9bd457a9668610489016069e8202faf8795986e922823cab3d", + "component_budget": { + "node_count": 426, + "item_count": 426, + "soft_pair_count": 1572, + "serialized_chars": 814130, + "estimated_input_tokens": 203533, + "estimated_eval_tokens": 407322 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37729, + "estimated_input_tokens": 9433, + "estimated_eval_tokens": 19122 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft pairs connect different bugs in different areas (tokenizers, model configs, DeepSpeed, save_pretrained, examples, multimodal code, etc.), not the same underlying defect. I would not merge any of the proposed soft edges.", + "confidence": 0.98, + "canonical_issue_reason": "If a representative is needed, issue 42898 is the broadest and clearest user-facing regression in the set (v5 tokenization behavior change), but it is not a true duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 42898 is the strongest standalone representative: concrete, reproducible, and broadly understandable, even though the cluster does not contain a single shared bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "Different failures: batched-vs-single encoder output mismatch vs missing MoE load-balancing loss when router logits are disabled." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Unrelated models and code paths: broken ViTPose model files vs Gemma 4 mm_token_type_ids defaulting for text-only fine-tuning." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Different problems: packaging backend selection vs a missing import from image_utils." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both tokenizer-related, but different regressions: clean_up_tokenization_spaces behavior vs missing BOS/EOS insertion for one tokenizer." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility issue vs missing import; no shared underlying bug." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Sentence-transformers loading hang is unrelated to output embedding reinitialization during token embedding resize." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Different domains: multimodal config defaults vs Whisper timestamp decode crash." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "BF16/FP32 dtype regression during eval is unrelated to DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Config default initialization bug vs ModelOutput key assignment bug; different code paths." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "save_pretrained file persistence issue vs Qwen3.5 MoE from_pretrained failure; not the same defect." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different behaviors and model families (v5 cleanup behavior vs Granite token IDs)." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile is unrelated to a docstring typo." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow run-state reporting on failure is unrelated to an OOM in DeepSpeed+Adafactor." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Import error in sentence-transformers due to nn missing is unrelated to missing Qwen2.5-VL symbol export." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Serve KV-cache indexing crash is a runtime path bug; auto_docstring crash is a docs introspection bug." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer loading regression and add_special_tokens/BOS-EOS behavior are different tokenizer issues." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both involve tokenizer regressions in v5, but the concrete failure modes differ: cleanup behavior vs DeepSeek codec handling." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer regressions with different root causes (cleanup semantics vs Kimi codec/regex warning behavior)." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing image-patch count method in a fast processor is unrelated to remote-code checkpoint incompatibility with meta init." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Incorrect tied-weights warning in Qwen3-Next is unrelated to missing _tp_plan in Qwen3_5Moe." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "Dependency version bump to unreleased peft is unrelated to leftover dummy classes leaking into API surface." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Different v5 regressions: tokenization cleanup behavior vs model output differences for Pegasus." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Position_ids buffer read error is unrelated to DeepSpeed calling optimizer.step() twice." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 save_pretrained behavior and tokenizer_class metadata mismatch are separate save/persist bugs." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Example script multi-label output bug is unrelated to local dataset loading in a different example script." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer metadata serialization bug is unrelated to DeepSpeed double optimizer stepping." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Incorrect default multimodal config initialization is unrelated to non-persistent buffer junk filling." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Local dataset loading failure in an example script is unrelated to LlamaConfig head_dim validation." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue is unrelated to processor.save_pretrained missing files." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLflow reporting on training failure and CustomTrainer compute_loss signature breakage are distinct trainer issues." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "MoE FP8 save_pretrained bug and processor.save_pretrained missing files affect different serialization paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 39, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-426", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30333", + "issue:30990", + "issue:34689", + "issue:35141", + "issue:38175", + "issue:41628", + "issue:42757", + "issue:42831", + "issue:42907", + "issue:43232", + "issue:43479", + "issue:43723", + "issue:43761", + "issue:43824", + "issue:44038", + "issue:44206", + "issue:44222", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44442", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44514", + "issue:44623", + "issue:44829", + "issue:44871", + "issue:44913", + "issue:44977", + "issue:44991", + "issue:45071", + "issue:45092", + "issue:45103", + "issue:45245", + "issue:45310", + "issue:45357", + "issue:45406", + "issue:45834", + "issue:46002", + "issue:46050", + "issue:46082", + "issue:46132" + ], + "soft_pairs": [ + "issue:45245|issue:46132", + "issue:30333|issue:34689", + "issue:22355|issue:28282", + "issue:41628|issue:42757", + "issue:44206|issue:45103", + "issue:45071|issue:46082", + "issue:28282|issue:30333", + "issue:30333|issue:35141", + "issue:44297|issue:45310", + "issue:43723|issue:44977", + "issue:44222|issue:44484", + "issue:43232|issue:45834", + "issue:44263|issue:45092", + "issue:43761|issue:46082", + "issue:44483|issue:45406", + "issue:44295|issue:44623", + "issue:44373|issue:44485", + "issue:44514|issue:45103", + "issue:43723|issue:44871", + "issue:44263|issue:44360", + "issue:30990|issue:38175", + "issue:45092|issue:45357", + "issue:42907|issue:46050", + "issue:43723|issue:44991", + "issue:43723|issue:44442", + "issue:44829|issue:46002", + "issue:44261|issue:45092", + "issue:42831|issue:45310", + "issue:41628|issue:43824", + "issue:43479|issue:44913", + "issue:42831|issue:44038", + "issue:44263|issue:44373" + ], + "prepared_review_unit_hash": "bb6897b8beb790952d19fd731c59160f7c32f48c299af3d29fbe026b0ea6b6de", + "component_budget": { + "node_count": 426, + "item_count": 426, + "soft_pair_count": 1572, + "serialized_chars": 814130, + "estimated_input_tokens": 203533, + "estimated_eval_tokens": 407322 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37046, + "estimated_input_tokens": 9262, + "estimated_eval_tokens": 18780 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: it mixes unrelated import errors, tokenizer/model-loading regressions, config validation bugs, quantization/save-pretrained issues, and a few documentation or runtime edge cases. I do not see any true duplicate PRs (none are present) or issue pairs that clearly describe the same underlying bug.", + "confidence": 0.96, + "canonical_issue_reason": "issue:43723 is the strongest representative of the cluster\u2019s most repeated theme: v5-era loading regressions around tokenizer/model initialization. It is concrete, user-facing, and has several nearby but still distinct tokenizer-related soft matches.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43723 is the best single issue to anchor this cluster because it has a clear repro, broad impact, and the most topical overlap with other items in the set. It is still not a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Different problems: category-limit/runtime error vs AttentionInterface.register behavior change. Same general ML library area only." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLflow job reporting vs Llama vision model loading regression are unrelated code paths." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Both are import errors, but for different missing components (onnx module vs PyTorch dependency)." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Different missing top-level imports with different root causes; not the same bug." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "Feature extractor argument handling vs auto-docstring annotation introspection are unrelated." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "Config type-checking regression and LlamaConfig head_dim validation are distinct bugs." + }, + { + "left": "issue:28282", + "right": "issue:30333", + "accept": false, + "reason": "AutoModel/PyTorch import failure is unrelated to MLflow reporting on failed training." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "MLflow reporting and embedding reinitialization during resize are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer class metadata mismatch on save is not the same as Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Both involve loading, but one is tokenizer loading in v5 and the other is flash-attention generation behavior for Qwen3.5." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 save_pretrained for MoE is unrelated to max_shard_size default behavior." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation kwarg update after sync_gpus is unrelated to Kosmos2.5 OCR index overflow." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "torch.split return handling in one indexer is unrelated to remote-code checkpoint/meta-init incompatibility." + }, + { + "left": "issue:43761", + "right": "issue:46082", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and LlamaConfig head_dim validation are different code paths." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "OpenAI-compatible chat endpoint request parsing is unrelated to Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Reading registered buffer position_ids and processor.save_pretrained missing files are separate issues." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Docstring mismatch for position_ids is not the same as GLM-5 RoPE implementation behavior." + }, + { + "left": "issue:44514", + "right": "issue:45103", + "accept": false, + "reason": "Batched chat template padding crash is unrelated to auto-docstring annotation handling." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "Tokenizer loading regression and eos_token_id config inconsistency are distinct bugs." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Both mention DSA indexer, but one is torch.split return handling and the other is a missing ReLU; not the same bug." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence Transformers loading hang and SigLIP2 zero probabilities are unrelated." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Both touch multimodal checkpoint compatibility, but the concrete failures differ: meta-init incompatibility vs incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Different quantization/save-load bugs with different mechanisms and model families." + }, + { + "left": "issue:43723", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-related, but one is a v5 loading regression and the other is a specific model tokenizer failure." + }, + { + "left": "issue:43723", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizer loading failures for different models; no shared root cause shown." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Flash-attention training degeneration and NaNs in classification heads are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "Layernorm epsilon config precision issue and meta-init checkpoint incompatibility are unrelated." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue and Qwen3.5 MoE from_pretrained failure do not describe the same bug." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Missing AutoImageProcessor import and missing Qwen2_5_VLForConditionalGeneration import are different export gaps." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Phi4Multimodal config default-init behavior and GPTNeoX rotary_pct reload loss are separate config bugs." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "FP8 accuracy concerns and Qwen3-VL-Moe bug are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "Runtime tensor split bug vs docstring typo are not the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 40, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-426", + "nodes": [ + "issue:22355", + "issue:28218", + "issue:30990", + "issue:33357", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43475", + "issue:43576", + "issue:43646", + "issue:43756", + "issue:43784", + "issue:43937", + "issue:43976", + "issue:44060", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44485", + "issue:44488", + "issue:44514", + "issue:44521", + "issue:44568", + "issue:44671", + "issue:44704", + "issue:44743", + "issue:44945", + "issue:45278", + "issue:45290", + "issue:45593", + "issue:45600", + "issue:45753", + "issue:46002", + "issue:46132" + ], + "soft_pairs": [ + "issue:39401|issue:44568", + "issue:42757|issue:45278", + "issue:42886|issue:42994", + "issue:43232|issue:45593", + "issue:42886|issue:43066", + "issue:43756|issue:44060", + "issue:42831|issue:45753", + "issue:22355|issue:28218", + "issue:44671|issue:46132", + "issue:43122|issue:44521", + "issue:43576|issue:43784", + "issue:43646|issue:46002", + "issue:44117|issue:44704", + "issue:30990|issue:33357", + "issue:42371|issue:44263", + "issue:44295|issue:44297", + "issue:43232|issue:44743", + "issue:44704|issue:45290", + "issue:42907|issue:44945", + "issue:41628|issue:45278", + "issue:43122|issue:44514", + "issue:39401|issue:44488", + "issue:43784|issue:45600", + "issue:43976|issue:44945", + "issue:44261|issue:44373", + "issue:43408|issue:43475", + "issue:42907|issue:43937", + "issue:39401|issue:44521", + "issue:44360|issue:44485" + ], + "prepared_review_unit_hash": "c17e97f1d88ec1276c3b1f2938717c7f90a2fb5e67b52cf739d3d85bc7eb107e", + "component_budget": { + "node_count": 426, + "item_count": 426, + "soft_pair_count": 1572, + "serialized_chars": 814130, + "estimated_input_tokens": 203533, + "estimated_eval_tokens": 407322 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35241, + "estimated_input_tokens": 8811, + "estimated_eval_tokens": 17878 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose set of unrelated Transformers issues that only share broad subsystem keywords (tokenizers, imports, generation, SAM3, etc.). I do not see any true duplicate pair among the soft edges. There are no PRs in the cluster, so issue selection is the only meaningful canonical choice.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45278 is the broadest issue in the set and best represents the recurring version-upgrade import regressions, but it is still just a general umbrella rather than a true duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most suitable global anchor because it captures the widest class of breakages in this cluster (import failures after upgrading Transformers), making it the closest thing to a canonical issue here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer bugs, but one is wrong offset_mapping for Qwen3 and the other is missing BOS/EOS insertion for mdeberta-v3-base; different code paths and symptoms." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "Both mention import failures, but one is a specific huggingface_hub import and the other is a broad Transformers upgrade regression; not the same underlying bug." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline tokenizer cache loading and quantized model saving are unrelated subsystems and failure modes." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwargs handling after sync_gpus is unrelated to D-FINE auxiliary loss behavior." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Tokenizer cache/offline loading and tokenizer decoder type in v5 are distinct bugs." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "SMOLLM3 RoPE layer count and Qwen3-Next tied-weights warning involve different models and different implementation issues." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "FineGrainedFP8 accuracy loss and Qwen3_5 infinite-loop behavior are not the same defect." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Missing transformers.onnx module import and extra tokenizer spacing after added tokens are unrelated." + }, + { + "left": "issue:44671", + "right": "issue:46132", + "accept": false, + "reason": "CamemBERT masked LM prediction regressions and AttentionInterface.register behavior changes are different code-path problems." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Tokenization differences across versions and multimodal assistant mask handling are both tokenizer-related but not the same bug." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Broken transformers env CLI and a NameError during sentence-transformers import are separate import/CLI regressions." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization breakage and NaNs in classification heads are different failure modes." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Tokenizer mapping fallback bug and AutoProcessor cached_file kwargs forwarding are unrelated." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Sentence Transformers loading hang and MacOS bus error with a CLIP model are distinct issues." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 configuration API changes and a torch.split return-value issue in GlmMoeDsaIndexer are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Position_ids buffer access and tokenizer_class mismatch on save_pretrained are different tokenizer/model serialization bugs." + }, + { + "left": "issue:43232", + "right": "issue:44743", + "accept": false, + "reason": "Generation state update after sync_gpus and recurrent state reset with cache are separate generation bugs." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "AutoProcessor kwargs forwarding and chat-template crashes with tool-call assistant messages are different call paths." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Quantized/dequantized model saving and incorrect pipeline-parallel LLM output are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Missing AutoImageProcessor export is one specific import regression, while 45278 is a broader bundle of import errors; related theme, but not the same bug." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "Version-dependent tokenization differences and batched apply_chat_template crashes are different multimodal/tokenizer issues." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Qwen3 offset_mapping is unrelated to failing to load cjvt/sleng-bert." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "sentence-transformers import NameError and removed Sam3LiteText config references are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version compatibility failure and pipeline parallelism output corruption are different problems." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "MLA layernorm epsilon precision issue and a wrong docstring for position_ids are not duplicates." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Wrong model-type warning and missing fpn_position_embeddings are both SAM3-related but involve different breakages." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Failed dequantized model saving and invalid GenerationConfig for GLM-5 are unrelated." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Wrong tokenizer offset mapping and all-zero assistant masks for multimodal inputs are different tokenizer/template bugs." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "Missing ReLU in the DSA indexer and GLM-5 RoPE implementation are unrelated model internals." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 41, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-426", + "nodes": [ + "issue:22355", + "issue:28218", + "issue:29127", + "issue:29159", + "issue:30990", + "issue:36296", + "issue:38617", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42757", + "issue:42907", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43278", + "issue:43441", + "issue:43452", + "issue:43493", + "issue:43611", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44485", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:44977", + "issue:45072", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45446", + "issue:45478", + "issue:45753", + "issue:46002" + ], + "soft_pairs": [ + "issue:44625|issue:44829", + "issue:43116|issue:45200", + "issue:42907|issue:44964", + "issue:44038|issue:44297", + "issue:28218|issue:30990", + "issue:44038|issue:44295", + "issue:43122|issue:44779", + "issue:42907|issue:43452", + "issue:36296|issue:43116", + "issue:43824|issue:44351", + "issue:44038|issue:44222", + "issue:45216|issue:45478", + "issue:42757|issue:44351", + "issue:43278|issue:44945", + "issue:43784|issue:45446", + "issue:22355|issue:29159", + "issue:43122|issue:44977", + "issue:43493|issue:45753", + "issue:42673|issue:45072", + "issue:43066|issue:44779", + "issue:38617|issue:45278", + "issue:43992|issue:44704", + "issue:22355|issue:29127", + "issue:43937|issue:44485", + "issue:43611|issue:46002", + "issue:43976|issue:45446", + "issue:42222|issue:43441", + "issue:43116|issue:43493", + "issue:42371|issue:43874" + ], + "prepared_review_unit_hash": "0cf75fc8f549bde9195c17279c29fb5c92c2f81055386e10567cfb223e15a2df", + "component_budget": { + "node_count": 426, + "item_count": 426, + "soft_pair_count": 1572, + "serialized_chars": 814130, + "estimated_input_tokens": 203533, + "estimated_eval_tokens": 407322 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35407, + "estimated_input_tokens": 8852, + "estimated_eval_tokens": 17960 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous and does not look like a true duplicate set. The only loose theme is tokenizer/version-regression reports, so I\u2019d use the broad tokenization regression issue as the canonical anchor and reject all soft-edge merges.", + "confidence": 0.71, + "canonical_issue_reason": "issue:43122 is the broadest and most general tokenizer-regression report in the set, making it the safest duplicate anchor among several narrower tokenizer bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43122 is the best overall representative because it describes a general cross-version tokenizer behavior change rather than a model-specific or API-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Different bugs: one is Qwen3.5 config propagation, the other is flash-attention training degeneration." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Different subsystems and symptoms: example-script multi-label output vs Gemma 4 multimodal token defaults." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "One is a save_pretrained/dequantization problem; the other is a model loading failure for a different model family." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe bug versus tokenizer save_pretrained metadata mismatch; not the same underlying defect." + }, + { + "left": "issue:28218", + "right": "issue:30990", + "accept": false, + "reason": "Tokenizer spacing behavior and sentence-transformers loading hang are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Different code paths: multimodal Qwen3-VL-Moe issue versus position_ids buffer read error." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but the titles point to different models and failure modes; not enough to treat as one bug." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Saving dequantized Ministral/Devstral models is unrelated to gguf_file loading breakage." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor-parallel training bug and example-script classification output issue are different problems." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Separate import failures for different symbols and packages." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Qwen3-VL-Moe issue versus FP8 save_pretrained issue; different model behavior." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5 save/load regressions, but the reported failures are not specific enough to confirm one shared concrete bug." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports from different modules." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Dtype mismatch in eval vs incorrect output under pipeline parallelism are different symptoms and likely different bugs." + }, + { + "left": "issue:43784", + "right": "issue:45446", + "accept": false, + "reason": "Sentence-transformers import NameError and flex_attention version-check bug do not share the same code path." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "ONNX import failure and slow/fast tokenizer inconsistency are unrelated." + }, + { + "left": "issue:43122", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer regression versus flash-attention generation bug; different failure modes." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and Qwen3_5 infinite-loop-on-image are not the same bug." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in multi-threaded Qwen3ForCausalLM usage is unrelated to dtype mismatch in inference." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both mention tokenizer issues in v5, but one is decoder-type metadata and the other is model-specific tokenization output." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "A specific missing import and a broad upgrade-related import breakage are too different to merge." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Missing embed_tokens.weight in UMT5Encoder and AutoProcessor kwargs passthrough are unrelated loading issues." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Importing transformers.onnx and LayoutLMv3 error-message clarity are unrelated." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "GenerationConfig validation failure and RoPE implementation discussion are distinct issues." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "base_model_prefix loading regression and NaNs in classification heads are different problems." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python version compatibility and a PyTorch version check bug are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "VitPose breakage and Ministral flash-attention failure affect different models and code paths." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Example-script classification bug versus SigLIP2 model discrepancy are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 API settings warning and missing multimodal patch-count method are different issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 42, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-426", + "nodes": [ + "issue:33453", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42490", + "issue:42617", + "issue:42673", + "issue:43064", + "issue:43116", + "issue:43421", + "issue:43450", + "issue:43582", + "issue:43673", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:43937", + "issue:43986", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44261", + "issue:44291", + "issue:44380", + "issue:44410", + "issue:44466", + "issue:44484", + "issue:44779", + "issue:44829", + "issue:44936", + "issue:44977", + "issue:45071", + "issue:45081", + "issue:45083", + "issue:45216", + "issue:45310", + "issue:45341", + "issue:45357", + "issue:45405", + "issue:45446", + "issue:45478", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:46002", + "issue:46077" + ], + "soft_pairs": [ + "issue:44075|issue:44936", + "issue:43064|issue:43673", + "issue:44038|issue:45478", + "issue:45357|issue:45478", + "issue:43116|issue:43825", + "issue:45083|issue:45446", + "issue:43937|issue:45563", + "issue:44380|issue:46077", + "issue:33453|issue:39401", + "issue:43827|issue:45446", + "issue:39401|issue:44779", + "issue:44117|issue:45588", + "issue:42673|issue:43906", + "issue:43937|issue:44977", + "issue:44291|issue:45071", + "issue:44466|issue:46002", + "issue:43450|issue:43986", + "issue:45405|issue:45446", + "issue:45341|issue:45561", + "issue:44117|issue:45081", + "issue:38617|issue:41628", + "issue:44410|issue:45310", + "issue:44829|issue:45216", + "issue:39401|issue:43421", + "issue:42673|issue:43582", + "issue:42617|issue:45341", + "issue:44484|issue:45310", + "issue:42490|issue:42673", + "issue:42371|issue:44261" + ], + "prepared_review_unit_hash": "a70ded6d29f573cedc1f3dbc16ed8457805c8ef01ea003aaa3d7b062d5df61d3", + "component_budget": { + "node_count": 426, + "item_count": 426, + "soft_pair_count": 1572, + "serialized_chars": 814130, + "estimated_input_tokens": 203533, + "estimated_eval_tokens": 407322 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35789, + "estimated_input_tokens": 8948, + "estimated_eval_tokens": 18152 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous mix of unrelated Transformers issues; there are no PRs here. The only clear duplicate anchor is the Qwen3.5 \"from_pretrained\" report (45310/45478), while the provided soft edges mostly connect distinct bugs in adjacent subsystems.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 45310 is the strongest canonical anchor because it is the earlier report for the exact same Qwen3.5 Moe \"from_pretrained\" error later re-reported as 45478, giving the clearest duplicate relationship in this set.", + "canonical_pr_reason": null, + "best_issue_reason": "45310 is the best global representative: it has the clearest duplication signal and sits in the most coherent recurring bug thread, whereas the rest of the cluster is largely unrelated one-off issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Different code paths: optimizer argument handling vs trainer evaluate-after-train failure." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Unrelated bugs: FSDP/PEFT optimizer state mismatch vs generation cache missing during chunked prefill." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen/Moe-related, but they describe different failures and model variants, not the same concrete bug." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Save_pretrained checkpoint-key regression vs from_pretrained load error; related model family, but different bug." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Different surfaces: example script multi-label output vs pipeline() v5 error message/docs behavior." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Different subsystems: Qwen3 Omni feature extraction helper vs flex_attention import/version check." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "GenerationConfig validation error vs stale warning in paged generate; not the same underlying issue." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "Both involve attention behavior, but one is GPT2 scaling under backends and the other is Gemma4 mask construction." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Both are tokenizer bugs, but the symptoms and affected paths differ (loading regression vs offset_mapping)." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs/reference cleanup vs a runtime PyTorch version check bug." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Different tokenizer correctness bugs in different model families; too broad to merge." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping fallback bug vs flash_attention crash on s_aux=None; unrelated code paths." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "VRAM leak in multi-dataloader-thread use vs an isolated reproduction of another issue; no evidence they are the same bug." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GenerationConfig invalid vs flash-attention generation failure; different model/config paths." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "init_empty_weights argument incompatibility vs PretrainedConfig type-checking regression; not the same defect." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Serialization inconsistency for tied weights vs NaNs in classification heads; unrelated symptoms and code paths." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Batched video shape bug vs missing torchvision crash during AutoProcessor load; related area, different failure mode." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "PEFT minimum-version packaging issue vs flex_attention import guard bug; unrelated." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "A small testing_utils bug vs a pytest-xdist race in captured_info.txt; not clearly the same underlying problem." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Token mapping None handling vs Mistral regex patch crash; both tokenizer-related but different code paths." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different symbols and modules; no duplicate evidence." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Missing layer projections in qwen3next vs Qwen3.5 from_pretrained error; different bugs." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "FlashAttention training degeneration vs Qwen3.5 save_pretrained regression; different subsystems and symptoms." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Tokenizer offset mapping bug vs runtime post-processor update feature request; not the same issue." + }, + { + "left": "issue:42673", + "right": "issue:43582", + "accept": false, + "reason": "VRAM leak in threaded loading vs Apple Silicon TypeError in caching warmup; unrelated." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "3d_parallel.py execution failure vs a minor testing_utils bug; no overlap in root cause." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "Shard-size question vs Qwen3.5 from_pretrained regression; unrelated." + }, + { + "left": "issue:42490", + "right": "issue:42673", + "accept": false, + "reason": "Local-path import warning vs VRAM leak in dataloader threads; different bugs." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API guidance issue vs MLA q_a_layernorm precision/config bug; not the same code path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 43, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-426", + "nodes": [ + "issue:38617", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42831", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43335", + "issue:43408", + "issue:43441", + "issue:43452", + "issue:43577", + "issue:43673", + "issue:43742", + "issue:43874", + "issue:43931", + "issue:43937", + "issue:43986", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44360", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44496", + "issue:44829", + "issue:44933", + "issue:44987", + "issue:45003", + "issue:45071", + "issue:45278", + "issue:45341", + "issue:45459", + "issue:45464", + "issue:45478", + "issue:45542", + "issue:45656", + "issue:46123", + "issue:46172" + ], + "soft_pairs": [ + "issue:43408|issue:43742", + "issue:42222|issue:45542", + "issue:44933|issue:45278", + "issue:38617|issue:44220", + "issue:43937|issue:44496", + "issue:42175|issue:42222", + "issue:44483|issue:45464", + "issue:43066|issue:43122", + "issue:42371|issue:42831", + "issue:43012|issue:43577", + "issue:44075|issue:45656", + "issue:44410|issue:45478", + "issue:43673|issue:45341", + "issue:44484|issue:45478", + "issue:43097|issue:44493", + "issue:41628|issue:45071", + "issue:43874|issue:44261", + "issue:44263|issue:44485", + "issue:45071|issue:45542", + "issue:42222|issue:45459", + "issue:44263|issue:46172", + "issue:44360|issue:46172", + "issue:43012|issue:43408", + "issue:43441|issue:44829", + "issue:43931|issue:44410", + "issue:43673|issue:46123", + "issue:43931|issue:44038", + "issue:43335|issue:45071", + "issue:43097|issue:43452", + "issue:45003|issue:45341", + "issue:43986|issue:45341", + "issue:44117|issue:44987" + ], + "prepared_review_unit_hash": "fc939f48166c39983f54601495f405e9bb0b048529fa2f2d258ed4c4803b791b", + "component_budget": { + "node_count": 426, + "item_count": 426, + "soft_pair_count": 1572, + "serialized_chars": 814130, + "estimated_input_tokens": 203533, + "estimated_eval_tokens": 407322 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36870, + "estimated_input_tokens": 9218, + "estimated_eval_tokens": 18692 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most items are distinct Transformers regressions spanning import errors, tokenizer changes, model-loading failures, precision warnings, and backend/dependency issues. I reject all soft edges as duplicates; none clearly point to the same concrete bug or change.", + "confidence": 0.31, + "canonical_issue_reason": "issue:45278 is the broadest representative of the cluster\u2019s repeated import/API breakage reports after upgrading Transformers, so it best serves as the umbrella issue even though the rest are mostly separate bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most general and duplicate-prone report in the set; it captures the shared upgrade/regression theme better than the narrower model-specific or single-symbol import issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "Different model families and failure modes: SAM3 model-type warning vs MobileLLM key error." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "VitPose model breakage is unrelated to the TensorBoard-without-TF backend error." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "One is a specific missing import from image_utils; the other is a broad upgrade-related import regression report." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "Missing configuration_utils export vs audio feature extraction bug; no shared code path." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "GLM generation-config validation and unrecognized-model config loading are different bugs." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "Packaging/dependency mismatch is not the same as a broken VitPose model implementation." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both touch chat APIs, but one is a request acceptance issue and the other is a streaming-inference failure on a specific model." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Related tokenizer regressions, but the concrete symptoms differ: decoder type mismatch vs changed tokenization output." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 configuration warning and FineGrainedFP8 accuracy loss are separate precision-related problems." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "Both mention dtype/precision, but one is a warning and the other is incorrect dtype propagation in Blip2 loading." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "SGD argument handling and double optimizer stepping with deepspeed are different optimizer bugs." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen-family issues with different symptoms: missing projections vs from_pretrained loading error." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache bug and a testing_utils bug are unrelated." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "Sharding-size behavior is unrelated to Qwen3.5 MoE loading failures." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Both are v5 regressions, but one is an API removal and the other is unexpected position-id keys during model loading." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "Importing AutoImageProcessor and PretrainedConfig type checking are unrelated breakages." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Different models and different root causes: missing image-patch helper vs missing rms_norm_eps config usage." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "Torch.split return handling and RoPE implementation are separate GLM internals." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Type-checking regression is not the same as the TensorBoard-without-TF backend error." + }, + { + "left": "issue:42222", + "right": "issue:45459", + "accept": false, + "reason": "VitPose model breakage and protobuf-related tokenizer error masking are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "Different models and code paths: GLM MoE indexing vs DeepSeek-V4 tensor transpose." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "A missing ReLU in the DSA indexer is not the same bug as DeepSeek-V4 dtype/transpose handling." + }, + { + "left": "issue:43012", + "right": "issue:43408", + "accept": false, + "reason": "Precision-warning behavior and SAM3 model-type warning are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Ministral FlashAttention failure and flash_attention_3 degenerate training are different attention-path bugs." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Weight-shape mismatch and missing projections are different model-loading/model-architecture issues." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Generation cache handling and MaskGenerationPipeline batch-finalization are separate pipeline bugs." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Both involve Qwen3-VL, but one is a weight mismatch and the other is a MoE loading issue." + }, + { + "left": "issue:43335", + "right": "issue:45071", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction is unrelated to PretrainedConfig type checking." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "API removal of tie_embeddings_and_encoder_decoder is unrelated to gguf_file tokenizer/model loading failures." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Unsafe sys.modules access and a testing_utils bug do not describe the same defect." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "AutoProcessor/torchvision dependency crash is unrelated to the testing_utils bug." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None is a different issue from loading physical-intelligence/fast." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 44, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-426", + "nodes": [ + "issue:38617", + "issue:42757", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43408", + "issue:43502", + "issue:43531", + "issue:43550", + "issue:43792", + "issue:43824", + "issue:43825", + "issue:43873", + "issue:43874", + "issue:43906", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44162", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44351", + "issue:44368", + "issue:44380", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44655", + "issue:44704", + "issue:45103", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45440", + "issue:45588", + "issue:45753", + "issue:46050", + "issue:46123", + "issue:46132", + "issue:46172" + ], + "soft_pairs": [ + "issue:43408|issue:44368", + "issue:43986|issue:44484", + "issue:43874|issue:44263", + "issue:43531|issue:45341", + "issue:45440|issue:46172", + "issue:43986|issue:45372", + "issue:38617|issue:42757", + "issue:44261|issue:44485", + "issue:43064|issue:44315", + "issue:43097|issue:46050", + "issue:43097|issue:45588", + "issue:44062|issue:44117", + "issue:44410|issue:45375", + "issue:38617|issue:44351", + "issue:44038|issue:44410", + "issue:43502|issue:43992", + "issue:43097|issue:43873", + "issue:44704|issue:45103", + "issue:43986|issue:44117", + "issue:43066|issue:43906", + "issue:43824|issue:43986", + "issue:43208|issue:43550", + "issue:43825|issue:44655", + "issue:43992|issue:44484", + "issue:43012|issue:43550", + "issue:43012|issue:44368", + "issue:43352|issue:44380", + "issue:42907|issue:45753", + "issue:42907|issue:44655", + "issue:44162|issue:46172", + "issue:43792|issue:46123", + "issue:43352|issue:43976", + "issue:44380|issue:46132" + ], + "prepared_review_unit_hash": "bd3a59c91a531a3f9ecf0d18f4e160588cee11245c608b8a84797f9c5bc59d23", + "component_budget": { + "node_count": 426, + "item_count": 426, + "soft_pair_count": 1572, + "serialized_chars": 814130, + "estimated_input_tokens": 203533, + "estimated_eval_tokens": 407322 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37425, + "estimated_input_tokens": 9357, + "estimated_eval_tokens": 18970 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are only loosely related by broad Transformers/HF themes, but none of the soft pairs look like true duplicates or the same fixable code-path bug. I would not merge any of the soft edges.", + "confidence": 0.89, + "canonical_issue_reason": "issue:43097 is the broadest, most central v5 regression report in the set and a reasonable anchor if one issue must represent the cluster, though the set is not a true duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43097 has the clearest cross-cutting user impact and references among the listed issues, making it the best single issue to keep as the representative regression report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43408", + "right": "issue:44368", + "accept": false, + "reason": "Both are warning reports, but they concern different model/config mismatches and different code paths." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "One is an AutoProcessor/torchvision crash; the other is about save_pretrained shard sizing." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Different GLM internals: missing image-patch counting vs torch.split behavior in an indexer." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "A Qwen3-MoE sliding-window bug is unrelated to a testing_utils bug." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "Both touch DeepSeek models, but they describe different failures in different code paths." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "torchvision-missing video-model crash and a mistral_common import error are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different symbols and different modules." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Layernorm epsilon precision drift and RoPE implementation issues are distinct bugs." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption and Liger Kernel application are different training issues." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "A v5 API/config removal is not the same as broken quantized save/load behavior." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Config removal and a flash_attention.py AttributeError are different code paths." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Tokenizer AddedToken kwargs conflict is unrelated to TOKENIZER_MAPPING_NAMES returning None." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Missing attention projections and a missing vision config field are different model bugs." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are import failures, but they target different exported names and causes." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "A Qwen3-VL-Moe issue and a qwen3next projection issue are not the same bug." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Local-files-only network leakage and a missing embed_tokens weight on load are unrelated." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "A config removal issue is not the same as quantization offloading misbehavior." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "Kwarg forwarding to cached_file and an annotation-related auto_docstring crash are unrelated." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "A model-loading crash and a tokenizer mapping edge case are different problems." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "The second is only an isolated reproduction reference; there is not enough evidence it is the same tokenizer bug." + }, + { + "left": "issue:43824", + "right": "issue:43986", + "accept": false, + "reason": "Missing Qwen2.5-VL import and a torchvision-dependent video model crash are different issues." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training blockers and a Bamba torch.compile/SDPA failure are unrelated." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Pipeline task messaging and pipeline serialization are different behaviors." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "A missing load-time weight and a save_pretrained shard-size question are not duplicates." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "A precision warning and a compile-time SDPA failure are different issues." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Both are warnings, but they stem from different model/config conditions." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Unsupported FlashAttention for one model is not the same as GPT2 attention scaling being ignored." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "A dequantized save failure and an image-specific infinite loop are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Saving dequantized weights is different from saving Pipeline objects." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 breakage and a DeepSeek tensor transpose bug are different code paths." + }, + { + "left": "issue:43792", + "right": "issue:46123", + "accept": false, + "reason": "Whisper model load failure and MaskGenerationPipeline batching logic are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "A model-specific attention backend limitation is not a Python version compatibility bug." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "GPT2 backend-specific scaling behavior and AttentionInterface.register semantics are distinct changes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 45, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-426", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:38617", + "issue:42490", + "issue:42757", + "issue:42898", + "issue:42994", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43526", + "issue:43582", + "issue:43611", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43867", + "issue:43901", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44222", + "issue:44230", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44514", + "issue:44625", + "issue:44655", + "issue:44683", + "issue:44938", + "issue:45216", + "issue:45276", + "issue:45290", + "issue:45381", + "issue:45478", + "issue:45479", + "issue:45698", + "issue:45753", + "issue:46077", + "issue:46172" + ], + "soft_pairs": [ + "issue:44380|issue:45479", + "issue:43064|issue:44380", + "issue:44483|issue:44514", + "issue:44222|issue:45478", + "issue:36683|issue:43582", + "issue:43208|issue:43526", + "issue:43012|issue:44683", + "issue:42490|issue:43012", + "issue:43618|issue:43761", + "issue:42757|issue:43824", + "issue:45698|issue:46172", + "issue:43618|issue:44380", + "issue:44038|issue:44230", + "issue:38617|issue:43502", + "issue:44483|issue:45290", + "issue:44483|issue:45381", + "issue:43299|issue:43867", + "issue:43756|issue:44485", + "issue:36683|issue:43475", + "issue:45276|issue:46077", + "issue:43901|issue:44655", + "issue:43299|issue:45753", + "issue:42994|issue:44655", + "issue:42898|issue:43066", + "issue:36010|issue:42757", + "issue:44077|issue:44380", + "issue:36683|issue:44077", + "issue:43867|issue:45216", + "issue:43352|issue:43937", + "issue:43611|issue:44655", + "issue:44625|issue:46077", + "issue:43976|issue:44938" + ], + "prepared_review_unit_hash": "e3d2bfee4ccf675eb6f17c72d0642bd5e7504930237c22cdf99083139fd11e71", + "component_budget": { + "node_count": 426, + "item_count": 426, + "soft_pair_count": 1572, + "serialized_chars": 814130, + "estimated_input_tokens": 203533, + "estimated_eval_tokens": 407322 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36939, + "estimated_input_tokens": 9235, + "estimated_eval_tokens": 18726 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: many issues are Transformers v5 regressions, but they span unrelated subsystems (imports, loading/saving, chat templates, model-specific configs, and backend-specific attention behavior). None of the soft pairs look like the same underlying bug or change.", + "confidence": 0.69, + "canonical_issue_reason": "Issue 44380 is the best single representative if one must be chosen: it is a concrete, code-path-specific v5 regression with a clear runtime symptom. The rest of the set is too diverse to share one true canonical issue.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44380 is the strongest representative because it describes a focused behavioral regression rather than a broad compatibility or model-family report. It is still only a forced choice; the overall cluster does not have a clear unified issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Different bugs: GPT2 attention scaling ignored under specific backends vs degenerate zero loss in sequence classification." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Training/distributed optimizer-state mismatch vs attention-backend scaling regression; unrelated code paths." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Chat/completions request rejection vs batched chat template crash; different API layers and triggers." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "FP8 save_pretrained failure vs Qwen3.5 MoE from_pretrained error; save-time vs load-time and different failure modes." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Missing Gemma3Config attribute vs Apple Silicon allocator TypeError; no shared underlying bug." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training blockers vs BeitImageProcessorFast label reduction bug; different models and components." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "PyTorch precision warning during compile vs flex_attention failing on torch>=2.9; both compile-related but not the same bug." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Trailing-slash local model path warning vs bfloat16 compile warning; unrelated behaviors." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both CLIP regressions, but one drops attentions and the other drops hidden_states; different outputs and code paths." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Missing huggingface_hub import vs missing Transformers model export; both import errors, but for different symbols and causes." + }, + { + "left": "issue:45698", + "right": "issue:46172", + "accept": false, + "reason": "Wrong custom module loaded after save_pretrained vs deepseek tensor transpose bug; unrelated serialization vs tensor math." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIP attentions regression vs GPT2 attention scaling regression; different models and symptoms." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Qwen3-VL-Moe bug report vs fp8 support request for Qwen3-VL/Qwen3.5 MoE; same family, not the same concrete change." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Missing configuration_utils import vs local_files_only still making API requests; import bug vs network behavior." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "Endpoint request validation failure vs chat template crash on tool-call messages; related area, different bug." + }, + { + "left": "issue:44483", + "right": "issue:45381", + "accept": false, + "reason": "API acceptance regression vs wrong vision_position_ids in Qwen2.5-VL; unrelated failures." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Qwen3VL MoE loading break vs sorted state_dict load error; different loading mechanisms and symptoms." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Concrete Smollm3 RoPE-layer loss vs broad GLM-5 RoPE discussion; not the same bug." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Gemma3Config missing vocab_size vs SAM3 output missing fpn_position_embeddings; both missing-attribute issues, but on different objects/models." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Gemma4 embedding resize propagation bug vs Gemma4 attention-mask bug; same model family, different subsystems and fixes." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Documentation mismatch for return_all_scores vs inability to save Pipeline objects; docs issue vs serialization bug." + }, + { + "left": "issue:43299", + "right": "issue:45753", + "accept": false, + "reason": "Qwen3VL loading regression vs infinite-loop generation on a specific image; different symptoms and triggers." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model saving failure vs pipeline save_pretrained failure; both save-related, but not the same code path." + }, + { + "left": "issue:42898", + "right": "issue:43066", + "accept": false, + "reason": "Tokenization cleanup behavior change vs wrong tokenizer decoder type; distinct tokenizer regressions." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Missing GenerationMixin import vs missing is_offline_mode import; separate import breakages." + }, + { + "left": "issue:44077", + "right": "issue:44380", + "accept": false, + "reason": "patchtsmixer post_init validation vs GPT2 attention scaling under SDPA/FlashAttention; unrelated." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Gemma3Config attribute bug vs patchtsmixer post_init policy bug; no shared underlying issue." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "state_dict ordering load error vs Qwen3.5 save_pretrained regression; load-time vs save-time problems." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Nemotron Flash Attention 2 support gap vs GLM-5 GenerationConfig invalid; different model setup issues." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "base_model_prefix loading regression vs pipeline save_pretrained failure; different persistence paths." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Qwen3.5 num_labels propagation bug vs Gemma4 bidirectional attention-mask bug; unrelated model-specific regressions." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Python version compatibility bug vs Python 3.14 load failure; both compatibility-related, but not the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 46, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-426", + "nodes": [ + "issue:28282", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42490", + "issue:42890", + "issue:43010", + "issue:43064", + "issue:43352", + "issue:43502", + "issue:43525", + "issue:43575", + "issue:43618", + "issue:43867", + "issue:43931", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44075", + "issue:44077", + "issue:44112", + "issue:44242", + "issue:44246", + "issue:44355", + "issue:44360", + "issue:44484", + "issue:44492", + "issue:44855", + "issue:44857", + "issue:44938", + "issue:44964", + "issue:44977", + "issue:45071", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45375", + "issue:45381", + "issue:45440", + "issue:45561", + "issue:45593", + "issue:45600", + "issue:45850", + "issue:46002", + "issue:46077", + "issue:46082" + ], + "soft_pairs": [ + "issue:46077|issue:46082", + "issue:43352|issue:45593", + "issue:36683|issue:43525", + "issue:43618|issue:45216", + "issue:36683|issue:44242", + "issue:43352|issue:43931", + "issue:43064|issue:44492", + "issue:43010|issue:45278", + "issue:43992|issue:45310", + "issue:44355|issue:44855", + "issue:43867|issue:45375", + "issue:41669|issue:44246", + "issue:42890|issue:45561", + "issue:36683|issue:43064", + "issue:44938|issue:45071", + "issue:43867|issue:45357", + "issue:43010|issue:45850", + "issue:44938|issue:45381", + "issue:43010|issue:43976", + "issue:42490|issue:44075", + "issue:43618|issue:44077", + "issue:43992|issue:46002", + "issue:36296|issue:43575", + "issue:28282|issue:33453", + "issue:43867|issue:44484", + "issue:43618|issue:44857", + "issue:44360|issue:45440", + "issue:43618|issue:44977", + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:43502|issue:44062" + ], + "prepared_review_unit_hash": "34f818cc6c60d782ab02a4ec906a99ef497fe709d18330e0e7a7375b554e7390", + "component_budget": { + "node_count": 426, + "item_count": 426, + "soft_pair_count": 1572, + "serialized_chars": 814130, + "estimated_input_tokens": 203533, + "estimated_eval_tokens": 407322 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "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": "This cluster is mostly a noisy mix of unrelated Transformers bug reports: import/load regressions, config attribute errors, model-specific generation/loading failures, and a few training/test issues. None of the soft pairs look like true duplicates or mergeable PR counterparts.", + "confidence": 0.46, + "canonical_issue_reason": "issue:45278 is the best umbrella representative: it\u2019s a concrete, broad regression report about many import errors after upgrading, which matches the cluster\u2019s general theme of release-related breakage better than the more model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most suitable global representative because it is broad, user-facing, and regression-oriented; it\u2019s the closest thing here to a cluster-level anchor, even though it is not a duplicate of the other issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "Different config validation bugs for different model families: Gemma4 attention masking vs LlamaConfig head_dim handling." + }, + { + "left": "issue:43352", + "right": "issue:45593", + "accept": false, + "reason": "Unrelated model behaviors: Flash Attention support error vs D-FINE auxiliary-loss logic." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Both are missing-config-attribute symptoms, but for different models and fields (vocab_size vs pad_token_id), so not the same bug." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "Different subsystems: CLIP output fields vs Qwen3.5 save_pretrained checkpoint corruption." + }, + { + "left": "issue:36683", + "right": "issue:44242", + "accept": false, + "reason": "One is a config attribute error, the other is a MoE load-balancing loss computation bug." + }, + { + "left": "issue:43352", + "right": "issue:43931", + "accept": false, + "reason": "Different concrete problems: unsupported Flash Attention path vs Qwen3-VL weight-shape mismatch while loading." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Training/optimizer-state bug and a cache-strategy typo are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Cache update no-grad behavior and import-time regressions are different code paths and symptoms." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Different from_pretrained failures on different Qwen variants; not the same underlying loading bug." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Both involve import/runtime failures, but one is compiled-Python-file errors and the other is a Python 3.13 torch.jit parsing/IndentationError issue." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Generic state_dict/load ordering trouble vs a missing config field dropped by @strict; different root causes." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Related to import performance, but one is a proposed star-import cleanup and the other is intermittent slowness when importing transformers." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Both are test flakiness reports, but one is missing set_seed in a model integration test and the other is a pytest-xdist file race." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Config attribute error and distributed training optimizer-state corruption are unrelated." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Python 3.14 import failure and PretrainedConfig type-checking breakage after v5.4.0 are different issues." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Different save/load regressions: state_dict sorting vs incorrect visual encoder keys in Qwen3.5 save_pretrained." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "A specific cache-method no-grad issue is not the same as the vague broad regression complaint about too many models breaking." + }, + { + "left": "issue:44938", + "right": "issue:45381", + "accept": false, + "reason": "Python-version load failure and Qwen2.5-VL video position-id bug are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Cache update behavior and Python-version compatibility breakage are not the same bug." + }, + { + "left": "issue:42490", + "right": "issue:44075", + "accept": false, + "reason": "Import warning on local path handling vs optimizer SGD arguments not being used are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "CLIP attentions field regression and patchtsmixer post_init policy are separate changes." + }, + { + "left": "issue:43992", + "right": "issue:46002", + "accept": false, + "reason": "Different symptoms and code paths: missing encoder weights vs NaNs after checkout/init in classification heads." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Both mention tensor parallelism, but one is a training bug while the other is an OOM on model loading; not the same underlying issue." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "ImportError about missing PyTorch and a tokenizer-loading regression are unrelated." + }, + { + "left": "issue:43867", + "right": "issue:44484", + "accept": false, + "reason": "Load-model failure from state_dict ordering is unrelated to the max_shard_size question." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "CLIP attentions regression and LwDetrImageLoss AMP/CUDA crash are different bugs." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "DSA indexer activation discussion and DeepseekV3MoE divergence are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:44977", + "accept": false, + "reason": "Different model-specific issues: CLIP output field regression vs Qwen3.5 flash-attention generation bug." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "A flaky CI test issue is not the same as a model-loading regression for Phi-4 multimodal." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Both are CI/test failures, but they affect different tests with different causes." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "Different CI failures: seed-related instability vs stale auto_mappings references." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "Local-files-only network leakage and AddedToken special-arg duplication are unrelated loading/tokenizer bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 47, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-426", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:42831", + "issue:42890", + "issue:43010", + "issue:43065", + "issue:43232", + "issue:43299", + "issue:43502", + "issue:43526", + "issue:43576", + "issue:43673", + "issue:43723", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:43901", + "issue:44222", + "issue:44230", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44655", + "issue:44749", + "issue:44908", + "issue:44961", + "issue:45071", + "issue:45125", + "issue:45341", + "issue:45375", + "issue:45468", + "issue:45478", + "issue:46132", + "issue:46143", + "issue:46144" + ], + "soft_pairs": [ + "issue:44387|issue:44556", + "issue:43576|issue:46132", + "issue:43723|issue:44556", + "issue:42890|issue:45341", + "issue:44222|issue:45125", + "issue:42548|issue:44351", + "issue:43010|issue:43065", + "issue:44355|issue:44749", + "issue:43502|issue:44485", + "issue:45125|issue:45478", + "issue:30333|issue:33453", + "issue:43010|issue:43232", + "issue:45125|issue:45375", + "issue:30990|issue:31795", + "issue:43502|issue:44222", + "issue:43299|issue:44556", + "issue:42831|issue:43874", + "issue:44315|issue:44360", + "issue:43502|issue:44961", + "issue:30333|issue:36296", + "issue:43827|issue:44961", + "issue:44355|issue:45071", + "issue:44355|issue:44655", + "issue:33453|issue:34689", + "issue:42757|issue:43576", + "issue:44222|issue:44230", + "issue:43576|issue:45071", + "issue:33453|issue:36296", + "issue:43576|issue:43824", + "issue:41628|issue:42548", + "issue:31795|issue:38617", + "issue:44961|issue:45468", + "issue:38617|issue:43576", + "issue:46143|issue:46144", + "issue:44908|issue:44961", + "issue:43673|issue:44492", + "issue:44485|issue:44961", + "issue:36296|issue:43901", + "issue:41628|issue:44355", + "issue:36296|issue:43526" + ], + "prepared_review_unit_hash": "368ed1501997938eca69fdba49e86073ef6fe4dd138f6471219c53281eed9808", + "component_budget": { + "node_count": 426, + "item_count": 426, + "soft_pair_count": 1572, + "serialized_chars": 814130, + "estimated_input_tokens": 203533, + "estimated_eval_tokens": 407322 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 40, + "serialized_chars": 39055, + "estimated_input_tokens": 9764, + "estimated_eval_tokens": 19784 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a grab bag of unrelated Transformers issues, but several are centered on v5 loading/import regressions. The broadest and most representative issue is the checkpoint reload regression after upgrading from v4.57 to v5.x.", + "confidence": 0.58, + "canonical_issue_reason": "Issue 44556 is the clearest, broad user-facing v5 regression in the set: checkpoints trained on v4.57 fail to reload on v5.2/v5.3. It is more central than the narrower model-, tokenizer-, or docs-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "44556 is the best overall issue to anchor the cluster because it describes a concrete, high-impact version-upgrade loading failure with good duplicate potential across nearby regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Different failures: int4 quantization OOM/memory pressure vs checkpoint reload breakage after version upgrade." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "Unrelated bugs: CLI env command regression vs AttentionInterface.register changing function behavior." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Both are loading-related, but tokenizer loading and checkpoint reload are different code paths and likely different bugs." + }, + { + "left": "issue:42890", + "right": "issue:45341", + "accept": false, + "reason": "Both mention testing, but one is a flaky integration test and the other is a generic testing_utils bug with no clear shared underlying defect." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "Different MoE issues: FP8 save_pretrained behavior vs missing tensor-parallel plan for a specific model class." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different exported symbols and likely different missing-export regressions." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Unrelated: no_grad/cache update semantics vs a dummy Conv2d in Sam3PixelDecoder." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Different symptoms and subsystems: compiled Python file execution errors vs a performance regression during filtering." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "No shared bug: offline/local-file request handling vs GLM-5 RoPE implementation." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but one is a missing _tp_plan/tensor-parallel issue and the other is a generic from_pretrained error; not enough to treat as the same bug." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "Training-job MLflow reporting vs tokenizer loading regression are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Different generation/cache issues: no_grad decoration for cache updates vs _update_model_kwargs_for_generation after sync_gpus." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Both are Qwen3_5Moe-related, but one is tensor parallelism and the other is a missing config field silently dropped by strict parsing." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Unrelated: model loading hangs vs documentation confusion for forward arguments." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Different code paths: offline API suppression vs FP8 MoE save_pretrained behavior." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both are v5 loading regressions, but they target different models and likely different failure causes." + }, + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "Different bugs: FP8 accuracy issue vs missing image patch-count method in an image processor." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Unrelated: Liger Kernel application issue vs a DSA indexer ReLU discussion." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "No substantive overlap; local_files_only behavior is unrelated to the placeholder racoon issue." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "Training failure reporting vs tensor-parallel training bug are different problems." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs mentioning pipeline() after removals is unrelated to the racoon issue." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-file execution errors and PretrainedConfig type checking are unrelated regressions." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Different issues: compiled Python file handling vs inability to save Pipeline objects." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Both are loading regressions, but one is tokenizer loading and the other is model loading for a specific Llama vision model." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Different breakages: huggingface_hub export/import issue vs v5 env command regression." + }, + { + "left": "issue:43502", + "right": "issue:44230", + "accept": false, + "reason": "Offline request suppression is unrelated to fp8 inference support for Qwen3-VL/Qwen3.5 MoE." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "Both are v5 breakages, but one is the env command and the other is PretrainedConfig typing; not the same bug." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "Different failures: broken env command vs missing Qwen2_5_VLForConditionalGeneration export." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Different missing exports: AutoImageProcessor vs PreTrainedModel." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Docs confusion about forward args is unrelated to an ImportError for layer_type_validation." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "No shared underlying bug; racoon is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:38617", + "right": "issue:43576", + "accept": false, + "reason": "ImportError for a utility symbol is not the same as the broken env command." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Related RoFormer area, but one is kwargs propagation and the other is attention-interface usage; not clearly 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": 17, + "review_unit_index": 48, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-426", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43827", + "issue:43874", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44230", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:44945", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45278", + "issue:45341", + "issue:45362", + "issue:45468", + "issue:45478", + "issue:45542", + "issue:45753", + "issue:45850", + "issue:46095" + ], + "soft_pairs": [ + "issue:45362|issue:45850", + "issue:44623|issue:45230", + "issue:44273|issue:45542", + "issue:44273|issue:45003", + "issue:44038|issue:45125", + "issue:44393|issue:45071", + "issue:44393|issue:45753", + "issue:44230|issue:46095", + "issue:43576|issue:44556", + "issue:43525|issue:45850", + "issue:41669|issue:43673", + "issue:44556|issue:45092", + "issue:43572|issue:45850", + "issue:44492|issue:45850", + "issue:42371|issue:44492", + "issue:45278|issue:45850", + "issue:44246|issue:44273", + "issue:42890|issue:44908", + "issue:44704|issue:44908", + "issue:43408|issue:44315", + "issue:43976|issue:44393", + "issue:43352|issue:44393", + "issue:44297|issue:45230", + "issue:43576|issue:44908", + "issue:44295|issue:45230", + "issue:44908|issue:45071", + "issue:41669|issue:44351", + "issue:41669|issue:45341", + "issue:44492|issue:44945", + "issue:43874|issue:45850", + "issue:44393|issue:45478", + "issue:44077|issue:44861", + "issue:43827|issue:44908", + "issue:41669|issue:44908", + "issue:31795|issue:33453", + "issue:44315|issue:44829", + "issue:43576|issue:44273", + "issue:44360|issue:45468", + "issue:44655|issue:44861" + ], + "prepared_review_unit_hash": "ce64b5014b463eadf06df366b01c7c716c56a10b6e3ded32d2ec58aceb8db9f1", + "component_budget": { + "node_count": 426, + "item_count": 426, + "soft_pair_count": 1572, + "serialized_chars": 814130, + "estimated_input_tokens": 203533, + "estimated_eval_tokens": 407322 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 39, + "serialized_chars": 38833, + "estimated_input_tokens": 9709, + "estimated_eval_tokens": 19674 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of Transformers v5 regression reports: import/lazy-loading breakages, model-specific config/load errors, cache/generation issues, and a few docs/test-only items. They share a broad release-regression theme, but none of the listed soft pairs look like the same underlying bug/change.", + "confidence": 0.9, + "canonical_issue_reason": "issue:45278 is the best umbrella issue: it captures the broad post-upgrade breakage theme ('many import errors after update from 4.57.0 to 5.5.0') and is more concrete than the very generic 'breaks too many models' report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the strongest global issue candidate because it is broad enough to represent the cluster while still describing a concrete, user-visible regression after a version upgrade.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Both mention Qwen/model breakage, but one is a specific chat crash and the other is a generic complaint about v5. They are not the same underlying bug." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "One is about processor.save_pretrained missing files; the other is an empty 'Bug report' with no concrete matching failure. Not enough evidence of the same bug." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading/import mechanics vs a TensorFlow backend error from tensorboard-only installs are different failures." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Both touch import/loading behavior, but one reports lazy loading not working and the other unsafe sys.modules access; related area, not the same bug." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Different models and different symptoms: Qwen3-VL-Moe bug vs missing _tp_plan for tensor parallelism." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL bounding-box output error is unrelated to PretrainedConfig type-checking regressions." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Both are Qwen3-VL-family issues, but one is bbox output corruption and the other is an infinite loop on a specific image; different concrete bugs." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 inference support for Qwen models and a DeepSeek weight-conversion question are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "The env command regression and checkpoint reload incompatibility are separate v5 issues." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "A missing pad_token_id on Llama4Config is a specific config bug, not the same as a generic 'many models break' report." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-star cleanup/performance complaint and a missing GenerationMixin cache in chunked prefill are different problems." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both are upgrade/load failures, but one is checkpoint reload compatibility and the other is remote-code/meta-init incompatibility; not the same issue." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is a model-specific config regression, not the same as a broad v5-breakage umbrella." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A typo in cache strategies is too narrow and unrelated to the broad 'breaks too many models' complaint." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API guidance and a cache-strategy typo are unrelated." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Both are broad v5 regressions, but one is specifically about import errors after upgrade while the other is a generic complaint about many models. They overlap in theme, not the same bug." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Slow imports and broken lazy loading are related symptoms, but not the same underlying defect." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "A missing set_seed in tests and an inverse_sqrt scheduler kwarg bug are unrelated." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor.from_pretrained kwarg propagation and scheduler timescale handling are different code paths." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "A model-type mismatch warning and Liger kernel application with model_init are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version support problems and a Qwen3-VL output bug are not the same issue." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention 2 support gating for Nemotron is unrelated to Qwen3-VL bounding-box failures." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer class mismatch on save_pretrained is unrelated to a generic bug report placeholder." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "A broken env command and a scheduler kwarg bug are different failures." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-star cleanup and missing HybridCache import are both import-related, but not the same bug." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import-star usage in models and a testing_utils bug are unrelated." + }, + { + "left": "issue:44492", + "right": "issue:44945", + "accept": false, + "reason": "A cache-strategy typo and incorrect pipeline-parallel output are different code paths." + }, + { + "left": "issue:43874", + "right": "issue:45850", + "accept": false, + "reason": "Missing image-processor method for GLM46V is a specific multimodal bug, not the same as a broad v5 regression complaint." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Different model families and different failures: Qwen3-VL bbox output vs Qwen3.5 Moe from_pretrained error." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Optional post_init validation and _tied_weights_keys handling are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Docs still referencing pipeline() and a scheduler kwargs bug do not share the same underlying defect." + }, + { + "left": "issue:41669", + "right": "issue:44908", + "accept": false, + "reason": "Import-star cleanup/performance and inverse_sqrt scheduler kwargs are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 49, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-426", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:37428", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:42936", + "issue:43066", + "issue:43240", + "issue:43298", + "issue:43502", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43606", + "issue:43618", + "issue:43668", + "issue:43704", + "issue:43717", + "issue:43813", + "issue:44031", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44273", + "issue:44315", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44861", + "issue:44908", + "issue:44998", + "issue:45092", + "issue:45230", + "issue:45290", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46144", + "issue:46172" + ], + "soft_pairs": [ + "issue:45230|issue:45310", + "issue:46018|issue:46172", + "issue:44273|issue:44908", + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:31795|issue:34689", + "issue:41669|issue:43704", + "issue:31795|issue:37428", + "issue:44315|issue:45092", + "issue:44485|issue:45468", + "issue:43704|issue:44485", + "issue:43298|issue:46095", + "issue:43502|issue:43519", + "issue:42371|issue:43704", + "issue:43519|issue:44623", + "issue:43519|issue:43704", + "issue:43606|issue:45468", + "issue:44263|issue:45468", + "issue:44261|issue:45468", + "issue:42913|issue:43066", + "issue:44908|issue:44998", + "issue:44492|issue:44998", + "issue:44861|issue:45290", + "issue:43618|issue:44998", + "issue:44998|issue:45850", + "issue:44998|issue:45341", + "issue:43525|issue:44861", + "issue:43572|issue:44861", + "issue:31515|issue:38617", + "issue:44230|issue:44623", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:31515|issue:31795", + "issue:44230|issue:45310", + "issue:31515|issue:33453", + "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:43240|issue:43668", + "issue:43668|issue:43813" + ], + "prepared_review_unit_hash": "6012be437a33d4bc8529a323a59a1ff16efdea83bad23fc6900382031d6fea02", + "component_budget": { + "node_count": 426, + "item_count": 426, + "soft_pair_count": 1572, + "serialized_chars": 814130, + "estimated_input_tokens": 203533, + "estimated_eval_tokens": 407322 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 46, + "serialized_chars": 40652, + "estimated_input_tokens": 10163, + "estimated_eval_tokens": 20582 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose set of Transformers v5 regression reports, especially model-loading/tokenizer/config breakages, but the individual issues are still distinct. No pull requests are present.", + "confidence": 0.51, + "canonical_issue_reason": "Issue 45850 is the best umbrella for the cluster because it explicitly describes broad Transformers 5.0 model breakage, matching the shared regression theme better than the narrower, model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "45850 is the strongest anchor for duplicate triage: open, broad, and central to the repeated v5 compatibility complaints across the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Too generic to treat as the same bug; 45310 is a specific Qwen3.5 MoE from_pretrained failure, while 45230 has no concrete matching code-path evidence." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "Both mention DeepSeek-V4, but one is a gating logic complaint and the other is a dtype/transpose bug; different underlying problems." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy-loading behavior and inverse_sqrt scheduler kwargs are unrelated subsystems." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Qwen3VL timestamp math and GLM-5 RoPE implementation are different model-specific bugs." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Processor timestamp calculation is unrelated to scheduler kwargs handling." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion and a model-loading regression are not the same concrete bug." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star cleanup/performance is a codebase-wide refactor; VRAM leakage in Qwen3ForCausalLM is a separate runtime bug." + }, + { + "left": "issue:31795", + "right": "issue:37428", + "accept": false, + "reason": "Docs clarification for model.forward is unrelated to a flash-attention import error." + }, + { + "left": "issue:44315", + "right": "issue:45092", + "accept": false, + "reason": "Both concern v5-era initialization flows, but one is about model_init not applying Liger Kernel and the other about remote-code checkpoint/meta-init incompatibility." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "GLM-5 RoPE math and Gemma-4 audio positional encoding are different model implementations." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leakage across dataloader threads is not the same as RoPE implementation correctness." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Continuous batching support for audio models and a DeepSeek-V4 weight-conversion question are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "local_files_only network leakage and timestamp calculation are different failure modes." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 API guidance is unrelated to Qwen3ForCausalLM VRAM leakage." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Timestamp calculation and processor.save_pretrained missing files are separate processor issues." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Processor timestamp math does not match the multi-thread VRAM leak." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch for suno/bark-small is different from Gemma4AudioRelPositionalEncoding." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return handling in GlmMoeDsaIndexer is unrelated to Gemma-4 audio encoding." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "Missing rms_norm_eps in MLA q_a_layernorm is a precision/config bug, not the same as Gemma-4 audio positional encoding." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both are tokenizer v5 complaints, but one is a behavior regression and the other is a decoder type mismatch; not the same bug." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs handling is unrelated to the unrelated 'Unemployment' issue." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Cache-strategy typo and an unrelated placeholder issue are not duplicates." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tie-weight-key crash and chat-template tool-call crash affect different code paths." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions regression is unrelated to the placeholder issue." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "The placeholder issue does not match the broad v5 model-breakage report." + }, + { + "left": "issue:44998", + "right": "issue:45341", + "accept": false, + "reason": "The placeholder issue is unrelated to a testing_utils bug." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config and list-handling in tied weights are separate config/model-init bugs." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "StableLmConfig pad_token_idx absence is unrelated to _get_tied_weight_keys list handling." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow from_pretrained checkpoint loading is a performance issue; layer_type_validation import failure is a missing symbol bug." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "fp8 support request and processor.save_pretrained missing files are different feature/bug areas." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLFlow job-state reporting and slow checkpoint loading are unrelated training/loading issues." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Slow checkpoint loading is unrelated to tensor-parallel training behavior." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Checkpoint load performance is not the same as documentation confusion in model.forward." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "fp8 support request and Qwen3.5 MoE from_pretrained failure are different topics." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "A load-speed complaint is not the same as a tokenizer-loading regression." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching for audio models and fp8 inference support are unrelated." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba init_weights usage and RoFormer attention interface usage are distinct architecture issues." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2former ignore_value and DeepSeek-V4 gating are unrelated model bugs." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "Incorrect type hint for norm_eps is unrelated to tokenizer regex warning behavior." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Mask2former ignore_value is unrelated to kwargs not being passed into loss calculation." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss-function kwargs forwarding and RoFormer attention interface usage are different code paths." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2former ignore_value and tokenizer regex warnings are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Mask2former ignore_value bug is unrelated to RoFormer attention implementation details." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Mask2former ignore_value and a typo in quantization operation naming are not the same bug." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Loss kwargs forwarding and a type-hint typo are different issues." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "Incorrect type hint and quantization-operation typo are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 50, + "review_unit_count": 50, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-426", + "nodes": [ + "issue:37934", + "issue:42936", + "issue:43668" + ], + "soft_pairs": [ + "issue:37934|issue:43668", + "issue:42936|issue:43668" + ], + "prepared_review_unit_hash": "3ad2b0b93371467d4b0b03de9c7a5572ecae628f88f10067e0952b2bc5d5b16d", + "component_budget": { + "node_count": 426, + "item_count": 426, + "soft_pair_count": 1572, + "serialized_chars": 814130, + "estimated_input_tokens": 203533, + "estimated_eval_tokens": 407322 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2313, + "estimated_input_tokens": 579, + "estimated_eval_tokens": 1414 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These three closed issues are about different model/configuration topics and do not look like duplicates of one underlying bug.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 43668 is the most self-contained and concrete report: a narrow type-hint defect in ModernBERTConfig, with a clear, isolated fix path.", + "canonical_pr_reason": null, + "best_issue_reason": "43668 is the cleanest representative of the cluster because it is specific, actionable, and least ambiguous.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Different components and different bug classes: Llama4TextL2Norm behavior/RMS-norm question versus ModernBERTConfig type-hint correctness. They do not describe the same underlying change." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2former ignore_value being unused is a runtime/model-logic issue, while 43668 is a config annotation/type-hint issue. No shared concrete code-path or duplicate symptom." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10519-3", + "nodes": [ + "issue:10519", + "issue:11005", + "issue:11307" + ], + "soft_pairs": [ + "issue:10519|issue:11307", + "issue:10519|issue:11005", + "issue:11005|issue:11307" + ], + "prepared_review_unit_hash": "a98b6e4a56839f83b9481cabcd71029c820fe9ad2c5b6527a5098934d8ff710c", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2876, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2876, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three issues are not duplicates of each other: one is about tokenizer truncation behavior, one about ReduceLROnPlateau-like training logic, and one about Wav2Vec2 word boundary timestamps. The cluster appears to be a false positive based only on loose textual similarity.", + "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 problem domains: truncation strategy for token sequences vs. extracting word start/end offsets from Wav2Vec2 outputs." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "No shared underlying bug or feature request; tokenizer truncation behavior is unrelated to ReduceLROnPlateau-like scheduler functionality." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "These describe unrelated requests in different subsystems: learning-rate scheduling vs. audio model timestamp extraction." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 3, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-13244-3", + "nodes": [ + "issue:13244", + "issue:15980", + "issue:16618" + ], + "soft_pairs": [ + "issue:13244|issue:16618", + "issue:15980|issue:16618" + ], + "prepared_review_unit_hash": "cff74c3abda48a8211e2ce4bedc36b9a8f1ae32dad7a14b1cf94560386382172", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2479, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2479, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster does not look like a true duplicate set overall: one issue is about Tapas tokenization, while the other two concern model loading / download errors. Of the remaining pair, the titles suggest related Hugging Face model-loading problems but not the same concrete bug.", + "confidence": 0.63, + "canonical_issue_reason": "issue:16618 is the broadest and most user-facing model-loading report, so it is the best representative for the cluster if one issue must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:16618 has the most general, high-impact framing ('Can't load the model'), making it the best cluster anchor among these issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Tapas tokenization vs. BERT model loading are different subsystems and different bugs; the titles do not indicate the same underlying issue." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Both involve model download/loading, but one is specifically about a bad auth error message for private models while the other is a generic failure to load a public model; not enough evidence of 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": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-26350-2", + "nodes": [ + "issue:26350", + "issue:33260" + ], + "soft_pairs": [ + "issue:26350|issue:33260" + ], + "prepared_review_unit_hash": "6c79f34f4f8407a9a3bede626f70878dc985d723fa61857ca09f8f0ba2acf6dd", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate community feature requests: one for Flash Attention 2 support across more architectures and one for GGUF support across more architectures. They share only a broad \"community contribution\" framing, not the same underlying change.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the requests target different feature areas and different code paths (Flash Attention 2 vs GGUF).", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a duplicate of the other; both are standalone feature requests, so there is no single best issue to represent a merged duplicate cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different enhancement requests for unrelated functionality; they do not appear to describe the same bug or the same concrete change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 5, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-27088-6", + "nodes": [ + "issue:27088", + "issue:28936", + "issue:38435", + "issue:43834", + "issue:44365", + "issue:44370" + ], + "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:43834|issue:44370", + "issue:43834|issue:44365", + "issue:44365|issue:44370" + ], + "prepared_review_unit_hash": "8f8dfc1ff62a06ee509004a4389c066a90a654f2edd53a0c1dd655f9fd50429c", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 15, + "serialized_chars": 8793, + "estimated_input_tokens": 2199, + "estimated_eval_tokens": 4654 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 15, + "serialized_chars": 8793, + "estimated_input_tokens": 2199, + "estimated_eval_tokens": 4654 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are separate i18n documentation-translation requests, not duplicates. The high textual similarity is mostly from a shared issue template; the named language-specific issues are clearly different targets, and the placeholder-title issues are not safely mergeable into one underlying request.", + "confidence": 0.95, + "canonical_issue_reason": "issue:43834 is the most template-like and central-looking item, so it is the best representative if one must be chosen, but it does not subsume the other language-specific translation requests.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43834 is the best cluster representative because it is generic/template-shaped and sits near the center of the similarity graph, though the cluster is not truly a duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different translation requests; no evidence they target the same language or same underlying change." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Different translation requests; similarity is from shared i18n template text, not the same issue." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Turkish translation request vs a generic placeholder/template issue; not the same underlying task." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Turkish vs Romanian translation request; distinct language targets." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Turkish vs Spanish translation request; clearly separate issues." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish translation request vs placeholder/template issue; similarity is superficial." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Spanish translation request vs generic template-shaped issue; not the same underlying request." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Spanish vs Romanian translation requests; different languages, not duplicates." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Spanish translation request vs generic template-shaped issue; no same-code-path change." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian translation request vs generic template-shaped issue; not the same request." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Romanian translation request vs generic template-shaped issue; similarity is from shared boilerplate." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Romanian translation request vs placeholder/template issue; distinct underlying task." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": false, + "reason": "Both are template-shaped, but there is no proof they are the same language-specific request; too ambiguous to merge." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": false, + "reason": "Both are placeholder/template issues, but similarity is likely boilerplate rather than one shared translation request." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": false, + "reason": "Both are placeholder/template issues; high similarity alone is not enough to treat them as the same underlying request." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-36817-16", + "nodes": [ + "issue:36817", + "issue:36879", + "issue:37015", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322", + "issue:46133" + ], + "soft_pairs": [ + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:36817|issue:36879", + "issue:36879|issue:41211", + "issue:36879|issue:43909", + "issue:36879|issue:44121", + "issue:36879|issue:43837", + "issue:36879|issue:43671", + "issue:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue:36879|issue:37015", + "issue:37015|issue:42503", + "issue:41115|issue:43837", + "issue:41115|issue:44121", + "issue:41115|issue:42503", + "issue:41115|issue:45027", + "issue:41211|issue:43671", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42503|issue:42738", + "issue:42738|issue:45027", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43671|issue:43909", + "issue:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43837|issue:44121", + "issue:43909|issue:44205", + "issue:44121|issue:45322", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177", + "issue:45322|issue:46133" + ], + "prepared_review_unit_hash": "41b40713c57d9bd0a9efacd0ae79791b291c440e140cae30882d307ce1a393e0", + "component_budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21660, + "estimated_input_tokens": 5415, + "estimated_eval_tokens": 11086 + }, + "budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21660, + "estimated_input_tokens": 5415, + "estimated_eval_tokens": 11086 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a loose topical group of model-addition requests, but the artifacts are for different models and often different modalities (vision, audio, OCR, ASR/TTS, BERT variants). They are not duplicates of one underlying bug/change, so no soft edges are accepted.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "EuroBert config vs DEIMv2 are unrelated model requests; only generic add-model similarity." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert model config and Qwen3-TTS support are different model families and modalities." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "Both are add-model requests, but for different architectures (EuroBert vs RF-DETR), not the same change." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are distinct vision models with different implementation paths." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR is a detection model; LFM2.5 Audio is an audio model request." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR and the weight-sparse transformer are different architectures and code paths." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR vs Qwen3-ASR are different model types and do not look mergeable into one fix." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR and Qwen3-TTS are unrelated detection vs speech-model requests." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are unrelated model families and modalities." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT and the OpenAI weight-sparse transformer are different concrete model implementations." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT vs LFM2.5 Audio are different model classes, not the same bug/change." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are distinct model additions with separate support code." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are both BERT-like, but they are different models and integration work." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 and Qwen3-ASR are different model requests; one is general VLM, the other speech ASR." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 and the sparse transformer request are unrelated architectures." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are different model additions, not one shared fix." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 and Voxtral TTS target different modalities and code paths." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are unrelated vision vs speech requests." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT and Qwen3-ASR are different models and modalities." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are not the same underlying change." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT and BERT-like models with RoPE overlap only broadly, but they are not the same concrete request." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like RoPE support and Voxtral TTS are unrelated model features." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR share a model prefix, but they are different speech tasks and likely separate implementations." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS and Voxtral TTS are different TTS models, not one duplicate request." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS and DeepSeek-OCR2 are different modalities and support areas." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS and the sparse transformer request are unrelated model families." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio are both audio-related, but they are distinct model additions." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio are different speech/audio model requests." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR and EUPE are unrelated speech vs perception-encoder requests." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR and the sparse transformer request are different code paths and model types." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio and SAM3-LiteText are different model families and modalities." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Sparse transformer support and EUPE are different architectures, not one combined fix." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are different speech models and tasks." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS are unrelated model support requests." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different modalities and implementation areas." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are separate vision-language model requests from different projects." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 7, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41084-2", + "nodes": [ + "issue:41084", + "issue:43037" + ], + "soft_pairs": [ + "issue:41084|issue:43037" + ], + "prepared_review_unit_hash": "a75cd6297bc7944188b8dc40d670423272fa34b1cb67949d0a294cbdece59104", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues are about different feature requests/problems: one is about block decoding configuration, the other is about adding DeepSeek v3.2 support. They do not appear to describe the same underlying bug or change.", + "confidence": 0.96, + "canonical_issue_reason": "Issue #41084 is the more specific technical request and is unrelated to model-version support; it is a clearer standalone issue for block decoding behavior.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #41084 is the best representative only because it is more concrete and narrowly scoped, but it does not duplicate #43037.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different requests: block decoding configuration versus DeepSeek v3.2 model support. They do not describe the same code path or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 8, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43598-2", + "nodes": [ + "issue:43598", + "issue:43600" + ], + "soft_pairs": [ + "issue:43598|issue:43600" + ], + "prepared_review_unit_hash": "19e0b0d4e8f88aef9ea619b16844b57c920d4c7220ff55cbe4957c5a209f8c11", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1583, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1583, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are thematically related to custom trainers in Trainer, but they describe different problems: one is about `remove_unused_column` customizability, the other about FLOPS estimation. They do not look like duplicates of the same underlying bug.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 43598 is the more concrete and broadly representative Trainer customization request, centered on a specific behavior knob (`remove_unused_column`).", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43598 is the best representative issue for the cluster because it clearly frames a Trainer behavior that could affect custom trainers, while 43600 is a separate FLOPS-estimation concern.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Both mention custom trainers, but they target different code paths and fixes: one is about `remove_unused_column` behavior, the other about FLOPS counting. They are related topics, not the same bug or a single mergeable change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 9, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43684-2", + "nodes": [ + "issue:43684", + "issue:44405" + ], + "soft_pairs": [ + "issue:43684|issue:44405" + ], + "prepared_review_unit_hash": "9f707a1f44a3e1d756dd4ef7f0a913164753c8d087dd913a870bb423e01d4045", + "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 about different Qwen model families and different auto-class capabilities, so they do not look like duplicates of the same underlying request.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 43684 is the broader registration request, covering AutoModel and AutoModelForConditionalGeneration for Qwen3-Omni.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43684 is the better representative because it states a clearer, broader auto-class registration gap rather than a narrow class-specific support request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different targets: Qwen3-Omni model registration for AutoModel/AutoModelForConditionalGeneration versus Qwen3.5 support for AutoModelForSequenceClassification. They are not the same bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43835-4", + "nodes": [ + "issue:43835", + "issue:43845", + "issue:43846", + "issue:43859" + ], + "soft_pairs": [ + "issue:43835|issue:43845", + "issue:43835|issue:43846", + "issue:43835|issue:43859", + "issue:43845|issue:43846", + "issue:43845|issue:43859", + "issue:43846|issue:43859" + ], + "prepared_review_unit_hash": "c20ee06d3ad920eed0f2e3c118b5a5a696e304d54bea27941fa5b6a4bdac4a4b", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4263, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4263, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster looks like low-information duplicate issue noise: one unrelated title (\u201cFett\u201d) and three near-identical \u201chuggingface \u201d placeholders. There isn\u2019t enough evidence to merge any pair as the same underlying bug report.", + "confidence": 0.31, + "canonical_issue_reason": "Issue 43859 is the best representative of the repeated placeholder \u201chuggingface \u201d reports because it is one of the matching titles and has the only discussion activity, but all candidates are too underspecified to be a strong canonical.", + "canonical_pr_reason": null, + "best_issue_reason": "43859 is the most suitable issue for dedupe tracking among the placeholders since it matches the repeated title and has the most activity, but it is still not a high-quality canonical issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles and no description-level evidence of the same bug; only weak text similarity." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles and no concrete shared issue details, so this looks like unrelated placeholder noise." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "No shared bug description or explicit linkage; similarity is too shallow to treat as a duplicate." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": false, + "reason": "They share the same placeholder title, but there is no evidence they report the same underlying problem." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": false, + "reason": "Same generic title, but no specific symptom, target, or code-path evidence to justify a duplicate merge." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": false, + "reason": "The reports are only superficially similar; nothing indicates the same underlying bug or change request." + } + ] + }, + "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": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44371-5", + "nodes": [ + "issue:44371", + "issue:44418", + "issue:44572", + "issue:44573", + "issue:44937" + ], + "soft_pairs": [ + "issue:44371|issue:44572", + "issue:44371|issue:44573", + "issue:44371|issue:44418", + "issue:44371|issue:44937", + "issue:44418|issue:44572", + "issue:44418|issue:44573", + "issue:44572|issue:44573", + "issue:44572|issue:44937", + "issue:44573|issue:44937" + ], + "prepared_review_unit_hash": "405844ac650d22d818a97976a121277d1b04ad35d113c683331bf4c5e02030b4", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster appears to be a set of unrelated low-information/spam issues, with no concrete shared bug or feature description to justify deduping beyond generic similarity.", + "confidence": 0.92, + "canonical_issue_reason": "issue:44371 is the earliest generic spam-placeholder issue in the set, so it is the best representative of this noise cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44371 is the most suitable cluster representative because it is a minimal, content-free spam issue and predates the other similar placeholders.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are spam-placeholder titles, but there is no evidence they refer to the same underlying report or change." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Identical-looking spam titles are not enough to confirm the same issue; no concrete shared problem is described." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is a spam placeholder and the other is a documentation suggestion; these do not look like the same underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "A spam placeholder and a specific phrase-based issue are not the same concrete problem." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Documentation enhancement versus spam placeholder; no sign of a shared bug or request." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Documentation enhancement versus spam placeholder; the similarity is only superficial." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam placeholders, but there is no substantive evidence they describe one underlying issue rather than separate spam posts." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "A spam placeholder and a specific quoted-name issue are unrelated on the available evidence." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "A spam placeholder and a specific quoted-name issue are unrelated on the available evidence." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 12, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45145-2", + "nodes": [ + "issue:45145", + "issue:45151" + ], + "soft_pairs": [ + "issue:45145|issue:45151" + ], + "prepared_review_unit_hash": "6da72f3c52adac3498e870da75a3625d86c066be055806df50057c4514d10ed6", + "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": "#45145 is still the best canonical issue because it is earlier and already has an inbound reference. However, the pair should not be auto-accepted as a duplicate from the evidence shown alone: the packet only exposes identical titles, similar body lengths, and a soft similarity score, without body text or explicit linkage.", + "confidence": 0.84, + "canonical_issue_reason": "#45145 is earlier and already has an inbound reference, so it is the stronger canonical copy for this report.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the best issue to keep as canonical because it predates #45151 and has outside attention.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": false, + "reason": "The titles match and the similarity signal is strong, but the packet does not expose the bodies or any explicit linkage. That is enough to suspect a duplicate, but not enough to confidently accept it as the same underlying issue." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The canonical-issue choice is grounded: #45145 is earlier and has an inbound reference. However, the duplicate verdict is a bit too strong for the evidence provided. The packet only shows identical titles, similar body lengths, and a soft-similarity signal with Jaccard 0.63; it does not expose the bodies or any explicit linkage. This supports a likely duplicate, but not the confident \u2018same underlying issue\u2019 framing." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45295-2", + "nodes": [ + "issue:45295", + "issue:45373" + ], + "soft_pairs": [], + "prepared_review_unit_hash": "f5fd95fada2f530ab0999e343c17c16266cde0c7182bb22509972ca44827cd49", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe the same missing Gemma 4 sequence-classification support; the later, more specific open issue is the better cluster representative.", + "confidence": 0.94, + "canonical_issue_reason": "issue #45373 is the clearest canonical tracker: it is open, explicitly names the missing class `Gemma4ForSequenceClassification`, and states the module-level gap relative to Gemma 2/3.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #45373 best captures the concrete request and likely remaining work, while #45295 is a shorter earlier duplicate with less detail and is already closed.", + "best_pr_reason": null, + "soft_edge_verdicts": [] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 14, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45672-2", + "nodes": [ + "issue:45672", + "issue:45674" + ], + "soft_pairs": [ + "issue:45672|issue:45674" + ], + "prepared_review_unit_hash": "4f4a08854d233215f84ec137240966c5dc7c43b59bf479e09fba70d23558c4ad", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1668, + "estimated_input_tokens": 417, + "estimated_eval_tokens": 1090 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1668, + "estimated_input_tokens": 417, + "estimated_eval_tokens": 1090 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two distinct 4-bit inference bugs, not duplicates: one is a Gemma4/audio-module torch.finfo() TypeError on uint8 weights, the other is a BitsAndBytesConfig regression where llm_int8_skip_modules drops the default lm_head exclusion and triggers an AssertionError.", + "confidence": 0.94, + "canonical_issue_reason": "Issue #45674 is the cleaner cluster anchor: it describes a specific, configuration-driven regression with a clear failing path, while #45672 is a separate model/module-specific bug.", + "canonical_pr_reason": null, + "best_issue_reason": "#45674 is the best representative issue for the cluster because it is tightly scoped and easier to map to a concrete fix, even though it is not a duplicate of #45672.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Different failure modes and code paths: Gemma4 audio module torch.finfo() on uint8 weights versus BitsAndBytesConfig skipping the default lm_head exclusion and causing an AssertionError. They share only broad 4-bit inference context." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45762-2", + "nodes": [ + "issue:45762", + "issue:45763" + ], + "soft_pairs": [ + "issue:45762|issue:45763" + ], + "prepared_review_unit_hash": "319ecca25a3df64330644d4387fc07c4062ca8e85f66c228423af59c8d5b8081", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items look like unrelated low-signal/spam issues containing personal names and dates, not a real duplicate bug cluster.", + "confidence": 0.96, + "canonical_issue_reason": "Issue #45762 is the earlier of the two and can serve as the cluster anchor, but both issues are equally non-actionable personal-data spam.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue in this cluster is a good canonical bug report; both are closed spam-like entries with no technical content.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "They only share a vague spam-like pattern; the titles name different people and dates, with no indication 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": 16, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45764-2", + "nodes": [ + "issue:45764", + "issue:45765" + ], + "soft_pairs": [ + "issue:45764|issue:45765" + ], + "prepared_review_unit_hash": "131e9b53aed97a99ee290a1f0d70bf55a9bee708ed0e337bb32044ada1b46850", + "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 just personal-name/date titles with no bodies or linked context, and they do not describe the same underlying problem. The soft similarity signal is not enough to treat them as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: neither issue contains actionable problem description, and the titles indicate unrelated placeholder-like entries rather than a shared bug report.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good representative target for deduping because both lack substantive content and do not appear related.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Only superficial title similarity; the names/dates differ and there is no body, target, or code-path evidence showing 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": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45869-5", + "nodes": [ + "issue:45869", + "issue:45870", + "issue:45871", + "issue:45872", + "issue:45873" + ], + "soft_pairs": [ + "issue:45869|issue:45870", + "issue:45869|issue:45871", + "issue:45870|issue:45871", + "issue:45870|issue:45872", + "issue:45870|issue:45873", + "issue:45871|issue:45872", + "issue:45871|issue:45873", + "issue:45872|issue:45873" + ], + "prepared_review_unit_hash": "31728d4160dbe4fb33cd95a7aa20d6e68b5f875b917754f44ecb005ac9f8e553", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5721, + "estimated_input_tokens": 1431, + "estimated_eval_tokens": 3118 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5721, + "estimated_input_tokens": 1431, + "estimated_eval_tokens": 3118 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The packet suggests two highly similar issue pairs: 45870/45871 and 45872/45873. The evidence is metadata-only, so I\u2019d treat them as likely duplicates rather than proven exact duplicates. 45869 looks topic-adjacent but distinct.", + "confidence": 0.78, + "canonical_issue_reason": "45870 is the best canonical issue here because it is the earlier and slightly more active member of the clearest duplicate-like pair (45870/45871). 45872/45873 looks like a separate similar pair, and 45869 is adjacent but not the same issue.", + "canonical_pr_reason": null, + "best_issue_reason": "45870 is the strongest overall representative among these issues: it anchors the most clearly repeated title/body pattern, is earlier than 45871, and has a bit more discussion activity. The other pair (45872/45873) appears separate, and 45869 is too different to serve as the main representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Both mention finance/data themes, but the titles describe different concrete things: a dataset bundle vs an example about financial time series prediction." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Both mention finance/data themes, but the titles describe different concrete things: a dataset bundle vs an example about financial time series prediction." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Identical titles and matching body length with no differentiating metadata make these likely the same underlying issue." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "They share the broad DataForge/finance theme, but the titles point to different requests: prediction example vs scraping service." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "They share the broad DataForge/finance theme, but the titles point to different requests: prediction example vs scraping service." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "They share the broad DataForge/finance theme, but the titles point to different requests: prediction example vs scraping service." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "They share the broad DataForge/finance theme, but the titles point to different requests: prediction example vs scraping service." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Identical titles and matching body length with no differentiating metadata make these likely the same underlying issue." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The output is a bit too strong for the evidence in the packet. The titles and body lengths support that 45870/45871 and 45872/45873 are highly similar, but the packet does not provide body text or explicit duplicate markers, so calling them \"exact duplicates\" is overstated. Similarly, 45869 is only topic-adjacent from the metadata available; that part is fine, but the overall summary and canonical reasoning should stay more conservative. 45870 as the earlier, slightly more active representative is reasonable, but the confidence and duplicate wording should be softened." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-39895-14", + "nodes": [ + "pull_request:39895", + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45655", + "pull_request:46048", + "pull_request:46067" + ], + "soft_pairs": [ + "pull_request:39895|pull_request:43424", + "pull_request:41855|pull_request:43823", + "pull_request:41855|pull_request:43424", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:46067", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:46067", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:45655", + "pull_request:43823|pull_request:43995", + "pull_request:43823|pull_request:46067", + "pull_request:43995|pull_request:44827", + "pull_request:43995|pull_request:45213", + "pull_request:44827|pull_request:46067", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:46048", + "pull_request:44827|pull_request:45655", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "753f0da67ef2d400714e8a0703123e49b5dad79b7b4fa11e0d3dfed0065e3166", + "component_budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 22, + "serialized_chars": 38364, + "estimated_input_tokens": 9591, + "estimated_eval_tokens": 19438 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 22, + "serialized_chars": 38364, + "estimated_input_tokens": 9591, + "estimated_eval_tokens": 19438 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster is mostly unrelated PRs; the only true duplicate pair is the two cross-entropy kwargs fixes (#43251 and #43254).", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "#43251 is the better canonical PR: it has the explicit issue link, clearer intent, and a slightly more complete implementation of the same fixed_cross_entropy change.", + "best_issue_reason": null, + "best_pr_reason": "#43251 is the best representative PR for the duplicate pair because it directly targets the tracked bug and is the most self-contained version of that fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "Unrelated model-doc/new-model PR versus an executorch dynamic-shape test change; no shared bug or code path." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Mistral tokenizer API additions and a new MobileLLM model are different changes with no common defect." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Tokenizer method additions are unrelated to executorch export dynamic-shape testing." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor/pretrained-loading robustness work is unrelated to adding MobileLLM." + }, + { + "left": "pull_request:43251", + "right": "pull_request:46067", + "accept": false, + "reason": "Both touch infrastructure, but they fix different problems: cross-entropy kwargs versus base_model_prefix handling in conversions." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Loss-function kwargs fix and new MobileLLM model addition are unrelated." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Cross-entropy kwargs handling is unrelated to Mistral4 test and MoE fixes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:46067", + "accept": false, + "reason": "Executorch dynamic-shape tests and conversion base_model_prefix handling address different code paths." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Different subsystems and different bugs; no plausible single merged PR." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Executorch testing change is unrelated to introducing MobileLLM." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New model addition and config resolution ordering bug are unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "Adding MobileLLM is unrelated to Falcon output-interface refactoring." + }, + { + "left": "pull_request:43823", + "right": "pull_request:46067", + "accept": false, + "reason": "New model addition and conversion-prefix fixes are different changes." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon output-interface refactor and Mistral4 test fixes are not the same underlying change." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactoring and the model-creation skill PR are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46067", + "accept": false, + "reason": "Mistral4 tests/MoE fix is unrelated to conversion prefix handling." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test fixes and layrnorm-to-layernorm renaming address different models and bugs." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 test fixes are unrelated to the TDT loss kernel addition." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 test fixes and config resolution ordering are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "A model test-fix PR and the model-creation skill PR are not the same underlying change." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "A model implementation PR and a repository skill/documentation PR are unrelated." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs fix the same fixed_cross_entropy issue by passing supported nn.functional.cross_entropy kwargs in src/transformers/loss/loss_utils.py; they are mergeable into one change." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: it identifies the only clearly duplicate pair as #43251/#43254, which is supported by the shared file and shared issue target. The soft-edge rejections are also reasonable and do not overstate evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-2", + "nodes": [ + "pull_request:40546", + "pull_request:42781" + ], + "soft_pairs": [ + "pull_request:40546|pull_request:42781" + ], + "prepared_review_unit_hash": "5f6f020c618e8b60d60b92cc6702a4ce1273d864df8717303d3ac73ed121f4ee", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7225, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7225, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are about VibeVoice, but they target different scopes: #40546 adds the base VibeVoice integration, while #42781 adds a separate realtime/acoustic-tokenizer extension. They overlap on model-family plumbing, but they are not the same underlying change.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "#40546 is the original reviewed PR for the core VibeVoice implementation; #42781 is a later, separate realtime-oriented extension that adds additional components rather than duplicating the base feature.", + "best_issue_reason": null, + "best_pr_reason": "#40546 is the most representative and mature PR for the core VibeVoice feature set. #42781 is draft and appears to build on the base implementation instead of being a duplicate of it.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Reject: the shared files reflect common VibeVoice scaffolding, but #40546 implements the base model while #42781 adds realtime and acoustic-tokenizer work. Different concrete code paths and feature scope." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 3, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40755-2", + "nodes": [ + "pull_request:40755", + "pull_request:41224" + ], + "soft_pairs": [ + "pull_request:40755|pull_request:41224" + ], + "prepared_review_unit_hash": "dda6230ad1835ebb5c207c6a41492556143ca14d35e09294b9aebe092d96fed5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two pull requests are not duplicates: one adds TimesFM covariate forecasting support, the other adds DINOv3 image classification support. They touch different model families, different code paths, and different user-facing features.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR for the cluster: the PRs implement unrelated features in different subsystems, so they should not be deduplicated against each other.", + "best_issue_reason": null, + "best_pr_reason": "PR #41224 is the better standalone representative because it is a narrower, concrete feature addition with a clearly scoped implementation and docs/tests, whereas PR #40755 is a larger cross-file feature expansion but still unrelated to the other PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different models and different functionality: TimesFM covariate forecasting vs DINOv3 image classification. They do not appear to fix the same underlying bug or add the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 4, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41356-2", + "nodes": [ + "pull_request:41356", + "pull_request:44339" + ], + "soft_pairs": [ + "pull_request:41356|pull_request:44339" + ], + "prepared_review_unit_hash": "aead1308c167b0bae6ff11bf9358340baa5e76f816618383418b505a10a9cd01", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two DEIMv2 pull requests target the same model family, but they are not the same change: PR 41356 is an early/basic model + image processor add, while PR 44339 is a much broader follow-up that adds loss code, auto-mappings, conversion tooling, modular files, and more integration work.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44339 is the more complete and representative DEIMv2 implementation; PR 41356 looks like an earlier partial version of the same model bring-up.", + "best_issue_reason": null, + "best_pr_reason": "PR 44339 is the strongest single artifact for the cluster because it subsumes the basic model work and includes the broader integration needed for a full Transformers addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41356", + "right": "pull_request:44339", + "accept": false, + "reason": "Same model area, but not the same concrete change: 44339 expands the implementation substantially and adds new code paths beyond the basic PR 41356. They look like related iterations, not mergeable duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41797-3", + "nodes": [ + "pull_request:41797", + "pull_request:45186", + "pull_request:45630" + ], + "soft_pairs": [ + "pull_request:41797|pull_request:45186", + "pull_request:45186|pull_request:45630" + ], + "prepared_review_unit_hash": "1a77cfd8dbcbaf2c68561baddc3ea8071dba4c9767d528f30b274d27e12be1fe", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10435, + "estimated_input_tokens": 2609, + "estimated_eval_tokens": 5474 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10435, + "estimated_input_tokens": 2609, + "estimated_eval_tokens": 5474 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three PRs are model-introduction docs/code additions for different models, not the same underlying change. They share generic Transformers scaffolding, but each targets a distinct model family and codepath, so the soft links should be rejected.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45630 is the strongest representative of the cluster because it is the newest, has the highest review activity, and appears to be the most fully developed model-addition change; however, it is still distinct from the other PRs.", + "best_issue_reason": null, + "best_pr_reason": "PR #45630 is a reasonable cluster representative for a new-model addition, with broad integration across auto-mappings, model files, and tests, and substantially more discussion than the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "Different model additions: DeepSeek OCR vs Isaac. Shared Transformers scaffolding and docs/auto-registry updates are generic and do not indicate the same bug or mergeable code-path fix." + }, + { + "left": "pull_request:45186", + "right": "pull_request:45630", + "accept": false, + "reason": "Different model additions: Isaac vs Kimi2-6. They touch similar registry surfaces, but the underlying models, files, and implementation details 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": 6, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42975-2", + "nodes": [ + "pull_request:42975", + "pull_request:42976" + ], + "soft_pairs": [ + "pull_request:42975|pull_request:42976" + ], + "prepared_review_unit_hash": "af911583abe8598bb3fe2b3c84815b38aeee806e092c9d2a8aa37e256f31afcb", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are both broad workflow-maintenance PRs, but they target different GitHub Actions and different upgrade goals: Node 24 compatibility vs. docker/build-push-action version bumps. They should not be deduplicated.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR for deduplication: 42975 is about upgrading common GitHub Actions for Node 24 compatibility, while 42976 is a separate build-push-action upgrade across Docker image workflows.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the better representative of the cluster because it is the broader, more central Actions compatibility upgrade; 42976 is narrower and concerns a different action family.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Reject: both touch workflow files, but the concrete changes are different. 42975 upgrades checkout/cache/upload-artifact for Node 24 compatibility; 42976 upgrades docker/build-push-action v5 to v6. They are separate maintenance changes and would not plausibly be merged into one PR as 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": 7, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42978-5", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:45490", + "pull_request:46162" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:43451", + "pull_request:42978|pull_request:45490", + "pull_request:43448|pull_request:43451", + "pull_request:43448|pull_request:45490", + "pull_request:43451|pull_request:45490", + "pull_request:45490|pull_request:46162" + ], + "prepared_review_unit_hash": "f083c0de25764dbd2637dc7789da90f8ef0e81c233de28a557b57f5b7eb8bcc9", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 7, + "serialized_chars": 16484, + "estimated_input_tokens": 4121, + "estimated_eval_tokens": 8498 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 7, + "serialized_chars": 16484, + "estimated_input_tokens": 4121, + "estimated_eval_tokens": 8498 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are not duplicates: they add different models (ViT NEPA, Molmo, Molmo2, CTSM) or make a small test-only XPU update. The shared files are mostly generic docs/auto-registry scaffolding, not the same underlying change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "pull_request:43451 is the most substantial standalone PR: it introduces the full Molmo2 stack (config, modeling, processing, video processing, auto-mappings, docs, and tests), making it the clearest representative of a complete model addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different model additions: ViT NEPA vs Molmo. The overlap is generic model-registration/docs boilerplate, not the same code path or bug." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "Different model families: ViT NEPA vs Molmo2. Shared auto/docs files are expected for any new model and do not indicate a duplicate change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "ViT NEPA vision model addition and CTSM time-series model addition are unrelated changes; only generic registry/docs files overlap." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are separate model additions with distinct source trees and tests; similar naming alone is not enough to treat them as the same change." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo (vision-language) and CTSM (time-series) are different model integrations; shared auto/docs edits are broad scaffolding, not one bug fix." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 model integration and CTSM model integration target different architectures and files; they are not plausibly mergeable into one duplicate PR." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46162", + "accept": false, + "reason": "CTSM is a new model-addition PR, while 46162 is a small test-only XPU expectation change for Florence2/LFM2-VL. They do not fix the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43291-4", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815", + "pull_request:46102" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43665|pull_request:46102", + "pull_request:43665|pull_request:44815" + ], + "prepared_review_unit_hash": "b676da0a4a5b1911fbcea6336f3994385cf74534901b2d36072ab3b61516a15c", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 9391, + "estimated_input_tokens": 2348, + "estimated_eval_tokens": 4952 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 9391, + "estimated_input_tokens": 2348, + "estimated_eval_tokens": 4952 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are not duplicates: they touch different subsystems and fix different problems. The cluster is mostly connected by generic titles like \u201cfix\u201d or \u201cdequant fix,\u201d not by the underlying change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #44815 is the most substantive and concrete change in the set: it has a specific loading/dequantization fix spanning core model loading and fine-grained FP8 integration, with a clearer technical scope than the test-only or broadly named PRs.", + "best_issue_reason": null, + "best_pr_reason": "PR #44815 is the best representative of the cluster because it contains an identifiable code-path fix and meaningful implementation detail, whereas #43665 is effectively test noise, #43291 is Whisper-specific, and #46102 is an FSDP-specific cleanup/fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Whisper tokenizer decoding/test fix vs unrelated CLIP/ViT test edits; no shared bug or code path." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper decoding fix vs FP8 dequant/loading fix in unrelated modules; not the same underlying issue." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46102", + "accept": false, + "reason": "Test assertion changes in CLIP/ViT vs FSDP tied-weights cleanup; clearly different changes." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Test-only edits in vision models vs dequantization/loading changes; no plausible single 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": 9, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43488-5", + "nodes": [ + "pull_request:43488", + "pull_request:43532", + "pull_request:45932", + "pull_request:46100", + "pull_request:46114" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:46114", + "pull_request:43488|pull_request:43532", + "pull_request:43532|pull_request:46114", + "pull_request:45932|pull_request:46100", + "pull_request:46100|pull_request:46114" + ], + "prepared_review_unit_hash": "02cc4a059d7d3ecd6bcf4e2acb8e68a288ac5eaea2bc20ff2bcce1ee72872f1a", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 11340, + "estimated_input_tokens": 2835, + "estimated_eval_tokens": 5926 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 11340, + "estimated_input_tokens": 2835, + "estimated_eval_tokens": 5926 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Mostly unrelated placeholder/test PRs. The only true duplicate pair is #46100 and #46114, which have the same ViT test-file edit; the other PRs only overlap superficially on broad test/workflow areas.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "#46114 is the best canonical PR for the duplicate pair because it has the same diff as #46100 but a clearer title/body indicating the forked test-migration/OTEL purpose.", + "best_issue_reason": null, + "best_pr_reason": "#46114 is the best representative of the cluster\u2019s only real duplicate set: it is effectively identical to #46100 while being more explicit about intent.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Both are dummy \"don't merge\" PRs and both touch the Vit test file, but the actual changes are different (setup/version/deps vs workflow/notification/testing-utils edits). Not the same underlying change." + }, + { + "left": "pull_request:43488", + "right": "pull_request:46114", + "accept": false, + "reason": "Only superficial overlap on a Vit test file. #43488 is a setup/version/dependency bot check, while #46114 is a test-migration PR with failing assertions. Different code paths and goals." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46114", + "accept": false, + "reason": "Shared test-file name is not enough; #43532 is mainly CI/workflow infrastructure and helper changes, while #46114 is a tiny ViT test migration. Not mergeable as one PR." + }, + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "#45932 is a broad telemetry/grafana-related PR across workflows and multiple model files; #46100 only edits the ViT test file to add failing assertions. Different underlying changes." + }, + { + "left": "pull_request:46100", + "right": "pull_request:46114", + "accept": true, + "reason": "These are effectively identical PRs: same ViT test-file diff adding the same failing assertions, with only title/body differences. They look like the same underlying change." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The conclusions are grounded in the packet and the soft-edge calls are conservative. The only clearly identical diff pair is #46100/#46114, while the other PR pairs share at most superficial filename or test/workflow overlap and do not look mergeable as one bugfix PR." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43612-2", + "nodes": [ + "pull_request:43612", + "pull_request:43613" + ], + "soft_pairs": [ + "pull_request:43612|pull_request:43613" + ], + "prepared_review_unit_hash": "46c0665b308c5c86f8be1e0f5d3a82f1e40ac1c9458f843a2f8c79f6fd305781", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6083, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6083, + "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 adding different promptable segmentation pipelines; their overlap is mostly shared scaffolding/docs, not the same underlying change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 43613 is the broader, more complete pipeline addition (more model/test coverage and implementation files), so it is the better representative if one PR must be picked.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different features: promptable concept segmentation vs promptable visual segmentation. Shared docs/registry/pipeline boilerplate is expected and not enough to merge them 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": 11, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43651-2", + "nodes": [ + "pull_request:43651", + "pull_request:43663" + ], + "soft_pairs": [ + "pull_request:43651|pull_request:43663" + ], + "prepared_review_unit_hash": "5e3995bf6ffde54256bca1688f1593ea86f1bc316969bdd838a123c9522a7a5a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs both touch `trainer.py`, but they fix different Trainer extension points: one changes gradient-accumulation loss scaling, the other adds an overrideable signature-column helper for dataset filtering. They should not be clustered as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: #43651 and #43663 address separate code paths and separate user-facing behaviors, so neither subsumes the other as a duplicate representative.", + "best_issue_reason": null, + "best_pr_reason": "#43651 is the cleaner cluster anchor if one must be chosen: it is a focused, concrete behavior change with a specific trainer loss-scaling path and a clearer standalone purpose.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Same file, but different underlying changes: gradient-accumulation loss scaling vs signature-column filtering. They are independent trainer improvements and could 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": "pull_request", + "component_index": 12, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43656-2", + "nodes": [ + "pull_request:43656", + "pull_request:43842" + ], + "soft_pairs": [ + "pull_request:43656|pull_request:43842" + ], + "prepared_review_unit_hash": "7cdef20d78d7967505ae84821948aea210b518ea19ac3a454ef278ea5ced89bb", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target the same runtime TypeAdapter annotation failure in `src/transformers/cli/serve.py`, but `43842` is the narrower and more explicit fix; `43656` is a broader typing/annotations cleanup that also touches the same bug.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "43842 most directly matches the concrete bug: it fixes the `TypeAdapter` NameError with a minimal, explicit `TYPE_CHECKING`/string-annotation change tied to the pydantic-absent case.", + "best_issue_reason": null, + "best_pr_reason": "43842 is the best representative of the cluster because it targets the exact runtime failure with the least collateral change and the clearest bug description.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": true, + "reason": "Both fix the same underlying `TypeAdapter` NameError in the CLI serve path; they are alternative implementations of the same bug fix and could plausibly be consolidated into one PR." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs modify `src/transformers/cli/serve.py` and their titles/diffs point to the same `TypeAdapter` NameError class of bug. The soft-edge acceptance is conservative enough because the two fixes are compatible and could plausibly be folded into one PR, with `43842` being the narrower, more explicit variant." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43779-2", + "nodes": [ + "pull_request:43779", + "pull_request:43816" + ], + "soft_pairs": [ + "pull_request:43779|pull_request:43816" + ], + "prepared_review_unit_hash": "e7c674adcc031aa8883109a5dfc678b4407fb20b10764302092e384d031ba83a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests appear to implement the same SwanLab integration change: adding run id/resume support in `integration_utils.py` for issue #43698, with one variant also expanding the docs. They are strong duplicate PR candidates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43816 is the cleaner representative: it carries the same SwanLab id/resume support plus the accompanying documentation updates, making it the more complete version of the shared change.", + "best_issue_reason": null, + "best_pr_reason": "PR #43816 is the best global representative because it appears to include the full feature change and docs for SwanLab run id/resume support, while #43779 is the narrower implementation-focused variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43779", + "right": "pull_request:43816", + "accept": true, + "reason": "Same underlying SwanLab callback enhancement for id/resume support in the same file and same issue target; the doc differences do not change the core code-path change, so these are duplicate PRs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs target issue #43698, touch the same file, and the previews indicate the same SwanLab id/resume support with #43816 adding docs. The duplicate/mergeable verdict is conservative enough given the shared target and overlapping code change." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44085", + "pull_request:44086", + "pull_request:44098", + "pull_request:44101", + "pull_request:44116", + "pull_request:44129", + "pull_request:44154", + "pull_request:44161", + "pull_request:44722" + ], + "soft_pairs": [ + "pull_request:43996|pull_request:44085", + "pull_request:43996|pull_request:44044", + "pull_request:44066|pull_request:44085", + "pull_request:44007|pull_request:44072", + "pull_request:44072|pull_request:44722", + "pull_request:44066|pull_request:44072", + "pull_request:44013|pull_request:44044", + "pull_request:44066|pull_request:44086", + "pull_request:44066|pull_request:44071", + "pull_request:44018|pull_request:44068", + "pull_request:44066|pull_request:44068", + "pull_request:44018|pull_request:44066", + "pull_request:44019|pull_request:44722", + "pull_request:44086|pull_request:44722", + "pull_request:44019|pull_request:44085", + "pull_request:44018|pull_request:44019", + "pull_request:44019|pull_request:44071", + "pull_request:44068|pull_request:44116", + "pull_request:44068|pull_request:44722", + "pull_request:44018|pull_request:44116", + "pull_request:44071|pull_request:44722", + "pull_request:44018|pull_request:44086", + "pull_request:44018|pull_request:44085", + "pull_request:44068|pull_request:44086", + "pull_request:44071|pull_request:44085", + "pull_request:44059|pull_request:44086", + "pull_request:44085|pull_request:44086", + "pull_request:44098|pull_request:44101", + "pull_request:44059|pull_request:44722", + "pull_request:44018|pull_request:44071", + "pull_request:44017|pull_request:44722", + "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44073", + "pull_request:44068|pull_request:44071", + "pull_request:43997|pull_request:44073", + "pull_request:44071|pull_request:44086", + "pull_request:44073|pull_request:44101", + "pull_request:44017|pull_request:44071", + "pull_request:44056|pull_request:44101", + "pull_request:44059|pull_request:44071", + "pull_request:44073|pull_request:44161", + "pull_request:44059|pull_request:44068", + "pull_request:44018|pull_request:44059", + "pull_request:44101|pull_request:44161", + "pull_request:43997|pull_request:44017", + "pull_request:43997|pull_request:44056", + "pull_request:44071|pull_request:44076", + "pull_request:44074|pull_request:44101", + "pull_request:44056|pull_request:44161", + "pull_request:43997|pull_request:44018", + "pull_request:43997|pull_request:44161", + "pull_request:44074|pull_request:44161", + "pull_request:44018|pull_request:44161", + "pull_request:43997|pull_request:44071", + "pull_request:44010|pull_request:44071", + "pull_request:44010|pull_request:44073", + "pull_request:44018|pull_request:44129", + "pull_request:43997|pull_request:44074", + "pull_request:43997|pull_request:44129", + "pull_request:44071|pull_request:44129", + "pull_request:44010|pull_request:44018", + "pull_request:43996|pull_request:44161", + "pull_request:43996|pull_request:44017", + "pull_request:44010|pull_request:44044", + "pull_request:44044|pull_request:44074", + "pull_request:44066|pull_request:44722", + "pull_request:44085|pull_request:44722", + "pull_request:44085|pull_request:44129", + "pull_request:43996|pull_request:44007", + "pull_request:43996|pull_request:44129", + "pull_request:44044|pull_request:44129", + "pull_request:44044|pull_request:44154" + ], + "prepared_review_unit_hash": "1166def1b3c415d6317bb6a15703929009acad7cb330eba4df53e583a1849cdf", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84900, + "estimated_input_tokens": 21225, + "estimated_eval_tokens": 42706 + }, + "budget": { + "node_count": 27, + "item_count": 27, + "soft_pair_count": 72, + "serialized_chars": 75096, + "estimated_input_tokens": 18774, + "estimated_eval_tokens": 37804 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of parallel model-specific output-tracing refactors tied to the same umbrella tracking issue, not one duplicate bug. The only clear duplicates are within the GPT-Neo pair and the GPT-J/CodeGen pair(s).", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44066 is the clearest representative of the concrete GPT-J/CodeGen output-tracing refactor: it has an explicit issue link, touches the right code paths, and is the most complete multi-file instance of that same change family.", + "best_issue_reason": null, + "best_pr_reason": "PR 44066 is the best single representative of the deduplicated subset because it directly implements the standardized output-tracing change for GPT-J/CodeGen and is explicitly tied to the umbrella issue.", + "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 merge." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Unrelated model implementations; similar refactor theme only." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Both are GPT-J output-tracing refactors on the same code path and could be merged into one PR." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "Different models; only the output-tracing pattern is shared." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "Different model families and code paths; shared issue target does not imply duplicate." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/CodeGen versus EfficientNet; not the same underlying change." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "Different model subsystems; same refactor style only." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen and MGP-STR are unrelated implementations." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "Different model families; shared output-tracing theme is too broad." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Both target GPT-Neo output-tracing in the same file/code path and look like duplicate variants of the same fix." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen versus GPT-Neo; not the same concrete change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are different model implementations." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet versus GPT-J/CodeGen; same refactor pattern only." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "Different models and different code paths." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet and GPT-J are unrelated changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "Different model families; not mergeable as one fix." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet versus MPT; same umbrella pattern only." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert are different code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are separate model changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo versus Flaubert; unrelated implementations." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT versus GPT-J/CodeGen; shared refactor style only." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated model code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo versus GPT-J; not the same underlying change." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "Different model families and implementations." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44085", + "accept": false, + "reason": "MPT and GPT-J are unrelated." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-2 versus MGP-STR; same tracing refactor theme only." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "Both are output-tracing refactors, but for different model code paths." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert/XLM are different model families." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-2 versus GPT-J/CodeGen; similar pattern, different code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are unrelated model implementations." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "SegFormer and GPT-J/CodeGen are different subsystems." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "SegFormer and LongT5 are unrelated code paths." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT versus Flaubert/XLM; not the same concrete change." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet versus ViLT; same output-tracing motif only." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet versus MPNet; different models and code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT versus ImageGPT; unrelated implementations." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet versus Flaubert/XLM; not a duplicate change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are unrelated model code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are different subsystems." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT and SpeechT5 are unrelated implementations." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert and MPT are different model code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert and ViLT are unrelated changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44059", + "accept": false, + "reason": "GPT-Neo and GPT-2 are separate model implementations." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert and DeBERTa are unrelated." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa and TextNet are different model code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa and SpeechT5 are unrelated." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44161", + "accept": false, + "reason": "GPT-Neo and LongT5 are different model implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet versus TextNet; same refactor pattern only." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44129", + "accept": false, + "reason": "RegNet and SpeechT5 are different code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44086", + "accept": false, + "reason": "MPT and MGP-STR are unrelated model implementations." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBert and GPT-Neo are different model families." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44161", + "accept": false, + "reason": "CVT/FNet and LongT5 are unrelated changes." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44017", + "accept": false, + "reason": "CVT/FNet and SegFormer are different model code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert and DeBERTa are unrelated implementations." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa and VITS are different model families." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44154", + "accept": false, + "reason": "EfficientNet and VITS are unrelated code paths." + }, + { + "left": "pull_request:44101", + "right": "pull_request:44161", + "accept": false, + "reason": "Flaubert/XLM and LongT5 are unrelated model implementations." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44161", + "accept": false, + "reason": "ViLT and LongT5 are different code paths." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-2 and GPT-Neo are separate model implementations." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-2 and MPT are unrelated." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44161", + "accept": false, + "reason": "GPT-Neo and LongT5 are different models." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are unrelated code paths." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative: it treats the cluster as mostly parallel model-specific refactors, and only marks the GPT-Neo and GPT-J/CodeGen pairs as clear mergeable duplicates. The listed soft-edge rejections are appropriately cautious for different model families/code paths, and the accept verdicts are supported by shared file/code-path evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 27, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43997", + "pull_request:44010", + "pull_request:44024", + "pull_request:44056", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44129" + ], + "soft_pairs": [ + "pull_request:44024|pull_request:44076", + "pull_request:44073|pull_request:44074", + "pull_request:44056|pull_request:44073", + "pull_request:44056|pull_request:44074", + "pull_request:43997|pull_request:44010", + "pull_request:44010|pull_request:44129" + ], + "prepared_review_unit_hash": "f9be3b987b95733fb8b21b2459a14eb6983db4a6deafef9040a148ff9dc371ec", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84900, + "estimated_input_tokens": 21225, + "estimated_eval_tokens": 42706 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 6, + "serialized_chars": 17125, + "estimated_input_tokens": 4282, + "estimated_eval_tokens": 8820 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All items are model-specific PRs in the same broad output-tracing migration wave, but they touch different architectures and code paths, so they are not duplicates of one another.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44129 is the strongest anchor: it has an explicit issue target, a concrete SpeechT5-specific refactor, and is clearly scoped to the standardized output-capture migration pattern.", + "best_issue_reason": null, + "best_pr_reason": "PR 44129 is the best representative of the cluster because it is explicit about its tracking issue and presents a focused, model-local implementation of the output tracing refactor.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "Both are standardized output-tracing refactors, but FocalNet and ImageGPT are different model implementations with different forward paths and hook targets; not the same change." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "VisualBert and TextNet are unrelated model families; these are separate per-model migrations, not one shared bug fix or mergeable PR." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "MPNet and VisualBert change different encoder stacks and output-recording hooks; same migration style, but not the same concrete code-path problem." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "Different model families and different output-capture adaptations; too broad to treat as duplicates." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are unrelated architectures, so these are separate refactors rather than duplicate fixes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert and SpeechT5 modify different model internals; they share a migration theme but not the same underlying code-path or mergeable fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 15, + "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-43998-14", + "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", + "pull_request:46106" + ], + "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", + "pull_request:44027|pull_request:46106", + "pull_request:44026|pull_request:46106", + "pull_request:44001|pull_request:46106", + "pull_request:44002|pull_request:46106", + "pull_request:43998|pull_request:46106" + ], + "prepared_review_unit_hash": "e54f3abde29f60ddf451c83bea5769ec72ad1b11bf48d82ada681238371e448e", + "component_budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 45, + "serialized_chars": 43786, + "estimated_input_tokens": 10947, + "estimated_eval_tokens": 22150 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 45, + "serialized_chars": 43786, + "estimated_input_tokens": 10947, + "estimated_eval_tokens": 22150 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicate PRs; they are separate output-tracing refactors applied to different model code paths, plus one unrelated docs change. The cluster is best treated as a thematic group, not a merge target set.", + "confidence": 0.81, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #44003 is the most representative core refactor: it spans two related model files and introduces the central output-capturing plumbing (`can_return_tuple`/`capture_outputs`).", + "best_issue_reason": null, + "best_pr_reason": "PR #44003 is the strongest single representative of the cluster because it makes the broadest model-side tracing change and is closest to the shared refactor pattern seen across the group.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families and different forward paths; same refactor theme only." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Both are output-tracing refactors, but they affect unrelated models and code paths." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Separate model implementation, not the same underlying bug or change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Different architectures and files; shared tracing pattern is too broad to merge as duplicates." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Unrelated model code paths despite similar output-capturing refactor style." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "MobileNetV1 and UnivNet are unrelated; this is only a similar refactor motif." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model subsystems and no shared concrete bug." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "Different models; same broad tracing cleanup is not enough for duplication." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "Different encoder-decoder vs vision model code paths." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "Unrelated model implementations; only the refactor pattern matches." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Different models and output types; not the same concrete change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Separate model families, no shared code path to merge." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Same general tracing theme, but different model architectures and files." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Different models; similar refactor does not indicate duplication." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model implementations with no single shared bug/change." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Unrelated model families; not mergeable as one PR." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "Separate models and code paths, despite similar output-tracing work." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "Different architectures; this is a broad subsystem similarity only." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "No shared concrete change beyond the refactor style." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "Mamba/FalconMamba vs SuperPoint are unrelated model paths." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Both touch output handling, but in unrelated models and call paths." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model code paths; same high-level refactor theme only." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "Different models and signatures; not the same underlying fix." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "Unrelated implementations despite similar output tracing changes." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "Similar refactor pattern, but different model code and behavior." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "Different model wrappers/code paths; not the same bug or change." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "Separate encoder-decoder models; shared tracing cleanup is too broad." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "Different model families and forward implementations." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model architectures; same refactor pattern is insufficient." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "Unrelated models; not a single concrete issue." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families and code paths." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "Vision encoder-decoder and speech encoder-decoder are distinct implementations." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "Different model code paths; only the tracing refactor style overlaps." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "Different models and outputs, no shared concrete bug." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "Separate model families; not mergeable as one PR." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Different architectures and forward paths." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "Unrelated model implementations despite similar cleanup." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families; same subsystem theme is too broad." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "Different code paths and model types." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "RWKV and DPR are unrelated; no shared concrete fix." + }, + { + "left": "pull_request:44027", + "right": "pull_request:46106", + "accept": false, + "reason": "Docs toctree change is unrelated to the model tracing refactors." + }, + { + "left": "pull_request:44026", + "right": "pull_request:46106", + "accept": false, + "reason": "Documentation-only PR; not the same underlying change." + }, + { + "left": "pull_request:44001", + "right": "pull_request:46106", + "accept": false, + "reason": "Docs navigation change is unrelated to model code refactors." + }, + { + "left": "pull_request:44002", + "right": "pull_request:46106", + "accept": false, + "reason": "Unrelated documentation fix, not a duplicate of any model PR." + }, + { + "left": "pull_request:43998", + "right": "pull_request:46106", + "accept": false, + "reason": "Documentation toctree edit is not the same bug/change as model output tracing." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 16, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44662-3", + "nodes": [ + "pull_request:44662", + "pull_request:45075", + "pull_request:45401" + ], + "soft_pairs": [ + "pull_request:44662|pull_request:45401", + "pull_request:44662|pull_request:45075", + "pull_request:45075|pull_request:45401" + ], + "prepared_review_unit_hash": "3fa1da49f4e766d83950d713db45ab8a390339e5b21807dbca9a419e3a90b3e0", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 10912, + "estimated_input_tokens": 2728, + "estimated_eval_tokens": 5712 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 10912, + "estimated_input_tokens": 2728, + "estimated_eval_tokens": 5712 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three separate model-addition PRs for different models (PenguinVL, DeepSeek-OCR-2, Voxtral TTS). They share only Transformers boilerplate and docs/auto-registry changes, not the same underlying change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "If a single representative is needed, PR 45075 is the most mature/complete implementation in the set (conversion script, broader integration, highest review activity), but it is not a duplicate of the others.", + "best_issue_reason": null, + "best_pr_reason": "PR 45075 is the strongest standalone representative because it has the most development/review activity and a fuller model integration path, but it is still a distinct model addition rather than the same fix as the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different models and different code paths; shared registry/docs boilerplate is not enough to call them duplicates." + }, + { + "left": "pull_request:44662", + "right": "pull_request:45075", + "accept": false, + "reason": "Separate model implementations with different architectures/assets; only generic Transformers scaffolding overlaps." + }, + { + "left": "pull_request:45075", + "right": "pull_request:45401", + "accept": false, + "reason": "These add support for different models and are not plausibly mergeable into one PR fixing the same concrete bug or feature." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 17, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44979-2", + "nodes": [ + "pull_request:44979", + "pull_request:45363" + ], + "soft_pairs": [ + "pull_request:44979|pull_request:45363" + ], + "prepared_review_unit_hash": "9931a2b89cc87b4d3978b14c61e38f97b8b5d7de109d3ea0b1d3d6fca38acf31", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related around module fusion, but they are not the same change: one adds a generic Module Fusion API, while the other implements a specific n-to-1 kernel-fusion path via KernelConfig and integration hooks.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45363 is the more concrete and integrated feature implementation: it wires kernel fusion through KernelConfig and touching runtime integration points, rather than just adding a standalone abstraction layer.", + "best_issue_reason": null, + "best_pr_reason": "PR #45363 is the strongest representative of the cluster because it targets one specific fusion mechanism end-to-end and is closer to a shippable change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "They share the broad theme of fusion, but #44979 adds a generic module-fusion API while #45363 implements a specific kernel-based n-to-1 fusion path; they do not look like the same underlying bug or mergeable change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 18, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45086-2", + "nodes": [ + "pull_request:45086", + "pull_request:45317" + ], + "soft_pairs": [ + "pull_request:45086|pull_request:45317" + ], + "prepared_review_unit_hash": "1d8ffe5179239848731e67f7c92c76c8701bddf9e9a0b4d769fa899634b583ab", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs fix the same AttributeError in `_patch_mistral_regex` by switching from `backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; 45317 is the more complete version because it includes the regression test.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:45317 is the better canonical PR because it implements the same fix as 45086 and adds a test covering the regression.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:45317 is the strongest overall PR candidate: same concrete bug fix plus test coverage, making it the most complete change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying AttributeError fix in the same code path; 45317 is essentially 45086 plus a regression test." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 19, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45115-2", + "nodes": [ + "pull_request:45115", + "pull_request:45569" + ], + "soft_pairs": [ + "pull_request:45115|pull_request:45569" + ], + "prepared_review_unit_hash": "ddd7e412bef6c27b5213b18a69c99a830cce30662eedcdf1d0acdcd614e2dc41", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two NemotronH-related PRs share some model files, but they target different changes: one refactors NemotronH to inherit GraniteMoeHybrid/conversion mapping, while the other splits NemotronH into dense and sparse model families with docs/tests updates. They are related, not duplicates.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45569 is the more representative and broader NemotronH change set: it introduces the dense/sparse model split, updates public docs, auto mappings, and tests, so it better captures the main architectural direction of the cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR 45569 is the better single PR to track because it covers the end-user-facing API/documentation and the concrete model-family restructuring, whereas PR 45115 is a narrower refactor of conversion/mapping details.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "They overlap on NemotronH internals, but the concrete change sets differ: 45115 is a refactor around GraniteMoeHybrid-compatible inheritance and weight conversion, while 45569 creates distinct dense/sparse implementations plus docs/tests. They are not the same underlying change and would not plausibly be merged as one duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 20, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45332-2", + "nodes": [ + "pull_request:45332", + "pull_request:45333" + ], + "soft_pairs": [ + "pull_request:45332|pull_request:45333" + ], + "prepared_review_unit_hash": "2af8257da5116d522d71ee7459df9bba97ac9e2ea2c7dfdac55f480e4361ede8", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5398, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5398, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two related but distinct feature PRs in the same heterogeneity effort: one adds per-layer config support, the other adds heterogeneous model/runtime support. They share files and abstractions, but they do not look like the same concrete change and should remain separate.", + "confidence": 0.78, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45332 is the broader umbrella change: it adds heterogeneous model support and touches runtime/cache/masking/modeling code in addition to the shared heterogeneity config pieces. It is the better representative of the overall feature cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR #45332 is the best single representative because it covers the larger end-to-end code-path change, while #45333 is narrower and mostly establishes the per-layer configuration foundation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Related feature work, but not the same underlying bug/change. #45333 introduces heterogeneous config plumbing; #45332 builds on that with model/cache/masking behavior changes. They could be merged independently and are not strict duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45415-2", + "nodes": [ + "pull_request:45415", + "pull_request:45425" + ], + "soft_pairs": [ + "pull_request:45415|pull_request:45425" + ], + "prepared_review_unit_hash": "3d14b7f6dd99313aadafd57a4e42558739ad4d305c66c50cdd7a704166066d4d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are both typing-related PRs in transformers, but they address different scopes: one is a broad type-checking sweep across many files, while the other is a focused typing-compatibility update around modeling_utils and related protocols. They are not duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45425 is the more focused, self-contained typing change and better represents the cluster\u2019s narrow technical theme; PR 45415 is a much broader repository-wide type-checking sweep.", + "best_issue_reason": null, + "best_pr_reason": "PR 45425 is the best representative because it targets a specific typing abstraction problem and is plausibly mergeable on its own, unlike the broad lint/type-check enablement in PR 45415.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Do not merge: 45415 is a broad type-checking pass over many unrelated files plus pyproject lint settings, while 45425 adds specific typing protocols/aliases for modeling_utils, peft, and flash-attention utilities. They do not fix the same concrete code-path problem and would not plausibly be one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 22, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45487-5", + "nodes": [ + "pull_request:45487", + "pull_request:46101", + "pull_request:46109", + "pull_request:46135", + "pull_request:46151" + ], + "soft_pairs": [ + "pull_request:45487|pull_request:46101", + "pull_request:45487|pull_request:46151", + "pull_request:46101|pull_request:46151", + "pull_request:46109|pull_request:46151", + "pull_request:46135|pull_request:46151" + ], + "prepared_review_unit_hash": "30d1ba34e06d24400be643a86d16d7e22339432acd8f5eada37110c6859d109a", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 12529, + "estimated_input_tokens": 3133, + "estimated_eval_tokens": 6522 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 12529, + "estimated_input_tokens": 3133, + "estimated_eval_tokens": 6522 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are mostly separate device-compatibility or test-expectation changes across unrelated areas. They share a broad theme of XPU/model-parallel support, but the concrete code paths and affected tests/models differ enough that none should be merged as duplicates.", + "confidence": 0.79, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45487 is the strongest representative of the cluster: it fixes an actual runtime model-parallel bug in model code, spans two affected model implementations, and includes targeted tests. It is more concrete and substantive than the test-only expectation updates.", + "best_issue_reason": null, + "best_pr_reason": "PR 45487 is the best merge candidate because it addresses a specific device-placement failure in production code rather than just adjusting test expectations, and the fix is narrowly scoped to the affected model-parallel paths.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45487", + "right": "pull_request:46101", + "accept": false, + "reason": "Both are device-placement fixes in model code, but they target different models and different failure points (AltCLIP/ChineseCLIP buffered token types vs Qwen2-Audio audio mask creation). Same broad class, not the same underlying bug." + }, + { + "left": "pull_request:45487", + "right": "pull_request:46151", + "accept": false, + "reason": "45487 fixes model-parallel runtime behavior; 46151 only adds XPU expectations to a pipeline test. Different artifact type and no shared concrete code path." + }, + { + "left": "pull_request:46101", + "right": "pull_request:46151", + "accept": false, + "reason": "Qwen2-Audio runtime device handling and token-classification test expectations are unrelated changes; they do not fix the same bug." + }, + { + "left": "pull_request:46109", + "right": "pull_request:46151", + "accept": false, + "reason": "Both touch distributed/XPU testing, but one updates trainer distributed device assertions while the other adds pipeline token-classification expectations. These are distinct test suites and distinct behaviors." + }, + { + "left": "pull_request:46135", + "right": "pull_request:46151", + "accept": false, + "reason": "Both are test expectation changes, but they concern different models and scenarios (Kosmos2.5 integration vs token-classification pipeline). No shared underlying bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 23, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45513-3", + "nodes": [ + "pull_request:45513", + "pull_request:46084", + "pull_request:46098" + ], + "soft_pairs": [ + "pull_request:45513|pull_request:46084", + "pull_request:46084|pull_request:46098" + ], + "prepared_review_unit_hash": "5f02483eef44a25747a49b54508098f501547b85c940a46beba45825f84dcb54", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 7427, + "estimated_input_tokens": 1857, + "estimated_eval_tokens": 3970 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 7427, + "estimated_input_tokens": 1857, + "estimated_eval_tokens": 3970 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two PRs are effectively the same Mamba2 cache-seq_len>1 bugfix and should cluster together; the Qwen3.5 multi-token cached-forward PR is a separate model-family change and should remain separate.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46098 is the clearest representative: it directly names the bug, explicitly targets issue #46032, and appears to contain the full source/test/doc fix rather than just the code patch.", + "best_issue_reason": null, + "best_pr_reason": "PR #46098 is the strongest standalone duplicate target because it is explicit about the failure mode, includes the shared issue link, and covers the broadest complete fix set for the same Mamba2 code path.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45513", + "right": "pull_request:46084", + "accept": false, + "reason": "Different underlying models and code paths: Qwen3.5/OLMo hybrid linear-attention cached forward vs Mamba2 cached SSM/conv handling. They are only similar at a high level, not the same change." + }, + { + "left": "pull_request:46084", + "right": "pull_request:46098", + "accept": true, + "reason": "Both address the same Mamba2 bug: `use_cache` with `seq_len > 1` producing wrong results. They touch the same files, share the same issue target (#46032), and the second PR looks like a broader version of the same fix." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: 45513 is a different model family/code path from the Mamba2 fixes, while 46084 and 46098 clearly address the same Mamba2 `use_cache` / `seq_len > 1` bug, share issue #46032, and appear mergeable as one bugfix PR. The soft-edge verdicts are appropriately conservative overall." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 24, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45548-2", + "nodes": [ + "pull_request:45548", + "pull_request:45662" + ], + "soft_pairs": [ + "pull_request:45548|pull_request:45662" + ], + "prepared_review_unit_hash": "f8ee4dc83b9de712bb2b3918a5598dcbe7b5055d81cbbd4a0a0f4ab933b23f4d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4506, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4506, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related EP-loading fixes, but they address different failure modes: one is about EP + ZeRO-3 loading via accelerate launch, the other about experts being overwritten by rank-0 broadcast under FSDP2. They should not be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45662 is the stronger representative of the EP-loading bug class here because it fixes a concrete overwrite path in model loading and includes broader code-path changes; PR 45548 is a narrower, distinct accelerate/ZeRO-3 serialization/loading fix.", + "best_issue_reason": null, + "best_pr_reason": "PR 45662 is the better overall candidate to represent the cluster because it targets the more specific underlying runtime bug with explicit code-path changes in loading/sharding behavior, whereas PR 45548 is a separate, narrower loading compatibility fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Both concern expert parallelism, but the bugs differ: 45548 is about EP + DeepSpeed ZeRO-3 loading via accelerate launch, while 45662 fixes experts being silently overwritten by rank-0 broadcast under FSDP2. Shared subsystem alone is not enough to treat them as the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 25, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45639-2", + "nodes": [ + "pull_request:45639", + "pull_request:45645" + ], + "soft_pairs": [ + "pull_request:45639|pull_request:45645" + ], + "prepared_review_unit_hash": "dfc7c620270fe27897db0b4230518e48549a9e08f889555d1b2c5eb118c71e4e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4590, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4590, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same xdist-related captured_info logging collision in testing utilities; PR 45645 is the broader, more complete fix and subsumes the core change from 45639.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the stronger canonical PR because it contains the shared testing_utils fix plus the CI/workflow adjustments needed to preserve and aggregate the new per-worker logs.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 is the best representative of the cluster since it covers the same underlying bug and includes the additional plumbing to make the fix usable in CI.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Accept: both PRs fix the same concrete xdist collision in captured_info handling via the same testing_utils path; 45645 extends that same fix with workflow support rather than changing to a different bug or subsystem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 26, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45737-2", + "nodes": [ + "pull_request:45737", + "pull_request:45738" + ], + "soft_pairs": [ + "pull_request:45737|pull_request:45738" + ], + "prepared_review_unit_hash": "cc2ade73a49ec6a8883a7a24c433988645588bcd049e8aad2bce56b1b24daa1c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same MusicgenMelody cache initialization bug in `forward()`: replacing `EncoderDecoderCache(DynamicCache, DynamicCache)` with a single `DynamicCache`. PR #45737 is the more complete duplicate because it bundles the fix with a regression test, while #45738 is the fix-only variant.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45737 is the best canonical PR because it contains the same code fix as #45738 plus a regression test, making it the most complete representation of the bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45737 is the strongest overall candidate: it fixes the concrete cache bug and adds a targeted regression test, whereas #45738 only changes the implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45737", + "right": "pull_request:45738", + "accept": true, + "reason": "Same underlying code-path bug in `musicgen_melody` cache setup; the diffs match on the core fix and the test-only addition in #45737 could plausibly live in the same PR as #45738." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: both PRs make the same `musicgen_melody` cache initialization change, and #45737 only adds a regression test on top of that fix. The soft-edge accept is conservative enough because the diffs are mergeable into one PR for the same bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 27, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46069-3", + "nodes": [ + "pull_request:46069", + "pull_request:46073", + "pull_request:46154" + ], + "soft_pairs": [ + "pull_request:46069|pull_request:46073", + "pull_request:46069|pull_request:46154", + "pull_request:46073|pull_request:46154" + ], + "prepared_review_unit_hash": "209a611aa9e9a42d81a8da3a8ef6da1cf6b7781ede3c1c1268b512c6cc0ab9c5", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7264, + "estimated_input_tokens": 1816, + "estimated_eval_tokens": 3888 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7264, + "estimated_input_tokens": 1816, + "estimated_eval_tokens": 3888 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three separate model-specific PRs adding attention dispatch support, not duplicates of the same underlying fix. They share a theme (`attn_implementation`/SDPA support) but target different architectures and code paths.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No true canonical duplicate exists in this cluster. If one PR must be chosen as the representative, 46154 is the most complete model-specific dispatch change, with the broadest test coverage and the clearest SDPA implementation work.", + "best_issue_reason": null, + "best_pr_reason": "46154 is the best representative PR for the cluster because it is the most substantive and self-contained of the three, but it should still not be treated as a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46069", + "right": "pull_request:46073", + "accept": false, + "reason": "Both add attention-dispatch support, but for different models (ShieldGemma2 vs CTRL) and different code paths. Same subsystem, not the same fix." + }, + { + "left": "pull_request:46069", + "right": "pull_request:46154", + "accept": false, + "reason": "Model-specific PRs for different architectures (ShieldGemma2 vs T5). They are analogous changes, not one mergeable duplicate change." + }, + { + "left": "pull_request:46073", + "right": "pull_request:46154", + "accept": false, + "reason": "Both touch SDPA dispatch, but each PR targets a different model implementation and test set. 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 + } + ] +} diff --git a/snapshots/20260523T180021Z/analysis-runs/hybrid-model-20260523t180021z/manifest.json b/snapshots/20260523T180021Z/analysis-runs/hybrid-model-20260523t180021z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..b049103617f7e2d56212130e17b8b5590bde4a3e --- /dev/null +++ b/snapshots/20260523T180021Z/analysis-runs/hybrid-model-20260523t180021z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260523t180021z", + "artifacts": { + "hybrid": "snapshots/20260523T180021Z/analysis-runs/hybrid-model-20260523t180021z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260523T180021Z/analysis-runs/hybrid-model-20260523t180021z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-05-23T18:07:28Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260523T180021Z", + "variant": "hybrid" +} diff --git a/snapshots/20260523T180021Z/manifest.json b/snapshots/20260523T180021Z/manifest.json index 839ab09f37c6892a365e5f5491476e424405fbfd..376279a71ef9d0ac6451ff4681784b284deea9b1 100644 --- a/snapshots/20260523T180021Z/manifest.json +++ b/snapshots/20260523T180021Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 73 }, "extracted_at": "2026-05-23T18:00:21Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260523t180021z", + "runs": { + "hybrid-model-20260523t180021z": { + "analysis_id": "hybrid-model-20260523t180021z", + "artifacts": { + "hybrid": "snapshots/20260523T180021Z/analysis-runs/hybrid-model-20260523t180021z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260523T180021Z/analysis-runs/hybrid-model-20260523t180021z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260523T180021Z/analysis-runs/hybrid-model-20260523t180021z/manifest.json", + "model": null, + "published_at": "2026-05-23T18:07:28Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260523T180021Z", "watermark": {