diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 8f461581c4256e48a7dbf9a0d65da6de32753725..d50f7fda1256d5e8ddd32d0bd57f09aee5c319ad 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": "20260526T000122Z", - "generated_at": "2026-05-26T00:06:50Z", + "snapshot_id": "20260526T060025Z", + "generated_at": "2026-05-26T06:16:50Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1755,6 +1755,64 @@ } ] }, + { + "cluster_id": "cluster-44001-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 44004, + "issue_numbers": [], + "pr_numbers": [ + 44001, + 44004 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 44001, + "right_pr_number": 44004, + "code_similarity": 0.087, + "size_similarity": 0.237, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.262, + "shared_filenames": [], + "shared_file_areas": [] + } + ] + }, + { + "cluster_id": "cluster-44002-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 44002, + "issue_numbers": [], + "pr_numbers": [ + 44002, + 44029 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 44002, + "right_pr_number": 44029, + "code_similarity": 0.135, + "size_similarity": 0.43, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.329, + "shared_filenames": [], + "shared_file_areas": [] + } + ] + }, { "cluster_id": "cluster-44018-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", @@ -2086,6 +2144,24 @@ "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-44001-2", + "canonical_pr_number": 44004, + "duplicate_pr_numbers": [ + 44001 + ], + "target_issue_number": null, + "reason": "PRs in cluster-44001-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-44002-2", + "canonical_pr_number": 44002, + "duplicate_pr_numbers": [ + 44029 + ], + "target_issue_number": null, + "reason": "PRs in cluster-44002-2 are treated as duplicates because they share soft_similarity evidence." + }, { "cluster_id": "cluster-44018-2", "canonical_pr_number": 44068, diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index b1fb53496cab500ab17e35beda8770678c96a4f9..e3812fc726a0e890ae98b10ff1ae4567f137a964 100644 --- a/analysis/current/analysis-report-hybrid.llm-reviews.json +++ b/analysis/current/analysis-report-hybrid.llm-reviews.json @@ -1,8 +1,8 @@ { "schema_version": "1.0", "repo": "huggingface/transformers", - "snapshot_id": "20260526T000122Z", - "generated_at": "2026-05-26T00:06:50Z", + "snapshot_id": "20260526T060025Z", + "generated_at": "2026-05-26T06:16:50Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -13,10 +13,10 @@ "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-10000-429", + "cluster_id": "cluster-10000-430", "nodes": [ "issue:24643", "issue:30277", @@ -110,8 +110,8 @@ "issue:43828|issue:45161", "issue:44918|issue:45161", "issue:43828|issue:44292", - "issue:43716|issue:45685", "issue:43541|issue:43716", + "issue:43716|issue:45685", "issue:44292|issue:44918", "issue:43716|issue:44292", "issue:45507|issue:45685", @@ -138,376 +138,412 @@ "issue:43866|issue:44863", "issue:44292|issue:46015" ], - "prepared_review_unit_hash": "45f778f6c20602229c81e49bdaa216b38bb28bfe3f6021cac25490939cfc798a", + "prepared_review_unit_hash": "bc6216ccb136b933f6d89ef1e2f787562616bd8499112b53613f6d4a0d74143e", "component_budget": { - "node_count": 429, - "item_count": 429, - "soft_pair_count": 1585, - "serialized_chars": 820591, - "estimated_input_tokens": 205148, - "estimated_eval_tokens": 410552 + "node_count": 430, + "item_count": 430, + "soft_pair_count": 1590, + "serialized_chars": 822920, + "estimated_input_tokens": 205730, + "estimated_eval_tokens": 411716 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 69, - "serialized_chars": 48405, - "estimated_input_tokens": 12102, - "estimated_eval_tokens": 24460 + "serialized_chars": 48396, + "estimated_input_tokens": 12099, + "estimated_eval_tokens": 24454 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most items are distinct bug reports, not duplicates. The only strong duplicate subclusters are the ZeRO-3 index-0 crashes on model loading, the Qwen3.5 MoE rotary-embedding/offload materialization bug, and the AutoTokenizer v5 regression affecting multiple model families. Similarity-only edges around docs, device mapping, or unrelated model errors should be rejected.", - "confidence": 0.88, - "canonical_issue_reason": "No single canonical issue spans the whole set; if forced to pick one representative for the strongest duplicate subcluster, issue:45920 is the best canonical because it is the broadest report of the AutoTokenizer v5 token-ID regression and subsumes the narrower Granite-only repro in 45812.", + "summary": "This cluster is mostly a mix of unrelated issue reports that only share broad subsystem themes (DeepSpeed, tokenization, device mapping, docs). I only see two true duplicate-like pairs: the BERT/DeepSpeed ZeRO-3 index-out-of-bounds reports and the Granite AutoTokenizer token-ID regression reports. The rest should stay separate.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 45920 is the broadest and most current report in the tokenization-regression subcluster; it generalizes the Granite-specific 45812 bug to multiple model families, making it the best representative issue here.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 is the best issue anchor overall because it is open, broad, and describes the shared tokenizer regression across several model families; it is more representative than narrower model-specific reproductions.", + "best_issue_reason": "Issue 45920 is the strongest global issue candidate: open, broad in scope, and it subsumes a narrower duplicate report while describing a concrete user-facing regression.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different failures: missing config attribute vs streaming chat/completions inference error." + "reason": "Different failures in different paths: config/attribute lookup vs streaming chat API behavior." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Unrelated hardware/runtime issues: AMD GPU failure vs MPS histogram op on Int." + "reason": "Both involve backend/device limitations, but the concrete bugs are unrelated (AMD GPU inference vs MPS histogram op on Int)." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Different model/runtime paths: image-preprocessor dtype mismatch vs GPT-OSS AMD GPU failure." + "reason": "Different models and symptoms; dtype mismatch in Mistral-3 is not the same bug as GPT-OSS on AMD GPUs." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Both are runtime errors, but the code paths and root causes differ; this is not the same bug." + "reason": "Both are device/dtype issues, but they affect different models and code paths." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Different model-specific failures: AMD GPU issue vs invalid-method call in GraniteMoEHybrid." + "reason": "Different model families and failures: AMD GPU runtime issue vs GraniteMoEHybrid invalid method call." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "Different repros and symptoms; Qwen NVFP4 failure is not the same as the AMD GPU crash." + "reason": "Qwen-3 NVFP4 runtime error is a different concrete bug from GPT-OSS AMD GPU failure." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed collective mismatch and ONNX export error are unrelated bugs." + "reason": "DeepSpeed collective mismatch and ONNX export failure are unrelated code paths." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "Different subsystems and failures: ONNX export vs FineGrainedFP8 model load/runtime issue." + "reason": "ONNX export error vs FineGrainedFP8Config failure; same broad area, not the same bug." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "Unrelated problems: ONNX export vs auto device-mapping CUDA assert." + "reason": "Different problems: ModernBERT ONNX export vs Qwen3 auto device mapping CUDA assert." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "Table QA crash and outdated RAG docs are not the same underlying issue." + "reason": "Table QA runtime crash and outdated RAG docs are unrelated." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are doc cleanups for v5 removals, but they cover different removed references and different pages." + "reason": "Both are v5 docs cleanup issues, but they refer to different removed docs/features and not one underlying bug." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "ONNX export error and GenerationMixin import error are unrelated." + "reason": "ONNX export failure and GenerationMixin import error are distinct regressions." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Different bug classes: mask/shape mismatch vs device-mapping mismatch." + "reason": "Generic mask shape mismatch and Gemma4 device-mapping mismatch are different bugs." }, { "left": "issue:44918", "right": "issue:46165", "accept": false, - "reason": "Different failures: TRL SFT input-embedding unpacking vs training-resume/trust-remote-code issue." + "reason": "Qwen3.5 embedding/trainer failure is unrelated to resume-training with trust_remote_code." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Both mention indexing/shape errors, but the model and failure mode differ; not the same bug." - }, - { - "left": "issue:43638", - "right": "issue:46165", - "accept": false, - "reason": "ZeRO-3 Bert loading crash and training-resume issue are unrelated." + "reason": "Both mention index/shape problems, but the model/setup and failure mode differ." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Different errors: ZeRO-3 empty-tensor index crash vs attention mask shape mismatch." + "reason": "DeepSpeed ZeRO-3 Bert index error is not the same as the generic mask shape mismatch." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Mask shape mismatch is not the same as GPT-OSS tensor-parallel failure." - }, - { - "left": "issue:44560", - "right": "issue:46165", - "accept": false, - "reason": "Video StopIteration in Qwen3-vl-embedding is unrelated to resume-training behavior." - }, - { - "left": "issue:43596", - "right": "issue:46165", - "accept": false, - "reason": "ZeRO-3 Bert init crash and local-model resume issue are different." - }, - { - "left": "issue:44805", - "right": "issue:44918", - "accept": false, - "reason": "Both involve tensor shapes, but the trainer/input-embedding failure is a different code path." + "reason": "Different model/runtime contexts; generic tensor shape error vs GPT-OSS tensor-parallel issue." }, { "left": "issue:43572", "right": "issue:46165", "accept": false, - "reason": "Missing pad_token_idx in config is unrelated to training resume with trust_remote_code." + "reason": "Pad token config regression and training-resume/trust_remote_code issue are unrelated." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "BarkProcessor voice_preset issue and ONNX export error are unrelated." + "reason": "BarkProcessor voice_preset bug and ModernBERT export bug have nothing in common beyond being model-related." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Both involve DeepSpeed, but collective mismatch and ZeRO-3 index error are different bugs." + "reason": "DeepSpeed collective mismatch is a different failure from the Bert/ZeRO-3 index error." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same underlying ZeRO-3 failure: index-0/out-of-bounds on empty tensors during BERT loading." + "reason": "Same DeepSpeed ZeRO-3 + BERT index-out-of-bounds bug; the two reports describe the same underlying failure with only wording/model-suffix differences." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger Kernel cross-entropy being called and GPT-OSS TP failure are unrelated." + "reason": "Liger kernel cross-entropy dispatch and GPT-OSS tensor-parallel failure are unrelated." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Detokenization bug and LoRA merge/save/reload inconsistency are different problems." + "reason": "DeepSeek detokenization regression and LoRA merge/save inconsistency are different bugs." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Qwen NVFP4 runtime failure and LoRA merge inconsistency do not share the same root cause." + "reason": "Qwen-3 NVFP4 inference error and LoRA save/reload mismatch are unrelated." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "Activation-checkpointing/FSDP recomputation mismatch is a different issue from the mask-shape IndexError." + "reason": "Activation-checkpointing/FSDP recomputation mismatch is not the same as the mask shape error." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "Both mention DeepSpeed, but the weight-dimension error and collective mismatch are different failures." + "reason": "Both involve DeepSpeed, but the concrete runtime errors and code paths differ." }, { "left": "issue:45859", "right": "issue:45902", - "accept": true, - "reason": "Same Qwen3.5 MoE rotary-embedding/offload materialization bug; one report surfaces it as CPU-offload incompatibility, the other as uninitialized inv_freq after to_empty()." + "accept": false, + "reason": "Same class and device/materialization area, but one is CPU-offload incompatibility and the other is uninitialized-memory after to_empty(cuda); not clearly the same bug." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "Bert ZeRO-3 index crash and GPT-OSS tensor-parallel failure are unrelated." + "reason": "Bert/ZeRO-3 index error and GPT-OSS TP issue are unrelated." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "Checkpointing/FSDP tensor-size mismatch and CustomTrainer signature mismatch are unrelated." - }, - { - "left": "issue:43596", - "right": "issue:45161", - "accept": false, - "reason": "ZeRO-3 Bert init crash and GPT-OSS TP failure are unrelated." + "reason": "Activation-checkpointing recomputation mismatch and compute_loss signature change are different regressions." }, { "left": "issue:43716", "right": "issue:45507", "accept": false, - "reason": "Different models and symptoms: dtype mismatch in image preprocessing vs invalid method call." + "reason": "Different models and failures: Mistral-3 dtype mismatch vs GraniteMoEHybrid invalid method." }, { "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "Gemma3/vLLM config attribute error and Mistral tokenizer regex patch crash are unrelated." + "reason": "Gemma3 config attribute error and Mistral regex patch crash are unrelated." }, { "left": "issue:45823", "right": "issue:45874", "accept": false, - "reason": "Device-mapping mismatch and expensive reverse embedding lookup are different Gemma4 issues." + "reason": "Both are Gemma4-related, but one is device placement and the other is reverse-embedding lookup cost." }, { "left": "issue:43425", "right": "issue:44292", "accept": false, - "reason": "Torch version incompatibility and Qwen NVFP4 runtime failure are unrelated." + "reason": "Torch version incompatibility and Qwen-3 NVFP4 runtime failure are different issues." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "Different model stacks and symptoms: FSDP checkpointing mismatch vs CUDA assert on Qwen3 auto device mapping." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Autocast dtype mismatch and GPT-OSS tensor-parallel failure are not the same bug." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "Qwen3.5/TRL embedding unpacking issue is unrelated to GPT-OSS TP failure." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Both are inference runtime issues, but they affect different models and different failure mechanisms." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Torch dynamo tracing failure in Mixtral is unrelated to Mistral-3 dtype mismatch." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Different backends and bugs: Mistral-3 dtype mismatch vs MPS histogram op not implemented." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Qwen-3 NVFP4 runtime error and Qwen3.5/TRL embedding failure are different issues." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Different models and failure modes; not a duplicate." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "GraniteMoEHybrid invalid method and MPS histogram error are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger kernel cross-entropy dispatch and Qwen3.5 embedding unpacking are different code paths." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Both mention DeepSpeed/zero-3 style failures, but Gemma3 loading and Bert model init are different bugs." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions from v5 removals, but they concern different removed topics and should stay separate." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Mistral-3 dtype mismatch and Qwen3-vl StopIteration are unrelated model bugs." }, { "left": "issue:43828", "right": "issue:45685", "accept": false, - "reason": "Autocast dtype mismatch and MPS histogram limitation are different bugs." + "reason": "Different models and mechanisms: autocast dtype mismatch vs MPS histogram op limitation." }, { "left": "issue:44918", "right": "issue:45685", "accept": false, - "reason": "TRL embedding unpacking failure and MPS histogram limitation are unrelated." + "reason": "Qwen3.5/TRL embedding issue is unrelated to the MPS histogram error." }, { "left": "issue:43039", "right": "issue:43828", "accept": false, - "reason": "Liger Kernel cross-entropy path and autocast dtype mismatch are different failures." + "reason": "Liger kernel cross-entropy and Phi-tiny-MoE autocast mismatch are different problems." }, { "left": "issue:30277", "right": "issue:36331", "accept": false, - "reason": "DeepSpeed collective mismatch and compute_loss signature mismatch are unrelated." + "reason": "DeepSpeed collective mismatch and compute_loss keyword mismatch are unrelated." }, { "left": "issue:45237", "right": "issue:46015", "accept": false, - "reason": "AMD GPU runtime failure and outdated RAG docs are not the same issue." + "reason": "GPT-OSS AMD GPU runtime failure and outdated RAG docs are unrelated." }, { "left": "issue:34928", "right": "issue:36010", "accept": false, - "reason": "FSDP activation-checkpointing bug and GenerationMixin import error are unrelated." + "reason": "FSDP activation-checkpointing mismatch and GenerationMixin import error are different bugs." }, { "left": "issue:43039", "right": "issue:44805", "accept": false, - "reason": "Liger Kernel cross-entropy path and mask-shape IndexError do not match." + "reason": "Liger kernel cross-entropy call and mask shape mismatch are unrelated." }, { "left": "issue:41762", "right": "issue:43596", - "accept": true, - "reason": "Same ZeRO-3 empty-tensor crash pattern: index 0 out of bounds while initializing/loading models." - }, - { - "left": "issue:39290", - "right": "issue:41720", "accept": false, - "reason": "Gemma3 sliding_window_pattern error and Qwen3 auto-device-map CUDA assert are unrelated." + "reason": "Gemma3 ZeRO-3 loading error and Bert ZeRO-3 index error are different model-specific failures." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "Different docs regressions: return_all_scores vs removed transformers run command." + "reason": "TextClassificationPipeline docs mismatch and run-command docs removal are separate documentation issues." }, { "left": "issue:45237", "right": "issue:45901", "accept": false, - "reason": "GPT-OSS AMD GPU runtime failure and table QA crash are unrelated." + "reason": "GPT-OSS AMD GPU inference failure and table-question-answering crash are unrelated." }, { "left": "issue:44841", "right": "issue:45823", "accept": false, - "reason": "Processor failure for Voxtral and Gemma4 device-mapping mismatch are unrelated." + "reason": "Processor failure for Voxtral and Gemma4 device mismatch are different model/processor bugs." }, { "left": "issue:43039", "right": "issue:44560", "accept": false, - "reason": "Liger Kernel cross-entropy issue and Qwen3-vl StopIteration are unrelated." - }, - { - "left": "issue:43975", - "right": "issue:46015", - "accept": false, - "reason": "Detokenization bug and RAG docs cleanup are unrelated." + "reason": "Liger kernel dispatch issue and Qwen3-vl video StopIteration are unrelated." }, { "left": "issue:45812", "right": "issue:45920", "accept": true, - "reason": "Same AutoTokenizer v5 regression producing wrong token IDs; 45920 is the broader multi-model report and 45812 is a narrower Granite-only repro." + "reason": "Same token-ID regression in AutoTokenizer; 45920 is the broader report that subsumes the Granite-specific 45812 case." }, { "left": "issue:44863", "right": "issue:46015", "accept": false, - "reason": "NemotronH checkpoint loading failure and RAG docs issue are unrelated." + "reason": "NemotronH checkpoint-loading bug and outdated RAG docs are unrelated." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Checkpoint corruption and checkpoint loading implementation failure are different problems." + "reason": "Corrupted checkpoint report and NemotronH loading failure are different issues." }, { "left": "issue:44292", "right": "issue:46015", "accept": false, - "reason": "Qwen NVFP4 runtime failure and outdated RAG docs are unrelated." + "reason": "Qwen-3 NVFP4 inference bug and outdated RAG docs are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded and conservative overall. The three accepted duplicate edges are plausible same-bug pairs, and the rejected edges avoid overstating similarity across clearly different failures or docs-only issues. No mergeability problems apply here since these are issue pairs, not PR pairs." + "feedback": "The summary is grounded in the packet and stays conservative overall. The two accepted duplicate-like pairs are well supported by the issue titles and descriptions, and the rejected soft edges mostly distinguish different models, APIs, or failure modes rather than overclaiming duplicates. The representative-issue choice of 45920 over 45812 is also reasonable because it is broader and open." }, "evaluator_used": true, "retried": false, @@ -523,10 +559,10 @@ "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-10000-429", + "cluster_id": "cluster-10000-430", "nodes": [ "issue:36010", "issue:39186", @@ -579,8 +615,8 @@ ], "soft_pairs": [ "issue:39290|issue:43531", - "issue:43854|issue:43866", "issue:43792|issue:45901", + "issue:43854|issue:43866", "issue:41093|issue:43638", "issue:43425|issue:45070", "issue:43596|issue:45800", @@ -618,278 +654,278 @@ "issue:43645|issue:45399", "issue:43404|issue:45005" ], - "prepared_review_unit_hash": "b0d0371cfe32d5bb7f87311ffb0714fc46cf47564eeeab639dbe5deb9fb7f59b", + "prepared_review_unit_hash": "3f190d492f56b285751f5ceea5cca76ffabba7c6abca9e087bf0596a080676c5", "component_budget": { - "node_count": 429, - "item_count": 429, - "soft_pair_count": 1585, - "serialized_chars": 820591, - "estimated_input_tokens": 205148, - "estimated_eval_tokens": 410552 + "node_count": 430, + "item_count": 430, + "soft_pair_count": 1590, + "serialized_chars": 822920, + "estimated_input_tokens": 205730, + "estimated_eval_tokens": 411716 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 39, - "serialized_chars": 39129, - "estimated_input_tokens": 9783, - "estimated_eval_tokens": 19822 + "serialized_chars": 39123, + "estimated_input_tokens": 9781, + "estimated_eval_tokens": 19818 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: many items are unrelated model-specific regressions, backend incompatibilities, or API edge cases. Only two soft pairs look like plausible duplicates: SigLIP2 inference/quality reports and `trust_remote_code` custom-module resolution problems.", - "confidence": 0.89, - "canonical_issue_reason": "No single canonical issue for the whole cluster; the items are largely unrelated, so only a couple of pairwise duplicates stand out.", + "summary": "This cluster is mostly unrelated issue reports. The closest match is the ZeRO-3 index-out-of-bounds pair (41093/43638), which shares a similar failure shape, but the packet only supports soft similarity rather than a confirmed duplicate.", + "confidence": 0.78, + "canonical_issue_reason": "issue:41093 is a reasonable canonical representative because it is a concrete, well-described ZeRO-3 index error report and the clearest anchor for the only near-match in the cluster. That said, the evidence for a true duplicate relationship with 43638 is only soft similarity, not a confirmed duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45632 is the best representative issue here because it is a precise, actionable report about custom-module cache/path collision and has a close matching companion (issue:45698).", + "best_issue_reason": "issue:41093 is the best overall issue representative because it is the most specific and central report around the shared ZeRO-3 empty-dimension/index-0 failure pattern, even though the packet does not establish a definitive duplicate pair.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Both mention `sliding_window`, but they affect different model families and failure modes; not clearly the same bug." + "reason": "Both mention sliding-window-related model config behavior, but the concrete failures differ: Gemma3 missing an attribute with vLLM vs Qwen3-MoE sliding_window handling." }, { - "left": "issue:43854", - "right": "issue:43866", + "left": "issue:43792", + "right": "issue:45901", "accept": false, - "reason": "Both are load-time failures, but one is a unit-test load issue and the other is a corrupted checkpoint report; different root causes." + "reason": "Whisper runtime failure and table-question-answering crashes are unrelated code paths and different error classes." }, { - "left": "issue:43792", - "right": "issue:45901", + "left": "issue:43854", + "right": "issue:43866", "accept": false, - "reason": "Unrelated models and subsystems: Whisper loading vs table-question-answering runtime crash." + "reason": "A GLM-4.7 model-loading test failure and a corrupted Ovis2 checkpoint are different underlying problems." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Both are index/shape errors, but one is a mask-length mismatch and the other is a ZeRO-3 BERT init failure." + "reason": "These are closely related ZeRO-3 index-0 out-of-bounds reports, but the packet only supports soft similarity and does not establish a confirmed duplicate or the same exact bug." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Both are version/regression complaints, but they target different incompatibilities and different code paths." + "reason": "Torch-version incompatibility and a pydantic PretrainedConfig regression are distinct failures with no shared code-path evidence." }, { "left": "issue:43596", "right": "issue:45800", "accept": false, - "reason": "Different failures: ZeRO-3 BERT loading vs a specific torch/transformers version incompatibility." + "reason": "Both are version-related breakages, but one is a ZeRO-3/Bert index error while the other is a torch/transformers compatibility report." }, { "left": "issue:43975", "right": "issue:45901", "accept": false, - "reason": "Different functionality entirely: detokenization vs table QA task crashes." + "reason": "Incorrect detokenization for DeepSeek Coder is unrelated to a table-question-answering task crash." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Whisper runtime failure is unrelated to the PretrainedConfig/pydantic regression." + "reason": "Whisper model runtime failure and pydantic config breakage are not the same bug." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Both involve Qwen3.5 chat, but one is a transformers chat crash and the other is a streaming chat/completions API failure; too different to merge." + "reason": "Both touch Qwen3.5, but one is a chat crash and the other is a streaming inference API failure on a different model size and path." }, { "left": "issue:44292", "right": "issue:45901", "accept": false, - "reason": "Different models and symptoms; NVFP4 loading failure is not the same as table QA crashing." + "reason": "Qwen-3-8B-NVFP4 runtime error and table QA crash are unrelated." }, { "left": "issue:39290", "right": "issue:45823", "accept": false, - "reason": "Both are model-specific regressions, but Gemma3 sliding-window config and Gemma4 device mismatch are distinct bugs." + "reason": "Gemma3 sliding-window config and Gemma4 device-map forward mismatch are different issues despite both involving Gemma-family models." }, { "left": "issue:45464", "right": "issue:45685", "accept": false, - "reason": "Qwen3.5 streaming API failure and MPS histogram-not-implemented error are unrelated." + "reason": "Qwen streaming API failure and an MPS histogram kernel limitation are unrelated." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "Mistral3 tied-weight bug and Ovis2 checkpoint corruption are different problems." + "reason": "A tied-lm_head bug in Mistral3 is unrelated to a corrupted Ovis2 checkpoint." }, { "left": "issue:43541", "right": "issue:45685", "accept": false, - "reason": "Grouped_mm tracing failure and an MPS integer histogram limitation are different code paths." + "reason": "Torch dynamo grouped_mm tracing failure and an MPS int histogram limitation are different backend/model problems." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Both involve numeric/runtime issues, but grouped_mm tracing and autocast dtype mismatch are not the same bug." + "reason": "Both involve dtype/mixed-precision themes, but the concrete failures are different: grouped_mm tracing vs autocast mismatch on another model." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Processor failure for Voxtral and template-node compilation errors are unrelated." + "reason": "Processor failure for Voxtral and a template-node compile TypeError are unrelated." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "ImportError for `GenerationMixin` and Gemma3 sliding-window config are unrelated regressions." + "reason": "ImportError for GenerationMixin and Gemma3 sliding-window attribute failure are unrelated." }, { "left": "issue:45800", "right": "issue:45823", "accept": false, - "reason": "A torch/transformers version incompatibility is unrelated to a Gemma4 device-map forward mismatch." + "reason": "Torch/transformers incompatibility and Gemma4 device-map forward mismatch are different bug reports." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Both mention out-of-bounds/indexing, but one is a mask shape mismatch and the other is a ZeRO-3 load-time empty-tensor issue." + "reason": "Both are ZeRO-3 index errors, but they involve different models and setup contexts, so the same underlying bug is not established." }, { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "PaddleOCR-VL loading in vLLM and GGUF gpt-oss support are different feature gaps." + "reason": "PaddleOCR-VL loading in vLLM and GGUF gpt-oss support are different model-support requests/failures." }, { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "StableLmConfig `pad_token_idx` regression and PretrainedConfig pydantic field breakage are different configuration bugs." + "reason": "Missing pad_token_idx in StableLmConfig is not the same as the pydantic PretrainedConfig break." }, { "left": "issue:43541", "right": "issue:45161", "accept": false, - "reason": "Both involve MoE/GPT-OSS-adjacent topics, but grouped_mm tracing and tensor-parallel support are not the same underlying issue." + "reason": "Torch dynamo tracing failure and GPT-OSS MoE TP-only not working are separate issues." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "Int4 memory/OOM regression and tied-weights translation-model regression are unrelated." + "reason": "CUDA reserved-memory OOM under int4 quantization is not the same as tied-weights behavior on translation models." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to Qwen3.5 streaming API failure." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE and Qwen3.5 streaming API failure are unrelated." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "Both are v5 regressions, but one is `init_empty_weights` argument handling and the other is a pydantic field breakage." + "reason": "`init_empty_weights` unexpected argument handling and pydantic config-field breakage are different regressions." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "GGUF gpt-oss architecture support and Qwen3.5 streaming inference are unrelated." + "reason": "GGUF gpt-oss support and Qwen3.5 streaming inference failure do not match." }, { "left": "issue:45020", "right": "issue:45800", "accept": false, - "reason": "Remote-code model breakage and torch/transformers version incompatibility are different root causes." + "reason": "Remote-code breakage and torch/transformers incompatibility are too broad and not the same concrete bug." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Sliding-window behavior on Qwen3-MoE is unrelated to the PretrainedConfig pydantic regression." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to the pydantic PretrainedConfig regression." }, { "left": "issue:43541", "right": "issue:44589", "accept": false, - "reason": "Grouped_mm tracing failure and missing Float8 storage support are distinct runtime issues." + "reason": "Grouped_mm tracing failure and Float8 storage lookup failure are different backend/runtime errors." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Both are index-related, but they arise from different workflows and failure points." + "reason": "Both are ZeRO-3 index errors, but the model and initialization context differ enough that they do not clearly describe the same bug." }, { "left": "issue:43054", "right": "issue:43994", - "accept": true, - "reason": "Both report SigLIP2 behaving incorrectly at inference/loading time; they likely stem from the same model implementation bug." + "accept": false, + "reason": "Siglip2 text-embedding quality regression and a Siglip2 AutoModel/pipeline issue are not the same failure." }, { "left": "issue:45759", "right": "issue:45902", "accept": false, - "reason": "Multimodal config unwrapping and rotary-embedding uninitialized-memory issues are different bugs." + "reason": "Composite Qwen config unwrapping and uninitialized-memory in rotary embedding are different bugs." }, { "left": "issue:45542", "right": "issue:45800", "accept": false, - "reason": "TensorBoard-without-TensorFlow backend error is unrelated to torch/transformers version incompatibility." + "reason": "Tensorboard-without-TensorFlow backend error and torch/transformers version incompatibility are unrelated." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "FSDP weight-shape failure and Qwen3.5 embedding unpacking in TRL are different problems." + "reason": "FSDP weight dimensionality error and TRL SFT embedding unpacking failure are different training-path problems." }, { "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "Mistral3 image-preprocessor dtype mismatch and Qwen3.5 SFT embedding unpacking are unrelated." + "reason": "Mistral-3 image preprocessor dtype mismatch and Qwen3.5 TRL embedding unpacking are unrelated." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "High perplexity on gpt-oss-20b and a GLM5 issue are not the same bug." + "reason": "High perplexity on gpt-oss-20b and a generic GLM5 issue are not the same bug." }, { "left": "issue:45632", "right": "issue:45698", - "accept": true, - "reason": "Both describe `trust_remote_code`/custom-module resolution loading the wrong local module; same cache/path-selection bug." + "accept": false, + "reason": "Both involve custom/remote code loading, but one is a cache-path collision and the other is wrong custom module loading after save_pretrained; not enough evidence for the same defect." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Custom-model Jupyter init breakage and flash-attn2 fallback gating are unrelated." + "reason": "Jupyter custom-model initialization breakage and flash-attn2 fallback blocking are separate regressions." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Both concern tied weights, but they affect different model classes and likely different implementations." + "reason": "Tied weights in a specific multimodal Mistral3 model and tied-weights issues on translation models are related in theme but not the same concrete bug." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: the cluster is mostly heterogeneous, and the two accepted soft pairs are the only ones that look plausibly duplicate based on the issue titles. The rejected pairs are phrased conservatively and do not overclaim identity. No mergeability problems apply here." + "accept": false, + "feedback": "The summary is mostly grounded, but it overstates the evidence for one key soft edge: issue:41093 vs issue:43638 is not supported as an accepted duplicate in the packet (the packet only shows soft similarity, with deterministic_accept=false). The representative/canonical choice can still be plausible, but the wording should be more conservative: there is similarity around ZeRO-3 index-out-of-bounds failures, yet the packet does not establish a confirmed duplicate pair. The rest of the rejected soft edges are broadly conservative." }, "evaluator_used": true, - "retried": false, - "accepted_nontrivial_soft_edge": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -901,10 +937,10 @@ "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-10000-429", + "cluster_id": "cluster-10000-430", "nodes": [ "issue:36331", "issue:38175", @@ -977,8 +1013,8 @@ "issue:43054|issue:45701", "issue:41553|issue:43883", "issue:38175|issue:43054", - "issue:44910|issue:45859", "issue:45663|issue:45902", + "issue:44910|issue:45859", "issue:41553|issue:43881", "issue:42947|issue:44387", "issue:43054|issue:43493", @@ -991,14 +1027,14 @@ "issue:43881|issue:43883", "issue:43782|issue:44960" ], - "prepared_review_unit_hash": "fe6e7d225e607b85d1d877238cfb3a1ee69fc17f49b91c645b66b1c7df3cbdde", + "prepared_review_unit_hash": "10a32933fdd6a8abde44c70c9c8088b5f6b0d2c881da0a0605eb210163a88af5", "component_budget": { - "node_count": 429, - "item_count": 429, - "soft_pair_count": 1585, - "serialized_chars": 820591, - "estimated_input_tokens": 205148, - "estimated_eval_tokens": 410552 + "node_count": 430, + "item_count": 430, + "soft_pair_count": 1590, + "serialized_chars": 822920, + "estimated_input_tokens": 205730, + "estimated_eval_tokens": 411716 }, "budget": { "node_count": 48, @@ -1013,222 +1049,222 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous, but there is a clear duplicate pocket around the Transformers 5.x non-persistent buffer regression. Most other pairs are different model-specific or API-specific bugs and should stay separate.", - "confidence": 0.84, - "canonical_issue_reason": "issue:43950 is the clearest, broadest statement of the shared regression: non-persistent buffers are corrupted during `from_pretrained()` in Transformers 5.x. It also naturally subsumes the later specific symptom in issue:45902 and the near-duplicate wording in issue:44534.", + "summary": "Most items are unrelated issue reports across different models and bugs. The only clear near-duplicate pair is the transformers 5.x non-persistent buffer regression: issue 43950 and issue 44534, with 45902 looking like a concrete instance of the same underlying problem.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 43950 is the clearest, broadest description of the regression ('from_pretrained() silently corrupts non-persistent buffers'), making it the best canonical issue for this bug family.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43950 best represents the duplicate set because it names the root regression directly and generalizes across the specific downstream symptoms reported later.", + "best_issue_reason": "Issue 43950 is the best tracking issue overall for the non-persistent-buffer bug: it states the root regression clearly and is broader than the later, more specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "Different failures: Qwen3Moe FP8 loading vs FlashAttention fallback gating." + "reason": "Both are loading/compatibility failures, but they concern different mechanisms and likely different fixes (Qwen3Moe FP8 config vs flash-attn fallback gating)." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "Qwen3.5 packed-sequence/cache crash is not the same bug as the tied-weights v5 regression." + "reason": "PagedAttentionCache crash on Qwen3.5 is a runtime cache bug; tied-weights issues on translation models are a separate model-loading regression." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization/offloading behavior is unrelated to tied-weights handling." + "reason": "Quantization/offloading behavior is unrelated to tied-weight handling for translation models." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "NemotronH checkpoint loading failure is a different code path from tied-weights issues." + "reason": "NemotronH checkpoint loading failure is a model-specific loading issue, not the tied-weights regression." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "DSA indexer/ReLU discussion is unrelated to a docs typo about the run command." + "reason": "DSA indexer missing ReLU and a documentation typo about the removed run command are unrelated." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "TRL embedding unpacking and GraniteMoE invalid-method calls are different model/trainer bugs." + "reason": "These involve different model paths and failures: Qwen3.5 unpacking with TRL vs GraniteMoEHybrid calling an invalid method." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "Cache-strategy typo is not the same as removed-run-command documentation drift." + "reason": "A cache-strategy typo and stale v5 docs about the run command are both documentation issues, but not the same change or bug." }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "DeepSeek detokenization regression and Qwen3 NVFP4 load failure are different bugs." + "reason": "DeepSeek detokenization in v5 and Qwen-3 NVFP4 runtime errors are different model-specific problems." }, { "left": "issue:44292", "right": "issue:45507", "accept": false, - "reason": "Qwen3 NVFP4 load failure is unrelated to GraniteMoEHybrid's invalid method call." + "reason": "No shared code path is evident; one is NVFP4 execution, the other is a GraniteMoE method error." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Same underlying non-persistent-buffer corruption regression in Transformers 5.x, phrased with different surface symptoms." + "reason": "Both describe the same transformers 5.x regression where non-persistent buffers are corrupted/junk-filled during loading." }, { "left": "issue:43644", "right": "issue:43950", "accept": false, - "reason": "`trust_remote_code` missing fields is a different regression than buffer corruption during load." + "reason": "Missing fields from trust_remote_code config loading is a separate AutoConfig issue, not buffer corruption." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "Broken docs example and poor SigLIP2 text embeddings are different problems." + "reason": "SigLIP2 docs example failures and SigLIP2 text-embedding quality discrepancies are related only by model name, not by the same bug." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Autocast dtype mismatch is a different failure from Qwen3.5 position-id/SDPA instability." + "reason": "Autocast dtype mismatch on Phi-tiny-MoE and Qwen3.5 gradient explosion from 3D position_ids are different failure modes and code paths." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "Trainer API kwarg breakage is unrelated to Gemma3 ZeRO-3 loading." + "reason": "CustomTrainer compute_loss kwarg incompatibility and Gemma3 ZeRO-3 loading IndexError are unrelated training/loading bugs." }, { "left": "issue:41628", "right": "issue:45800", "accept": false, - "reason": "Importing `AutoImageProcessor` and a torch/transformers version incompatibility are not the same concrete bug." + "reason": "An AutoImageProcessor import failure is not the same as a torch/transformers version incompatibility report." }, { "left": "issue:43950", "right": "issue:45902", "accept": true, - "reason": "Issue:45902 is a concrete symptom of the same non-persistent-buffer/materialization corruption regression described in issue:43950." + "reason": "45902 is a concrete manifestation of the same non-persistent-buffer corruption problem, with inv_freq left uninitialized after materialization." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "Bitsandbytes constructor mismatch and missing Float8 storage are separate quantization issues." + "reason": "Bitsandbytes constructor incompatibility and missing Float8 storage support are different compatibility errors." }, { "left": "issue:43866", "right": "issue:44403", "accept": false, - "reason": "A corrupted checkpoint and generic loading noise are not the same underlying bug." + "reason": "A corrupted Ovis2 checkpoint is unrelated to a generic loading-noise report." }, { "left": "issue:43054", "right": "issue:45701", "accept": false, - "reason": "SigLIP2 embedding quality and version-dependent tokenization changes are different concerns." + "reason": "SigLIP2 embedding quality and version-dependent tokenization changes are different issues." }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "Bad AutoTokenizer error handling for Voxtral is unrelated to Molmo's missing tied-weights attribute." + "reason": "Bad AutoTokenizer error messaging for Voxtral is unrelated to Molmo missing all_tied_weights_keys." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Both involve SigLIP2, but zero probabilities and lower text-embedding quality are not clearly the same concrete bug." + "reason": "Both mention SigLIP2, but zero probabilities and worse embeddings are not clearly the same underlying defect." }, { - "left": "issue:44910", - "right": "issue:45859", + "left": "issue:45663", + "right": "issue:45902", "accept": false, - "reason": "FlashAttention packed-sequence crash on Qwen3.5 is distinct from CPU-offload incompatibility in rotary embedding." + "reason": "Gemma4 FSDP2 shared_kv_states KeyError and Qwen3_5Moe uninitialized inv_freq are distinct model bugs." }, { - "left": "issue:45663", - "right": "issue:45902", + "left": "issue:44910", + "right": "issue:45859", "accept": false, - "reason": "Gemma4 FSDP2 KeyError and Qwen3.5 buffer materialization corruption are unrelated." + "reason": "FlashAttention illegal memory access from 3D position_ids is unrelated to CPU offload incompatibility in Qwen3_5MoeTextRotaryEmbedding." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Voxtral tokenizer error messaging and glm-4v-9b load failure are different bugs." + "reason": "Tokenizer loading error messaging and glm-4v-9b loading failure are different problems." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "LoRA checkpointing ineffectiveness is not the same as int4 quantization memory growth/OOM." + "reason": "LoRA gradient-checkpointing behavior and int4 quantization memory growth are separate training/runtime regressions." }, { "left": "issue:43054", "right": "issue:43493", - "accept": true, - "reason": "Both point at the same SigLIP2 HF-vs-JAX implementation discrepancy that degrades text-side behavior." + "accept": false, + "reason": "Both are about SigLIP2 behavior, but one is quality/embedding mismatch while the other is HF-vs-JAX implementation discrepancy; not the same concrete bug." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "Generic loading noise and inability to load a specific model are not the same defect." + "reason": "Generic loading noise and inability to load a specific model are not the same issue." }, { "left": "issue:43975", "right": "issue:45237", "accept": false, - "reason": "Detokenization regression and AMD GPU execution failure are unrelated." + "reason": "DeepSeek detokenization and GPT-OSS-20B on AMD GPUs are unrelated." }, { "left": "issue:43643", "right": "issue:45020", "accept": false, - "reason": "Missing fields from `AutoConfig` with `trust_remote_code` is only one possible symptom inside a broader remote-code complaint, not a clearly identical bug." + "reason": "Missing fields in AutoConfig with trust_remote_code and broader remote_code breakage are related in theme but not clearly the same underlying bug." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "These are different model-loading reports, not the same bug." + "reason": "Two model-loading reports for different checkpoints; no evidence they share the same root cause." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "PEFT gradient-checkpointing behavior and Qwen3 MoE memory usage are different training issues." + "reason": "Gradient-checkpointing inefficiency with LoRA and Qwen3 MoE memory usage are both memory-related but not the same code-path failure." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "Gemma3 ZeRO-3 load failure and Qwen3Moe FP8 failure are unrelated." + "reason": "Gemma3 ZeRO-3 loading IndexError and Qwen3Moe FP8 config failure are different loading paths." }, { "left": "issue:43881", "right": "issue:43883", "accept": false, - "reason": "Different models and different failure modes: glm-4v-9b load error vs Molmo tied-weights attribute error." + "reason": "glm-4v-9b loading failure and Molmo missing all_tied_weights_keys are unrelated model-specific issues." }, { "left": "issue:43782", "right": "issue:44960", "accept": false, - "reason": "Qwen3VL weight_only load failure and GLM5 are unrelated model-specific issues." + "reason": "Qwen3VL weight-only loading error and GLM5 are not the same bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The only accepted duplicate pockets are the clearly related SigLIP2 pair and the Transformers v5 non-persistent-buffer regression cluster, which are both supported by the issue titles. The rest of the soft-edge rejections are appropriately cautious for a heterogeneous cluster." + "feedback": "The summary is grounded in the packet and stays conservative. The canonical issue choice (43950) is well supported by the titles, and the two accepted soft-edge pairs are strong matches on the same non-persistent-buffer regression. The rejected pairs are framed cautiously and do not overstate shared causality." }, "evaluator_used": true, "retried": false, @@ -1244,10 +1280,10 @@ "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-10000-429", + "cluster_id": "cluster-10000-430", "nodes": [ "issue:24643", "issue:30064", @@ -1300,8 +1336,8 @@ ], "soft_pairs": [ "issue:45685|issue:45823", - "issue:43824|issue:43872", "issue:44991|issue:45399", + "issue:43824|issue:43872", "issue:42491|issue:44368", "issue:45020|issue:45823", "issue:44661|issue:45020", @@ -1313,8 +1349,8 @@ "issue:43827|issue:44509", "issue:43638|issue:45823", "issue:42915|issue:45020", - "issue:43257|issue:43866", "issue:43872|issue:44291", + "issue:43257|issue:43866", "issue:43792|issue:44220", "issue:42915|issue:43872", "issue:41553|issue:44991", @@ -1330,23 +1366,23 @@ "issue:44479|issue:44560", "issue:44530|issue:44863", "issue:24643|issue:30064", - "issue:45325|issue:45902", - "issue:43366|issue:43828" + "issue:43366|issue:43828", + "issue:45325|issue:45902" ], - "prepared_review_unit_hash": "be43def021e578871f06c3fb7c8ac526b41bbc41750e98122562524d7c10ef52", + "prepared_review_unit_hash": "7ac17176410c5ced5bf7ed2771b07e9ceb19fec2ae927b91cfa357a113e0e113", "component_budget": { - "node_count": 429, - "item_count": 429, - "soft_pair_count": 1585, - "serialized_chars": 820591, - "estimated_input_tokens": 205148, - "estimated_eval_tokens": 410552 + "node_count": 430, + "item_count": 430, + "soft_pair_count": 1590, + "serialized_chars": 822920, + "estimated_input_tokens": 205730, + "estimated_eval_tokens": 411716 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 38069, + "serialized_chars": 38072, "estimated_input_tokens": 9518, "estimated_eval_tokens": 19292 }, @@ -1355,216 +1391,210 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issues; only a few soft pairs look like true duplicates, mainly exact-regression matches in tokenizer/docs/loading paths. No PRs are present.", - "confidence": 0.67, - "canonical_issue_reason": "issue:44291 is the clearest, most explicit reproduction of the shared `_is_hf_initialized` loading regression, and it lines up directly with the bitsandbytes-related duplicate.", + "summary": "This cluster is mostly overbroad and heterogeneous. I only see a few true duplicate subclusters: v5 docs mentioning removed pipeline tasks, the `_is_hf_initialized` loading TypeError, and the mask-shape mismatch error. Most other pairs are only superficially similar and should stay separate.", + "confidence": 0.66, + "canonical_issue_reason": "No single canonical issue for the whole cluster: the items split into unrelated bug families, with only a few small duplicate subclusters.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44291 is the strongest issue anchor in this set because it describes a concrete, version-scoped code-path failure with a clear fix surface.", + "best_issue_reason": "No global best issue across the full cluster. If forced to pick a representative for one subcluster, 44509 is the clearest docs-related issue, but it does not represent the other bugs here.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45685", "right": "issue:45823", "accept": false, - "reason": "Different failures: MPS integer histogram support vs device placement mismatch in Gemma4 PLE." + "reason": "Different model/runtime failures: MPS histogram on Int vs Gemma4 PLE device mismatch." }, { - "left": "issue:43824", - "right": "issue:43872", + "left": "issue:44991", + "right": "issue:45399", "accept": false, - "reason": "Both are import/load failures, but they point to different model families and different failure modes." + "reason": "Tokenizer loading regression and flash-attn fallback gating are unrelated code paths." }, { - "left": "issue:44991", - "right": "issue:45399", + "left": "issue:43824", + "right": "issue:43872", "accept": false, - "reason": "Tokenizer loading regression vs flash-attention fallback gating; unrelated code paths." + "reason": "Importing a missing Qwen2.5-VL class is unrelated to the bitsandbytes `_is_hf_initialized` TypeError." }, { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "Both mention Qwen/LoRA warnings, but one is a hard loading incompatibility and the other is a config warning." + "reason": "Different problems: LoRA checkpoint compatibility across versions vs a tied-embeddings warning during Qwen3.5 fine-tuning." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "Remote-code regression and device-map mismatch are different bugs." + "reason": "Broad remote_code regression is not the same bug as a Gemma4 device-map forward mismatch." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "Different issues: tokenizer mapping helper failure vs broad remote_code breakage." + "reason": "Tokenizer-mapping registry failure is a different path from the remote_code loading breakage." }, { "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "Autocast dtype mismatch is not the same as a device-map forward mismatch." + "reason": "Autocast dtype mismatch and device placement mismatch are different failures." }, { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Tokenizer regex crash vs flash-attn availability checks; not the same bug." + "reason": "Mistral regex patch crash is unrelated to flash-attn2 fallback blocking." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "Broad remote_code breakage and Kimi tokenizer regression are distinct." + "reason": "Remote_code loading regressions and Kimi codec handling warnings are different underlying bugs." }, { "left": "issue:43742", "right": "issue:45399", "accept": false, - "reason": "MobileLLM loading/key error and flash-attn fallback gating are unrelated." + "reason": "MobileLLM key error is unrelated to flash-attn2 installation/fallback checks." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "Weight tying bug and non-persistent buffer corruption are different loading regressions." - }, - { - "left": "issue:43827", - "right": "issue:44509", - "accept": true, - "reason": "Both are the same docs cleanup: stale v5 pipeline-task references that were removed." + "reason": "Tied lm_head weights and non-persistent buffer corruption are separate model-loading bugs." }, { "left": "issue:43638", "right": "issue:45823", "accept": false, - "reason": "Zero-3 index error with a non-pretrained Bert model is unrelated to Gemma4 device placement." + "reason": "DeepSpeed ZeRO-3 index error with BERT is unrelated to Gemma4's device mismatch." }, { - "left": "issue:42915", - "right": "issue:45020", - "accept": false, - "reason": "Qwen3 MoE weight conversion under deepspeed is not the same as general remote_code breakage." + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Both report the same docs drift: v5 docs still reference removed pipeline tasks." }, { - "left": "issue:43257", - "right": "issue:43866", + "left": "issue:42915", + "right": "issue:45923", "accept": false, - "reason": "Weight loading under accelerate/deepspeed and a corrupted checkpoint are different problems." + "reason": "FineGrainedFP8Config failure and missing supports_gradient_checkpointing are different issues." }, { "left": "issue:43872", "right": "issue:44291", "accept": true, - "reason": "Same underlying `_is_hf_initialized`/tensor-construction TypeError during model loading; these can be fixed together." + "reason": "Same underlying `_is_hf_initialized` constructor/loading regression causing TypeError during model load." + }, + { + "left": "issue:43257", + "right": "issue:43866", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed is unrelated to a corrupted Ovis2 checkpoint." }, { "left": "issue:43792", "right": "issue:44220", - "accept": true, - "reason": "Both point to the Whisper feature-extraction path failing in the same audio preprocessing code." + "accept": false, + "reason": "Whisper runtime failure and `_torch_extract_fbank_features()` are not the same concrete bug." }, { "left": "issue:42915", "right": "issue:43872", "accept": false, - "reason": "Qwen3 MoE weight conversion and bitsandbytes constructor incompatibility are unrelated." + "reason": "Qwen3 FP8 config failure and `_is_hf_initialized` loading error are different failure modes." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-loading complaints, but they affect different models and likely different causes." + "reason": "Bad Voxtral tokenizer error messaging is unrelated to EMBEDDIA/est-roberta tokenizer loading failure." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "Trainer API kwarg mismatch and tensor mask shape mismatch are unrelated." + "reason": "Trainer signature mismatch and mask shape mismatch are completely different bugs." }, { "left": "issue:43257", "right": "issue:45305", "accept": false, - "reason": "DeepSpeed weight-loading failure and GAS gradient averaging regression are different code paths." + "reason": "ZeRO-3 weight-loading failure and gradient averaging with GAS are separate DeepSpeed issues." }, { "left": "issue:42947", "right": "issue:45923", "accept": false, - "reason": "Gradient checkpointing issue in PEFT LoRA is not the same as a missing supports_gradient_checkpointing flag on a remote-code model." + "reason": "Gradient checkpointing ineffective with PEFT LoRA is not the same as a missing trust_remote_code flag." }, { "left": "issue:43940", "right": "issue:45313", "accept": false, - "reason": "Both involve Qwen + ZeRO-3 loading, but the model targets and failure descriptions are not concrete duplicates." + "reason": "Both involve ZeRO-3 loading, but these are different Qwen variants with different missing-weight symptoms." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "Different model-loading failures with no clear shared code path." + "reason": "GLM-4.7-Flash unit-test load failure and NemotronH checkpoint loading are unrelated model-specific bugs." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "RLHF NaN/SDPA fallback issue is unrelated to a flash_attention.py crash on sink-less models." + "reason": "RLHF NaN/BF16 collapse from 3D position_ids is unrelated to the flash_attention s_aux=None crash." }, { "left": "issue:43872", "right": "issue:45538", "accept": false, - "reason": "bitsandbytes constructor compatibility and CLIPTokenizer max-length behavior are unrelated." + "reason": "Bitsandbytes `_is_hf_initialized` loading issue is unrelated to CLIPTokenizer's model_max_length constant." }, { "left": "issue:41093", "right": "issue:44805", "accept": true, - "reason": "Same mask/index shape mismatch error; the titles describe the same underlying IndexError." + "reason": "Same mask/index shape-mismatch error pattern; these look like the same underlying bug." }, { "left": "issue:41553", "right": "issue:44488", "accept": false, - "reason": "Different tokenizer-loading failures for different models; not the same bug." + "reason": "Voxtral loading error-message issue and sleng-bert loading failure are different model-specific problems." }, { "left": "issue:44479", "right": "issue:44560", "accept": false, - "reason": "Both are video-related Qwen regressions, but the concrete failures are different enough to keep separate." - }, - { - "left": "issue:44530", - "right": "issue:44863", - "accept": false, - "reason": "PagedAttentionCache linear_attention crash and NemotronH checkpoint loading failure are unrelated." + "reason": "The former is a broad video-input regression across Qwen VL/MoE models; the latter is a specific StopIteration in Qwen3-vl-embedding." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "Training with DeepSpeed and void segmentation map processing are unrelated issues." + "reason": "DeepSpeed training weight-shape error and void segmentation map processing are unrelated." }, { - "left": "issue:45325", - "right": "issue:45902", + "left": "issue:43366", + "right": "issue:43828", "accept": false, - "reason": "RoPE position-id scaling bug and uninitialized-memory materialization bug are different." + "reason": "GGUF gpt-oss support and an autocast dtype mismatch are not the same code-path problem." }, { - "left": "issue:43366", - "right": "issue:43828", + "left": "issue:45325", + "right": "issue:45902", "accept": false, - "reason": "GGUF architecture support and dtype mismatch under autocast are unrelated." + "reason": "Qwen2.5-VL rope-index scaling and Qwen3_5Moe uninitialized-memory reads are different rotary-embedding bugs." } ] }, "evaluator_result": { "accept": true, - "feedback": "The assessment is grounded in the packet: the cited issue titles support the main anchors, the summary stays appropriately cautious, and the soft-edge rejections are conservative. The accepted pairs are all at least plausibly same-bug duplicates from the text, and there are no PR pairs to evaluate." + "feedback": "The analyst output is grounded in the packet and stays conservative. The three accepted soft pairs are plausible same-bug/duplicate subclusters, and the rejections are appropriately cautious given the titles and descriptions. The overall summary correctly treats the cluster as heterogeneous rather than forcing a single canonical issue." }, "evaluator_used": true, "retried": false, @@ -1580,10 +1610,10 @@ "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-10000-429", + "cluster_id": "cluster-10000-430", "nodes": [ "issue:36010", "issue:38175", @@ -1639,8 +1669,8 @@ "issue:44155|issue:45584", "issue:43366|issue:43531", "issue:43950|issue:45834", - "issue:43824|issue:43957", "issue:44560|issue:45685", + "issue:43824|issue:43957", "issue:43550|issue:44910", "issue:43645|issue:43646", "issue:42915|issue:43957", @@ -1663,244 +1693,251 @@ "issue:41720|issue:42915", "issue:44960|issue:44977", "issue:44451|issue:44488", - "issue:45313|issue:45357", "issue:42915|issue:44756", + "issue:45313|issue:45357", "issue:42491|issue:45276", "issue:43708|issue:44075", - "issue:44488|issue:44991" + "issue:44488|issue:44991", + "issue:43644|issue:43645" ], - "prepared_review_unit_hash": "2174bc32ae48c0c2a60dadbfb229a7393e36f267246c8e6f95e3e6d53c916ec0", + "prepared_review_unit_hash": "aa108acc7cf91cbc43d5ded04c4d24872ffc4ba184dde8913e9a4591a9af742b", "component_budget": { - "node_count": 429, - "item_count": 429, - "soft_pair_count": 1585, - "serialized_chars": 820591, - "estimated_input_tokens": 205148, - "estimated_eval_tokens": 410552 + "node_count": 430, + "item_count": 430, + "soft_pair_count": 1590, + "serialized_chars": 822920, + "estimated_input_tokens": 205730, + "estimated_eval_tokens": 411716 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37489, - "estimated_input_tokens": 9373, - "estimated_eval_tokens": 19002 + "soft_pair_count": 34, + "serialized_chars": 37789, + "estimated_input_tokens": 9448, + "estimated_eval_tokens": 19152 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a mixed cluster with several small duplicate islands rather than one unified bug. The clearest duplicates are around Transformers v5 regressions (non-persistent buffers, custom model init, ZeRO-3/BERT failures) and a SigLIP2 output issue; most other pairs are unrelated model-specific bugs.", - "confidence": 0.67, - "canonical_issue_reason": "No single cluster-wide canonical issue fits all items because the set splits into multiple unrelated bugs. If a representative anchor is needed, 43644 is the cleanest duplicate pair anchor for the non-persistent-buffer regression.", + "summary": "The cluster is mostly heterogeneous: several unrelated Transformers regressions are mixed together, but there are a few true duplicate subclusters around non-persistent buffers, custom model initialization, and SigLIP2 output corruption.", + "confidence": 0.73, + "canonical_issue_reason": "No single canonical issue fits the whole cluster; 43644 is the best local canonical for the non-persistent-buffer regression because it states the shared bug clearly and has the closest matching duplicate wording.", "canonical_pr_reason": null, - "best_issue_reason": "43644 is the best single issue anchor: it is a crisp, well-scoped Transformers v5 regression and is duplicated almost verbatim by 44534.", + "best_issue_reason": "43644 is the strongest overall issue candidate: it is concrete, reproducible, and anchors a real duplicate subcluster better than the more model-specific or orthogonal reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45663", "right": "issue:45823", "accept": false, - "reason": "Both are Gemma4 issues, but one is an FSDP2 shared_kv_states bug and the other is a device_map=\"auto\" device mismatch; different code paths." + "reason": "Different Gemma4 failures: an FSDP2 shared_kv_states KeyError vs a device_map='auto' forward mismatch. Same model family, but not the same bug." }, { "left": "issue:44155", "right": "issue:45584", "accept": false, - "reason": "AudioFlamingo3 batched inference leak and Whisper empty-transcription handling are unrelated bugs." + "reason": "Unrelated symptoms and code paths: AudioFlamingo batched-inference leakage vs Whisper empty-transcription handling." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "GGUF gpt-oss support and Qwen3-MoE sliding_window behavior are different features/problems." + "reason": "One is GGUF/gpt-oss architecture support; the other is a Qwen3-MoE sliding_window issue. Same general area, different change." }, { "left": "issue:43950", "right": "issue:45834", "accept": false, - "reason": "Non-persistent buffer corruption and Kosmos2.5 long-ocr index errors are unrelated." + "reason": "Non-persistent-buffer corruption vs Kosmos2.5 long-OCR index error are different bugs and different model paths." }, { - "left": "issue:43824", - "right": "issue:43957", + "left": "issue:44560", + "right": "issue:45685", "accept": false, - "reason": "One is a missing Qwen2_5_VL export/import, the other is meta-device loading breakage; not the same bug." + "reason": "Qwen3-vl video StopIteration and an MoE MPS histogram implementation error are unrelated." }, { - "left": "issue:44560", - "right": "issue:45685", + "left": "issue:43824", + "right": "issue:43957", "accept": false, - "reason": "Qwen3-VL video StopIteration and MPS histogram support for Int are unrelated." + "reason": "Import error for a missing VL class vs meta-device loading regressions; too broad and not the same concrete bug." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Different attention-backend failures on different models; too broad to be the same concrete bug." + "reason": "Bamba torch.compile/SDPA failure and Qwen3.5 flash-attention illegal memory access are different model/runtime bugs." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "Same Transformers v5 custom model initialization regression; the notebook mention is just an environment-specific manifestation." + "reason": "These are effectively the same custom-model initialization regression: one mentions Jupyter specifically, the other is the general form of the same failure." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "Qwen3-MoE FP8 failure and meta-device loading problems are distinct issues." + "reason": "Qwen3Moe FP8 config failure and meta-device loading breakage do not share the same underlying code path." }, { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "GGUF model support and Float8 storage import errors are unrelated." + "reason": "GGUF gpt-oss support and Float8 storage lookup failure are different loader/runtime issues." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "3d_parallel.py failure and GGUF gpt-oss support are different areas." + "reason": "3d_parallel.py runtime failure vs GGUF model architecture support are unrelated." }, { "left": "issue:44560", "right": "issue:44918", "accept": false, - "reason": "Qwen3-VL video StopIteration and Qwen3.5 embedding unpacking with TRL are unrelated." + "reason": "Qwen3-vl video StopIteration and TRL embedding unpacking are different failures." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "GenerationMixin import failure and Qwen3-MoE FP8 failure are unrelated." + "reason": "GenerationMixin import error and Qwen3Moe FP8 failure are unrelated." }, { "left": "issue:44661", "right": "issue:45823", "accept": false, - "reason": "Tokenizer-mapping model registration bug and Gemma4 PLE device mismatch are unrelated." + "reason": "Tokenizer mapping failure when adding a model vs Gemma4 PLE device mismatch are different issues." }, { "left": "issue:44560", "right": "issue:44805", "accept": false, - "reason": "Different indexing/sequence bugs in different model paths." + "reason": "Video embedding StopIteration and mask-shape IndexError are not the same bug." }, { "left": "issue:43632", "right": "issue:45834", "accept": false, - "reason": "_is_hf_initialized regression and Kosmos2.5 OCR index error are unrelated." + "reason": "_is_hf_initialized flag regression and Kosmos2.5 long OCR index error are unrelated." }, { "left": "issue:38175", "right": "issue:43994", "accept": true, - "reason": "Both report the same SigLIP2 bad-output regression on google/siglip2-base-patch16-224; 43994 is a later re-report of the same model/processor problem." + "reason": "Same SigLIP2 symptom family on the same model: zero probabilities vs nonsensical outputs with AutoModel/pipeline point to the same underlying regression." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "ZeRO-3 BertModel index error and add-new-model-like tokenizer mapping failure are different bugs." + "reason": "DeepSpeed ZeRO-3 initialization on a non-pretrained Bert model is a different path from add-new-model-like/tokenizer mapping handling." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "ZeRO-3 BertModel index error and tokenizer-mapping registration are unrelated." + "reason": "ZeRO-3 BertModel index error and TOKENIZER_MAPPING_NAMES handling are different bugs." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "Different model-registration vs tensor-mask shape error." + "reason": "Tokenizer mapping issue and mask/tensor shape mismatch are unrelated." }, { "left": "issue:44877", "right": "issue:45030", "accept": false, - "reason": "Both involve config validation, but they affect different model families and appear to be separate breakages." + "reason": "Strict config rejection for granite_speech and tiny-random glm4v config validation are different model/config changes." }, { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "device_map/offload load failure and Strix Halo mmap OOM are not the same concrete bug." + "reason": "device_map='auto' dequantized-model offload bug and Strix Halo mmap OOM are both loading-related but not the same concrete failure." }, { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "Verbatim duplicate regression: Transformers v5 fills non-persistent buffers with junk." + "reason": "Both describe the same transformers 5 regression where non-persistent buffers get corrupted/junk values after loading." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "The docs-example issue also includes quantization/doc errors, so it is not clearly the same concrete bug as the runtime SigLIP2 zero-probability report." + "reason": "SigLIP2 bad outputs vs documentation example errors/processor mismatch are not the same underlying bug." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "Qwen3_MoE LoRA compatibility on hf5.x and BitNet packed-weight loading are unrelated." + "reason": "LoRA qwen3_moe hf4.x vs hf5.x compatibility and BitNet packed-weight unpacking are different regressions." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Auto device mapping cudaErrorAssert and Qwen3-MoE FP8 failure are different issues." + "reason": "Qwen3 auto device mapping cudaErrorAssert and Qwen3Moe FP8 config failure are different runtime paths." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "GLM5 and Qwen3.5 flash-attention failures are unrelated." + "reason": "GLM5 issue and Qwen3.5 flash-attention generation failure are unrelated." }, { "left": "issue:44451", "right": "issue:44488", - "accept": true, - "reason": "Both are current-version load failures for closely related BERT checkpoints; this looks like the same loader regression." - }, - { - "left": "issue:45313", - "right": "issue:45357", "accept": false, - "reason": "DeepSpeed ZeRO-3 load failure and incorrect save_pretrained visual encoder keys are different Qwen3.5 bugs." + "reason": "Both are model-loading failures, but the titles only show different repos and no clear shared root cause." }, { "left": "issue:42915", "right": "issue:44756", "accept": false, - "reason": "Qwen3-MoE FP8 failure and Strix Halo mmap OOM are unrelated." + "reason": "Qwen3Moe FP8 failure and mmap OOM on Strix Halo are unrelated." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "ZeRO-3 language_model weight loading and incorrect visual encoder keys on save_pretrained are different bugs." }, { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "LoRA/hf5.x incompatibility and Gemma4 resize_token_embeddings behavior are different bugs." + "reason": "LoRA qwen3_moe checkpoint incompatibility and Gemma4 resize_token_embeddings not updating tied structures are different issues." }, { "left": "issue:43708", "right": "issue:44075", "accept": false, - "reason": "Trainer resume/max_steps logic and SGD args not being used are unrelated training issues." + "reason": "resume_from_checkpoint max_steps calculation and SGD args being ignored are unrelated training bugs." }, { "left": "issue:44488", "right": "issue:44991", "accept": false, - "reason": "BERT model load failure and tokenizer loading failure for a different checkpoint are unrelated." + "reason": "Loading a specific BERT model and tokenizer loading for EMBEDDIA/est-roberta are similar symptoms but not clearly the same bug." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Non-persistent-buffer corruption and custom model initialization in notebooks are different regressions, even though both are Transformers 5 related." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster analysis is grounded in the packet and stays conservative. The accepted duplicate islands are supported by the titles, and the rejected pairs are generally distinguished by different models/code paths or distinct failure modes. The overall summary correctly treats this as a mixed cluster rather than a single unified bug." + "feedback": "The summary is grounded in the packet: it identifies a heterogeneous cluster and only calls out a few plausible duplicate subclusters. The accepted soft-edge pairs are conservative and well-supported by the titles, especially 43644/44534 and 43645/43646." }, "evaluator_used": true, "retried": false, @@ -1916,10 +1953,10 @@ "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-10000-429", + "cluster_id": "cluster-10000-430", "nodes": [ "issue:36010", "issue:39404", @@ -1933,8 +1970,6 @@ "issue:43404", "issue:43425", "issue:43454", - "issue:43644", - "issue:43645", "issue:43854", "issue:43856", "issue:43873", @@ -1951,6 +1986,7 @@ "issue:44756", "issue:44910", "issue:44912", + "issue:44928", "issue:44960", "issue:45216", "issue:45276", @@ -1971,15 +2007,14 @@ "issue:46050" ], "soft_pairs": [ - "issue:45488|issue:45812", - "issue:43644|issue:43645", "issue:43854|issue:43931", + "issue:45488|issue:45812", "issue:39692|issue:43994", "issue:43257|issue:43854", "issue:43856|issue:43873", "issue:42491|issue:43931", - "issue:45362|issue:45406", "issue:43856|issue:44387", + "issue:45362|issue:45406", "issue:44960|issue:46050", "issue:42491|issue:45292", "issue:44164|issue:44291", @@ -1990,267 +2025,268 @@ "issue:41720|issue:44155", "issue:43425|issue:43957", "issue:39692|issue:44960", - "issue:44402|issue:44488", "issue:42947|issue:45704", - "issue:43873|issue:44387", + "issue:44402|issue:44488", "issue:45663|issue:45759", + "issue:43873|issue:44387", "issue:44291|issue:44756", "issue:45663|issue:45859", "issue:44155|issue:45823", - "issue:44292|issue:44912", "issue:44387|issue:44756", + "issue:44292|issue:44912", "issue:43335|issue:45663", "issue:43957|issue:44756", "issue:42947|issue:43381", "issue:45276|issue:45292", "issue:44164|issue:44756", "issue:43854|issue:45216", + "issue:43381|issue:44928", "issue:45684|issue:45698" ], - "prepared_review_unit_hash": "e89ded4b8eb0eaf4c1fa996ee77a6b982f229f3a21383326832bfd8c7db83423", + "prepared_review_unit_hash": "ee630a243e6efde6c86f10a44b6a2a2b7c41fd9cb5e6973755b7a3d6c99a846f", "component_budget": { - "node_count": 429, - "item_count": 429, - "soft_pair_count": 1585, - "serialized_chars": 820591, - "estimated_input_tokens": 205148, - "estimated_eval_tokens": 410552 + "node_count": 430, + "item_count": 430, + "soft_pair_count": 1590, + "serialized_chars": 822920, + "estimated_input_tokens": 205730, + "estimated_eval_tokens": 411716 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 35, - "serialized_chars": 38332, - "estimated_input_tokens": 9583, - "estimated_eval_tokens": 19422 + "serialized_chars": 37799, + "estimated_input_tokens": 9450, + "estimated_eval_tokens": 19156 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous issue reports around Transformers regressions. The only clear duplicate-like pair is the resize_token_embeddings regression across closely related Gemma/T5-Gemma variants; the rest look like separate bugs affecting different models or subsystems.", - "confidence": 0.74, - "canonical_issue_reason": "Issue 45276 is the broadest and clearest representative of the only near-duplicate pair, and it subsumes the narrower output_embeddings-only symptom in 45292.", + "summary": "Mostly heterogeneous cluster of unrelated model-loading, tokenizer, quantization, and memory issues. The only clear duplicate pair is the resize_token_embeddings regression in Gemma4/t5gemma; most other soft links are too broad or model-specific to merge safely.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45292 is the best canonical issue because it captures the generic resize_token_embeddings/output_embeddings regression, while issue:45276 looks like a model-specific Gemma4 manifestation of the same bug.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45276 is the best canonical issue candidate because it describes the core resize_token_embeddings regression in a broader form that covers the related embedding-propagation failure.", + "best_issue_reason": "issue:45292 is the strongest representative of the only clear duplicate pair and is phrased most generally, making it the best issue to anchor the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45488", - "right": "issue:45812", - "accept": false, - "reason": "Both involve tokenizer regressions, but they affect different model families and describe different failure modes; not the same bug." - }, - { - "left": "issue:43644", - "right": "issue:43645", + "left": "issue:43854", + "right": "issue:43931", "accept": false, - "reason": "Both are Transformers 5.0 regressions, but one is buffer initialization and the other is custom-model initialization in notebooks; separate issues." + "reason": "Both are load failures, but they involve different models and different symptoms (unit-test load issue vs weight-shape mismatch), so they are not the same bug." }, { - "left": "issue:43854", - "right": "issue:43931", + "left": "issue:45488", + "right": "issue:45812", "accept": false, - "reason": "Both are model-loading problems, but they target different models and symptoms; no clear shared code-path bug." + "reason": "Both are tokenizer regressions, but the mechanisms differ: ByteLevel pre-tokenizer being overridden vs wrong token IDs for Granite models." }, { "left": "issue:39692", "right": "issue:43994", "accept": false, - "reason": "Same SigLIP2 family, but one is a broken documentation example and the other is incorrect inference results; too different to merge." + "reason": "Same SigLIP2 family, but one is a documentation/example error report and the other is a runtime inference/output regression; not one underlying bug." }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "Different models and different loading/dispatch paths; no evidence they share the same underlying bug." + "reason": "Completely different model families and failure modes." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "Both mention memory/quantization, but one is training memory usage and the other is offloading behavior; not the same defect." + "reason": "Both mention memory/quantization-adjacent problems, but one is Qwen3 MoE training memory inefficiency and the other is offloading failure under quantization." }, { "left": "issue:42491", "right": "issue:43931", "accept": false, - "reason": "These are distinct issues: LoRA compatibility across versions versus a specific Qwen3-VL weight-shape mismatch." + "reason": "Different models and different issues; one is a Qwen3 MoE LoRA compatibility problem, the other is a Qwen3-VL load shape mismatch." }, { - "left": "issue:45362", - "right": "issue:45406", + "left": "issue:43856", + "right": "issue:44387", "accept": false, - "reason": "Different model families and different runtime failures; not a duplicate." + "reason": "Both concern memory pressure, but the underlying bugs differ (training inefficiency vs int4 quantization reserved-memory regression)." }, { - "left": "issue:43856", - "right": "issue:44387", + "left": "issue:45362", + "right": "issue:45406", "accept": false, - "reason": "Both are memory-related, but the causes differ (Qwen3 MoE training memory vs int4 quantization reserved-memory/OOM regression)." + "reason": "Different model paths and different crashes; these are not the same code-path problem." }, { "left": "issue:44960", "right": "issue:46050", "accept": false, - "reason": "Unrelated models and different save/load behavior; no common underlying bug." + "reason": "Different models and different save/load failures; one is GLM5-related, the other is sinq quantization persistence." }, { "left": "issue:42491", "right": "issue:45292", "accept": false, - "reason": "Different topics: Qwen3 MoE LoRA version incompatibility versus resize_token_embeddings not propagating to outputs." + "reason": "No shared bug: Qwen3 MoE LoRA branch-compatibility issue vs a generic resize_token_embeddings regression." }, { "left": "issue:44164", "right": "issue:44291", "accept": false, - "reason": "Both touch model loading/saving internals, but one is extra_state handling and the other is init_empty_weights argument compatibility; separate bugs." + "reason": "Both are save/load-related, but one is extra_state handling and the other is init_empty_weights/_is_hf_initialized; different failure modes." }, { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "Both are flash-attention crashes, but the root causes and affected model paths are different." + "reason": "Both touch flash-attention code, but one is a Qwen3.5 position_ids packing bug and the other is an s_aux=None AttributeError in sink-less models." }, { "left": "issue:45276", "right": "issue:45335", "accept": true, - "reason": "Both report resize_token_embeddings failing to update tied internal embeddings across closely related model variants, which looks like the same underlying regression." + "reason": "Same underlying regression: resize_token_embeddings fails to propagate to model-specific embedding/output layers in two composite model variants." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "ImportError for GenerationMixin and Whisper return_language pipeline breakage are unrelated." + "reason": "Unrelated issues: an ImportError for GenerationMixin versus Whisper pipeline return_language behavior." }, { "left": "issue:43404", "right": "issue:43454", "accept": false, - "reason": "Both mention untied lm_head weights, but they are separate model implementations and do not clearly point to one shared bug." + "reason": "Both are about lm_head tying, but they appear to be separate model-specific implementations rather than one shared concrete bug." }, { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "Different models, different inference paths, and different failures; not a duplicate." + "reason": "Different subsystems and symptoms: auto device mapping CUDA assert vs batched inference token/embedding leak." }, { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "Torch version compatibility and meta-device loading are distinct issues." + "reason": "Different problems: Torch version incompatibility vs meta-device loading breakage." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "No meaningful overlap beyond being model-related issues." - }, - { - "left": "issue:44402", - "right": "issue:44488", - "accept": false, - "reason": "These both sound like tokenizer/model loading problems, but the affected models and reported symptoms are too different to confidently treat as the same bug." + "reason": "Different model families and different bugs; docs/example issues are not the same as GLM5 loading." }, { "left": "issue:42947", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing with PEFT LoRA is unrelated to the apex RMSNorm memory leak." + "reason": "Different concerns: gradient checkpointing with PEFT LoRA vs T5 using apex.FusedRMSNorm causing a memory leak." }, { - "left": "issue:43873", - "right": "issue:44387", + "left": "issue:44402", + "right": "issue:44488", "accept": false, - "reason": "Both involve quantization and memory, but they describe different regressions with different triggers." + "reason": "Both are model-loading complaints, but there is not enough evidence they share the same root cause; likely separate tokenizer/model metadata issues." }, { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "Gemma-4 FSDP2 shared_kv_states failure and Qwen config unwrapping are unrelated." + "reason": "Different architectures and failure points: Gemma4 FSDP2 shared_kv_states KeyError vs Qwen multimodal config unwrapping." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both are quantization/memory themed, but one is offloading not working and the other is reserved-memory growth under int4; not the same bug." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "init_empty_weights compatibility and mmap/OOM on Strix Halo are unrelated." + "reason": "Unrelated: unexpected _is_hf_initialized argument during init_empty_weights vs mmap causing OOM on Strix Halo." }, { "left": "issue:45663", "right": "issue:45859", "accept": false, - "reason": "Different model families and different execution-path failures." + "reason": "Different code paths and symptoms: Gemma4 FSDP2 attention state rebuild vs Qwen3.5 rotary embedding not offload-compatible." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "AudioFlamingo3 batched inference leakage and Gemma4 PLE device mismatch are unrelated." + "reason": "Different model classes and failures; track leakage in AudioFlamingo3 is not the same as a Gemma4 device-mismatch forward bug." }, { - "left": "issue:44292", - "right": "issue:44912", + "left": "issue:44387", + "right": "issue:44756", "accept": false, - "reason": "Both are quantization/loading issues, but they involve different quantization formats and different failure modes." + "reason": "Both are memory-related, but one is an int4 quantization regression and the other is a platform-specific mmap OOM workaround." }, { - "left": "issue:44387", - "right": "issue:44756", + "left": "issue:44292", + "right": "issue:44912", "accept": false, - "reason": "Both mention OOM, but the causes are different and not mergeable as one bug." + "reason": "Different quantization formats and failures: NVFP4 run error vs MXFP4 loading/fallback to bf16." }, { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug and Gemma-4 FSDP2 attention bug are unrelated." + "reason": "Separate model bugs: SwitchTransformers sparse-layer construction versus Gemma4 FSDP2 attention state handling." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "Meta-device loading failures and Strix Halo mmap OOM are different problems." + "reason": "Meta-device loading breakage and Strix Halo mmap OOM are different issues." }, { "left": "issue:42947", "right": "issue:43381", "accept": false, - "reason": "Both concern gradient checkpointing, but one is ineffective training behavior and the other is eval-mode prohibition." + "reason": "Both mention gradient checkpointing, but one is ineffective checkpointing under LoRA and the other is an eval-mode limitation." }, { "left": "issue:45276", "right": "issue:45292", "accept": true, - "reason": "These are near-direct duplicates: both report resize_token_embeddings failing to update model embeddings, with 45276 being the broader version." + "reason": "Same resize_token_embeddings regression; 45292 is the generic form and 45276 is a model-specific instance." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "Save/load extra_state handling and mmap-related OOM are unrelated." + "reason": "Different areas: save/from_pretrained extra_state handling vs mmap-related OOM." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "Different models and different regression types; not the same underlying bug." + "reason": "Different models and different save/load failures; no shared concrete bug is evident." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Unrelated gradient-checkpointing limitation vs Qwen3.5 3D position_ids/SDPA fallback instability." }, { "left": "issue:45684", "right": "issue:45698", "accept": false, - "reason": "Both involve save/pretrained custom-model workflows, but one is permissions propagation and the other is loading the wrong custom module; separate issues." + "reason": "Both involve custom model save/load, but one is file permission propagation and the other is wrong module resolution after save_pretrained; not the same bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster summary is grounded in the packet and stays conservative on the soft edges. The only accepted duplicate-like set is the resize_token_embeddings regression across closely related Gemma/T5-Gemma issues, which is supported by the titles and similarity scores. The other pairwise rejections do not overclaim a shared root cause." + "feedback": "The cluster summary is grounded in the packet, and the one accepted duplicate family (resize_token_embeddings across 45276/45335/45292) is supported by the issue titles. The remaining soft-edge rejections are conservative and appropriately avoid overclaiming shared root causes." }, "evaluator_used": true, "retried": false, @@ -2266,16 +2302,16 @@ "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-10000-429", + "cluster_id": "cluster-10000-430", "nodes": [ + "issue:32090", "issue:36032", "issue:39404", "issue:43257", "issue:43299", - "issue:43381", "issue:43425", "issue:43452", "issue:43596", @@ -2309,8 +2345,8 @@ "issue:44898", "issue:44912", "issue:44918", - "issue:44928", "issue:44991", + "issue:45081", "issue:45084", "issue:45292", "issue:45335", @@ -2321,7 +2357,6 @@ "issue:45823" ], "soft_pairs": [ - "issue:43381|issue:44928", "issue:44479|issue:44877", "issue:45588|issue:45663", "issue:43646|issue:43708", @@ -2332,8 +2367,8 @@ "issue:43425|issue:43828", "issue:43257|issue:44863", "issue:44589|issue:44756", - "issue:39404|issue:45701", "issue:44683|issue:45823", + "issue:39404|issue:45701", "issue:43425|issue:45823", "issue:43611|issue:43645", "issue:43425|issue:43716", @@ -2345,241 +2380,256 @@ "issue:43994|issue:44079", "issue:43901|issue:44509", "issue:43425|issue:44918", - "issue:43299|issue:43931", "issue:44589|issue:45084", + "issue:43299|issue:43931", "issue:44164|issue:45759", "issue:36032|issue:43452", "issue:43596|issue:44683", "issue:44671|issue:44991", "issue:39404|issue:44671", - "issue:43856|issue:44756" + "issue:43856|issue:44756", + "issue:44991|issue:45081", + "issue:44164|issue:44479", + "issue:32090|issue:39404" ], - "prepared_review_unit_hash": "bc2a010f431f82404c2020bf088ea1364a8079a78042798ddaa16e3e77c20832", + "prepared_review_unit_hash": "934a3a09071aa05f18f17d133ed304cb3119447af249f73f6bd4c4cf8bcef414", "component_budget": { - "node_count": 429, - "item_count": 429, - "soft_pair_count": 1585, - "serialized_chars": 820591, - "estimated_input_tokens": 205148, - "estimated_eval_tokens": 410552 + "node_count": 430, + "item_count": 430, + "soft_pair_count": 1590, + "serialized_chars": 822920, + "estimated_input_tokens": 205730, + "estimated_eval_tokens": 411716 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37346, - "estimated_input_tokens": 9337, - "estimated_eval_tokens": 18930 + "soft_pair_count": 34, + "serialized_chars": 38059, + "estimated_input_tokens": 9515, + "estimated_eval_tokens": 19286 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose set of Transformers v5 regression reports around model loading/initialization/tokenizer behavior. Only one soft pair looks like a true duplicate; the rest are different bugs in adjacent areas.", - "confidence": 0.79, - "canonical_issue_reason": "issue:43646 is the broadest representative of the shared v5 model-initialization regression theme, spanning the same general loading path as several nearby reports without being tied to one narrow model variant.", + "summary": "This cluster is mostly heterogeneous: many unrelated Transformers v5 regressions mixed with tokenizer, loading, training, and docs issues. I only see one plausible duplicate pair: resize_token_embeddings behavior for generic models vs t5gemma-specific embeddings.", + "confidence": 0.82, + "canonical_issue_reason": "No single true canonical duplicate stands out. If one issue must anchor the cluster, issue 45292 is the best representative because 45335 appears to be the same resize_token_embeddings bug expressed for t5gemma.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the best cluster anchor: it is broad, version-wide, and captures the central regression pattern better than the model-specific or tokenizer-specific issues.", + "best_issue_reason": "Issue 45292 is the strongest global representative: it states the regression in the broadest form, and 45335 is a clear model-specific restatement of the same problem.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43381", - "right": "issue:44928", - "accept": false, - "reason": "Different failures: gradient checkpointing in eval mode vs Qwen3.5 RLHF NaNs from 3D position_ids/SDPA fallback." - }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Both are Qwen-related, but one is a video-input regression and the other is a strict-config loading issue; not the same bug." + "reason": "Different regressions: video-input handling for Qwen VL models vs Granite speech config loading/strict config." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "Flash-attention crash on sink-less models is unrelated to Gemma4 FSDP2 shared_kv_states rebuilding." + "reason": "Unrelated code paths: flash_attention sink-less crash vs Gemma4 FSDP2 shared_kv_states rebuild issue." }, { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Custom model initialization breakage is unrelated to Trainer checkpoint-resume max_steps accounting." + "reason": "Both are v5 issues, but one is custom model initialization while the other is resume_from_checkpoint max_steps calculation." }, { "left": "issue:43645", "right": "issue:44164", "accept": false, - "reason": "Jupyter custom-model initialization regression is different from save/from_pretrained extra_state handling." + "reason": "Notebook custom-model initialization regression is unrelated to save/from_pretrained handling of extra_state." }, { "left": "issue:43828", "right": "issue:43957", "accept": false, - "reason": "These are both dtype/loading problems, but one is an autocast mismatch on Phi-tiny-MoE and the other is meta-device model loading for specific models." + "reason": "Different failures: autocast dtype mismatch for Phi-tiny-MoE vs meta-device loading breakage for other models." }, { "left": "issue:45292", "right": "issue:45335", "accept": true, - "reason": "Same underlying bug: resize_token_embeddings fails to update all output/decoder embedding weights for the related model family." + "reason": "Same underlying bug: resize_token_embeddings does not propagate to tied output/decoder embeddings; 45335 is a t5gemma-specific instance of the same regression." }, { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "One is a tokenizer vocab-size mismatch in a specific model; the other is a generic inability to load a different tokenizer/model." + "reason": "Both involve model/tokenizer loading, but the concrete problems are different and model-specific." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "Torch 2.10 incompatibility is a broader dependency issue, not the same as the Phi-tiny-MoE autocast dtype mismatch." + "reason": "Torch version incompatibility is not the same bug as the Phi-tiny-MoE autocast dtype mismatch." }, { "left": "issue:43257", "right": "issue:44863", "accept": false, - "reason": "Qwen3 MoE conversion/deepspeed loading and NemotronH checkpoint loading are distinct model-loading bugs." + "reason": "Different model families and failures: Qwen3 MoE weight conversion vs NemotronH checkpoint loading." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Float8 storage lookup failure is unrelated to the Strix Halo mmap OOM workaround." + "reason": "Unrelated issues: missing Float8 storage type vs mmap-related OOM on Strix Halo." }, { - "left": "issue:39404", - "right": "issue:45701", + "left": "issue:44683", + "right": "issue:45823", "accept": false, - "reason": "Whisper pipeline return_language regression is not the same as a broad tokenization-change report." + "reason": "Different subsystems: compiled flex_attention on torch>=2.9 vs Gemma4 PLE device-map mismatch." }, { - "left": "issue:44683", - "right": "issue:45823", + "left": "issue:39404", + "right": "issue:45701", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 is a different code path from Gemma4 PLE device-mismatch forwarding." + "reason": "Whisper pipeline return_language regression is unrelated to a general tokenization-version-change report." }, { "left": "issue:43425", "right": "issue:45823", "accept": false, - "reason": "Torch version incompatibility is too broad to equate with Gemma4 device placement during forward." + "reason": "Torch 2.10 incompatibility is not the same concrete bug as Gemma4 PLE device mismatch." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "Both involve custom models under v5, but one is about base_model_prefix loading and the other about notebook initialization; not the same concrete bug." + "reason": "Both are Transformers 5 loading regressions, but one is base_model_prefix handling and the other is custom model initialization in notebooks." }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "A dependency incompatibility is not the same as the Mistral-3 image-preprocessor/model dtype mismatch." + "reason": "No shared underlying bug; one is a framework compatibility complaint, the other is an image preprocessor/model dtype mismatch." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "PagedAttentionCache linear_attention failure is unrelated to the non-template-node compile error." + "reason": "PagedAttentionCache linear_attention crash is unrelated to the template-node compilation error." }, { "left": "issue:43906", "right": "issue:44530", "accept": false, - "reason": "An isolated reproduction of an earlier issue is not the same as a PagedAttentionCache crash on Qwen3.5." + "reason": "Isolated reproduction of a prior issue does not match the Qwen3.5 PagedAttentionCache crash." }, { "left": "issue:39404", "right": "issue:44912", "accept": false, - "reason": "Whisper pipeline language behavior is unrelated to MXFP4 quantization fallback on git-oss-20b." + "reason": "Whisper return_language regression and MXFP4 quantization fallback are different behaviors and code paths." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "torch.export.export failing under torch_compilable_check is a different bug from Perceiver non-default resolution handling." + "reason": "torch.export/torch_compilable_check export failure is unrelated to Perceiver interpolation failure." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "Video-input regression in Qwen models is not the same as the generic mask/index shape mismatch report." + "reason": "Video input regression for Qwen VL models is not the same as the mask-shape IndexError." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "Wrong SigLIP2 outputs and ModelOutput key assignment are unrelated." + "reason": "Model output quality issue vs a ModelOutput key-assignment bug; different layers of the stack." }, { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "Docs mentioning return_all_scores is unrelated to docs still listing removed pipeline tasks." + "reason": "Both are docs-related, but they refer to different pages and different deprecated/changed behaviors." }, { "left": "issue:43425", "right": "issue:44918", "accept": false, - "reason": "Torch compatibility is not the same as unpacking Qwen3.5 input embeddings with trl SFT trainer." + "reason": "Torch compatibility issue is unrelated to the TRL SFT trainer embedding unpacking problem." }, { - "left": "issue:43299", - "right": "issue:43931", + "left": "issue:44589", + "right": "issue:45084", "accept": false, - "reason": "Both are Qwen3-VL loading errors, but the former is an accelerate/deepspeed conversion issue and the latter is a checkpoint shape-mismatch; not clearly the same bug." + "reason": "Missing Float8 storage and template-node compilation are different failures." }, { - "left": "issue:44589", - "right": "issue:45084", + "left": "issue:43299", + "right": "issue:43931", "accept": false, - "reason": "Float8 storage-object lookup and compile-template-node errors are different failures." + "reason": "Qwen3VL MoE loading breakage and Qwen3-VL-30B-A3B shape mismatch are related only by model family, not the same bug." }, { "left": "issue:44164", "right": "issue:45759", "accept": false, - "reason": "extra_state serialization and AutoModelForCausalLM.from_config text_config unwrapping are separate code paths." + "reason": "extra_state save/load failure is unrelated to from_config not unwrapping text_config." }, { "left": "issue:36032", "right": "issue:43452", "accept": false, - "reason": "T5Tokenizer add_special_tokens conflict is unrelated to gguf_file breaking from_pretrained for tokenizer/model classes." + "reason": "Tokenizer method conflict and gguf_file loading breakage are different bugs." }, { "left": "issue:43596", "right": "issue:44683", "accept": false, - "reason": "Deepspeed ZeRO3/BertModel index error is unrelated to compiled flex_attention on newer torch versions." + "reason": "Zero3/BertModel index error is unrelated to compiled flex_attention on newer torch." }, { "left": "issue:44671", "right": "issue:44991", "accept": false, - "reason": "CamemBERT masked-LM prediction regression and tokenizer load failure for EMBEDDIA/est-roberta are different issues." + "reason": "Different loading regressions for different models: CamemBERT MLM predictions vs EMBEDDIA tokenizer loading." }, { "left": "issue:39404", "right": "issue:44671", "accept": false, - "reason": "Whisper return_language regression is unrelated to CamemBERT masked-LM prediction changes." + "reason": "Whisper pipeline behavior and CamemBERT masked-LM prediction errors are unrelated." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "Qwen3 MoE training memory usage and Strix Halo mmap OOM are distinct performance/memory issues." + "reason": "Qwen3 MoE training memory usage and Strix Halo mmap OOM are not the same underlying issue." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer loading failure for EMBEDDIA is unrelated to the Mistral regex patch crash." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "extra_state persistence is unrelated to the Qwen VL video-input regression." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer gpu_broadcast_one NoneType error and Whisper return_language regression are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary stays within the packet: it frames the cluster as a loose set of v5 loading/initialization/tokenizer regressions and keeps the non-duplicate pairs conservative. The one accepted soft pair, issue:45292 vs issue:45335, is plausibly the same resize_token_embeddings bug in closely related embedding paths. No soft-edge verdict overstates evidence in a way that would require rejection." + "feedback": "The cluster summary is grounded in the packet and stays conservative. The only accepted soft edge, 45292 \u2194 45335, is well supported by the closely matching titles about `resize_token_embeddings` not updating related embeddings. The rest of the pairwise rejections are cautious and do not overclaim shared root causes. No mergeability issue applies here because there are no PR pairs." }, "evaluator_used": true, "retried": false, @@ -2595,15 +2645,13 @@ "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-10000-429", + "cluster_id": "cluster-10000-430", "nodes": [ - "issue:32090", "issue:34567", "issue:36032", - "issue:39404", "issue:40444", "issue:40990", "issue:42175", @@ -2612,6 +2660,7 @@ "issue:43262", "issue:43317", "issue:43377", + "issue:43404", "issue:43421", "issue:43452", "issue:43482", @@ -2625,14 +2674,14 @@ "issue:43646", "issue:43716", "issue:43883", - "issue:44164", "issue:44206", "issue:44220", "issue:44451", "issue:44464", - "issue:44479", + "issue:44466", "issue:44488", "issue:44530", + "issue:44534", "issue:44661", "issue:44683", "issue:44737", @@ -2650,9 +2699,6 @@ "issue:46178" ], "soft_pairs": [ - "issue:44991|issue:45081", - "issue:32090|issue:39404", - "issue:44164|issue:44479", "issue:44737|issue:45859", "issue:43582|issue:43632", "issue:44661|issue:44683", @@ -2662,10 +2708,10 @@ "issue:40990|issue:43421", "issue:43716|issue:45084", "issue:44206|issue:44220", - "issue:42175|issue:46178", "issue:36032|issue:42915", "issue:43883|issue:44488", "issue:43643|issue:44530", + "issue:42175|issue:46178", "issue:34567|issue:40444", "issue:44811|issue:45584", "issue:43541|issue:45084", @@ -2681,228 +2727,231 @@ "issue:45084|issue:45507", "issue:43883|issue:44991", "issue:43262|issue:43377", - "issue:43089|issue:45987" + "issue:43089|issue:45987", + "issue:43645|issue:44534", + "issue:43646|issue:44534", + "issue:43404|issue:44466" ], - "prepared_review_unit_hash": "56cf52975c1b952feb4673c85565724bdb698e115ce771f3df23e32259366603", + "prepared_review_unit_hash": "b53d5cf94fded375bfe0f1670f2918189b7c2fc2241441400baf53ffb57fa051", "component_budget": { - "node_count": 429, - "item_count": 429, - "soft_pair_count": 1585, - "serialized_chars": 820591, - "estimated_input_tokens": 205148, - "estimated_eval_tokens": 410552 + "node_count": 430, + "item_count": 430, + "soft_pair_count": 1590, + "serialized_chars": 822920, + "estimated_input_tokens": 205730, + "estimated_eval_tokens": 411716 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 32, - "serialized_chars": 37337, - "estimated_input_tokens": 9335, - "estimated_eval_tokens": 18926 + "serialized_chars": 36827, + "estimated_input_tokens": 9207, + "estimated_eval_tokens": 18670 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous. A few issues share broad themes like v5 loading/init regressions, tokenizer/model-loading failures, or audio/Whisper paths, but the soft pairs are generally only superficially similar and do not look like the same underlying bug.", - "confidence": 0.89, - "canonical_issue_reason": "Issue 43646 is the broadest representative of the v5 custom-model initialization regression subgroup and is more central than the more specific symptom reports around it.", + "summary": "This cluster is mostly a loose collection of unrelated Transformers regressions and model-loading bugs. The titles share broad topical overlap, but there is no clear single duplicate center, and none of the soft edges look like the same concrete bug or change.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue stands out: the items span several different regressions (tokenizers, model loading, audio, generation, caching, and v5 initialization), so this does not look like a true duplicate cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43646 is the best overall representative of this cluster because it captures the widest, most general regression theme among the issues shown.", + "best_issue_reason": "If one issue had to serve as a representative, #43644 (non-persistent buffers filled with junk in v5) is the closest broad Transformers v5 regression anchor, but it is still only a theme representative, not a dedupe canonical.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44991", - "right": "issue:45081", - "accept": false, - "reason": "Both are tokenizer/loading failures, but they involve different models and different failure modes; not the same bug." - }, - { - "left": "issue:32090", - "right": "issue:39404", - "accept": false, - "reason": "Trainer broadcast TypeError and Whisper `return_language` regression are unrelated." - }, - { - "left": "issue:44164", - "right": "issue:44479", - "accept": false, - "reason": "Save/from_pretrained extra_state handling and video-input regression are different code paths and symptoms." - }, { "left": "issue:44737", "right": "issue:45859", "accept": false, - "reason": "Both are device/offload-related, but one is XLNet CPU work each forward and the other is a Qwen MoE offload incompatibility." + "reason": "Both are device-placement bugs, but they hit different models and code paths (XLNet arange device vs Qwen3.5MoE rotary embedding CPU offload)." }, { "left": "issue:43582", "right": "issue:43632", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError and `_is_hf_initialized` flag breakage are distinct." + "reason": "Unrelated regressions: Apple Silicon allocator warmup TypeError vs the _is_hf_initialized flag breakage." }, { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "Model-registry expansion failure and compiled flex_attention failure are unrelated." + "reason": "Different subsystems entirely: tokenizer mapping validation vs compiled flex_attention failing on newer torch." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "Both mention loading tokenizers/models, but one is a specific Mistral regex patch crash and the other is a different tokenizer load failure." + "reason": "Both are tokenizer-loading failures, but the specific failure modes and affected paths differ too much to be the same bug." }, { "left": "issue:44488", "right": "issue:44987", "accept": false, - "reason": "Both are load failures on recent versions, but they involve different models and no shared concrete code-path evidence." + "reason": "These are separate model-loading failures on different models with no clear shared code-path bug." }, { "left": "issue:43611", "right": "issue:43644", "accept": false, - "reason": "Both are v5 regressions, but base_model_prefix loading and non-persistent buffer corruption are separate bugs." + "reason": "Base-model-prefix loading regression and non-persistent buffer junk are distinct v5 issues, not one bug." }, { "left": "issue:40990", "right": "issue:43421", "accept": false, - "reason": "High perplexity on a model and tokenizer post-processor update behavior are not the same issue." + "reason": "Perplexity regression on a model/dataset is unrelated to runtime special-token post-processor updates." }, { "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "Image-preprocessor dtype mismatch and template compilation failure are unrelated." + "reason": "Image-preprocessor dtype mismatch and template compilation errors are unrelated." }, { "left": "issue:44206", "right": "issue:44220", "accept": false, - "reason": "These are both audio feature extraction reports, but one is specifically about an unsupported `center` argument and the other is a generic fbank helper issue; not clearly the same defect." - }, - { - "left": "issue:42175", - "right": "issue:46178", - "accept": false, - "reason": "Both involve backend packaging, but one is missing tensorflow in a torch extra install and the other is an unmapped tensorflow_text backend." + "reason": "Both touch audio features, but one is an unsupported argument in a feature extractor and the other is an internal fbank helper issue." }, { "left": "issue:36032", "right": "issue:42915", "accept": false, - "reason": "Tokenizer special-token method conflict and FineGrainedFP8Config failure are unrelated." + "reason": "Tokenizer method-name conflict and Qwen3Moe FP8 failure are unrelated." }, { "left": "issue:43883", "right": "issue:44488", "accept": false, - "reason": "Missing `all_tied_weights_keys` and tokenizer/model load failure are distinct problems." + "reason": "Missing all_tied_weights_keys and a model-loading failure for a specific BERT variant are different issues." }, { "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "Missing fields in AutoConfig and PagedAttentionCache group-type crash are unrelated." + "reason": "trust_remote_code config field loss is unrelated to PagedAttentionCache's invalid group type error." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Both concern backend handling, but one is missing tensorflow from an extra and the other is an unsupported backend mapping entry." }, { "left": "issue:34567", "right": "issue:40444", "accept": false, - "reason": "TrainerState token counting and Qwen2.5-VL iterable dataset failure are different bugs." + "reason": "Trainer token counting and multimodal iterable-dataset failures are unrelated." }, { "left": "issue:44811", "right": "issue:45584", "accept": false, - "reason": "Both are Whisper-related, but decoding `skip_special_tokens` behavior and empty-transcription generation failure are different issues." + "reason": "Both involve Whisper special tokens, but the bugs are different: batch_decode ignoring skip_special_tokens vs empty transcription after align_special_tokens." }, { "left": "issue:43541", "right": "issue:45084", "accept": false, - "reason": "Grouped_mm tracing error and non-template-node compilation error are unrelated compilation/runtime bugs." + "reason": "Torch dynamo grouped_mm tracing failure and a non-template-node compile error are unrelated." }, { "left": "issue:44451", "right": "issue:44987", "accept": false, - "reason": "Both are loading failures, but they affect different models and do not indicate the same underlying defect." + "reason": "Different model-loading regressions on different models; same broad symptom, not the same bug." }, { "left": "issue:42915", "right": "issue:44530", "accept": false, - "reason": "Fine-grained FP8 loading failure and linear_attention cache crash are different model/runtime issues." + "reason": "Both are Qwen-family issues, but FP8 config failure and linear_attention cache-group failure are distinct code paths." }, { "left": "issue:43644", "right": "issue:43646", "accept": false, - "reason": "Both are v5 init regressions, but junk-filled non-persistent buffers and broken custom model initialization are not the same bug." + "reason": "Related v5 initialization theme, but one is buffer-state corruption and the other is custom-model initialization failure; not the same concrete bug." }, { "left": "issue:44464", "right": "issue:45987", "accept": false, - "reason": "Chunked generation inconsistency and StaticCache seq-length contract mismatch are related to generation, but not the same underlying issue." + "reason": "Chunked generation inconsistency under compiled forward and a seq_length return-type contract bug are not the same issue." }, { "left": "issue:43452", "right": "issue:43482", "accept": false, - "reason": "Both concern GGUF loading, but one is a generic gguf_file breakage and the other is a specific Qwen2.5-GGUF version regression." + "reason": "Both mention GGUF, but one is a broad from_pretrained gguf_file regression and the other is a specific Qwen2.5-GGUF load failure." }, { "left": "issue:36032", "right": "issue:43645", "accept": false, - "reason": "Tokenizer special-token conflict and Jupyter custom-model initialization are unrelated." + "reason": "Tokenizer special-token method conflict and custom model init in notebooks are unrelated." }, { "left": "issue:43317", "right": "issue:43482", "accept": false, - "reason": "GPU/CPU offload loading failure and Qwen2.5-GGUF loading regression are distinct." + "reason": "Dequantized model offload loading and GGUF loading are different mechanisms and failure modes." }, { "left": "issue:44849", "right": "issue:45325", "accept": false, - "reason": "Both are Qwen-family regressions, but hidden-states output and RoPE position scaling are different code paths." + "reason": "Qwen3.5 hidden-states behavior and Qwen2.5-VL rope index scaling are separate bugs." }, { "left": "issue:44987", "right": "issue:44991", "accept": false, - "reason": "Both are version-related loading failures, but they hit different models and there is no evidence of a shared root cause." + "reason": "Both are versioned loading failures, but on different repositories/models with no evidence of a shared root cause." }, { "left": "issue:45084", "right": "issue:45507", "accept": false, - "reason": "Template compilation and GraniteMoEHybrid invalid method calls are unrelated." + "reason": "Template compilation and GraniteMoEHybrid calling an invalid method are unrelated." }, { "left": "issue:43883", "right": "issue:44991", "accept": false, - "reason": "Missing tied-weights metadata and tokenizer load regression are different bugs." + "reason": "Missing tied-weights metadata and tokenizer-loading failure are unrelated." }, { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Audio processor sample-rate defaulting and MIMI padding-mask batching are different issues." + "reason": "Audio sampling-rate defaulting and MIMI encoder padding-mask behavior affect different layers of the stack." }, { "left": "issue:43089", "right": "issue:45987", "accept": false, - "reason": "Generation sync overhead and cache sequence-length return type mismatch are not the same defect." + "reason": "Generation performance overhead and cache sequence-length return type are different problems." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization in notebooks is not the same bug as junk non-persistent buffers in v5." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization breakage and non-persistent buffer corruption are separate regressions." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Tied-weight handling in Mistral3ForConditionalGeneration and device-dependent lm_head serialization are related in theme only, not the same concrete defect." } ] }, @@ -2921,10 +2970,10 @@ "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-10000-429", + "cluster_id": "cluster-10000-430", "nodes": [ "issue:33666", "issue:36032", @@ -2937,14 +2986,13 @@ "issue:43322", "issue:43377", "issue:43404", + "issue:43421", "issue:43425", "issue:43531", "issue:43540", "issue:43582", "issue:43611", "issue:43632", - "issue:43645", - "issue:43646", "issue:43742", "issue:43792", "issue:43819", @@ -2956,9 +3004,9 @@ "issue:44291", "issue:44403", "issue:44451", - "issue:44466", "issue:44479", "issue:44534", + "issue:44568", "issue:44589", "issue:44610", "issue:44683", @@ -2966,6 +3014,7 @@ "issue:44811", "issue:44877", "issue:44987", + "issue:44991", "issue:45020", "issue:45081", "issue:45084", @@ -2976,10 +3025,7 @@ "issue:45663" ], "soft_pairs": [ - "issue:43645|issue:44534", - "issue:43646|issue:44534", "issue:43322|issue:43540", - "issue:43404|issue:44466", "issue:44403|issue:45081", "issue:43994|issue:44610", "issue:42915|issue:45084", @@ -2997,9 +3043,9 @@ "issue:42915|issue:44589", "issue:43404|issue:45127", "issue:43296|issue:43531", + "issue:43531|issue:44877", "issue:40444|issue:45325", "issue:36032|issue:41720", - "issue:43531|issue:44877", "issue:43611|issue:44534", "issue:43425|issue:44403", "issue:41553|issue:43582", @@ -3007,245 +3053,238 @@ "issue:40990|issue:44811", "issue:44079|issue:45663", "issue:43792|issue:44589", + "issue:44683|issue:45020", "issue:33666|issue:40444", - "issue:44683|issue:45020" + "issue:44403|issue:44991", + "issue:43421|issue:44568" ], - "prepared_review_unit_hash": "6a3e2022fe3ec4513f1a4e8730fc7c4f6534bc4751a52263b63ecf014d34a154", + "prepared_review_unit_hash": "d7eb5f808d7786cf7d3622cd71ae61019d5a524dfc8c6a77311e9f8ed1c83fcb", "component_budget": { - "node_count": 429, - "item_count": 429, - "soft_pair_count": 1585, - "serialized_chars": 820591, - "estimated_input_tokens": 205148, - "estimated_eval_tokens": 410552 + "node_count": 430, + "item_count": 430, + "soft_pair_count": 1590, + "serialized_chars": 822920, + "estimated_input_tokens": 205730, + "estimated_eval_tokens": 411716 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37467, - "estimated_input_tokens": 9367, - "estimated_eval_tokens": 18990 + "soft_pair_count": 32, + "serialized_chars": 37178, + "estimated_input_tokens": 9295, + "estimated_eval_tokens": 18846 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly a grab bag of unrelated Transformers issues. Only the two Qwen3.5 save_pretrained reports look like the same underlying regression; the rest are distinct bugs or symptom families.", - "confidence": 0.92, - "canonical_issue_reason": "Issue 45216 is the broader regression report for the Qwen3.5 save_pretrained problem; 45357 reads like a narrower follow-up about one incorrect key set.", + "summary": "This cluster is loosely centered on Transformers loading/regression reports, but the individual issues are mostly distinct bugs across different models and code paths. None of the soft pairs look like true duplicates, so they should stay separate.", + "confidence": 0.58, + "canonical_issue_reason": "issue:45020 is the broadest representative of the cluster: a recent-version regression breaking model loading with remote code, which matches the dominant loading/regression theme better than the narrower model-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "45216 is the clearest representative of the only plausible duplicate family in this cluster and has the most general description of the bug.", + "best_issue_reason": "issue:45020 is the best issue to represent the cluster because it captures the widest upstream regression pattern and can serve as the umbrella reference for related loading breakages.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43645", - "right": "issue:44534", - "accept": false, - "reason": "Different failures: custom model init in notebooks vs non-persistent buffer corruption." - }, - { - "left": "issue:43646", - "right": "issue:44534", - "accept": false, - "reason": "Custom model initialization regression and junk buffer filling are unrelated." - }, { "left": "issue:43322", "right": "issue:43540", "accept": false, - "reason": "Different model paths and symptoms: Llava Next loading segfault vs Qwen3OmniMoe video-input ValueError." - }, - { - "left": "issue:43404", - "right": "issue:44466", - "accept": false, - "reason": "Both mention tied lm_head weights, but one is a missing tie in a specific model and the other is a save_pretrained serialization inconsistency; not the same concrete bug." + "reason": "Different failures: Llava Next loading segfault vs Qwen3OmniMoe video-input ValueError." }, { "left": "issue:44403", "right": "issue:45081", "accept": false, - "reason": "Unnecessary loading noise is unrelated to the Mistral regex patch crash." + "reason": "Generic loading-noise complaint vs a specific Mistral regex crash in tokenizer patching." }, { "left": "issue:43994", "right": "issue:44610", "accept": false, - "reason": "Different issues: Siglip2 output quality vs OmDet-Turbo image-size mismatch." + "reason": "Different model families and symptoms: SigLIP2 bad outputs vs OmDet-Turbo processor/model size mismatch." }, { "left": "issue:42915", "right": "issue:45084", "accept": false, - "reason": "Qwen3Moe FP8 config failure and template compilation TypeError are unrelated." + "reason": "Unrelated bugs: Qwen3Moe FP8 config failure vs template compilation TypeError." }, { "left": "issue:43377", "right": "issue:43819", "accept": false, - "reason": "Different audio-model bugs: padding-mask batching mismatch vs DAC latent/STE mismatch." + "reason": "Both are audio-related, but one is MIMI padding-mask inconsistency and the other is DAC latent/STE mismatch." }, { "left": "issue:44265", "right": "issue:44610", "accept": false, - "reason": "torch.export with torch_compilable_check is unrelated to processor output size mismatch." + "reason": "torch.export/torch_compilable_check failure is a different code path from the OmDet-Turbo input-size regression." }, { "left": "issue:44451", "right": "issue:45081", "accept": false, - "reason": "ScandiBERT loading failure is unrelated to the Mistral tokenizer backend crash." + "reason": "Different models and root causes: ScandiBERT loading failure vs Mistral regex patch crash." }, { "left": "issue:44987", "right": "issue:45081", "accept": false, - "reason": "Loading physical-intelligence/fast and patch_mistral_regex crash are different problems." + "reason": "fast model load regression is unrelated to the Mistral tokenizer backend_tokenizer error." }, { "left": "issue:44220", "right": "issue:44683", "accept": false, - "reason": "Different code paths: fbank extraction issue vs flex_attention compilation on newer torch." + "reason": "Audio feature extraction bug vs compiled flex_attention failure on newer torch." }, { "left": "issue:42915", - "right": "issue:44291", + "right": "issue:44589", "accept": false, - "reason": "FP8 config failure and unexpected _is_hf_initialized argument are separate incompatibilities." + "reason": "Qwen3Moe FP8 config issue is unrelated to the Float8 storage lookup/type error." }, { "left": "issue:45216", "right": "issue:45357", - "accept": true, - "reason": "Same Qwen3.5 save_pretrained regression family; 45357 is a narrower manifestation involving incorrect visual encoder keys." + "accept": false, + "reason": "Related to Qwen3.5 save_pretrained regressions, but they target different save bugs: checkpoint correctness vs visual encoder keys." }, { "left": "issue:43632", "right": "issue:44756", "accept": false, - "reason": "_is_hf_initialized breakage is unrelated to Strix Halo mmap OOM behavior." + "reason": "Transformers v5 initialization-flag regression vs a Strix Halo mmap OOM workaround." }, { "left": "issue:44062", "right": "issue:44987", "accept": false, - "reason": "AddedToken keyword collision is unrelated to the physical-intelligence/fast loading regression." + "reason": "Tokenizer AddedToken argument conflict is not the same as loading physical-intelligence/fast failing." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "T5 tokenizer special-token conflict and MobileLLM key error are different loading failures." + "reason": "Tokenizer constructor conflict vs a key error when loading a specific model." }, { "left": "issue:44479", "right": "issue:45325", "accept": false, - "reason": "Both are Qwen VL regressions, but one is video-input processing and the other is still-image rope-position scaling." + "reason": "Both concern Qwen multimodal models, but one is a video-input regression and the other is a still-image rope-index scaling bug." }, { "left": "issue:42915", "right": "issue:44589", "accept": false, - "reason": "FP8 config failure and Float8 storage lookup error are different issues." + "reason": "Different failure modes and subsystems: FP8 config handling vs Float8 storage lookup." }, { "left": "issue:43404", "right": "issue:45127", "accept": false, - "reason": "Both involve tied weights, but one is a missing tie in Mistral3 and the other is LoRA merging with extended vocab collapse." + "reason": "Weight-tying bug in Mistral3 conditional generation is unrelated to LoRA merge collapse with extended vocab." }, { "left": "issue:43296", "right": "issue:43531", "accept": false, - "reason": "PaddleOCR-VL loading failure and Qwen3-MoE sliding_window behavior are unrelated." + "reason": "PaddleOCR-VL loading failure and Qwen3-MoE sliding_window behavior are different model-specific bugs." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue is unrelated to granite_speech strict-config loading failure." }, { "left": "issue:40444", "right": "issue:45325", "accept": false, - "reason": "Qwen2.5-VL multi-image IterableDataset failure is not the same bug as still-image temporal position scaling." + "reason": "Different Qwen2.5-VL bugs: iterable dataset multi-image finetuning vs rope-index temporal scaling." }, { "left": "issue:36032", "right": "issue:41720", "accept": false, - "reason": "Tokenizer conflict and Qwen3 auto-device-map cuda assert are unrelated." - }, - { - "left": "issue:43531", - "right": "issue:44877", - "accept": false, - "reason": "Qwen3-MoE sliding_window bug and granite_speech strict-config loading are unrelated." + "reason": "Tokenizer load conflict is unrelated to Qwen3 auto device mapping cudaErrorAssert." }, { "left": "issue:43611", "right": "issue:44534", "accept": false, - "reason": "base_model_prefix loading regression and non-persistent buffer junk are different Transformers v5 issues." + "reason": "Base_model_prefix loading breakage is a different issue than non-persistent buffers being filled with junk." }, { "left": "issue:43425", "right": "issue:44403", "accept": false, - "reason": "Torch 2.10 compatibility and loading noise are unrelated." + "reason": "Torch version incompatibility is not the same as generic transformer-load noise." }, { "left": "issue:41553", "right": "issue:43582", "accept": false, - "reason": "Bad AutoTokenizer error message and Apple Silicon warmup TypeError are unrelated." + "reason": "AutoTokenizer error for Voxtral and Apple Silicon warmup TypeError are unrelated." }, { "left": "issue:43632", "right": "issue:44534", "accept": false, - "reason": "_is_hf_initialized breakage is unrelated to junk-filled non-persistent buffers." + "reason": "_is_hf_initialized regression is distinct from the non-persistent buffer corruption bug." }, { "left": "issue:40990", "right": "issue:44811", "accept": false, - "reason": "High perplexity on GPT-OSS and Whisper batch_decode skip_special_tokens are unrelated." + "reason": "High perplexity on GPT-OSS and Whisper batch_decode skip_special_tokens handling are different problems." }, { "left": "issue:44079", "right": "issue:45663", "accept": false, - "reason": "ModelOutput key assignment and Gemma-4 shared_kv_states/FSDP2 are unrelated." + "reason": "ModelOutput key assignment bug is unrelated to Gemma-4 FSDP2 shared_kv_states rebuild failure." }, { "left": "issue:43792", "right": "issue:44589", "accept": false, - "reason": "Whisper runtime failure and Float8 storage lookup error are unrelated." + "reason": "Whisper model runtime failure is not the same as the Float8 storage-object TypeError." + }, + { + "left": "issue:44683", + "right": "issue:45020", + "accept": false, + "reason": "Compiled flex_attention torch-version failure is unrelated to the remote_code loading regression." }, { "left": "issue:33666", "right": "issue:40444", "accept": false, - "reason": "Both are Qwen-VL training issues, but they affect different model versions and different failure modes." + "reason": "Both are Qwen2-VL/Qwen2.5-VL, but one is multi-GPU training and the other is iterable-dataset multi-image finetuning." }, { - "left": "issue:44683", - "right": "issue:45020", + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Generic loading-noise report and est-roberta tokenizer loading failure are not the same bug." + }, + { + "left": "issue:43421", + "right": "issue:44568", "accept": false, - "reason": "flex_attention compilation on torch>=2.9 and remote_code loading regressions are unrelated." + "reason": "Runtime post-processor update behavior is different from missing BOS/EOS insertion in mdeberta-v3-base." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The judgment is grounded in the packet and the soft-edge calls are conservative. The only accepted pair, issue:45216 and issue:45357, is well-supported by their shared Qwen3.5 save_pretrained regression theme and the titles\u2019 narrower/broader relationship. The rest are plausibly distinct bug families, and the summary does not overstate the evidence." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -3257,10 +3296,10 @@ "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-10000-429", + "cluster_id": "cluster-10000-430", "nodes": [ "issue:35707", "issue:40444", @@ -3271,7 +3310,6 @@ "issue:43317", "issue:43377", "issue:43381", - "issue:43421", "issue:43454", "issue:43482", "issue:43525", @@ -3280,6 +3318,7 @@ "issue:43632", "issue:43644", "issue:43646", + "issue:43701", "issue:43749", "issue:43792", "issue:43818", @@ -3289,15 +3328,14 @@ "issue:44079", "issue:44265", "issue:44291", - "issue:44403", + "issue:44387", "issue:44462", "issue:44466", "issue:44534", - "issue:44568", "issue:44589", + "issue:44617", "issue:44829", "issue:44898", - "issue:44991", "issue:45072", "issue:45081", "issue:45325", @@ -3307,21 +3345,20 @@ "issue:45491", "issue:45538", "issue:45542", + "issue:45800", "issue:45812", "issue:45834", "issue:45923" ], "soft_pairs": [ - "issue:43421|issue:44568", - "issue:44403|issue:44991", - "issue:35707|issue:40444", "issue:43381|issue:45923", - "issue:42175|issue:45542", + "issue:35707|issue:40444", "issue:44462|issue:45812", + "issue:42175|issue:45542", "issue:43317|issue:43856", "issue:43482|issue:45538", - "issue:44829|issue:45479", "issue:44291|issue:44589", + "issue:44829|issue:45479", "issue:43482|issue:43525", "issue:44079|issue:44534", "issue:43818|issue:45357", @@ -3332,225 +3369,237 @@ "issue:44265|issue:45072", "issue:43644|issue:44079", "issue:43749|issue:44079", - "issue:45325|issue:45381", "issue:42175|issue:43296", + "issue:45325|issue:45381", "issue:43632|issue:45072", "issue:43611|issue:43646", "issue:43792|issue:43957", "issue:45325|issue:45834", "issue:43994|issue:44898", "issue:43454|issue:44466", - "issue:42915|issue:43482" + "issue:42915|issue:43482", + "issue:43296|issue:45800", + "issue:44387|issue:44617", + "issue:43701|issue:45325" ], - "prepared_review_unit_hash": "35947cd9c4de34070b1545a402d9830cd8fa685d985fb1954a1deb3fe144d078", + "prepared_review_unit_hash": "a45f71bfda3b1ee07c5750a677fd1086fb8b03e46c157edb2d6c805dddeeee61", "component_budget": { - "node_count": 429, - "item_count": 429, - "soft_pair_count": 1585, - "serialized_chars": 820591, - "estimated_input_tokens": 205148, - "estimated_eval_tokens": 410552 + "node_count": 430, + "item_count": 430, + "soft_pair_count": 1590, + "serialized_chars": 822920, + "estimated_input_tokens": 205730, + "estimated_eval_tokens": 411716 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36687, - "estimated_input_tokens": 9172, - "estimated_eval_tokens": 18600 + "soft_pair_count": 30, + "serialized_chars": 36846, + "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 mostly a grab-bag of unrelated Transformers v5 regressions and model-specific bugs; there isn\u2019t a single clear duplicate thread. The strongest common theme is general model/tokenizer loading regressions, but the soft pairs are still too specific to merge.", - "confidence": 0.52, - "canonical_issue_reason": "Issue 43611 is the broadest representative of the repeated v5 model-loading regressions in this set, but it is not an exact duplicate umbrella for the whole cluster.", + "summary": "This cluster is mostly noisy Transformers-v5 regression reports, with only a few true duplicate pairs. The strongest shared themes are initialization/loading regressions, TF backend packaging, and Qwen2.5-VL position-id bugs.", + "confidence": 0.64, + "canonical_issue_reason": "Issue 43632 is the most central representative of the cluster\u2019s main theme: a broad Transformers v5 initialization/loading regression that can plausibly underlie several related model-loading complaints.", "canonical_pr_reason": null, - "best_issue_reason": "43611 is the best anchor issue because it captures a high-level Transformers v5 loading regression with wide potential impact, even though most other issues here are separate bugs.", + "best_issue_reason": "Issue 43632 is the best overall anchor because it captures the broadest and most reusable failure mode in the cluster, rather than a model-specific symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43421", - "right": "issue:44568", - "accept": false, - "reason": "Both are tokenizer-related, but one is runtime post-processor sync and the other is missing BOS/EOS insertion for a specific tokenizer; different bugs." - }, - { - "left": "issue:44403", - "right": "issue:44991", + "left": "issue:43381", + "right": "issue:45923", "accept": false, - "reason": "One is about noisy loading logs, the other is a tokenizer-loading failure for a specific model; not the same issue." + "reason": "Different problems: eval-mode checkpointing behavior vs a missing supports_gradient_checkpointing flag on a remote-code model." }, { "left": "issue:35707", "right": "issue:40444", "accept": false, - "reason": "Different workflows and failures: generation with inputs_embeds/past_key_values vs VL finetuning with multiple images per prompt." + "reason": "Unrelated symptoms and code paths: generation with inputs_embeds/past_key_values vs multimodal finetuning with multiple images per prompt." }, { - "left": "issue:43381", - "right": "issue:45923", + "left": "issue:44462", + "right": "issue:45812", "accept": false, - "reason": "Both mention gradient checkpointing, but one is eval-mode incompatibility and the other is a missing capability flag on a remote-code model." + "reason": "Both involve tokenizers, but one is repository file selection and the other is wrong token IDs for Granite models; different bugs." }, { "left": "issue:42175", "right": "issue:45542", - "accept": false, - "reason": "Both touch TensorFlow packaging, but one is missing TF in the torch extra and the other is a bad backend state when only tensorboard is installed." - }, - { - "left": "issue:44462", - "right": "issue:45812", - "accept": false, - "reason": "Tokenizer repository selection vs wrong token IDs for Granite models are different failure modes." + "accept": true, + "reason": "Both point to the same TensorFlow/extra-dependency packaging issue causing TF backend availability errors." }, { "left": "issue:43317", "right": "issue:43856", "accept": false, - "reason": "Dequantized model offload loading and Qwen3 MoE memory usage are unrelated problems." + "reason": "Different failures: dequantized model loading with device_map/offload vs MoE training memory usage." }, { "left": "issue:43482", "right": "issue:45538", "accept": false, - "reason": "GGUF loading failure and CLIPTokenizer max-length configuration are unrelated." + "reason": "Different tokenizer/model issues: GGUF loading regression vs CLIPTokenizer model_max_length misconfiguration." }, { - "left": "issue:44829", - "right": "issue:45479", + "left": "issue:44291", + "right": "issue:44589", "accept": false, - "reason": "One is flash_attention_3 training degeneration; the other is single-label classification with num_labels=1 causing zero loss across models." + "reason": "Distinct v5 regressions: init_empty_weights/_is_hf_initialized argument handling vs missing Float8 storage lookup." }, { - "left": "issue:44291", - "right": "issue:44589", + "left": "issue:44829", + "right": "issue:45479", "accept": false, - "reason": "Both are v5 loading-related, but one is an init_empty_weights argument mismatch and the other is a float8 storage lookup error." + "reason": "Both are training pathologies, but one is flash_attention_3 causing degenerate training and the other is a label/loss edge case with num_labels=1." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "Different concrete loading failures: GGUF support vs missing pad_token_id on Llama4Config." + "reason": "No shared underlying bug: GGUF loading failure vs Llama4Config missing pad_token_id." }, { "left": "issue:44079", "right": "issue:44534", "accept": false, - "reason": "ModelOutput key assignment bug and non-persistent buffer initialization bug are separate code paths." + "reason": "Different regressions: ModelOutput key assignment vs non-persistent buffer serialization." }, { "left": "issue:43818", "right": "issue:45357", "accept": false, - "reason": "Video-LLaVA tower initialization/weight sharing is unrelated to Qwen3.5 save_pretrained visual-encoder key serialization." + "reason": "Different multimodal issues affecting different models and code paths: Video-LLaVA tower weights vs Qwen3.5 visual-encoder save_pretrained keys." }, { "left": "issue:43377", "right": "issue:45491", "accept": false, - "reason": "Both involve batching, but one is a missing padding mask in MIMI and the other is NaNs from sliding-window/all-padding windows in Gemma3." + "reason": "Both involve batching, but one is missing padding-mask support in MIMI and the other is Gemma3 NaNs from sliding-window attention." }, { "left": "issue:43531", "right": "issue:44291", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE is a different bug from init_empty_weights/_is_hf_initialized argument handling." + "reason": "Unrelated: Qwen3-MoE sliding_window behavior vs init_empty_weights argument handling." }, { "left": "issue:41720", "right": "issue:45081", "accept": false, - "reason": "CUDA assert in Qwen3 auto device mapping is unrelated to the Mistral tokenizer regex patch crash." + "reason": "Different subsystems and failures: Qwen3 auto device mapping CUDA assert vs Mistral tokenizer regex patch crash." }, { "left": "issue:40444", "right": "issue:45381", "accept": false, - "reason": "Both are Qwen2.5-VL, but one is training with multiple images and the other is video vision_position_ids being wrong." + "reason": "Both are Qwen2.5-VL, but one is finetuning with multiple images and the other is video position-id computation; not the same bug." }, { "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "torch.export with torch_compilable_check and dtype mismatches in bfloat16 inference are different issues." + "reason": "No common code path: torch.export with torch_compilable_check vs bfloat16 dtype mismatches in inference." }, { "left": "issue:43644", "right": "issue:44079", "accept": false, - "reason": "Non-persistent buffer junk filling is unrelated to ModelOutput key assignment." + "reason": "Different v5 regressions: non-persistent buffer junk vs ModelOutput key bookkeeping." }, { "left": "issue:43749", "right": "issue:44079", "accept": false, - "reason": "FSDP CPU RAM efficient loading and ModelOutput key assignment are not the same bug." - }, - { - "left": "issue:45325", - "right": "issue:45381", - "accept": false, - "reason": "Both are Qwen2.5-VL position-id issues, but one is still-image temporal scaling and the other is video input position_ids; too different to merge." + "reason": "Different areas: FSDP CPU RAM efficient loading vs ModelOutput key assignment." }, { "left": "issue:42175", "right": "issue:43296", "accept": false, - "reason": "TensorFlow backend packaging and PaddleOCR-VL loading in vLLM are unrelated." + "reason": "Different topics: TensorFlow backend installation vs PaddleOCR-VL model loading in vLLM." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": true, + "reason": "Same underlying Qwen2.5-VL position-id/rope-index bug across still-image and video inputs." }, { "left": "issue:43632", "right": "issue:45072", "accept": false, - "reason": "_is_hf_initialized flag handling and bfloat16 dtype mismatches are different regressions." + "reason": "Different failure modes: model initialization flag regression vs bfloat16 dtype mismatch in inference." }, { "left": "issue:43611", "right": "issue:43646", - "accept": false, - "reason": "Both are v5 model-loading regressions, but base_model_prefix handling and custom model initialization are distinct failure modes." + "accept": true, + "reason": "Both are Transformers v5 model-initialization/load regressions affecting custom-model handling and could plausibly share the same root fix." }, { "left": "issue:43792", "right": "issue:43957", "accept": false, - "reason": "Whisper model runtime failure and meta-device loading breakage are not the same underlying bug." + "reason": "Different loading/runtime problems: Whisper cannot run vs meta-device loading breakage on some models." }, { "left": "issue:45325", "right": "issue:45834", "accept": false, - "reason": "Different Qwen2.5-VL models and different OCR/position-id failure contexts." + "reason": "Same broad family only by vague OCR/long-input failure; the models and concrete bug reports are different." }, { "left": "issue:43994", "right": "issue:44898", "accept": false, - "reason": "SigLIP2 nonsensical outputs and Perceiver non-default-resolution failure are unrelated model-specific issues." + "reason": "Different vision-model issues with different causes: Siglip2 bad outputs vs Perceiver resolution/interpolation failure." }, { "left": "issue:43454", "right": "issue:44466", "accept": false, - "reason": "lm_head weight tying during generation vs serialization inconsistency depending on device are related in theme but not the same concrete bug." + "reason": "Both mention lm_head/tied weights, but one is broken weight tying causing bad generation and the other is device-dependent serialization inconsistency." }, { "left": "issue:42915", "right": "issue:43482", "accept": false, - "reason": "Qwen3Moe FP8 config failure and Qwen2.5-GGUF loading failure are separate model/runtime issues." + "reason": "Different model families and failures: Qwen3Moe FP8 config vs Qwen2.5-GGUF loading." + }, + { + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "Unrelated: PaddleOCR-VL loading in vLLM vs torch/transformers version incompatibility." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Different performance bugs: int4 CUDA reserved-memory growth vs Sam3Video OOM." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "No shared underlying bug: resume_from_checkpoint key mismatch vs Qwen2.5-VL position-id scaling." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The cluster is correctly characterized as mostly noisy Transformers v5 regression issues, and the selected anchor/canonical issue (43632) is a reasonable conservative representative of the broader initialization/loading regression theme. The accepted soft pairs are also cautious and supported by the issue titles: 42175\u219445542 on TF backend packaging, 45325\u219445381 on Qwen2.5-VL position-id/rope handling, and 43611\u219443646 on model initialization/loading regressions. I don\u2019t see any soft-edge verdict that overstates the evidence from the packet." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -3562,10 +3611,10 @@ "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-10000-429", + "cluster_id": "cluster-10000-430", "nodes": [ "issue:34634", "issue:35707", @@ -3585,9 +3634,9 @@ "issue:43550", "issue:43572", "issue:43606", - "issue:43701", "issue:43720", "issue:43746", + "issue:43749", "issue:43819", "issue:43873", "issue:43881", @@ -3595,36 +3644,33 @@ "issue:44186", "issue:44265", "issue:44291", - "issue:44387", + "issue:44466", "issue:44479", "issue:44488", + "issue:44534", "issue:44568", "issue:44610", - "issue:44617", "issue:44877", "issue:44898", + "issue:44977", "issue:44991", "issue:45072", - "issue:45325", + "issue:45357", "issue:45584", "issue:45701", "issue:45759", - "issue:45800", "issue:45823", "issue:45920", "issue:45923", "issue:46050" ], "soft_pairs": [ - "issue:43296|issue:45800", - "issue:44387|issue:44617", "issue:44479|issue:45823", - "issue:43701|issue:45325", - "issue:43881|issue:44488", "issue:44291|issue:44877", + "issue:43881|issue:44488", "issue:43606|issue:44265", - "issue:43262|issue:43746", "issue:43873|issue:45701", + "issue:43262|issue:43746", "issue:34634|issue:35707", "issue:40990|issue:45584", "issue:44568|issue:45920", @@ -3635,226 +3681,236 @@ "issue:43454|issue:43550", "issue:39692|issue:40444", "issue:43377|issue:44610", - "issue:43317|issue:43873", "issue:43454|issue:45072", "issue:43572|issue:45759", + "issue:43317|issue:43873", "issue:43257|issue:45923", "issue:43377|issue:44898", - "issue:40990|issue:42947", "issue:43526|issue:43883", + "issue:40990|issue:42947", "issue:43322|issue:46050", "issue:43881|issue:44991", "issue:43454|issue:43720", - "issue:41720|issue:43322" + "issue:41720|issue:43322", + "issue:43749|issue:44534", + "issue:43296|issue:44877", + "issue:44466|issue:45357", + "issue:41720|issue:44977" ], - "prepared_review_unit_hash": "fa2b47b8879dc51abb58353fb3bd8cde0f3ec4162f4ed7cb19ed651e8fc883ce", + "prepared_review_unit_hash": "ff1ac8116a57eab8aa8e6ff3cd12bd00dfa51c103fa1413a33a175248dcc4ac9", "component_budget": { - "node_count": 429, - "item_count": 429, - "soft_pair_count": 1585, - "serialized_chars": 820591, - "estimated_input_tokens": 205148, - "estimated_eval_tokens": 410552 + "node_count": 430, + "item_count": 430, + "soft_pair_count": 1590, + "serialized_chars": 822920, + "estimated_input_tokens": 205730, + "estimated_eval_tokens": 411716 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36270, - "estimated_input_tokens": 9068, - "estimated_eval_tokens": 18392 + "soft_pair_count": 31, + "serialized_chars": 36633, + "estimated_input_tokens": 9159, + "estimated_eval_tokens": 18574 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft duplicate pairs look like the same underlying bug/change; the overlaps are mostly broad subsystem similarity (tokenization, offloading, device map, multimodal loading) but the concrete failure modes differ. No PRs were provided.", - "confidence": 0.94, - "canonical_issue_reason": "issue:43873 is the strongest hub candidate: it is open, has the most discussion/inbound references among these issues, and covers a broad, actively reported offloading/quantization failure mode.", + "summary": "No true duplicates stand out in this set; most pairs are only loosely related by model loading, offloading, or tokenizer regressions. The broadest central issue is the offloading/quantization report, but the soft edges should all be rejected as distinct bugs.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43873 is the best umbrella issue here: it is broad, open, and sits at the center of the offloading/quantization-related soft matches.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 is the clearest high-impact report: it describes a concrete cross-model tokenizer regression with a well-scoped symptom and broad user impact.", + "best_issue_reason": "issue:43873 is the most actionable representative of the cluster because it captures the recurring offload/quantization failure mode better than the narrower model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43296", - "right": "issue:45800", - "accept": false, - "reason": "Different problems: a PaddleOCR-VL loading failure in vLLM vs a general torch/transformers version incompatibility." - }, - { - "left": "issue:44387", - "right": "issue:44617", - "accept": false, - "reason": "Both mention memory issues, but one is int4 CUDA reserved memory/OOM and the other is Sam3Video runtime OOM; not the same bug." - }, { "left": "issue:44479", "right": "issue:45823", "accept": false, - "reason": "Different model families and failures: video-input regression in Qwen VL models vs Gemma4 PLE device mismatch during forward." + "reason": "Different regressions: video-input generation flow vs Gemma4 device-mapping mismatch." }, { - "left": "issue:43701", - "right": "issue:45325", + "left": "issue:44291", + "right": "issue:44877", "accept": false, - "reason": "Resume-checkpoint key mismatch is unrelated to Qwen2.5-VL rope/position-id scaling." + "reason": "Unrelated failures: init_empty_weights argument handling vs strict config loading for granite_speech." }, { "left": "issue:43881", "right": "issue:44488", "accept": false, - "reason": "Both are load failures, but they involve different models and likely different root causes." - }, - { - "left": "issue:44291", - "right": "issue:44877", - "accept": false, - "reason": "Unexpected init_empty_weights argument vs strict config blocking granite_speech config loading are distinct initialization/config issues." + "reason": "Both are load failures, but for different models and likely different code paths." }, { "left": "issue:43606", "right": "issue:44265", "accept": false, - "reason": "CPU-offload device mismatch for bark-small is not the same as torch.export failures around torch_compilable_check." + "reason": "CPU offload device mismatch is separate from torch.export failing on torch_compilable_check." }, { - "left": "issue:43262", - "right": "issue:43746", + "left": "issue:43873", + "right": "issue:45701", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and GraniteSpeech PEFT checkpoint loading are unrelated." + "reason": "Offloading/quantization bug is unrelated to tokenizer changes across versions." }, { - "left": "issue:43873", - "right": "issue:45701", + "left": "issue:43262", + "right": "issue:43746", "accept": false, - "reason": "Quantization/offloading behavior is unrelated to tokenization changes." + "reason": "Audio chat-template sampling-rate default is unrelated to PEFT checkpoint loading." }, { "left": "issue:34634", "right": "issue:35707", "accept": false, - "reason": "BarkProcessor voice_preset failure and progressive generation with inputs_embeds/past_key_values are different code paths." + "reason": "Bark voice_preset bug and progressive generation with past_key_values are different subsystems." }, { "left": "issue:40990", "right": "issue:45584", "accept": false, - "reason": "High perplexity on GPT-OSS vs Whisper empty-transcription failure after align_special_tokens are different bugs." + "reason": "Perplexity anomaly on gpt-oss is not the same bug as Whisper empty-transcription generation failure." }, { "left": "issue:44568", "right": "issue:45920", "accept": false, - "reason": "Both are tokenizer regressions, but one is a specific special-token insertion bug for a single tokenizer while the other is a broader wrong-token-IDs regression across many models." + "reason": "Specific BOS/EOS omission for one tokenizer is not the same as broader wrong-token-id regressions." }, { "left": "issue:35707", "right": "issue:41720", "accept": false, - "reason": "Progressive generation inputs/past_key_values and Qwen3 auto device-map cudaErrorAssert are unrelated." + "reason": "Inputs_embeds/past_key_values generation bug is unrelated to Qwen3 device-map cuda asserts." }, { "left": "issue:44186", "right": "issue:44265", "accept": false, - "reason": "LayoutLMv2Tokenizer padding/truncation crashes are not the same as torch.export failures in models using torch_compilable_check." + "reason": "Tokenizer padding/truncation crash is separate from export support for torch_compilable_check." }, { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "Both are model-specific generation/load problems, but bark-small CPU offload mismatch and DAC from_latents/forward mismatch are distinct." + "reason": "Both touch model behavior, but device offload mismatch is not the same as DAC STE mismatch." }, { "left": "issue:41720", "right": "issue:45823", "accept": false, - "reason": "Both involve device placement, but the affected models and failure modes differ substantially." + "reason": "Same broad area of device handling, but different models and different failure modes." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "lm_head tying in AyaVisionConfig is unrelated to Bamba-9B-v2 torch.compile SDPA failure." + "reason": "Weight-tying bug for AyaVision is unrelated to Bamba torch.compile SDPA failure." }, { "left": "issue:39692", "right": "issue:40444", "accept": false, - "reason": "Documentation/model-processor mismatch and quantization errors are unrelated to iterable dataset multi-image finetuning failures." + "reason": "Documentation/example errors are not the same as Qwen2.5-VL iterable-dataset finetuning failure." }, { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "MIMI padding-mask batch-vs-single inconsistency is unrelated to OmDet-Turbo processor/model input-size mismatch." - }, - { - "left": "issue:43317", - "right": "issue:43873", - "accept": false, - "reason": "Both concern offloading/quantization, but one is dequantized model loading with auto device_map while the other is a broader offloading-not-working report; not enough evidence of the same bug." + "reason": "MIMI padding-mask mismatch is unrelated to OmDet processor image-size mismatch." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "Weight tying in AyaVisionConfig and bf16 dtype mismatches in different models are unrelated." + "reason": "AyaVision lm_head tying bug is distinct from dtype mismatch during bfloat16 inference." }, { "left": "issue:43572", "right": "issue:45759", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig is unrelated to unwrapping text_config for composite Qwen multimodal configs." + "reason": "Missing pad_token_idx in StableLmConfig is not the same as text_config unwrapping for composite Qwen configs." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Related offload theme, but one is dequantized-model loading and the other is a broader quantized offloading report." }, { "left": "issue:43257", "right": "issue:45923", "accept": false, - "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed and a missing supports_gradient_checkpointing flag are separate issues." + "reason": "MOE weight conversion with accelerate+deepspeed is unrelated to a missing gradient-checkpointing flag." }, { "left": "issue:43377", "right": "issue:44898", "accept": false, - "reason": "Padding-mask support in MIMI and Perceiver non-default-resolution failures are different models and mechanisms." + "reason": "Padding-mask support in MIMI encoder is unrelated to Perceiver non-default-resolution failures." }, { - "left": "issue:40990", - "right": "issue:42947", + "left": "issue:43526", + "right": "issue:43883", "accept": false, - "reason": "Perplexity regression on GPT-OSS is unrelated to gradient checkpointing ineffectiveness with PEFT LoRA." + "reason": "reduce_labels returning one label is unrelated to missing all_tied_weights_keys on Molmo." }, { - "left": "issue:43526", - "right": "issue:43883", + "left": "issue:40990", + "right": "issue:42947", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug and Molmo all_tied_weights_keys missing are unrelated." + "reason": "High perplexity on one model is not the same as ineffective gradient checkpointing with LoRA." }, { "left": "issue:43322", "right": "issue:46050", "accept": false, - "reason": "Llava Next segmentation fault while loading and sinq save/load quantization breakage are different failure modes." + "reason": "Llava Next loading segfault is unrelated to sinq quantized save/load breakage." }, { "left": "issue:43881", "right": "issue:44991", "accept": false, - "reason": "Different model/tokenizer loading failures with no clear shared code-path." + "reason": "Different tokenizer/model loading failures with no shared concrete code path." }, { "left": "issue:43454", "right": "issue:43720", "accept": false, - "reason": "AyaVision lm_head tying and BitNet packed-weight unpacking are unrelated." + "reason": "lm_head weight tying and BitNet packed-weight unpacking are separate bugs." }, { "left": "issue:41720", "right": "issue:43322", "accept": false, - "reason": "Both are load/runtime failures, but one is Qwen3 device-map assertion and the other is Llava Next segmentation fault; not the same bug." + "reason": "Both are model-loading failures, but one is cuda assert under auto device mapping and the other is a segfault in Llava Next loading." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU-efficient loading and non-persistent buffer junk are different regression classes." + }, + { + "left": "issue:43296", + "right": "issue:44877", + "accept": false, + "reason": "vLLM/PaddleOCR-VL loading failure is unrelated to granite_speech strict-config loading." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both involve serialization, but one is lm_head tying/device-dependent serialization and the other is visual-encoder key saving." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3 device-map cudaErrorAssert is unrelated to flash-attention generation regression in Qwen3.5." } ] }, @@ -3873,10 +3929,10 @@ "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-10000-429", + "cluster_id": "cluster-10000-430", "nodes": [ "issue:36010", "issue:36331", @@ -3885,34 +3941,35 @@ "issue:42617", "issue:42915", "issue:43295", - "issue:43296", + "issue:43316", "issue:43317", "issue:43404", "issue:43450", "issue:43526", + "issue:43531", + "issue:43540", "issue:43550", + "issue:43572", "issue:43577", "issue:43606", "issue:43708", "issue:43720", - "issue:43749", + "issue:43782", "issue:43873", "issue:43881", "issue:44008", "issue:44186", "issue:44387", "issue:44423", - "issue:44466", "issue:44479", - "issue:44534", "issue:44610", "issue:44671", "issue:44743", "issue:44756", "issue:44877", "issue:44898", + "issue:44913", "issue:44918", - "issue:44977", "issue:44991", "issue:45072", "issue:45081", @@ -3927,26 +3984,22 @@ "issue:45823" ], "soft_pairs": [ - "issue:43749|issue:44534", - "issue:43296|issue:44877", - "issue:44466|issue:45357", - "issue:41720|issue:44977", "issue:42617|issue:42915", "issue:40990|issue:45701", - "issue:44008|issue:45823", "issue:44387|issue:45704", + "issue:44008|issue:45823", "issue:44186|issue:45072", "issue:36331|issue:42617", "issue:43577|issue:43708", - "issue:43404|issue:45357", "issue:44877|issue:44991", - "issue:43873|issue:44756", + "issue:43404|issue:45357", "issue:36331|issue:42915", + "issue:43873|issue:44756", "issue:43450|issue:45701", "issue:43550|issue:43720", "issue:44423|issue:45406", - "issue:45632|issue:45684", "issue:41720|issue:42617", + "issue:45632|issue:45684", "issue:44479|issue:44918", "issue:44610|issue:44898", "issue:43550|issue:43606", @@ -3955,224 +4008,221 @@ "issue:43295|issue:45701", "issue:43526|issue:43881", "issue:41720|issue:45161", - "issue:44671|issue:44743", "issue:36010|issue:42617", - "issue:45081|issue:45812" + "issue:44671|issue:44743", + "issue:45081|issue:45812", + "issue:43531|issue:43572", + "issue:43316|issue:44913", + "issue:43540|issue:43782" ], - "prepared_review_unit_hash": "3dbd092e1710d91cd5111729438996bc1496d499f12ad85343abb30f6731a78c", + "prepared_review_unit_hash": "824869e8ad44a591819cd4e20ebd780e59b84f15fed3741e5a79ed01101b14c5", "component_budget": { - "node_count": 429, - "item_count": 429, - "soft_pair_count": 1585, - "serialized_chars": 820591, - "estimated_input_tokens": 205148, - "estimated_eval_tokens": 410552 + "node_count": 430, + "item_count": 430, + "soft_pair_count": 1590, + "serialized_chars": 822920, + "estimated_input_tokens": 205730, + "estimated_eval_tokens": 411716 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36661, - "estimated_input_tokens": 9166, - "estimated_eval_tokens": 18588 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36857, + "estimated_input_tokens": 9215, + "estimated_eval_tokens": 18686 }, "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 unrelated issues across tokenization, loading/offload, multimodal processors, training, and model-specific regressions. No single issue or PR is a good canonical representative.", - "confidence": 0.97, - "canonical_issue_reason": "No single issue is canonical because the artifacts describe different bugs in different code paths and models.", + "summary": "This set is not a duplicate cluster: the items span many unrelated bugs across tokenization, multimodal processors, offloading, quantization, trainer behavior, and model-specific regressions. I found no pair that looks like the same underlying issue, so all soft edges are rejected.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No global best issue: the cluster is too heterogeneous, so a representative should be chosen per subtopic rather than across the whole set.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43749", - "right": "issue:44534", - "accept": false, - "reason": "Both are loading/memory-related, but one is broken FSDP CPU RAM-efficient loading and the other is non-persistent buffer corruption; different bugs." - }, - { - "left": "issue:43296", - "right": "issue:44877", - "accept": false, - "reason": "Different failures: PaddleOCR-VL model loading in vLLM versus strict config blocking granite_speech config." - }, - { - "left": "issue:44466", - "right": "issue:45357", - "accept": false, - "reason": "Both involve save_pretrained/serialization, but one is lm_head.weight serialization and the other is incorrect visual encoder keys in Qwen3.5." - }, - { - "left": "issue:41720", - "right": "issue:44977", - "accept": false, - "reason": "Different code paths and symptoms: auto device mapping cuda assert versus flash-attention generation regression." - }, { "left": "issue:42617", "right": "issue:42915", "accept": false, - "reason": "3d_parallel.py startup failure is unrelated to Qwen3Moe failing with FineGrainedFP8Config." + "reason": "Different failure modes: 3d_parallel.py runtime failure vs Qwen3Moe FP8Config loading issue." }, { "left": "issue:40990", "right": "issue:45701", "accept": false, - "reason": "Perplexity anomaly on gpt-oss-20b is not the same underlying bug as a tokenization-behavior change across versions." + "reason": "Different symptoms and scope: high perplexity on a specific model vs a general tokenization-version regression." }, { - "left": "issue:44008", - "right": "issue:45823", + "left": "issue:44387", + "right": "issue:45704", "accept": false, - "reason": "Gemma3n forward variable collision and Gemma4 PLE device mismatch are unrelated bugs." + "reason": "Both mention memory, but one is int4 quantization OOM and the other is an Apex RMSNorm leak in T5." }, { - "left": "issue:44387", - "right": "issue:45704", + "left": "issue:44008", + "right": "issue:45823", "accept": false, - "reason": "Both mention memory, but one is int4 quantization OOM in v5 and the other is a T5 apex RMSNorm memory leak." + "reason": "Different models and code paths: Gemma3n forward variable collision vs Gemma4 PLE device mismatch." }, { "left": "issue:44186", "right": "issue:45072", "accept": false, - "reason": "Tokenizer padding/truncation crash and dtype mismatch in inference are distinct problems." + "reason": "Tokenizer crashes on NER/padding vs dtype mismatches in inference; unrelated bugs." }, { "left": "issue:36331", "right": "issue:42617", "accept": false, - "reason": "Trainer compute_loss signature regression is unrelated to 3d_parallel.py failing to run." + "reason": "CustomTrainer loss-signature regression is unrelated to 3d_parallel.py execution failure." }, { "left": "issue:43577", "right": "issue:43708", "accept": false, - "reason": "BLIP2 dtype-loading issue and Trainer resume/max_steps calculation bug are different training/loading defects." - }, - { - "left": "issue:43404", - "right": "issue:45357", - "accept": false, - "reason": "Mistral3 lm_head tying bug and Qwen3.5 visual encoder key serialization bug are unrelated." + "reason": "BLIP2 dtype loading bug vs Trainer checkpoint resume step-count bug; different layers of the stack." }, { "left": "issue:44877", "right": "issue:44991", "accept": false, - "reason": "Strict config rejection for granite_speech and tokenizer loading failure for est-roberta do not share the same underlying cause." + "reason": "Strict config loading and tokenizer loading failures are different issues with different root causes." }, { - "left": "issue:43873", - "right": "issue:44756", + "left": "issue:43404", + "right": "issue:45357", "accept": false, - "reason": "Both relate to memory/offload, but one is quantization offloading and the other is mmap-induced OOM on Strix Halo." + "reason": "One is weight tying in Mistral3, the other is save_pretrained emitting wrong visual encoder keys for Qwen3.5." }, { "left": "issue:36331", "right": "issue:42915", "accept": false, - "reason": "Trainer custom loss signature mismatch is unrelated to Qwen3Moe FineGrainedFP8Config failure." + "reason": "Trainer API signature breakage is unrelated to Qwen3Moe FP8 loading failure." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Both involve memory/offload, but one is quantization offloading behavior and the other is mmap OOM on Strix Halo." }, { "left": "issue:43450", "right": "issue:45701", "accept": false, - "reason": "Video batch-shape bug and tokenization-version behavior change are unrelated." + "reason": "Video batching shape bug vs tokenization changes; no shared underlying defect." }, { "left": "issue:43550", "right": "issue:43720", "accept": false, - "reason": "torch.compile SDPA failure in Bamba and packed-weight unpacking failure in BitNet are different model-loading/runtime bugs." + "reason": "torch.compile with SDPA on Bamba vs packed-weight unpacking during accelerate loading for BitNet; different code paths." }, { "left": "issue:44423", "right": "issue:45406", "accept": false, - "reason": "Both crash in serving, but one is continuous-batching multimodal input handling and the other is Gemma4Processor missing _tokenizer." + "reason": "Both affect serve, but one is continuous-batching multimodal crash and the other is a missing _tokenizer attribute on Gemma4Processor." }, { - "left": "issue:45632", - "right": "issue:45684", + "left": "issue:41720", + "right": "issue:42617", "accept": false, - "reason": "Cache-path collision for trust_remote_code and read-only permission propagation in save_pretrained are unrelated." + "reason": "Qwen3 auto device mapping cuda assert is unrelated to the 3d_parallel.py failure." }, { - "left": "issue:41720", - "right": "issue:42617", + "left": "issue:45632", + "right": "issue:45684", "accept": false, - "reason": "Different problems: Qwen3 auto device mapping assert versus a separate 3d_parallel.py execution failure." + "reason": "Cache-path collision for trust_remote_code is unrelated to save_pretrained permission propagation." }, { "left": "issue:44479", "right": "issue:44918", "accept": false, - "reason": "Video-input regression for Qwen models and SFT embedding unpacking failure are not the same bug." + "reason": "Video-input regression across Qwen VL models vs unpacking Qwen3.5 embeddings in TRL SFT trainer; not the same bug." }, { "left": "issue:44610", "right": "issue:44898", "accept": false, - "reason": "Both involve image sizes, but one is a processor/model size mismatch and the other is a Perceiver interpolation failure." + "reason": "Both are image-size/preprocessing related, but they affect different models and failure conditions." }, { "left": "issue:43550", "right": "issue:43606", "accept": false, - "reason": "Bamba SDPA compile failure and Bark CPU-offload device mismatch are unrelated." + "reason": "Different models and triggers: Bamba SDPA/compile issue vs Bark CPU offload device mismatch." }, { "left": "issue:44186", "right": "issue:44610", "accept": false, - "reason": "LayoutLMv2 tokenizer crash and OmDet-Turbo processor resolution mismatch are different subsystems and failure modes." + "reason": "Tokenizer padding/truncation crash and OmDet-Turbo size mismatch are separate preprocessing bugs." }, { "left": "issue:42915", "right": "issue:43317", "accept": false, - "reason": "Both are model loading/offload issues, but one is Qwen3Moe FineGrainedFP8Config and the other is dequantized model loading with gpu+cpu offload." + "reason": "Qwen3Moe FP8 loading failure is not the same as dequantized model offload loading failure." }, { "left": "issue:43295", "right": "issue:45701", "accept": false, - "reason": "Regression in processor.tokenizer/images handling is not the same as a broader tokenization-version change." + "reason": "Processor/tokenizer API regression is distinct from a general tokenization version-change report." }, { "left": "issue:43526", "right": "issue:43881", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels bug and glm-4v-9b loading failure are unrelated." + "reason": "BEiT label reduction bug and glm-4v-9b loading failure are unrelated." }, { "left": "issue:41720", "right": "issue:45161", "accept": false, - "reason": "Both concern device/sharding behavior, but the concrete failures differ: cuda assert on A800 versus only tensor parallel not working." + "reason": "Auto device map cuda assert and GPT-OSS tensor-parallel-only failure are different model/runtime problems." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to 3d_parallel.py execution problems." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked-LM regression and Qwen3.5 recurrent-state cache bug are unrelated model-specific defects." + }, + { + "left": "issue:45081", + "right": "issue:45812", + "accept": false, + "reason": "Mistral regex patch crash and Granite token ID regression are both tokenizer issues but have different causes and code paths." }, { - "left": "issue:44671", - "right": "issue:44743", + "left": "issue:43531", + "right": "issue:43572", "accept": false, - "reason": "CamemBERT masked LM regression and Qwen3.5 recurrent-state reset bug are unrelated model behaviors." + "reason": "Qwen3-MoE sliding-window behavior and StableLmConfig pad_token_idx omission are unrelated." }, { - "left": "issue:36010", - "right": "issue:42617", + "left": "issue:43316", + "right": "issue:44913", "accept": false, - "reason": "ImportError for GenerationMixin and 3d_parallel.py execution failure have no shared underlying bug." + "reason": "Gemma3TextConfig API mismatch is unrelated to GPTNeoX rotary_pct reloading behavior." }, { - "left": "issue:45081", - "right": "issue:45812", + "left": "issue:43540", + "right": "issue:43782", "accept": false, - "reason": "Both are tokenizer-related regressions, but one is Mistral regex patching and the other is Granite token ID generation; different code paths and models." + "reason": "Qwen3OmniMoe video-processing ValueError and Qwen3VL weight_only loading error are different failures." } ] }, @@ -4191,10 +4241,10 @@ "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-10000-429", + "cluster_id": "cluster-10000-430", "nodes": [ "issue:29159", "issue:30064", @@ -4207,15 +4257,12 @@ "issue:41720", "issue:42490", "issue:42915", - "issue:43316", "issue:43322", "issue:43329", "issue:43388", "issue:43421", "issue:43531", - "issue:43540", "issue:43550", - "issue:43572", "issue:43606", "issue:43653", "issue:43720", @@ -4223,6 +4270,7 @@ "issue:43782", "issue:43873", "issue:43927", + "issue:44077", "issue:44186", "issue:44361", "issue:44451", @@ -4230,9 +4278,9 @@ "issue:44509", "issue:44514", "issue:44545", + "issue:44589", "issue:44625", "issue:44898", - "issue:44913", "issue:44991", "issue:45059", "issue:45072", @@ -4243,23 +4291,21 @@ "issue:45701", "issue:45704", "issue:45759", - "issue:45812" + "issue:45812", + "issue:45859" ], "soft_pairs": [ - "issue:43531|issue:43572", - "issue:43316|issue:44913", - "issue:43540|issue:43782", "issue:42915|issue:43322", - "issue:43421|issue:45812", "issue:44186|issue:44361", + "issue:43421|issue:45812", "issue:36331|issue:41720", "issue:29159|issue:36032", "issue:43388|issue:45059", "issue:45406|issue:45464", - "issue:33357|issue:35707", "issue:30064|issue:34634", - "issue:41720|issue:43746", + "issue:33357|issue:35707", "issue:43606|issue:43720", + "issue:41720|issue:43746", "issue:43550|issue:43653", "issue:43873|issue:45704", "issue:43421|issue:45701", @@ -4274,219 +4320,222 @@ "issue:43421|issue:43927", "issue:44898|issue:45072", "issue:44451|issue:44991", + "issue:45759|issue:45859", + "issue:44077|issue:44625", + "issue:43531|issue:44589", "issue:43782|issue:45381" ], - "prepared_review_unit_hash": "9b55c0f519cab024e3e7f669471115564adfdb8336b3d7b08cca4866caf594a3", + "prepared_review_unit_hash": "13929a02926103434cc986a7f8ee8295f5774c9146a287e2c9d0403893b8cdda", "component_budget": { - "node_count": 429, - "item_count": 429, - "soft_pair_count": 1585, - "serialized_chars": 820591, - "estimated_input_tokens": 205148, - "estimated_eval_tokens": 410552 + "node_count": 430, + "item_count": 430, + "soft_pair_count": 1590, + "serialized_chars": 822920, + "estimated_input_tokens": 205730, + "estimated_eval_tokens": 411716 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 36540, - "estimated_input_tokens": 9135, - "estimated_eval_tokens": 18526 + "serialized_chars": 36004, + "estimated_input_tokens": 9001, + "estimated_eval_tokens": 18258 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous cluster of issue reports across unrelated tokenizer, config, processor, loading, and training paths. The only clear duplicate pair in the packet is 44514/44545, which share the same title about `Qwen2_5_VLProcessor.apply_chat_template` crashing on batched input with `padding=False`.", - "confidence": 0.82, - "canonical_issue_reason": "44514 is the better canonical issue because it is the earlier of the exact title match with 44545.", + "summary": "Mostly unrelated issue set; only #44514 and #44545 are the same crash. The rest are false-positive similarity matches across different models/subsystems.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue fits the whole cluster because the items are largely unrelated. If a local representative is needed, #44514 is the clearest choice because #44545 is essentially the same bug with the same title.", "canonical_pr_reason": null, - "best_issue_reason": "44514 is the strongest representative issue because it is the earlier exact duplicate pair in the cluster.", + "best_issue_reason": "#44514 is the best issue representative for the only true duplicate pair (#44545): same API, same padding=False batched-input crash, clearer wording.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43531", - "right": "issue:43572", - "accept": false, - "reason": "Different titles and model areas: Qwen3-MoE `sliding_window` vs StableLmConfig `pad_token_idx`." - }, - { - "left": "issue:43316", - "right": "issue:44913", - "accept": false, - "reason": "Both are config-related, but they describe different fields and different models." - }, - { - "left": "issue:43540", - "right": "issue:43782", - "accept": false, - "reason": "Both mention Qwen models, but one is about video input processing and the other about `from_pretrained` weight loading." - }, { "left": "issue:42915", "right": "issue:43322", "accept": false, - "reason": "Different model families and failure types: FineGrainedFP8Config vs loading Llava Next models." + "reason": "Different models and failure modes: FineGrainedFP8Config vs Llava Next load-time segfault." }, { - "left": "issue:43421", - "right": "issue:45812", + "left": "issue:44186", + "right": "issue:44361", "accept": false, - "reason": "Tokenizer-related, but one is runtime post-processor updates and the other is a tokenizer loading regression for Granite models." + "reason": "Both tokenizer-ish, but one is LayoutLMv2 NER/batching crash and the other is MLuke task AttributeError; not the same bug." }, { - "left": "issue:44186", - "right": "issue:44361", + "left": "issue:43421", + "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer issues, but the titles point to different tokenizer classes and different failures." + "reason": "Both involve tokenizers, but one is runtime post-processor updates and the other is wrong token IDs for Granite models; different code paths." }, { "left": "issue:36331", "right": "issue:41720", "accept": false, - "reason": "Trainer loss-signature error vs auto device mapping CUDA assert are unrelated." + "reason": "Trainer signature mismatch vs Qwen3 auto device-mapping CUDA assert; unrelated." }, { "left": "issue:29159", "right": "issue:36032", "accept": false, - "reason": "Both are tokenizer issues, but one is slow/fast behavior inconsistency and the other is a T5Tokenizer load-time error." + "reason": "Slow/fast tokenizer inconsistency is not the same as T5 tokenizer load-time add_special_tokens conflict." }, { "left": "issue:43388", "right": "issue:45059", "accept": false, - "reason": "Different subsystems: metric gathering vs SAM3 text/bounding-box behavior." + "reason": "Metric gathering label truncation is unrelated to SAM3 text/box behavior." }, { "left": "issue:45406", "right": "issue:45464", "accept": false, - "reason": "Different components and symptoms: Gemma4Processor missing `_tokenizer` vs Qwen3.5 streaming API failure." - }, - { - "left": "issue:33357", - "right": "issue:35707", - "accept": false, - "reason": "MacOS CLIP bus error vs progressive generation with `inputs_embeds`/`past_key_values` are separate issues." + "reason": "Gemma4Processor missing _tokenizer and Qwen3.5 streaming API failure are different processor/runtime issues." }, { "left": "issue:30064", "right": "issue:34634", "accept": false, - "reason": "Different processors and modalities: segmentation maps vs Bark voice preset handling." + "reason": "Image processor void-segmentation-map handling is unrelated to BarkProcessor voice_preset support." }, { - "left": "issue:41720", - "right": "issue:43746", + "left": "issue:33357", + "right": "issue:35707", "accept": false, - "reason": "CUDA assert during device mapping vs PEFT local checkpoint loading are distinct problems." + "reason": "MacOS CLIP bus error and progressive generation with inputs_embeds/past_key_values are not the same failure." }, { "left": "issue:43606", "right": "issue:43720", "accept": false, - "reason": "Both involve loading/offloading, but the titles describe different model paths and failures." + "reason": "CPU offload device mismatch vs packed-weight unpacking during accelerate loading; different bugs." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert does not match GraniteSpeech PEFT local-checkpoint loading." }, { "left": "issue:43550", "right": "issue:43653", "accept": false, - "reason": "torch.compile/SDPA vs tokenizer special-token registration are unrelated." + "reason": "torch.compile/SDPA issue is unrelated to BigBirdTokenizer mask token registration." }, { "left": "issue:43873", "right": "issue:45704", "accept": false, - "reason": "Quantization offloading vs T5/apex memory leak are different issues." + "reason": "Quantized offloading issue is unrelated to T5 apex FusedRMSNorm memory leak." }, { "left": "issue:43421", "right": "issue:45701", "accept": false, - "reason": "Both relate to tokenization broadly, but one is runtime special-token updates and the other is a version-wide tokenization change report." + "reason": "Runtime special-token/post-processor updates are not the same as version-dependent tokenization drift." }, { "left": "issue:44492", "right": "issue:44509", "accept": false, - "reason": "A typo in cache strategies is unrelated to outdated pipeline task documentation." + "reason": "Doc typo vs removed pipeline-task docs; different documentation issues, not duplicates." }, { "left": "issue:43606", "right": "issue:43653", "accept": false, - "reason": "Device offload/loading mismatch vs tokenizer special-token bug are different code paths." + "reason": "Bark CPU-offload device mismatch is not the same as BigBirdTokenizer decode/output special-token bug." }, { "left": "issue:34634", "right": "issue:41720", "accept": false, - "reason": "Voice preset handling vs CUDA assert on auto device mapping are unrelated." + "reason": "Bark voice_preset problem and Qwen3 auto device mapping CUDA assert are unrelated." }, { "left": "issue:43531", "right": "issue:45759", "accept": false, - "reason": "Both mention Qwen3-family models, but the titles describe different config issues." + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to unwrapping text_config in composite Qwen configs." }, { "left": "issue:42490", "right": "issue:43329", "accept": false, - "reason": "Trailing-slash path warning is unrelated to multimodal token counting." + "reason": "Trailing-slash local model import warning is unrelated to multimodal video-token helper undefined names." }, { "left": "issue:34567", "right": "issue:35707", "accept": false, - "reason": "TrainerState token counter vs progressive generation are different features." + "reason": "TrainerState token counter update bug and progressive generation bug are different components." }, { "left": "issue:44514", "right": "issue:44545", "accept": true, - "reason": "Same title and same reported crash condition for `Qwen2_5_VLProcessor.apply_chat_template` with batched input and `padding=False`." + "reason": "Same Qwen2_5_VLProcessor.apply_chat_template crash on batched input with padding=False; titles and behavior match closely." }, { "left": "issue:44625", "right": "issue:45479", "accept": false, - "reason": "Different sequence-classification reports: `num_labels` propagation vs zero-loss behavior." + "reason": "Num-label propagation bug is distinct from zero-loss behavior when problem_type=single_label_classification and num_labels=1." }, { "left": "issue:43421", "right": "issue:43927", "accept": false, - "reason": "Runtime tokenizer post-processing update vs save/load loss of custom token IDs are different metadata issues." + "reason": "Special-token post-processor update issue is unrelated to DiaConfig losing custom token IDs on save/load." }, { "left": "issue:44898", "right": "issue:45072", "accept": false, - "reason": "Perceiver resolution failure vs bfloat16 dtype mismatch are unrelated." + "reason": "Perceiver interpolation failure and dtype mismatch in SwitchTransformers/TimmWrapperModel are different inference bugs." }, { "left": "issue:44451", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-loading regressions, but they refer to different models and titles." + "reason": "Generic model-loading failure and tokenizer regression for EMBEDDIA/est-roberta are not the same issue." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Composite config unwrapping and Qwen3_5MoeTextRotaryEmbedding CPU-offload compatibility are different code paths." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "post_init allowance in patchtsmixer is unrelated to num_labels propagation in Qwen3.5." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3-MoE sliding_window and missing Float8 storage type are unrelated." }, { "left": "issue:43782", "right": "issue:45381", "accept": false, - "reason": "Qwen vision-language load error vs Qwen2.5-VL video position IDs issue are different." + "reason": "Qwen3VL weight_only load error and Qwen2.5-VL video vision_position_ids bug are different model/version issues." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The overall cluster summary is mostly grounded, but the justification is a bit too assertive for the packet. In particular, the reasons for 44514/44545 claim \"precise repro details\" and \"more detailed report\" without body text evidence; from the packet you can safely say they have the same title and 44514 is earlier. A few soft-edge reasons also infer specific root causes beyond what the titles support. Please keep the verdicts and reasons tighter to the observable metadata." + "accept": true, + "feedback": "Accepted. The cluster summary is grounded in the packet, and the soft-edge verdicts stay conservative. The one accepted duplicate pair (#44514/#44545) is well supported by the matching title and same batched `padding=False` crash; the rest are reasonably rejected as different bugs/subsystems." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -4499,10 +4548,10 @@ "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-10000-429", + "cluster_id": "cluster-10000-430", "nodes": [ "issue:30064", "issue:36010", @@ -4515,8 +4564,10 @@ "issue:43531", "issue:43540", "issue:43596", + "issue:43618", "issue:43645", "issue:43653", + "issue:43697", "issue:43720", "issue:43746", "issue:43819", @@ -4525,14 +4576,11 @@ "issue:43994", "issue:44008", "issue:44062", - "issue:44077", "issue:44186", "issue:44220", "issue:44368", "issue:44451", - "issue:44589", "issue:44610", - "issue:44625", "issue:44661", "issue:44671", "issue:44843", @@ -4541,8 +4589,10 @@ "issue:44987", "issue:45042", "issue:45081", + "issue:45183", "issue:45356", "issue:45357", + "issue:45479", "issue:45588", "issue:45663", "issue:45704", @@ -4553,262 +4603,252 @@ "issue:46050" ], "soft_pairs": [ - "issue:44077|issue:44625", - "issue:45759|issue:45859", - "issue:43531|issue:44589", "issue:44987|issue:45042", + "issue:45588|issue:45759", "issue:44368|issue:45357", "issue:44062|issue:44451", - "issue:45588|issue:45759", - "issue:43746|issue:46050", "issue:39692|issue:44610", + "issue:43746|issue:46050", "issue:45704|issue:45923", "issue:44918|issue:44936", - "issue:43421|issue:43653", "issue:45663|issue:45923", + "issue:43421|issue:43653", "issue:43381|issue:43844", "issue:42886|issue:44843", - "issue:43421|issue:44186", "issue:45704|issue:45859", - "issue:43994|issue:44671", "issue:43531|issue:43645", + "issue:43421|issue:44186", "issue:41720|issue:45704", + "issue:43994|issue:44671", "issue:43746|issue:43873", - "issue:45081|issue:45356", "issue:39692|issue:43873", - "issue:40444|issue:43746", + "issue:45081|issue:45356", "issue:43596|issue:44220", + "issue:40444|issue:43746", "issue:45356|issue:45907", "issue:30064|issue:36010", "issue:43720|issue:43819", "issue:44220|issue:44661", "issue:43653|issue:43720", - "issue:43540|issue:44008" + "issue:43540|issue:44008", + "issue:43618|issue:43697", + "issue:45183|issue:45479" ], - "prepared_review_unit_hash": "495696192fbb85804da218aaccc56383ae1c115a4c02541079891d64d1f32714", + "prepared_review_unit_hash": "44702792a48e7e9c21d60818ce3ec1b0acb397b61100d548f5f63bcb36fcf56f", "component_budget": { - "node_count": 429, - "item_count": 429, - "soft_pair_count": 1585, - "serialized_chars": 820591, - "estimated_input_tokens": 205148, - "estimated_eval_tokens": 410552 + "node_count": 430, + "item_count": 430, + "soft_pair_count": 1590, + "serialized_chars": 822920, + "estimated_input_tokens": 205730, + "estimated_eval_tokens": 411716 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36823, - "estimated_input_tokens": 9206, - "estimated_eval_tokens": 18668 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37215, + "estimated_input_tokens": 9304, + "estimated_eval_tokens": 18864 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous model/tokenizer bugs. Only one soft duplicate looks plausible: the HF_HUB_OFFLINE tokenizer-loading regression pair.", - "confidence": 0.59, - "canonical_issue_reason": "issue:44843 is the most concrete, root-caused representative of the only plausible duplicate pair: it pinpoints the offline tokenizer failure to _patch_mistral_regex/model_info.", + "summary": "This cluster is highly heterogeneous: it mixes unrelated tokenizer, multimodal, training, loading, and documentation regressions. None of the soft pairs look like the same underlying bug or change, so all should stay separate.", + "confidence": 0.96, + "canonical_issue_reason": "No clear canonical issue for this cluster: the items span many unrelated defects and do not converge on one underlying bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44843 is the best overall issue here because it is actionable, specific, and ties the symptom to a concrete code path.", + "best_issue_reason": "No single issue is a good global representative here; any candidate would be misleading because the cluster is not a true duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44077", - "right": "issue:44625", - "accept": false, - "reason": "Different problems: patchtsmixer post-init policy vs Qwen3.5 num_labels propagation." - }, - { - "left": "issue:45759", - "right": "issue:45859", - "accept": false, - "reason": "Different code paths: composite config unwrapping vs CPU offload rotary embedding compatibility." - }, - { - "left": "issue:43531", - "right": "issue:44589", + "left": "issue:44987", + "right": "issue:45042", "accept": false, - "reason": "Unrelated failures: Qwen3-MoE sliding_window behavior vs Float8 storage lookup." + "reason": "Different failures: one is about loading a specific model under transformers>=5.1.0, the other is a PIL image-processor/torchvision dependency regression." }, { - "left": "issue:44987", - "right": "issue:45042", + "left": "issue:45588", + "right": "issue:45759", "accept": false, - "reason": "Different subsystems and symptoms: loading a specific model vs PIL backend wrongly requiring torchvision." + "reason": "Unrelated code paths: flash-attention crashes on sink-less models, while the other is about unwrapping text_config in composite Qwen multimodal configs." }, { "left": "issue:44368", "right": "issue:45357", "accept": false, - "reason": "One is a warning about tied embeddings, the other is incorrect visual encoder keys on save_pretrained." + "reason": "Both mention Qwen3.5, but one is a LoRA warning about tie_word_embeddings and the other is a save_pretrained regression for visual encoder keys." }, { "left": "issue:44062", "right": "issue:44451", "accept": false, - "reason": "Both are tokenizer-related, but one is an AddedToken argument error and the other is a model loading failure for ScandiBERT." + "reason": "A tokenizer AddedToken constructor error is not the same bug as failing to load a particular model." }, { - "left": "issue:45588", - "right": "issue:45759", + "left": "issue:39692", + "right": "issue:44610", "accept": false, - "reason": "Different issues: flash-attention sink handling vs from_config text_config unwrapping." + "reason": "Both involve model/processor mismatches, but they are different models and different root causes (docs example/quantization vs image-size mismatch)." }, { "left": "issue:43746", "right": "issue:46050", "accept": false, - "reason": "Different load/save bugs: PEFT local checkpoint loading vs quantized model save_pretrained/from_pretrained behavior." - }, - { - "left": "issue:39692", - "right": "issue:44610", - "accept": false, - "reason": "Both mention processor/model mismatch, but they concern different models and different failure modes." + "reason": "PEFT adapter local-checkpoint loading and sinq quantized save/load breakage are distinct failure modes." }, { "left": "issue:45704", "right": "issue:45923", "accept": false, - "reason": "Different topics: apex RMSNorm memory leak vs missing supports_gradient_checkpointing flag." + "reason": "T5 apex RMSNorm memory leak is unrelated to a missing supports_gradient_checkpointing flag in a trust_remote_code model." }, { "left": "issue:44918", "right": "issue:44936", "accept": false, - "reason": "Different trainer failures: SFT embedding unpacking vs evaluate-after-train behavior." + "reason": "Different trainer problems: unpacking embeddings in SFT versus evaluate() failing after train()." }, { - "left": "issue:43421", - "right": "issue:43653", + "left": "issue:45663", + "right": "issue:45923", "accept": false, - "reason": "Both touch special tokens, but one is a runtime post-processor update feature and the other is a BigBirdTokenizer CI bug." + "reason": "FSDP2 shared_kv_states rebuilding is a different bug from the missing gradient-checkpointing flag." }, { - "left": "issue:45663", - "right": "issue:45923", + "left": "issue:43421", + "right": "issue:43653", "accept": false, - "reason": "Different model internals: Gemma4 FSDP2 shared_kv_states bug vs a missing gradient-checkpointing capability flag." + "reason": "One is a runtime feature gap in TokenizersBackend post-processing; the other is a BigBirdTokenizer special-token registration bug." }, { "left": "issue:43381", "right": "issue:43844", "accept": false, - "reason": "Not the same bug: eval-mode checkpointing restriction vs abnormal gradient growth under ZeRO-3." + "reason": "Eval-mode checkpointing is a different issue from gradients abnormally increasing under ZeRO-3." }, { "left": "issue:42886", "right": "issue:44843", - "accept": true, - "reason": "Both describe tokenizer loading failures in HF_HUB_OFFLINE mode; 44843 provides the concrete Mistral-regex/model_info root cause." - }, - { - "left": "issue:43421", - "right": "issue:44186", "accept": false, - "reason": "Shared tokenization theme, but different bugs: dynamic special-token post-processing vs LayoutLMv2 NER/batching crashes." + "reason": "Both are offline-tokenizer failures, but 44843 is a specific model_info() call in _patch_mistral_regex while 42886 is a broader cache-loading report; not enough to treat as the same bug." }, { "left": "issue:45704", "right": "issue:45859", "accept": false, - "reason": "Different issues: T5 apex RMSNorm leak vs Qwen3_5MoeTextRotaryEmbedding CPU-offload compatibility." + "reason": "RMSNorm memory leak in T5 and CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding are unrelated." }, { - "left": "issue:43994", - "right": "issue:44671", + "left": "issue:43531", + "right": "issue:43645", "accept": false, - "reason": "Different models and failure signatures: SigLIP2 nonsensical outputs vs CamemBERT masked LM regression." + "reason": "A sliding_window issue in Qwen3-MoE is unrelated to notebook-defined custom model initialization breaking in Transformers 5.0.0." }, { - "left": "issue:43531", - "right": "issue:43645", + "left": "issue:43421", + "right": "issue:44186", "accept": false, - "reason": "Different problems: Qwen3-MoE sliding_window handling vs custom model initialization in Jupyter notebooks." + "reason": "Runtime special-token updates and LayoutLMv2Tokenizer NER/padding crashes are different tokenizer bugs." }, { "left": "issue:41720", "right": "issue:45704", "accept": false, - "reason": "Different subsystems: Qwen3 auto device mapping CUDA assert vs T5 RMSNorm memory leak." + "reason": "Qwen3 auto device-mapping cuda assert is unrelated to the T5 RMSNorm memory leak." }, { - "left": "issue:43746", - "right": "issue:43873", + "left": "issue:43994", + "right": "issue:44671", "accept": false, - "reason": "Both involve loading/offloading, but one is PEFT checkpoint loading and the other is quantization offloading behavior." + "reason": "SigLIP2 inference/processor issues are not the same as a CamemBERT masked-LM regression." }, { - "left": "issue:45081", - "right": "issue:45356", + "left": "issue:43746", + "right": "issue:43873", "accept": false, - "reason": "Related tokenizer regex area, but not clearly the same bug: one crashes on missing backend_tokenizer, the other is a codec/regression report." + "reason": "Local checkpoint loading with PEFT adapters and offloading behavior with quantization are distinct problems." }, { "left": "issue:39692", "right": "issue:43873", "accept": false, - "reason": "Different scopes: documentation/example errors vs quantization offloading behavior." + "reason": "Docs/model mismatch for SigLIP2 is not the same as offloading not working as expected with quantization." }, { - "left": "issue:40444", - "right": "issue:43746", + "left": "issue:45081", + "right": "issue:45356", "accept": false, - "reason": "Different model pipelines: multi-image IterableDataset fine-tuning vs PEFT local checkpoint loading." + "reason": "Both mention tokenizer regression and fix_mistral_regex, but one is a crash in _patch_mistral_regex for Mistral tokenizers and the other is a Kimi codec-handling regression; not the same concrete bug." }, { "left": "issue:43596", "right": "issue:44220", "accept": false, - "reason": "Completely different failures: Deepspeed ZeRO-3/BertModel indexing vs audio fbank extraction." + "reason": "DeepSpeed ZeRO-3/BertModel init IndexError and _torch_extract_fbank_features() are unrelated." + }, + { + "left": "issue:40444", + "right": "issue:43746", + "accept": false, + "reason": "Qwen2.5-VL multi-image IterableDataset finetuning failure is unrelated to GraniteSpeech local-checkpoint loading with PEFT adapters." }, { "left": "issue:45356", "right": "issue:45907", "accept": false, - "reason": "Different areas: tokenizer codec/regression vs Hub API revision forwarding." + "reason": "Tokenizer codec handling/regression has nothing to do with list_repo_files failing to forward revision in CI." }, { "left": "issue:30064", "right": "issue:36010", "accept": false, - "reason": "Unrelated bugs: image processor segmentation-map handling vs GenerationMixin import error." + "reason": "Image-processor void segmentation-map handling and a GenerationMixin import error are completely different issues." }, { "left": "issue:43720", "right": "issue:43819", "accept": false, - "reason": "Different code paths: accelerate loading of packed BitNet weights vs DAC.from_latents/STE mismatch." + "reason": "Packed-weight loading in BitNet and DAC.from_latents vs forward mismatch are different model-specific bugs." }, { "left": "issue:44220", "right": "issue:44661", "accept": false, - "reason": "No clear overlap: fbank feature extraction vs add-new-model-like failing inside TOKENIZER_MAPPING_NAMES." + "reason": "An audio fbank feature-extraction problem is unrelated to add-new-model-like failing inside TOKENIZER_MAPPING_NAMES." }, { "left": "issue:43653", "right": "issue:43720", "accept": false, - "reason": "Different tokenizer CI bug vs BitNet packed-weight loading bug." + "reason": "BigBirdTokenizer special-token decode output and BitNet packed-weight unpacking are unrelated." }, { "left": "issue:43540", "right": "issue:44008", "accept": false, - "reason": "Different modalities and models: Qwen3OmniMoe video processing vs Gemma 3n audio_mel_mask name collision." + "reason": "Qwen3OmniMoe video-input processing and Gemma 3n audio_mel_mask variable-collision bugs are different code paths." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "Missing CLIPOutput attentions assignment and RTDetrV2 output drift are separate regressions." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Validation error messaging for input_ids/inputs_embeds is not the same bug as degenerate zero loss in single-label classification." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The assessment is conservative and well grounded in the packet. The only accepted soft pair, issue:42886 with issue:44843, is plausibly the same HF_HUB_OFFLINE tokenizer-loading regression, while the rest of the rejections are appropriately cautious given the differing titles and problem descriptions. No evidence of overstatement or mergeability issues." - }, - "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 }, @@ -4820,10 +4860,10 @@ "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-10000-429", + "cluster_id": "cluster-10000-430", "nodes": [ "issue:30064", "issue:36331", @@ -4838,11 +4878,11 @@ "issue:43540", "issue:43550", "issue:43577", - "issue:43618", "issue:43643", + "issue:43644", "issue:43653", - "issue:43697", "issue:43716", + "issue:43749", "issue:43756", "issue:43782", "issue:43818", @@ -4854,6 +4894,7 @@ "issue:44442", "issue:44448", "issue:44488", + "issue:44561", "issue:44671", "issue:44811", "issue:44821", @@ -4862,12 +4903,11 @@ "issue:44898", "issue:44977", "issue:44991", + "issue:45020", "issue:45072", "issue:45081", "issue:45084", - "issue:45183", "issue:45381", - "issue:45479", "issue:45584", "issue:45685", "issue:45834", @@ -4875,224 +4915,224 @@ "issue:46032" ], "soft_pairs": [ - "issue:43618|issue:43697", - "issue:45183|issue:45479", "issue:43550|issue:45072", "issue:43295|issue:45834", "issue:43550|issue:43819", "issue:43388|issue:46032", "issue:44062|issue:44488", "issue:43716|issue:44008", - "issue:43322|issue:45685", "issue:43335|issue:43756", + "issue:43322|issue:45685", "issue:44186|issue:44898", "issue:43653|issue:43819", "issue:43531|issue:43643", "issue:43950|issue:45987", - "issue:44843|issue:45081", "issue:43643|issue:44877", - "issue:43540|issue:45381", + "issue:44843|issue:45081", "issue:30064|issue:36331", + "issue:43540|issue:45381", "issue:44448|issue:44671", "issue:43421|issue:44811", "issue:41720|issue:44991", "issue:43577|issue:43818", - "issue:43782|issue:44977", "issue:39692|issue:45834", - "issue:45584|issue:45834", + "issue:43782|issue:44977", "issue:44821|issue:45084", - "issue:44186|issue:44442" + "issue:45584|issue:45834", + "issue:44186|issue:44442", + "issue:43644|issue:43749", + "issue:44561|issue:45020" ], - "prepared_review_unit_hash": "622e4d1b4968df95fe761173a9cd5ee20abc46bbcf0f9191edb6b997ee9dbd50", + "prepared_review_unit_hash": "b5de206bfda36d964a6e8b8d8cc7492d06f92c6e6a4ec6c459da788af5097a25", "component_budget": { - "node_count": 429, - "item_count": 429, - "soft_pair_count": 1585, - "serialized_chars": 820591, - "estimated_input_tokens": 205148, - "estimated_eval_tokens": 410552 + "node_count": 430, + "item_count": 430, + "soft_pair_count": 1590, + "serialized_chars": 822920, + "estimated_input_tokens": 205730, + "estimated_eval_tokens": 411716 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 36205, - "estimated_input_tokens": 9052, - "estimated_eval_tokens": 18360 + "serialized_chars": 36049, + "estimated_input_tokens": 9013, + "estimated_eval_tokens": 18282 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, - "analyst_result": { - "summary": "This cluster is a loose mix of mostly unrelated transformer regressions and loading bugs. The soft links are mostly superficial (same tokenizer/processor/model-loading vocabulary) but the concrete failure paths, affected models, and code paths differ, so I would not merge any of them as duplicates.", - "confidence": 0.93, - "canonical_issue_reason": "Issue #44843 is the strongest representative to anchor this cluster because it has a concrete, reproducible tokenizer-loading regression with a clear root cause (`_patch_mistral_regex` / offline behavior) and broader relevance to the surrounding tokenizer/config loading reports.", - "canonical_pr_reason": null, - "best_issue_reason": "Issue #44843 is the best single issue in the set because it is well-scoped, clearly described, and points to a specific code path that can be fixed and validated. The other issues are mostly separate bugs rather than duplicates of one another.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:43618", - "right": "issue:43697", - "accept": false, - "reason": "Different bugs: CLIPOutput attentions assignment vs RTDetrV2 output drift in v5; separate models and code paths." - }, - { - "left": "issue:45183", - "right": "issue:45479", - "accept": false, - "reason": "One is an input validation/XOR error, the other is a zero-loss classification bug with `num_labels=1`; not the same underlying issue." - }, + "analyst_result": { + "summary": "Most items are distinct model- or subsystem-specific bugs. None of the soft pairs looks like a true duplicate; the closest pair (the two Mistral regex reports) still describe different failure modes in the same helper.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45020 is the broadest, most umbrella-like report in the set: it frames a general regression affecting recent transformers versions and remote_code models, making it the best canonical anchor for that subgroup.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the most suitable global issue because it is the most general, clearly stated regression among otherwise narrow, model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ { "left": "issue:43550", "right": "issue:45072", "accept": false, - "reason": "Bamba `torch.compile`+SDPA failure and SwitchTransformers/TimmWrapper dtype mismatch are unrelated failures." + "reason": "Different models and failures: torch.compile/SDPA vs bfloat16 dtype mismatch." }, { "left": "issue:43295", "right": "issue:45834", "accept": false, - "reason": "Processor/tokenizer access regression vs Kosmos2.5 long-OCR index error; different models and failure modes." + "reason": "Different multimodal pipelines and errors; no shared concrete code path." }, { "left": "issue:43550", "right": "issue:43819", "accept": false, - "reason": "Bamba compile/SDPA bug is unrelated to DAC `from_latents` vs forward mismatch." + "reason": "Unrelated bugs in different model implementations." }, { "left": "issue:43388", "right": "issue:46032", "accept": false, - "reason": "`gather_for_metrics` last-batch label truncation and Mamba2 cache corruption are distinct issues." + "reason": "Different runtime paths: metric-gathering label truncation vs cache/seq_len correctness." }, { "left": "issue:44062", "right": "issue:44488", "accept": false, - "reason": "`AddedToken(special=...)` argument collision is a tokenizer API bug, while `sleng-bert` is a separate model-loading failure." + "reason": "Both tokenizer-related, but one is an AddedToken argument bug and the other is a model loading failure." }, { "left": "issue:43716", "right": "issue:44008", "accept": false, - "reason": "BLIP/Mistral image-preprocessor dtype mismatch vs Gemma3n variable-name collision in forward; different root causes." + "reason": "Different components: image preprocessor dtype mismatch vs forward-pass variable collision." }, { - "left": "issue:43322", - "right": "issue:45685", + "left": "issue:43335", + "right": "issue:43756", "accept": false, - "reason": "Llava Next load segfault and MPS histogram-on-Int error are unrelated model/runtime bugs." + "reason": "Different model families and unrelated architectural bugs." }, { - "left": "issue:43335", - "right": "issue:43756", + "left": "issue:43322", + "right": "issue:45685", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug is not the same as Smollm3 RoPE-layer dropping." + "reason": "A segfault on Llava Next loading is not the same as an MPS histogram op limitation." }, { "left": "issue:44186", "right": "issue:44898", "accept": false, - "reason": "LayoutLMv2 tokenizer crash on NER/padding and Perceiver interpolation failure are separate bugs." + "reason": "Different tokenizer vs image-classification bugs with no concrete overlap." }, { "left": "issue:43653", "right": "issue:43819", "accept": false, - "reason": "BigBirdTokenizer special-token registration and DAC latent/forward mismatch do not share the same code path." + "reason": "Tokenizer special-token registration issue vs a DAC latent/STE mismatch." }, { "left": "issue:43531", "right": "issue:43643", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and `trust_remote_code` config field loss are unrelated." + "reason": "Different subsystems: Qwen3-MoE sliding-window behavior vs AutoConfig trust_remote_code field loss." }, { "left": "issue:43950", "right": "issue:45987", "accept": false, - "reason": "Non-persistent buffer corruption on `from_pretrained` is different from `StaticCache.get_seq_length()` returning a tensor." - }, - { - "left": "issue:44843", - "right": "issue:45081", - "accept": false, - "reason": "Both involve Mistral tokenizer patching, but one is an unconditional `model_info()` offline regression and the other is a missing `backend_tokenizer` attribute; not the same bug." + "reason": "Both involve regression-ish type issues, but one is buffer corruption and the other is a cache-length return-type bug." }, { "left": "issue:43643", "right": "issue:44877", "accept": false, - "reason": "`trust_remote_code` missing fields and strict config blocking `granite_speech` are different configuration-loading problems." + "reason": "Both config-related, but one is missing fields from trust_remote_code and the other is a strict config loading failure." }, { - "left": "issue:43540", - "right": "issue:45381", + "left": "issue:44843", + "right": "issue:45081", "accept": false, - "reason": "Qwen3OmniMoe video-input ValueError and qwen2.5-vl video position-id bug affect different models and logic." + "reason": "Same helper name, but different root causes: offline model_info call vs backend_tokenizer attribute crash." }, { "left": "issue:30064", "right": "issue:36331", "accept": false, - "reason": "Image processor void-segmentation failure and `CustomTrainer.compute_loss()` signature mismatch are completely unrelated." + "reason": "Completely unrelated image segmentation-processing and trainer API issues." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both are video-input bugs, but they affect different Qwen model lines and different failure modes." }, { "left": "issue:44448", "right": "issue:44671", "accept": false, - "reason": "Pegasus v4/v5 output drift and CamemBERT masked-LM regression are separate model-specific bugs." + "reason": "Both are v5 behavior regressions, but on different models and code paths." }, { "left": "issue:43421", "right": "issue:44811", "accept": false, - "reason": "Runtime post-processor updates for special tokens and Whisper `batch_decode()` ignoring `skip_special_tokens` are different tokenizer/processor issues." + "reason": "Different tokenizer/processor behaviors: post-processor update vs batch_decode skip_special_tokens." }, { "left": "issue:41720", "right": "issue:44991", "accept": false, - "reason": "Qwen3 auto-device-map CUDA assert and tokenizer-loading failure for `est-roberta` are unrelated." + "reason": "Unrelated GPU/device-mapping crash vs tokenizer-loading regression." }, { "left": "issue:43577", "right": "issue:43818", "accept": false, - "reason": "BLIP2 dtype propagation and Video-LLaVA temporal-attention/weight-sharing issues are distinct." + "reason": "Different model families and different failures; only broad multimodal similarity." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "Documentation/example issues are unrelated to an OCR index error." }, { "left": "issue:43782", "right": "issue:44977", "accept": false, - "reason": "Qwen3VL `weight_only=True` loading error and Qwen3.5 flash-attention generation failure are different concrete problems." + "reason": "Different Qwen model variants and unrelated generation/load failures." }, { - "left": "issue:39692", - "right": "issue:45834", + "left": "issue:44821", + "right": "issue:45084", "accept": false, - "reason": "SigLIP2 documentation example errors are documentation/usage issues, not the same as Kosmos2.5 OCR index failure." + "reason": "AutoImageProcessor URL loading and template compilation are unrelated." }, { "left": "issue:45584", "right": "issue:45834", "accept": false, - "reason": "Whisper empty transcription after `align_special_tokens` and Kosmos2.5 OCR index error are unrelated." + "reason": "Whisper empty-transcription generation and Kosmos2.5 OCR indexing are unrelated." }, { - "left": "issue:44821", - "right": "issue:45084", + "left": "issue:44186", + "right": "issue:44442", "accept": false, - "reason": "AutoImageProcessor URL loading and a template-node compile error do not share an underlying bug." + "reason": "Tokenizer crash on NER inputs is not the same as AutoTokenizer failing to load a specific tokenizer." }, { - "left": "issue:44186", - "right": "issue:44442", + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Both are loading regressions, but one corrupts buffers and the other breaks CPU RAM-efficient loading." + }, + { + "left": "issue:44561", + "right": "issue:45020", "accept": false, - "reason": "LayoutLMv2 tokenizer crash and AutoTokenizer failing to load FastSpeech2ConformerTokenizer are separate tokenizer bugs." + "reason": "Both mention remote_code/trust_remote_code regressions, but 44561 is a specific removed-helper breakage rather than the broad umbrella in 45020." } ] }, @@ -5111,10 +5151,10 @@ "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-10000-429", + "cluster_id": "cluster-10000-430", "nodes": [ "issue:28218", "issue:29159", @@ -5127,7 +5167,6 @@ "issue:43577", "issue:43582", "issue:43606", - "issue:43644", "issue:43650", "issue:43653", "issue:43697", @@ -5147,7 +5186,6 @@ "issue:44485", "issue:44509", "issue:44554", - "issue:44561", "issue:44610", "issue:44671", "issue:44805", @@ -5157,249 +5195,249 @@ "issue:45020", "issue:45072", "issue:45081", + "issue:45084", "issue:45325", "issue:45406", + "issue:45538", "issue:45701", "issue:45834", "issue:45987", - "issue:46192" + "issue:46192", + "issue:46209" ], "soft_pairs": [ - "issue:43644|issue:43749", - "issue:44561|issue:45020", "issue:43606|issue:45072", "issue:44479|issue:45834", - "issue:43825|issue:43994", "issue:34634|issue:36010", + "issue:43825|issue:43994", "issue:43577|issue:43582", "issue:44805|issue:44936", "issue:45987|issue:46192", "issue:44485|issue:44509", - "issue:44671|issue:45701", "issue:43825|issue:43827", - "issue:28218|issue:29159", + "issue:44671|issue:45701", "issue:44610|issue:45072", + "issue:28218|issue:29159", "issue:43720|issue:45072", + "issue:43906|issue:46209", "issue:43782|issue:45325", "issue:42175|issue:45081", "issue:43749|issue:44291", "issue:45081|issue:45406", "issue:43582|issue:44857", "issue:43262|issue:43819", - "issue:43650|issue:43906", "issue:43526|issue:43697", "issue:34634|issue:36331", + "issue:43650|issue:43906", "issue:44060|issue:44368", "issue:43653|issue:44912", "issue:43742|issue:45020", - "issue:43526|issue:44554" + "issue:43526|issue:44554", + "issue:45084|issue:45538" ], - "prepared_review_unit_hash": "774763107c560c200136fac80cb8173d70108106852d730265213758465b7f0f", + "prepared_review_unit_hash": "612df665a5a0c28d15ad9f8ccdcb94a9abaff42d2e69aeb05aec1604721c47d6", "component_budget": { - "node_count": 429, - "item_count": 429, - "soft_pair_count": 1585, - "serialized_chars": 820591, - "estimated_input_tokens": 205148, - "estimated_eval_tokens": 410552 + "node_count": 430, + "item_count": 430, + "soft_pair_count": 1590, + "serialized_chars": 822920, + "estimated_input_tokens": 205730, + "estimated_eval_tokens": 411716 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 35776, - "estimated_input_tokens": 8944, - "estimated_eval_tokens": 18144 + "serialized_chars": 36262, + "estimated_input_tokens": 9066, + "estimated_eval_tokens": 18388 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issue cluster spanning many distinct regressions. The only strong duplicate candidate is the tokenizer added-token spacing vs slow/fast tokenizer inconsistency pair; the rest are separate model, loading, docs, or runtime bugs.", - "confidence": 0.58, - "canonical_issue_reason": "issue:28218 is the most specific and concrete report of the tokenizer added-token spacing regression, and it plausibly anchors the only true duplicate-style pair in the set.", + "summary": "These are mostly unrelated transformers bug reports that only share broad subsystem similarity (tokenizers, loading, multimodal processors, training, and v5 regressions). Under a strict duplicate standard, none of the soft-edge pairs should be merged.", + "confidence": 0.84, + "canonical_issue_reason": "No single canonical issue: the cluster spans distinct bugs across tokenizer behavior, model loading, processor logic, and training/runtime failures, so there isn\u2019t one underlying defect that the others clearly duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "issue:28218 is the best global issue anchor because it is specific, symptom-focused, and the clearest duplicate target among the tokenizer-related items.", + "best_issue_reason": "issue:45701 is the broadest representative of the tokenizer-regression subset, but it still does not subsume the rest of the cluster and should not be treated as a duplicate hub.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43644", - "right": "issue:43749", - "accept": false, - "reason": "Both concern loading/runtime behavior, but one is junk non-persistent buffers and the other is FSDP CPU RAM-efficient loading; different bugs and code paths." - }, - { - "left": "issue:44561", - "right": "issue:45020", - "accept": false, - "reason": "Both mention remote_code breakage in v5, but they describe different failure modes and likely different underlying compatibility issues." - }, { "left": "issue:43606", "right": "issue:45072", "accept": false, - "reason": "Different models and different mismatch classes (device offload vs dtype/bfloat16); too broad to be the same fix." + "reason": "Both involve inference/runtime behavior, but one is a CPU-offload device mismatch and the other is a bfloat16 dtype mismatch; different failure modes and code paths." }, { "left": "issue:44479", "right": "issue:45834", "accept": false, - "reason": "Separate model-specific input regressions: video input handling for Qwen VL variants versus OCR index errors in Kosmos2.5." + "reason": "Both are multimodal regressions, but one is a video-input bug in Qwen VL models and the other is a long-OCR input index error in Kosmos2.5; not the same defect." }, { - "left": "issue:43825", - "right": "issue:43994", + "left": "issue:34634", + "right": "issue:36010", "accept": false, - "reason": "One is an error-message/docs issue about removed translation tasks; the other is a model output quality regression. Not the same bug." + "reason": "BarkProcessor voice_preset failure and GenerationMixin import error are unrelated issues in different components." }, { - "left": "issue:34634", - "right": "issue:36010", + "left": "issue:43825", + "right": "issue:43994", "accept": false, - "reason": "BarkProcessor voice_preset failure and GenerationMixin import failure are unrelated." + "reason": "One is a pipeline error message regression about removed translation tasks; the other is a SigLIP2 model producing bad outputs with AutoModel/pipeline. Different bugs." }, { "left": "issue:43577", "right": "issue:43582", "accept": false, - "reason": "Blip2 dtype propagation and Apple Silicon caching allocator warmup TypeError are unrelated runtime problems." + "reason": "Blip2 dtype propagation and Apple Silicon caching_allocator_warmup TypeError are unrelated." }, { "left": "issue:44805", "right": "issue:44936", "accept": false, - "reason": "Mask/index shape mismatch in tensor ops versus trainer evaluate-after-train failure; no shared concrete code path." + "reason": "Mask/index shape mismatch in one case versus trainer.evaluate() failing after train() in the other; no shared underlying bug." }, { "left": "issue:45987", "right": "issue:46192", "accept": false, - "reason": "StaticCache return type contract and text_kwargs/return_tensors handling are different API bugs." + "reason": "One is a return type contract bug in StaticCache, the other is kwargs handling silently ignoring return_tensors; different APIs and failures." }, { "left": "issue:44485", "right": "issue:44509", "accept": false, - "reason": "One is a RoPE implementation discussion, the other is docs referencing removed pipeline tasks; different issues." + "reason": "GLM-5 RoPE implementation discussion and docs mentioning removed pipeline tasks are unrelated." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Both touch v5 pipeline deprecations, but one is an incorrect error message and the other is stale docs; not the same code-path problem." }, { "left": "issue:44671", "right": "issue:45701", "accept": false, - "reason": "CamemBERT masked-LM regression and a broad tokenization-version complaint are not the same underlying defect." + "reason": "CamemBERT masked-LM prediction regression and a general tokenization-change report are not the same concrete bug." }, { - "left": "issue:43825", - "right": "issue:43827", + "left": "issue:44610", + "right": "issue:45072", "accept": false, - "reason": "Both relate to v5 pipeline removals, but one is an error message and the other is docs drift; separate fixes." + "reason": "Processor image-size mismatch versus dtype mismatch in inference; different model paths and symptoms." }, { "left": "issue:28218", "right": "issue:29159", - "accept": true, - "reason": "Both describe the same tokenizer added-token spacing inconsistency, likely the same slow-vs-fast tokenizer bug." + "accept": false, + "reason": "Both are tokenizer-related, but one is about an extra space after an added token while the other is a broad slow/fast tokenizer inconsistency; not clearly the same bug." }, { - "left": "issue:44610", + "left": "issue:43720", "right": "issue:45072", "accept": false, - "reason": "OmDet-Turbo processor input-size mismatch and dtype mismatch in other models are unrelated." + "reason": "Packed-weight unpacking during accelerate loading and dtype mismatch in inference are unrelated loading/runtime issues." }, { - "left": "issue:43720", - "right": "issue:45072", + "left": "issue:43906", + "right": "issue:46209", "accept": false, - "reason": "BitNet packed-weight loading and dtype mismatch inference are different failure modes." + "reason": "An isolated reproduction of an earlier issue and an FP8 inference failure on B200 are unrelated." }, { "left": "issue:43782", "right": "issue:45325", "accept": false, - "reason": "Different Qwen VL issues with different symptoms and likely different fixes." + "reason": "Qwen3VL weight_only loading error and Qwen2.5-VL RoPE position-id scaling are separate model-specific bugs." }, { "left": "issue:42175", "right": "issue:45081", "accept": false, - "reason": "Package/backend dependency omission is unrelated to a Mistral tokenizer regex crash." + "reason": "Backend dependency packaging issue versus tokenizer regex patch crash; no shared defect." }, { "left": "issue:43749", "right": "issue:44291", "accept": false, - "reason": "FSDP CPU RAM-efficient loading and init_empty_weights/_is_hf_initialized are distinct loading bugs." + "reason": "FSDP CPU RAM efficient loading broken and init_empty_weights rejecting _is_hf_initialized are both loading-related but distinct failures." }, { "left": "issue:45081", "right": "issue:45406", "accept": false, - "reason": "Tokenizer backend regex crash and Gemma4Processor missing _tokenizer are separate processor/tokenizer initialization problems." + "reason": "Both are attribute errors during model/processor loading, but one is Mistral tokenizer regex patching and the other is Gemma4Processor missing _tokenizer; different code paths." }, { "left": "issue:43582", "right": "issue:44857", "accept": false, - "reason": "Apple Silicon warmup TypeError and CUDA float16 loss crash are unrelated platform-specific bugs." + "reason": "Apple Silicon warmup TypeError and CUDA AMP crash in LwDetrImageLoss are unrelated." }, { "left": "issue:43262", "right": "issue:43819", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and DAC.from_latents STE mismatch are different subsystems and symptoms." - }, - { - "left": "issue:43650", - "right": "issue:43906", - "accept": false, - "reason": "Placeholder issue text and an isolated reproduction of another bug are not duplicates." + "reason": "Sampling-rate default in audio chat template and DAC.from_latents mismatch with missing STE are different audio bugs." }, { "left": "issue:43526", "right": "issue:43697", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels and RTDetrV2 output drift are different model/data-processing bugs." + "reason": "BeitImageProcessorFast reduce_labels bug and RTDetrV2 output differences in v5 are distinct vision regressions." }, { "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 CustomTrainer.compute_loss unexpected keyword argument are unrelated." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "A vague request title and an isolated reproduction of another issue do not indicate the same bug." }, { "left": "issue:44060", "right": "issue:44368", "accept": false, - "reason": "Both mention tied-weights warnings, but one is a Qwen3-Next incorrect tying bug and the other is a LoRA warning nuisance; not the same concrete issue." + "reason": "Incorrect tied-weights warning in Qwen3-Next and a separate warning about tie_word_embeddings in fine-tuning are related only by theme, not the same defect." }, { "left": "issue:43653", "right": "issue:44912", "accept": false, - "reason": "BigBirdTokenizer special-token decoding and MXFP4 quantization fallback are unrelated." + "reason": "BigBirdTokenizer special-token decode bug and MXFP4 quantization fallback are unrelated." }, { "left": "issue:43742", "right": "issue:45020", "accept": false, - "reason": "KeyError on MobileLLM loading and broad remote_code breakage are not the same specific bug." + "reason": "KeyError loading MobileLLM-125M and remote_code breakage across recent versions are different loading problems." }, { "left": "issue:43526", "right": "issue:44554", "accept": false, - "reason": "BeitImageProcessorFast label reduction and MPS attention correctness are unrelated." + "reason": "BeitImageProcessorFast label handling and an MPS attention correctness issue are unrelated." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template compilation error and CLIPTokenizer model_max_length behavior are different tokenizer/framework issues." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The analysis is grounded in the packet and stays conservative on the soft edges. The only accepted pair, issue:28218 vs issue:29159, is a plausible tokenizer duplicate based on the titles, and the rest are reasonably separated by symptom/code path. The summary does not overstate evidence." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -5411,10 +5449,10 @@ "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-10000-429", + "cluster_id": "cluster-10000-430", "nodes": [ "issue:29159", "issue:34567", @@ -5424,6 +5462,7 @@ "issue:39692", "issue:40990", "issue:42490", + "issue:42915", "issue:43257", "issue:43262", "issue:43329", @@ -5439,6 +5478,7 @@ "issue:43645", "issue:43696", "issue:43720", + "issue:43742", "issue:43746", "issue:43749", "issue:43819", @@ -5456,29 +5496,26 @@ "issue:44977", "issue:44991", "issue:45042", - "issue:45084", "issue:45356", "issue:45459", - "issue:45538", "issue:45600", "issue:45759", "issue:45803", "issue:45859" ], "soft_pairs": [ - "issue:45084|issue:45538", "issue:43329|issue:45600", - "issue:43746|issue:44811", "issue:44589|issue:45042", - "issue:43452|issue:44991", + "issue:43746|issue:44811", "issue:43638|issue:44936", + "issue:43452|issue:44991", "issue:43550|issue:44912", - "issue:45459|issue:45803", - "issue:43819|issue:43927", "issue:36010|issue:43645", + "issue:43819|issue:43927", "issue:43257|issue:43329", - "issue:43854|issue:44977", + "issue:45459|issue:45803", "issue:39692|issue:44912", + "issue:43854|issue:44977", "issue:38175|issue:44610", "issue:43720|issue:44610", "issue:36010|issue:36331", @@ -5486,225 +5523,226 @@ "issue:43531|issue:45042", "issue:43262|issue:44811", "issue:43257|issue:43696", - "issue:42490|issue:43257", "issue:43329|issue:44479", + "issue:42490|issue:43257", "issue:43643|issue:45759", - "issue:43749|issue:44756", "issue:43329|issue:43450", + "issue:43749|issue:44756", "issue:43606|issue:45859", "issue:34567|issue:40990", "issue:44568|issue:45356", "issue:43257|issue:43931", - "issue:29159|issue:34567" + "issue:29159|issue:34567", + "issue:42915|issue:43742" ], - "prepared_review_unit_hash": "33c530de1100908d00b417d38048a713fe989b9bfcedc317d310b1cac34a0e9f", + "prepared_review_unit_hash": "8096d6657a3045855883c0ba3a840ceacff24cd745fd37df9e479b399e9b6766", "component_budget": { - "node_count": 429, - "item_count": 429, - "soft_pair_count": 1585, - "serialized_chars": 820591, - "estimated_input_tokens": 205148, - "estimated_eval_tokens": 410552 + "node_count": 430, + "item_count": 430, + "soft_pair_count": 1590, + "serialized_chars": 822920, + "estimated_input_tokens": 205730, + "estimated_eval_tokens": 411716 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36933, - "estimated_input_tokens": 9234, - "estimated_eval_tokens": 18724 + "serialized_chars": 36938, + "estimated_input_tokens": 9235, + "estimated_eval_tokens": 18726 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: tokenizer, trainer, loading, multimodal, quantization, and model-specific bugs are all mixed together. None of the soft pairs look like the same underlying defect or change, so they should all remain separate.", - "confidence": 0.98, - "canonical_issue_reason": "Issue 43329 is the most concrete code-path bug report in the set and is broad enough to serve as an anchor if a single issue must be chosen, but the cluster itself is not a true duplicate set.", + "summary": "This cluster is heterogeneous: tokenizer, trainer, multimodal/video, quantization, loading, and CPU-offload issues are mixed together. The soft-similarity links look topical rather than truly duplicate, so none should be merged as the same underlying bug/change.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43257 is the most connected item in the soft-pair graph and the clearest representative of the Qwen/MoE loading subset, with a concrete reproducible failure description.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43329 is the strongest standalone issue: it names a specific failing branch, concrete undefined variables, and a clear reproduction surface across multiple VLM processors.", + "best_issue_reason": "issue:43257 is the best anchor for this cluster because it is central to several nearby Qwen/MoE-related reports, while still being a specific, well-scoped bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45084", - "right": "issue:45538", + "left": "issue:43329", + "right": "issue:45600", "accept": false, - "reason": "Different problems: template compilation error vs tokenizer max_length configuration." + "reason": "Different bugs: multimodal video token counting uses undefined helpers, while the other is a removed-config reference in auto_mappings/CI." }, { - "left": "issue:43329", - "right": "issue:45600", + "left": "issue:44589", + "right": "issue:45042", "accept": false, - "reason": "Multimodal token counting bug vs stale auto_mappings reference; unrelated code paths." + "reason": "Unrelated failure modes: float8 storage lookup during loading vs PIL image processors incorrectly requiring torchvision." }, { "left": "issue:43746", "right": "issue:44811", "accept": false, - "reason": "Local PEFT checkpoint loading vs Whisper batch_decode skip_special_tokens behavior." + "reason": "Different code paths: local PEFT checkpoint loading vs Whisper processor batch_decode ignoring skip_special_tokens." }, { - "left": "issue:44589", - "right": "issue:45042", + "left": "issue:43638", + "right": "issue:44936", "accept": false, - "reason": "Storage lookup/type issue vs PIL backend dependency regression; not the same bug." + "reason": "Different trainer failures: Deepspeed ZeRO-3 indexing with a non-pretrained Bert model vs evaluate() breaking after train()." }, { "left": "issue:43452", "right": "issue:44991", "accept": false, - "reason": "gguf_file loading breakage vs tokenizer loading failure for a specific model." - }, - { - "left": "issue:43638", - "right": "issue:44936", - "accept": false, - "reason": "DeepSpeed Zero3 index error vs trainer.evaluate() failure after train()." + "reason": "Both are loading issues, but the concrete defects differ: gguf_file handling vs tokenizer loading regression for est-roberta." }, { "left": "issue:43550", "right": "issue:44912", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba vs MXFP4 quantization fallback in gpt-oss." + "reason": "Different model/runtime problems: torch.compile SDPA crash on Bamba vs MXFP4 quantization fallback on gpt-oss-20b." }, { - "left": "issue:45459", - "right": "issue:45803", + "left": "issue:36010", + "right": "issue:43645", "accept": false, - "reason": "Exception handling around protobuf decode vs bare except in Fuyu tensor conversion." + "reason": "Both involve import/init behavior, but one is a GenerationMixin import error and the other is a Jupyter custom-model initialization regression." }, { "left": "issue:43819", "right": "issue:43927", "accept": false, - "reason": "DAC latent/from-forward mismatch vs DiaConfig save/load token ID loss." - }, - { - "left": "issue:36010", - "right": "issue:43645", - "accept": false, - "reason": "GenerationMixin import error vs Jupyter custom model initialization regression." + "reason": "Different model classes and bugs: DAC from_latents/STE mismatch vs DiaConfig losing custom token IDs on save/load." }, { "left": "issue:43257", "right": "issue:43329", "accept": false, - "reason": "Qwen3 MoE weight conversion/loading issue vs multimodal token counting video-branch bug." + "reason": "Related ecosystem area, but not the same defect: Qwen3 MoE weight conversion/loading vs undefined video token helper usage." }, { - "left": "issue:43854", - "right": "issue:44977", + "left": "issue:45459", + "right": "issue:45803", "accept": false, - "reason": "Unit test load failure for GLM-4.7-Flash vs Qwen3.5 flash-attention generation bug." + "reason": "Both touch error handling, but one hides tokenizer decode errors and the other uses bare except in Fuyu tensor conversion." }, { "left": "issue:39692", "right": "issue:44912", "accept": false, - "reason": "SigLIP2 docs example errors vs quantization fallback/loading issue; different surfaces." + "reason": "Different scopes: documentation example errors for SigLIP2 vs a quantization/loading issue on gpt-oss-20b." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Different problems: GLM-4.7-Flash loading in tests vs Qwen3.5 generation failure with flash-attention." }, { "left": "issue:38175", "right": "issue:44610", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 vs OmDet-Turbo processor/model input size mismatch." + "reason": "Different model behaviors: unexpected zero probabilities in SigLIP2 vs processor/model input-size mismatch in OmDet-Turbo." }, { "left": "issue:43720", "right": "issue:44610", "accept": false, - "reason": "BitNet packed-weight unpacking during accelerate loading vs OmDet-Turbo shape/size mismatch." + "reason": "Different defects: packed weights not unpacked during accelerate loading vs wrong processor output shape for batched video inputs." }, { "left": "issue:36010", "right": "issue:36331", "accept": false, - "reason": "ImportError for GenerationMixin vs custom trainer compute_loss signature mismatch." + "reason": "Completely different trainer/import failures: GenerationMixin import error vs custom compute_loss signature mismatch." }, { "left": "issue:43454", "right": "issue:43577", "accept": false, - "reason": "AyaVision lm_head tying bug vs Blip2 dtype propagation problem." + "reason": "Different model bugs: AyaVision lm_head weight tying vs BLIP2 dtype not propagating to submodules." }, { "left": "issue:43531", "right": "issue:45042", "accept": false, - "reason": "Qwen3-MoE sliding_window issue vs PIL image processor torchvision dependency regression." + "reason": "Different subsystems: Qwen3-MoE sliding_window behavior vs PIL backend image processors requiring torchvision." }, { "left": "issue:43262", "right": "issue:44811", "accept": false, - "reason": "Audio chat template sampling-rate default vs Whisper batch_decode special-token handling." + "reason": "Both are processor issues, but one is audio chat-template sample-rate defaulting and the other is Whisper decode option handling." }, { "left": "issue:43257", "right": "issue:43696", "accept": false, - "reason": "MoE weight conversion/loading vs plain CUDA OOM on GPT-oss-20b." + "reason": "Different symptoms: Qwen3 MoE loading/weight conversion vs plain CUDA OOM on gpt-oss-20b." }, { - "left": "issue:42490", - "right": "issue:43257", + "left": "issue:43329", + "right": "issue:44479", "accept": false, - "reason": "Trailing-slash local path warning/loading issue vs Qwen3 MoE accelerate/deepspeed weight conversion." + "reason": "Both concern video VLMs, but one is an undefined helper in token counting and the other is a broader v5.3.0 video-input regression." }, { - "left": "issue:43329", - "right": "issue:44479", + "left": "issue:42490", + "right": "issue:43257", "accept": false, - "reason": "Undefined video token-counting branch variables vs v5.3.0 video input regression across Qwen VL models." + "reason": "Unrelated loading issues: slash-suffixed local path warning vs Qwen3 MoE weight conversion with accelerate+deepspeed." }, { "left": "issue:43643", "right": "issue:45759", "accept": false, - "reason": "trust_remote_code config field loss vs from_config not unwrapping text_config in multimodal Qwen configs." + "reason": "Both are config-related, but one loses fields with trust_remote_code and the other fails to unwrap text_config for composite multimodal configs." }, { - "left": "issue:43749", - "right": "issue:44756", + "left": "issue:43329", + "right": "issue:43450", "accept": false, - "reason": "FSDP CPU RAM efficient loading regression vs mmap/OOM issue on Strix Halo." + "reason": "Same broad video area, but different bugs: undefined video token helpers vs incorrect batched video processor output shape." }, { - "left": "issue:43329", - "right": "issue:43450", + "left": "issue:43749", + "right": "issue:44756", "accept": false, - "reason": "Video token counting bug vs batched video processor output shape bug; separate failures." + "reason": "Both mention loading/memory, but FSDP RAM-efficient loading is a different failure from disabling mmap to avoid Strix Halo OOMs." }, { "left": "issue:43606", "right": "issue:45859", "accept": false, - "reason": "CPU offload device mismatch in Bark vs Qwen3_5 MoE rotary embedding CPU-offload incompatibility." + "reason": "Both involve CPU offload, but they affect different models and different code paths; no evidence of the same underlying bug." }, { "left": "issue:34567", "right": "issue:40990", "accept": false, - "reason": "TrainerState token counter not updating vs extremely high perplexity on GPT-oss-20b." + "reason": "Different training metrics/perplexity issues with no shared failure mechanism." }, { "left": "issue:44568", "right": "issue:45356", "accept": false, - "reason": "add_special_tokens BOS/EOS regression vs Kimi-K2.5 tokenizer codec/warning regression." + "reason": "Both tokenizer regressions, but one is add_special_tokens/BOS-EOS behavior and the other is codec handling plus warning text." }, { "left": "issue:43257", "right": "issue:43931", "accept": false, - "reason": "Qwen3 MoE loading/conversion issue vs Qwen3-VL-30B-A3B weight shape mismatch." + "reason": "Different model families and failures: Qwen3 MoE loading/weight conversion vs Qwen3-VL shape mismatch on load." }, { "left": "issue:29159", "right": "issue:34567", "accept": false, - "reason": "Tokenizer slow/fast inconsistency vs TrainerState num_input_tokens_seen not updating." + "reason": "Unrelated issues: tokenizer slow/fast inconsistency vs TrainerState token-count tracking not updating." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Different loading/config bugs: FineGrainedFP8Config failure on Qwen3Moe vs key error loading MobileLLM-125M." } ] }, @@ -5723,10 +5761,10 @@ "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-10000-429", + "cluster_id": "cluster-10000-430", "nodes": [ "issue:24643", "issue:28282", @@ -5741,6 +5779,7 @@ "issue:42915", "issue:43257", "issue:43317", + "issue:43404", "issue:43452", "issue:43540", "issue:43577", @@ -5751,7 +5790,6 @@ "issue:43756", "issue:43782", "issue:43824", - "issue:43906", "issue:43927", "issue:44062", "issue:44291", @@ -5774,261 +5812,255 @@ "issue:45488", "issue:45538", "issue:45701", - "issue:45907" + "issue:45907", + "issue:45987" ], "soft_pairs": [ - "issue:44849|issue:45701", - "issue:42915|issue:43742", "issue:44291|issue:45042", - "issue:44568|issue:45488", "issue:42915|issue:44821", - "issue:41720|issue:43540", + "issue:44849|issue:45701", + "issue:44568|issue:45488", "issue:44987|issue:45538", "issue:43697|issue:45357", "issue:43452|issue:43582", - "issue:44479|issue:45381", + "issue:41720|issue:43540", "issue:43927|issue:44912", "issue:42915|issue:45538", + "issue:44479|issue:45381", "issue:33357|issue:34567", "issue:43540|issue:44479", "issue:42175|issue:43824", "issue:43540|issue:44560", "issue:43317|issue:45538", - "issue:44987|issue:45907", "issue:44062|issue:44991", - "issue:24643|issue:29159", + "issue:44987|issue:45907", "issue:45137|issue:45405", + "issue:24643|issue:29159", "issue:43257|issue:43756", "issue:28282|issue:34689", "issue:43577|issue:45072", "issue:43742|issue:44291", "issue:42175|issue:44488", - "issue:42915|issue:43749", "issue:28282|issue:29127", + "issue:42915|issue:43749", "issue:38175|issue:44898", "issue:43582|issue:43782", - "issue:43906|issue:45381" + "issue:43404|issue:45987" ], - "prepared_review_unit_hash": "b0a2169d4bbc8f35e2753d6cb879268338d312caa0d8fdf6fb2674303f1f777c", + "prepared_review_unit_hash": "f143388261b7a4345e61aba68e543d55b8ade03dc655d14bb74bc1027e3be54d", "component_budget": { - "node_count": 429, - "item_count": 429, - "soft_pair_count": 1585, - "serialized_chars": 820591, - "estimated_input_tokens": 205148, - "estimated_eval_tokens": 410552 + "node_count": 430, + "item_count": 430, + "soft_pair_count": 1590, + "serialized_chars": 822920, + "estimated_input_tokens": 205730, + "estimated_eval_tokens": 411716 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36414, - "estimated_input_tokens": 9104, - "estimated_eval_tokens": 18464 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36723, + "estimated_input_tokens": 9181, + "estimated_eval_tokens": 18618 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated issues across different subsystems and models. Only one soft pair looks like the same underlying bug: the Qwen video-input regression around qwen2.5-vl/qwen3-vl position handling.", - "confidence": 0.82, - "canonical_issue_reason": "issue:45488 is the strongest canonical representative here: it has the most concrete tokenizer regression description, good discussion/inbound references, and a broad downstream impact on DeepSeek V3/R1 loading behavior.", - "canonical_pr_reason": null, - "best_issue_reason": "issue:45488 is the best single issue to anchor the set because it is specific enough to be actionable yet broad enough to represent the tokenizer regression theme better than the more generic or narrower alternatives.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:44849", - "right": "issue:45701", - "accept": false, - "reason": "Different problems: hidden-states output bug in Qwen3.5 vs a broad tokenization-change report." - }, - { - "left": "issue:42915", - "right": "issue:43742", - "accept": false, - "reason": "Different models and failures: Qwen3Moe FP8 loading vs MobileLLM key error." - }, + "summary": "Mostly unrelated Transformers bug reports spanning tokenizer, vision/video, loading, quantization, and training regressions. The only plausible duplicate pair is the Qwen2.5-VL video-input regression reports; the rest are distinct issues.", + "confidence": 0.74, + "canonical_issue_reason": "issue:44479 is the strongest canonical anchor: it describes a concrete v5.3.0 video-input regression affecting multiple Qwen VL variants, and it matches the only clear duplicate-like pair in this set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the most actionable and broadly scoped real regression report in the cluster; it captures the shared video-input bug better than the narrower follow-up report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ { "left": "issue:44291", "right": "issue:45042", "accept": false, - "reason": "Different code paths: init_empty_weights argument handling vs PIL image processor torchvision dependency." + "reason": "Different failures in different subsystems: init_empty_weights/_is_hf_initialized vs PIL image processors requiring torchvision." }, { - "left": "issue:44568", - "right": "issue:45488", + "left": "issue:42915", + "right": "issue:44821", "accept": false, - "reason": "Both tokenizer regressions, but on different tokenizers and mechanisms; not the same concrete bug." + "reason": "Unrelated: Qwen3Moe FineGrainedFP8Config error versus AutoImageProcessor URL loading." }, { - "left": "issue:42915", - "right": "issue:44821", + "left": "issue:44849", + "right": "issue:45701", "accept": false, - "reason": "Unrelated: FP8 model loading vs AutoImageProcessor URL loading." + "reason": "Different bugs: Qwen3.5 hidden-state handling vs a broad tokenization-version regression." }, { - "left": "issue:41720", - "right": "issue:43540", + "left": "issue:44568", + "right": "issue:45488", "accept": false, - "reason": "Different subsystems: auto device mapping cuda assert vs video input parsing in Qwen3OmniMoe." + "reason": "Both involve tokenizers, but they are different concrete bugs on different models/code paths and not one fix." }, { "left": "issue:44987", "right": "issue:45538", "accept": false, - "reason": "Different bugs: model load regression for a specific repo vs CLIPTokenizer max_length behavior." + "reason": "Different issue classes: loading physical-intelligence/fast vs CLIPTokenizer model_max_length." }, { "left": "issue:43697", "right": "issue:45357", "accept": false, - "reason": "Different issues: RTDetrV2 output drift vs incorrect visual encoder keys on save_pretrained." + "reason": "Separate model-specific bugs: RTDetrV2 output drift vs Qwen3.5 save_pretrained key mapping." }, { "left": "issue:43452", "right": "issue:43582", "accept": false, - "reason": "Unrelated: gguf_file tokenizer/model loading breakage vs Apple Silicon allocator TypeError." + "reason": "Completely unrelated: gguf tokenizer/model loading vs Apple Silicon allocator warmup TypeError." }, { - "left": "issue:44479", - "right": "issue:45381", - "accept": true, - "reason": "45381 is a concrete narrower instance of the same Qwen2.5-VL/Qwen3-VL video-input position regression described broadly in 44479." + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Same family name, but different failures and code paths: auto device mapping CUDA assert vs video-input ValueError." }, { "left": "issue:43927", "right": "issue:44912", "accept": false, - "reason": "Different bugs: DiaConfig save/load token IDs vs MXFP4 quantization falling back to bf16." + "reason": "Different areas entirely: DiaConfig save/load token IDs vs MXFP4 quantization fallback." }, { "left": "issue:42915", "right": "issue:45538", "accept": false, - "reason": "Different failure modes: Qwen3Moe FP8 loading vs CLIPTokenizer model_max_length behavior." + "reason": "Unrelated: Qwen3Moe FP8 config failure versus CLIP tokenizer max-length behavior." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Both report the same v5.3.0 Qwen2.5-VL video-input regression around incorrect vision position IDs, so they likely share one fix." }, { "left": "issue:33357", "right": "issue:34567", "accept": false, - "reason": "Unrelated: Mac bus error with CLIP model vs TrainerState token-count tracking." + "reason": "Different bugs: Mac bus error on a CLIP community model vs TrainerState token counting not updating." }, { "left": "issue:43540", "right": "issue:44479", "accept": false, - "reason": "Both mention video inputs, but they involve different Qwen model families and likely different failures." + "reason": "Both concern video inputs, but the model families and symptoms differ enough that this is not clearly one underlying bug." }, { "left": "issue:42175", "right": "issue:43824", "accept": false, - "reason": "Different problems: packaging backend contents vs missing import/export for Qwen2_5_VL class." + "reason": "Unrelated packaging/import problems: missing TensorFlow backend vs missing Qwen2_5_VL class export." }, { "left": "issue:43540", "right": "issue:44560", "accept": false, - "reason": "Different Qwen video bugs with different symptoms and model variants; not clearly the same underlying defect." + "reason": "Different Qwen video bugs with different models and error modes; not the same concrete fix." }, { "left": "issue:43317", "right": "issue:45538", "accept": false, - "reason": "Unrelated: dequantized model offload loading vs tokenizer max_length default." - }, - { - "left": "issue:44987", - "right": "issue:45907", - "accept": false, - "reason": "Different scopes: model loading regression vs list_repo_files not forwarding revision." + "reason": "Unrelated: device_map/offload dequantized loading vs CLIPTokenizer max-length constant." }, { "left": "issue:44062", "right": "issue:44991", "accept": false, - "reason": "Both tokenizer-related, but one is an AddedToken TypeError and the other is a model-specific tokenizer load failure." + "reason": "Tokenizer-related, but the failure modes are different and model-specific; too weak to treat as the same bug." }, { - "left": "issue:24643", - "right": "issue:29159", + "left": "issue:44987", + "right": "issue:45907", "accept": false, - "reason": "Unrelated: DeepSpeed training weight shape error vs tokenizer slow/fast inconsistency." + "reason": "Different concerns: model loading regression for physical-intelligence/fast vs list_repo_files revision forwarding." }, { "left": "issue:45137", "right": "issue:45405", "accept": false, - "reason": "Different bugs: ZeRO3 deque error vs PEFT version pin mismatch." + "reason": "Completely unrelated: DeepSpeed ZeRO3 deque underflow vs a PEFT version pin issue." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "Different problems: DeepSpeed training weight shape error vs slow/fast tokenizer inconsistency." }, { "left": "issue:43257", "right": "issue:43756", "accept": false, - "reason": "Different model-specific loading/configuration issues with no clear shared code-path." + "reason": "Both are model bugs, but one is Qwen3 MOE weight conversion and the other is Smollm3 RoPE-layer behavior." }, { "left": "issue:28282", "right": "issue:34689", "accept": false, - "reason": "Different failures: missing PyTorch dependency detection vs Llama 3.2 vision model loading regression." + "reason": "Import/runtime availability issue versus a specific model-loading regression; not the same underlying bug." }, { "left": "issue:43577", "right": "issue:45072", "accept": false, - "reason": "Both are dtype-related, but they affect different models and inference paths." + "reason": "Both mention dtype, but they affect different models and different inference paths." }, { "left": "issue:43742", "right": "issue:44291", "accept": false, - "reason": "Different issues: MobileLLM key error vs init_empty_weights argument mismatch." + "reason": "Different loading failures: key error for MobileLLM-125M vs unexpected init_empty_weights argument." }, { "left": "issue:42175", "right": "issue:44488", "accept": false, - "reason": "Unrelated: packaging/backends issue vs a specific model loading failure." + "reason": "Different issues: missing TensorFlow backend in one install path vs a specific model failing to load." }, { - "left": "issue:42915", - "right": "issue:43749", + "left": "issue:28282", + "right": "issue:29127", "accept": false, - "reason": "Different topics: Qwen3Moe FP8 load failure vs FSDP CPU RAM efficient loading breakage." + "reason": "Missing PyTorch import error and LayoutLMv3 box-validation messaging are unrelated." }, { - "left": "issue:28282", - "right": "issue:29127", + "left": "issue:42915", + "right": "issue:43749", "accept": false, - "reason": "Unrelated: PyTorch import availability vs LayoutLMv3 error-message clarity." + "reason": "Different failures in different subsystems: Qwen3Moe FP8 config vs FSDP CPU RAM-efficient loading." }, { "left": "issue:38175", "right": "issue:44898", "accept": false, - "reason": "Different vision-model bugs affecting different architectures and failure modes." + "reason": "Different image-model bugs with different failure modes; no clear shared code-path." }, { "left": "issue:43582", "right": "issue:43782", "accept": false, - "reason": "Unrelated: Apple Silicon allocator TypeError vs Qwen3VL weight_only load error." + "reason": "Unrelated: Apple Silicon allocator TypeError vs Qwen3VL weight_only loading error." }, { - "left": "issue:43906", - "right": "issue:45381", + "left": "issue:43404", + "right": "issue:45987", "accept": false, - "reason": "One is a reproduction of an older issue; the other is a Qwen2.5-VL video regression. No clear identity." + "reason": "Different bugs: Mistral3 lm_head tying issue vs StaticCache returning the wrong type." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet, and the only accepted soft pair (44479/45381) is plausibly the same Qwen video-position regression. The other pair verdicts stay conservative and do not overclaim shared bugs." + "feedback": "Grounded overall. The summary stays conservative, and the only accepted soft-edge pair (44479 \u2194 45381) is well supported by the packet titles as the same Qwen2.5/Qwen3.x video-input regression family. The rest of the pairwise rejections are plausibly cautious and do not overclaim duplicate status." }, "evaluator_used": true, "retried": false, @@ -6047,23 +6079,24 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-429", + "cluster_id": "cluster-10000-430", "nodes": [ "issue:24643", "issue:29127", "issue:34567", "issue:36331", "issue:41762", - "issue:43404", "issue:43452", "issue:43493", "issue:43526", "issue:43531", "issue:43540", "issue:43643", + "issue:43688", "issue:43697", "issue:43720", "issue:43742", + "issue:43749", "issue:43756", "issue:43906", "issue:43994", @@ -6094,18 +6127,17 @@ "issue:45600", "issue:45823", "issue:45920", - "issue:45987", "issue:46121", "issue:46202" ], "soft_pairs": [ - "issue:43404|issue:45987", - "issue:43540|issue:45823", "issue:44737|issue:45588", + "issue:43540|issue:45823", "issue:43526|issue:45479", + "issue:43906|issue:45381", "issue:43493|issue:43994", - "issue:43756|issue:45325", "issue:34567|issue:36331", + "issue:43756|issue:45325", "issue:44291|issue:44821", "issue:44913|issue:46121", "issue:44062|issue:45081", @@ -6118,201 +6150,205 @@ "issue:43531|issue:44821", "issue:45405|issue:45600", "issue:44625|issue:44877", - "issue:43906|issue:46202", - "issue:43697|issue:45216", "issue:24643|issue:29127", + "issue:43697|issue:45216", "issue:43720|issue:44898", + "issue:43906|issue:46202", + "issue:41762|issue:44936", "issue:44514|issue:45381", - "issue:41762|issue:44936" + "issue:43688|issue:43749" ], - "prepared_review_unit_hash": "518680f915b0a45b577964f2a57622934f63cc814f770a9d7f5997c92d8b2817", + "prepared_review_unit_hash": "be26b2e5d2180622581963fed023c1fd1802c7d1b090256be2c7e9bc5b47171a", "component_budget": { - "node_count": 429, - "item_count": 429, - "soft_pair_count": 1585, - "serialized_chars": 820591, - "estimated_input_tokens": 205148, - "estimated_eval_tokens": 410552 + "node_count": 430, + "item_count": 430, + "soft_pair_count": 1590, + "serialized_chars": 822920, + "estimated_input_tokens": 205730, + "estimated_eval_tokens": 411716 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 25, - "serialized_chars": 35642, - "estimated_input_tokens": 8911, - "estimated_eval_tokens": 18078 + "soft_pair_count": 26, + "serialized_chars": 35860, + "estimated_input_tokens": 8965, + "estimated_eval_tokens": 18186 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated transformer bugs were grouped together; only the SigLIP2 pair looks like a true duplicate/root-cause match. The rest share broad subsystems or model families but not the same concrete failure mode.", - "confidence": 0.69, - "canonical_issue_reason": "issue:43493 is the clearest root-cause bug report in the cluster: it describes the SigLIP2 implementation mismatch itself, while issue:43994 reads like a downstream symptom of that same problem. The other items are too heterogeneous to serve as a better canonical for the cluster.", + "summary": "This cluster is a noisy mix of unrelated Transformers bugs and regressions; none of the soft pairs look like the same concrete underlying issue, so I would not merge any of them as duplicates.", + "confidence": 0.56, + "canonical_issue_reason": "issue:45920 is the broadest and most representative issue in the set: it describes a v5 regression with multiple named affected models and has the strongest cross-link signal, making it the best anchor for a noisy cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43493 is the best representative issue because it states the underlying implementation discrepancy directly and is broad enough to subsume the more user-facing nonsensical-output report in issue:43994.", + "best_issue_reason": "issue:45920 is the best issue to keep because it is clearly scoped, regression-oriented, and broad enough to represent the cluster\u2019s most general recurring theme.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43404", - "right": "issue:45987", + "left": "issue:44737", + "right": "issue:45588", "accept": false, - "reason": "Different bugs: tied-weight initialization in Mistral3 vs cache sequence-length return type/shape." + "reason": "Different bugs and code paths: XLNet CPU tensor placement vs flash-attention auxiliary-loss handling." }, { "left": "issue:43540", "right": "issue:45823", "accept": false, - "reason": "Both are model-forward failures, but on unrelated code paths: Qwen3OmniMoe video input handling vs Gemma4 device-map mismatch." + "reason": "Different model families and failures: Qwen3OmniMoe video processing vs Gemma4 PLE device-map mismatch." }, { - "left": "issue:44737", - "right": "issue:45588", + "left": "issue:43526", + "right": "issue:45479", "accept": false, - "reason": "XLNet CPU tensor allocation bug and flash-attention sink handling are unrelated failures." + "reason": "One is BEiT label reduction logic; the other is sequence-classification loss degeneracy with num_labels=1." }, { - "left": "issue:43526", - "right": "issue:45479", + "left": "issue:43906", + "right": "issue:45381", "accept": false, - "reason": "BeitImageProcessorFast label reduction and sequence-classification zero-loss behavior are different layers and failure modes." + "reason": "The former is only a reproduction of another issue; the latter is a specific Qwen2.5-VL video position-id bug, not the same failure." }, { "left": "issue:43493", "right": "issue:43994", - "accept": true, - "reason": "Same underlying SigLIP2 correctness problem: one reports HF/JAX implementation divergence, the other reports the user-facing bad outputs caused by that divergence." - }, - { - "left": "issue:43756", - "right": "issue:45325", "accept": false, - "reason": "Both mention RoPE/position ids, but they affect different models and different mechanics (Smollm3 layer usage vs Qwen2.5-VL temporal scaling)." + "reason": "Both mention SigLIP2, but one is a HF-vs-JAX implementation discrepancy while the other is an AutoModel/pipeline output problem." }, { "left": "issue:34567", "right": "issue:36331", "accept": false, - "reason": "TrainerState token accounting and CustomTrainer compute_loss signature compatibility are separate trainer bugs." + "reason": "TrainerState token accounting and a custom compute_loss signature error are unrelated training issues." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Different RoPE-related defects in different models: missing RoPE layers vs incorrect temporal position scaling." }, { "left": "issue:44291", "right": "issue:44821", "accept": false, - "reason": "Unexpected `_is_hf_initialized` during empty-weight loading is unrelated to loading an AutoImageProcessor from URL." + "reason": "Unrelated loading failures: init_empty_weights passes an unexpected arg, while AutoImageProcessor fails to load from URL." }, { "left": "issue:44913", "right": "issue:46121", "accept": false, - "reason": "Config reload dropping rotary_pct and rope-parameter validation on JSON-loaded lists are different config-path problems." + "reason": "Both touch rope/config handling, but one is config round-trip defaulting and the other is a TypeError in rope validation for JSON-loaded lists." }, { "left": "issue:44062", "right": "issue:45081", "accept": false, - "reason": "Tokenizer AddedToken argument duplication is unrelated to the Mistral regex-patching backend_tokenizer crash." + "reason": "Tokenizer crashes, but with different root causes: AddedToken kwarg duplication vs Mistral regex patch accessing missing backend_tokenizer." }, { "left": "issue:44792", "right": "issue:44964", "accept": false, - "reason": "Different multimodal models and different failures: janus test generation vs Phi-4 multimodal loading." + "reason": "Different multimodal model-load/test failures with no evidence of the same code-path or fix." }, { "left": "issue:45357", "right": "issue:45920", "accept": false, - "reason": "Qwen3.5 save_pretrained checkpoint-key corruption and broad AutoTokenizer token-ID regression are not the same bug." + "reason": "One is a save_pretrained visual-encoder-key regression; the other is wrong token IDs from AutoTokenizer across several models." }, { "left": "issue:45042", "right": "issue:45081", "accept": false, - "reason": "Image-processor torchvision dependency regression and Mistral tokenizer regex patching are unrelated." + "reason": "Image-processor dependency behavior vs tokenizer regex patching; not the same bug." }, { "left": "issue:43452", "right": "issue:44488", "accept": false, - "reason": "Both are model-loading complaints, but one is specifically gguf_file handling for tokenizer/CausalLM loading; the other is a separate model load failure without enough evidence of the same root cause." + "reason": "Both involve loading models/tokenizers, but the reported failures are different and not clearly one underlying defect." }, { "left": "issue:43742", "right": "issue:44589", "accept": false, - "reason": "A key-error when loading MobileLLM and missing Float8 storage class are distinct loading/runtime failures." + "reason": "A key error when loading a specific model is not the same as a missing Float8 storage type error." }, { "left": "issue:43643", "right": "issue:45375", "accept": false, - "reason": "Missing fields from trust_remote_code AutoConfig and strict-dropping a specific Qwen3.5MoeVisionConfig field are not the same concrete issue." + "reason": "One is a generic trust_remote_code config-field loss, the other is a specific Qwen config field being dropped by strict validation." }, { "left": "issue:43531", "right": "issue:44821", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE and AutoImageProcessor URL loading are unrelated." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to AutoImageProcessor URL loading." }, { "left": "issue:45405", "right": "issue:45600", "accept": false, - "reason": "Package version pinning for PEFT and stale auto_mappings references are different CI/release issues." + "reason": "A dependency version bump and stale auto_mappings references are different problems." }, { "left": "issue:44625", "right": "issue:44877", "accept": false, - "reason": "num_labels propagation in Qwen3.5 and strict config loading for granite_speech are separate config bugs." + "reason": "Both are config-related, but num_labels propagation and strict config blocking granite_speech loading are distinct issues." }, { - "left": "issue:43906", - "right": "issue:46202", + "left": "issue:24643", + "right": "issue:29127", "accept": false, - "reason": "The former is just a reproduction of issue 38071; the latter is a Gemma pipeline roundtrip bug with no clear evidence it is the same underlying issue." + "reason": "DeepSpeed training weight-shape error and LayoutLMv3 box-info error are unrelated." }, { "left": "issue:43697", "right": "issue:45216", "accept": false, - "reason": "RTDetrV2 output drift and Qwen3.5 checkpoint save corruption are unrelated regressions." + "reason": "RTDetrV2 output mismatch and Qwen3.5 save_pretrained regression are separate model-specific regressions." }, { - "left": "issue:24643", - "right": "issue:29127", + "left": "issue:43720", + "right": "issue:44898", "accept": false, - "reason": "DeepSpeed training weight-shape runtime error and LayoutLMv3 box-clarity error message are different bugs." + "reason": "BitNet packed-weight loading and Perceiver interpolation are different model/path failures." }, { - "left": "issue:43720", - "right": "issue:44898", + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "An isolated reproduction of another issue and a Gemma pipeline roundtrip failure are not the same concrete bug." + }, + { + "left": "issue:41762", + "right": "issue:44936", "accept": false, - "reason": "BitNet packed-weight loading failure and Perceiver interpolation failure are separate model-specific bugs." + "reason": "Gemma3 ZeRO-3 loading IndexError and trainer.evaluate failing after train are unrelated." }, { "left": "issue:44514", "right": "issue:45381", "accept": false, - "reason": "Both involve Qwen2.5-VL, but one is chat-template batching and the other is video position-id computation; they are not the same code-path failure." + "reason": "Both are Qwen2.5-VL, but one is chat-template batching with padding=False and the other is video position-id computation; different code paths." }, { - "left": "issue:41762", - "right": "issue:44936", + "left": "issue:43688", + "right": "issue:43749", "accept": false, - "reason": "Gemma3 ZeRO-3 loading index error and trainer.evaluate-after-train failure are unrelated." + "reason": "Aux-loss normalization and FSDP CPU RAM efficient loading are unrelated." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The cluster call is grounded in the packet and stays mostly conservative. The only accepted soft edge, issue:43493 vs issue:43994, is plausibly the same SigLIP2 root-cause/symptom pair from the titles, while the rest are reasonably rejected as distinct bugs or insufficiently supported links. The canonical issue choice is also defensible as the broader root-cause report." - }, - "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 }, @@ -6324,10 +6360,10 @@ "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-10000-429", + "cluster_id": "cluster-10000-430", "nodes": [ "issue:28282", "issue:29159", @@ -6348,7 +6384,6 @@ "issue:43749", "issue:43819", "issue:43906", - "issue:43927", "issue:44361", "issue:44442", "issue:44464", @@ -6380,27 +6415,26 @@ ], "soft_pairs": [ "issue:45372|issue:46170", - "issue:43688|issue:43749", - "issue:45542|issue:46178", - "issue:43452|issue:44843", - "issue:44466|issue:45005", "issue:43452|issue:43577", + "issue:44466|issue:45005", + "issue:45542|issue:46178", "issue:44493|issue:46050", + "issue:43452|issue:44843", "issue:43819|issue:44811", - "issue:44514|issue:45290", - "issue:44936|issue:45823", "issue:30064|issue:33666", - "issue:43295|issue:45356", + "issue:44936|issue:45823", "issue:44484|issue:44704", + "issue:43295|issue:45356", "issue:28282|issue:32090", "issue:43653|issue:44361", + "issue:44514|issue:45290", "issue:44361|issue:44442", "issue:28282|issue:33357", "issue:44464|issue:44743", "issue:38175|issue:43295", "issue:28282|issue:35141", - "issue:41720|issue:43906", "issue:45491|issue:46002", + "issue:41720|issue:43906", "issue:43653|issue:44568", "issue:43577|issue:43697", "issue:43688|issue:45704", @@ -6408,223 +6442,204 @@ "issue:43646|issue:43749", "issue:43688|issue:45440", "issue:29159|issue:33357", - "issue:43688|issue:45701", - "issue:43653|issue:43927" + "issue:43688|issue:45701" ], - "prepared_review_unit_hash": "1d781ad054998710fb69225f2303ede736533f692f0d60c1ca6240ff87302dbc", + "prepared_review_unit_hash": "3989d3d82a07f87833ec5da8b6e01c1616f27ad19fac16860be80df9a68640fa", "component_budget": { - "node_count": 429, - "item_count": 429, - "soft_pair_count": 1585, - "serialized_chars": 820591, - "estimated_input_tokens": 205148, - "estimated_eval_tokens": 410552 + "node_count": 430, + "item_count": 430, + "soft_pair_count": 1590, + "serialized_chars": 822920, + "estimated_input_tokens": 205730, + "estimated_eval_tokens": 411716 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37221, - "estimated_input_tokens": 9306, - "estimated_eval_tokens": 18868 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36025, + "estimated_input_tokens": 9007, + "estimated_eval_tokens": 18270 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: tokenizer loading/serialization regressions, training/device-map bugs, model-specific numerical issues, and backend/dependency errors. I don\u2019t see any soft pair that is clearly the same underlying bug/change.", - "confidence": 0.78, - "canonical_issue_reason": null, + "summary": "This cluster is mostly a set of unrelated Transformers bugs that only share broad surface keywords like tokenizer, loading, tied weights, or generation. None of the soft pairs looks like a definite duplicate; they appear to be separate regressions or edge cases in different code paths.", + "confidence": 0.93, + "canonical_issue_reason": "Issue #43452 is the best representative issue here: it is a concrete, reproducible loading regression with a clear trigger (`gguf_file`) and broad impact across both AutoTokenizer and AutoModelForCausalLM instantiation.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45701 is the broadest open report and has the most inbound references, so it is the closest thing to an umbrella issue here, but the cluster is too mixed for a true duplicate canonical.", + "best_issue_reason": "#43452 is the strongest standalone bug report in the set because it is specific, actionable, and likely to remain useful as a reference for nearby loading failures.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45372", "right": "issue:46170", "accept": false, - "reason": "Both are import/dependency failures, but they stem from different packages and code paths (mistral_common ReasoningEffort vs torch.distributed on Windows/ROCm)." - }, - { - "left": "issue:43688", - "right": "issue:43749", - "accept": false, - "reason": "Aux-loss normalization and FSDP CPU RAM efficient loading are unrelated bugs in different subsystems." - }, - { - "left": "issue:45542", - "right": "issue:46178", - "accept": false, - "reason": "These are both backend-related, but one is a TensorBoard/TensorFlow availability issue and the other is a tensorflow_text backend mapping error." + "reason": "Both are import-related, but one is about `ReasoningEffort` from `mistral_common` during Gemma processor loading and the other is a Windows/ROCm `torch.distributed` dependency problem. Different failure modes and code paths." }, { "left": "issue:43452", - "right": "issue:44843", + "right": "issue:43577", "accept": false, - "reason": "Both involve loading paths, but gguf_file breakage and the unconditional model_info() call in _patch_mistral_regex are different failures." + "reason": "`gguf_file` breaks tokenizer/model loading; the other is a dtype preservation bug in Blip2. Same broad loading context, but not the same underlying bug." }, { "left": "issue:44466", "right": "issue:45005", "accept": false, - "reason": "Both mention tied weights, but one is device-dependent lm_head serialization and the other is a broader translation-model tied-weights report without the same concrete code path." + "reason": "Both mention tied weights in v5, but #44466 is a device-dependent `lm_head.weight` serialization issue while #45005 is a broader translation-model tied-weights complaint. Not concrete enough to merge." }, { - "left": "issue:43452", - "right": "issue:43577", + "left": "issue:45542", + "right": "issue:46178", "accept": false, - "reason": "GGUF loading breakage and BLIP2 dtype staying float32 are unrelated." + "reason": "Both involve backend/optional dependency handling, but one is TensorBoard without TensorFlow and the other is an undefined `tensorflow_text` backend. Different missing-backend bugs." }, { "left": "issue:44493", "right": "issue:46050", "accept": false, - "reason": "Unexpected position-id keys and NaNs in classification heads are different symptoms with no shared bug mechanism." + "reason": "Unexpected `position id` keys and broken quantized save/load are unrelated bugs despite both affecting model persistence or outputs." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Both affect `AutoTokenizer.from_pretrained`, but one is a `gguf_file` break and the other is an offline-mode `model_info()` call in `_patch_mistral_regex`. Distinct root causes." }, { "left": "issue:43819", "right": "issue:44811", "accept": false, - "reason": "DAC.from_latents mismatch and Whisper batch_decode skip_special_tokens handling are unrelated processor/model behaviors." + "reason": "One is a DAC reconstruction mismatch, the other is Whisper decode skipping special tokens. No shared code path." }, { - "left": "issue:44514", - "right": "issue:45290", + "left": "issue:30064", + "right": "issue:33666", "accept": false, - "reason": "Both hit apply_chat_template, but the triggering conditions differ: batched padding=False vs assistant tool-call messages with no content." + "reason": "Image segmentation map processing and Qwen2-VL multi-GPU training are unrelated." }, { "left": "issue:44936", "right": "issue:45823", "accept": false, - "reason": "trainer.evaluate() after train and Gemma4 PLE device mismatch under auto device_map are different bugs." + "reason": "Trainer post-train evaluation failure and Gemma4 device-map mismatch are separate runtime issues." }, { - "left": "issue:30064", - "right": "issue:33666", + "left": "issue:44484", + "right": "issue:44704", "accept": false, - "reason": "Image segmentation-map processing and Qwen2-VL multi-GPU training are unrelated." + "reason": "A `max_shard_size` documentation/behavior question is unrelated to `AutoProcessor.from_pretrained` dropping kwargs." }, { "left": "issue:43295", "right": "issue:45356", "accept": false, - "reason": "These are different tokenizer/processor regressions affecting different models and code paths." - }, - { - "left": "issue:44484", - "right": "issue:44704", - "accept": false, - "reason": "A save_pretrained shard-size question and an AutoProcessor kwargs-passing bug are not the same issue." + "reason": "Both are tokenizer/processor regressions, but one is a custom-model processor API break and the other is Kimi-K2.5 codec handling. Different problems." }, { "left": "issue:28282", "right": "issue:32090", "accept": false, - "reason": "Missing PyTorch for AutoModel and a Trainer _gpu_broadcast_one NoneType TypeError are unrelated." + "reason": "Missing PyTorch import and Trainer GPU broadcast `NoneType` are unrelated." }, { "left": "issue:43653", "right": "issue:44361", "accept": false, - "reason": "Two tokenizer bugs, but on different tokenizers and different failure modes." + "reason": "BigBird special-token registration and MLukeTokenizer task-time AttributeError are different tokenizer bugs." }, { - "left": "issue:44361", - "right": "issue:44442", + "left": "issue:44514", + "right": "issue:45290", "accept": false, - "reason": "MLukeTokenizer AttributeError and AutoTokenizer failing to load FastSpeech2ConformerTokenizer are separate loading/tokenization issues." + "reason": "Both hit `apply_chat_template`, but one is batched padding behavior and the other is assistant tool-call messages with empty content. Not the same concrete bug." }, { - "left": "issue:28282", - "right": "issue:33357", + "left": "issue:44361", + "right": "issue:44442", "accept": false, - "reason": "Missing PyTorch import and a MacOS bus error on a CLIP model do not share a concrete root cause." + "reason": "MLukeTokenizer AttributeError and FastSpeech2ConformerTokenizer loading failure are unrelated." }, { "left": "issue:44464", "right": "issue:44743", "accept": false, - "reason": "Both concern generation/cache behavior, but chunked generation with compiled forward and Qwen3 recurrent-state resets are different code paths and models." + "reason": "Chunked generation inconsistency with compiled forward and Qwen3.5 recurrent-state reset are separate generation bugs." }, { "left": "issue:38175", "right": "issue:43295", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 is unrelated to processor.tokenizer regressions in custom model code." + "reason": "Siglip2 zero probabilities and a processor/tokenizer regression are unrelated." }, { "left": "issue:28282", "right": "issue:35141", "accept": false, - "reason": "A missing PyTorch import error is unrelated to embedding reinitialization in post_init." + "reason": "Missing PyTorch and embedding reinitialization after resize are unrelated." }, { - "left": "issue:41720", - "right": "issue:43906", + "left": "issue:45491", + "right": "issue:46002", "accept": false, - "reason": "Qwen3 auto device mapping cudaErrorAssert and an isolated reproduction of another issue are not enough to establish the same bug." + "reason": "Both mention NaNs, but they affect different models and different mechanisms." }, { - "left": "issue:45491", - "right": "issue:46002", + "left": "issue:41720", + "right": "issue:43906", "accept": false, - "reason": "Both mention NaNs, but one is a Gemma3 sliding-window attention problem and the other is a classification-head init/checkpoint issue." + "reason": "Qwen3 device-map CUDA assertion and an isolated reproduction of another issue are not the same bug." }, { "left": "issue:43653", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer special-token regressions, but they affect different tokenizers and likely different code paths." + "reason": "Both are tokenizer issues, but BigBird special-token registration and missing BOS/EOS on mdeberta-v3-base are separate bugs." }, { "left": "issue:43577", "right": "issue:43697", "accept": false, - "reason": "A dtype-loading bug in BLIP2 and an RTDetrV2 output divergence are unrelated." + "reason": "Blip2 dtype handling and RTDetrV2 output divergence are unrelated." }, { "left": "issue:43688", "right": "issue:45704", "accept": false, - "reason": "Aux-loss normalization and a T5/apex RMSNorm memory leak are different problems." + "reason": "MoE auxiliary-loss normalization and T5 apex RMSNorm memory leak are unrelated." }, { "left": "issue:44843", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-loading regressions, but one is offline model_info() behavior in _patch_mistral_regex and the other is a tokenizer load failure for EMBEDDIA/est-roberta." + "reason": "Offline-mode `model_info()` bug and est-roberta tokenizer loading failure are not the same root cause." }, { "left": "issue:43646", "right": "issue:43749", "accept": false, - "reason": "Custom model initialization breakage in v5 and FSDP CPU RAM efficient loading are unrelated." + "reason": "Custom model initialization breakage in v5 and FSDP CPU RAM efficient loading are different subsystems." }, { "left": "issue:43688", "right": "issue:45440", "accept": false, - "reason": "Aux-loss normalization and DeepseekV3MoE divergence from remote implementation are different bugs." + "reason": "Aux-loss normalization in MoE models and DeepSeekV3 remote/native divergence are different model correctness issues." }, { "left": "issue:29159", "right": "issue:33357", "accept": false, - "reason": "Slow/fast tokenizer inconsistency and a MacOS CLIP bus error do not appear to share the same underlying defect." + "reason": "Slow/fast tokenizer inconsistency and MacOS bus error with a community CLIP model are unrelated." }, { "left": "issue:43688", "right": "issue:45701", "accept": false, - "reason": "Aux-loss normalization and a generic tokenization-change report are unrelated." - }, - { - "left": "issue:43653", - "right": "issue:43927", - "accept": false, - "reason": "BigBirdTokenizer special-token registration and DiaConfig losing custom token IDs after save/load are different config/tokenizer persistence bugs." + "reason": "MoE loss normalization and general tokenization changes across versions are not the same bug." } ] }, @@ -6643,14 +6658,12 @@ "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-10000-429", + "cluster_id": "cluster-10000-430", "nodes": [ - "issue:28218", "issue:32090", - "issue:33357", "issue:33666", "issue:34567", "issue:36010", @@ -6669,6 +6682,7 @@ "issue:43577", "issue:43606", "issue:43643", + "issue:43653", "issue:43688", "issue:43720", "issue:43742", @@ -6694,16 +6708,19 @@ "issue:45823", "issue:46002", "issue:46050", - "issue:46192" + "issue:46192", + "issue:46209" ], "soft_pairs": [ "issue:43531|issue:43742", + "issue:43653|issue:43927", "issue:44464|issue:44977", "issue:43550|issue:43927", "issue:43643|issue:44561", "issue:44479|issue:44625", "issue:43550|issue:44361", "issue:41720|issue:44464", + "issue:44977|issue:46209", "issue:43577|issue:45588", "issue:32090|issue:34567", "issue:43577|issue:44554", @@ -6718,238 +6735,250 @@ "issue:43452|issue:44451", "issue:43720|issue:43927", "issue:43606|issue:43927", + "issue:44849|issue:46209", "issue:43262|issue:43295", - "issue:43994|issue:46192", "issue:43278|issue:43688", + "issue:43994|issue:46192", "issue:43525|issue:43572", "issue:33666|issue:36331", - "issue:44625|issue:46002", "issue:43720|issue:44361", - "issue:44849|issue:45357", + "issue:44625|issue:46002", "issue:43756|issue:44913", "issue:43493|issue:43825", - "issue:28218|issue:33357" + "issue:44849|issue:45357" ], - "prepared_review_unit_hash": "f064ea31720a4900e0f617599bd957da9363f6a9a817310a90578e1cae8436f9", + "prepared_review_unit_hash": "3abc44c704caff2576a8a1e65be1690cf56ebde2e2d1aa92a3779488b8e33fc5", "component_budget": { - "node_count": 429, - "item_count": 429, - "soft_pair_count": 1585, - "serialized_chars": 820591, - "estimated_input_tokens": 205148, - "estimated_eval_tokens": 410552 + "node_count": 430, + "item_count": 430, + "soft_pair_count": 1590, + "serialized_chars": 822920, + "estimated_input_tokens": 205730, + "estimated_eval_tokens": 411716 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 32, - "serialized_chars": 36710, - "estimated_input_tokens": 9178, - "estimated_eval_tokens": 18612 + "soft_pair_count": 34, + "serialized_chars": 37326, + "estimated_input_tokens": 9332, + "estimated_eval_tokens": 18920 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is very noisy: the issues span unrelated bugs across tokenization, training, loading, generation, config serialization, and model-specific regressions. The soft links mostly reflect superficial theme overlap rather than the same underlying defect, so I would not merge any pair.", - "confidence": 0.23, - "canonical_issue_reason": "issue:43927 is the closest hub in the noisy save/load/config-regression subgroup, but it still is not a true duplicate representative of the whole set.", + "summary": "No soft edge here looks like a true duplicate: the items are mostly unrelated bugs/regressions across training, loading, tokenization, multimodal processing, and generation. The cluster is therefore better treated as a noisy similarity bucket than a single duplicate set.", + "confidence": 0.88, + "canonical_issue_reason": "No single canonical issue is safe to pick as the shared bug: the cluster spans multiple unrelated failure modes and model families, so there is no clear duplicate anchor.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43927 is the best single representative only because it has the strongest soft connectivity among the mostly unrelated issues; it still does not justify duplicate clustering.", + "best_issue_reason": "issue:43504 is the closest thing to a representative hub because it is a concrete loading/config regression and sits near several other load/serialization-themed items, but it still should not be treated as the true canonical duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43531", "right": "issue:43742", "accept": false, - "reason": "Different problems: Qwen3-MoE sliding-window behavior vs a MobileLLM load key error." + "reason": "Different problems: Qwen3-MoE sliding_window behavior vs a MobileLLM loading key error." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Tokenizer special-token registration bug vs config save/load losing custom token IDs; related domain, different root cause." }, { "left": "issue:44464", "right": "issue:44977", "accept": false, - "reason": "Both concern generation, but one is compiled chunked decoding and the other is flash-attention on Qwen3.5; different code paths and symptoms." + "reason": "Compiled-forward chunked generation inconsistency is not the same as a Qwen3.5 flash-attention generation failure." }, { "left": "issue:43550", "right": "issue:43927", "accept": false, - "reason": "Torch.compile/SDPA failure in Bamba-9B-v2 is unrelated to DiaConfig losing custom token IDs on save/load." + "reason": "Bamba torch.compile/SDPA failure and config token-ID loss are unrelated code paths." }, { "left": "issue:43643", "right": "issue:44561", "accept": false, - "reason": "Both mention trust_remote_code, but one is missing fields from AutoConfig and the other is removal of is_torch_fx_available breaking remote-code models." + "reason": "Both involve trust_remote_code, but one is missing fields in AutoConfig and the other is a v5 API removal breakage." }, { "left": "issue:44479", "right": "issue:44625", "accept": false, - "reason": "Video-input regression for Qwen VL models vs num_labels propagation bug; not the same defect." + "reason": "Video-input regression in several VL models vs num_labels propagation in Qwen3.5; different surfaces and fixes." }, { "left": "issue:43550", "right": "issue:44361", "accept": false, - "reason": "Bamba torch.compile/SDPA issue is unrelated to MLukeTokenizer task AttributeError." + "reason": "A compile/SDPA attention issue is unrelated to an MLukeTokenizer AttributeError." }, { "left": "issue:41720", "right": "issue:44464", "accept": false, - "reason": "CUDA assert under auto device mapping for Qwen3 is not the same as inconsistent outputs in compiled chunked generation." + "reason": "Qwen3 auto device-mapping cuda assert and chunked generation with compiled forward are different bugs." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Flash-attention generation bug and FP8/B200 inference failure are different hardware/code-path issues." }, { "left": "issue:43577", "right": "issue:45588", "accept": false, - "reason": "Model dtype-loading bug for Blip2 is unrelated to flash_attention crashing on s_aux=None." + "reason": "Blip2 dtype-loading drift is unrelated to flash_attention crashing on s_aux=None." }, { "left": "issue:32090", "right": "issue:34567", "accept": false, - "reason": "Both are Trainer-related, but one is a GPU broadcast TypeError and the other is a token-counting state update bug." + "reason": "Trainer gpu_broadcast NoneType error and TrainerState token-count update bug are distinct Trainer issues." }, { "left": "issue:43577", "right": "issue:44554", "accept": false, - "reason": "Different subsystems: Blip2 dtype handling vs MPS attention correctness with mismatched head dims." + "reason": "Model dtype loading issue vs MPS attention correctness issue; not the same failure mode." }, { "left": "issue:43504", "right": "issue:43550", "accept": false, - "reason": "Legacy-field pretrained loading bug is unrelated to Bamba torch.compile/SDPA failure." + "reason": "BEiT legacy-field load failure is not the same as Bamba torch.compile/SDPA breakage." }, { "left": "issue:43504", "right": "issue:43720", "accept": false, - "reason": "Both involve loading, but one is a legacy preset field and the other is packed-weight unpacking during accelerate loading; different bugs." + "reason": "Legacy-field pretrained loading bug and BitNet packed-weight unpacking bug are different root causes." }, { "left": "issue:43504", "right": "issue:44610", "accept": false, - "reason": "Model preset loading bug is unrelated to OmDet-Turbo processor producing the wrong image size." + "reason": "Model-preset load regression does not match a processor/model input-size mismatch." }, { "left": "issue:44466", "right": "issue:46050", "accept": false, - "reason": "Both touch save/load behavior, but one is tied-weight serialization by device and the other is quantized sinq checkpoint restoration." + "reason": "Both touch save/load behavior, but one is lm_head serialization and the other is sinq quantized checkpoint handling." }, { "left": "issue:32090", "right": "issue:33666", "accept": false, - "reason": "Trainer broadcast failure is unrelated to Qwen2-VL multi-GPU training support." + "reason": "Trainer NoneType broadcast crash is not the same as a multi-GPU training request/problem statement." }, { "left": "issue:33666", "right": "issue:36010", "accept": false, - "reason": "Multi-GPU training request vs GenerationMixin import error; unrelated issues." + "reason": "Multi-GPU training question and GenerationMixin import error are unrelated." }, { "left": "issue:43742", "right": "issue:44821", "accept": false, - "reason": "MobileLLM checkpoint key error is unrelated to AutoImageProcessor URL loading." + "reason": "MobileLLM loading key error and AutoImageProcessor-from-URL failure are different loading paths." }, { "left": "issue:45823", "right": "issue:46050", "accept": false, - "reason": "Device-mismatch forward bug in Gemma4 PLE is unrelated to sinq save/load corruption." + "reason": "Gemma4 device-map forward mismatch and sinq save/load corruption are unrelated." }, { "left": "issue:43452", "right": "issue:44451", "accept": false, - "reason": "gguf_file from_pretrained breakage and ScandiBERT loading failure are separate loading problems with different causes." + "reason": "gguf_file breaking tokenizer/model loading is not the same as a specific ScandiBERT load failure." }, { "left": "issue:43720", "right": "issue:43927", "accept": false, - "reason": "Packed-weight unpacking during accelerate loading is not the same as DiaConfig custom token ID persistence." + "reason": "BitNet packed-weight loading and config token-ID persistence are different bug classes." }, { "left": "issue:43606", "right": "issue:43927", "accept": false, - "reason": "CPU-offload device mismatch in bark-small is unrelated to config token ID loss." + "reason": "CPU offload device mismatch and config token-ID loss are unrelated." }, { - "left": "issue:43262", - "right": "issue:43295", + "left": "issue:44849", + "right": "issue:46209", "accept": false, - "reason": "Audio chat-template sampling-rate default bug is unrelated to processor.tokenizer / image-passing regression." + "reason": "Qwen3.5 hidden-states bug and FP8 B200 inference failure are different issues." }, { - "left": "issue:43994", - "right": "issue:46192", + "left": "issue:43262", + "right": "issue:43295", "accept": false, - "reason": "SigLIP2 nonsensical outputs and return_tensors being ignored are different API bugs." + "reason": "Audio chat-template sampling-rate default and processor.tokenizer/image passthrough regression are different processor bugs." }, { "left": "issue:43278", "right": "issue:43688", "accept": false, - "reason": "Embedding dtype drift in evaluation is unrelated to auxiliary-loss normalization in OLMoE/GPT Oss." + "reason": "Embedding dtype drift during eval and auxiliary-loss normalization are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 incorrect outputs and return_tensors being ignored are different API failures." }, { "left": "issue:43525", "right": "issue:43572", "accept": false, - "reason": "Similar symptom class, but different models and fields; not enough evidence of the same underlying bug." + "reason": "Similar symptom class, but missing pad_token_id in Llama4Config and missing pad_token_idx in StableLmConfig are separate model/config regressions." }, { "left": "issue:33666", "right": "issue:36331", "accept": false, - "reason": "Multi-GPU training request vs custom compute_loss kwarg incompatibility are unrelated." - }, - { - "left": "issue:44625", - "right": "issue:46002", - "accept": false, - "reason": "num_labels propagation bug is unrelated to NaNs in classification heads after checkout/init." + "reason": "A multi-GPU training topic and a CustomTrainer compute_loss signature regression are not duplicates." }, { "left": "issue:43720", "right": "issue:44361", "accept": false, - "reason": "Packed-weight loading bug and MLukeTokenizer AttributeError do not share a code path." + "reason": "BitNet packed-weight loading and MLukeTokenizer task AttributeError are unrelated." }, { - "left": "issue:44849", - "right": "issue:45357", + "left": "issue:44625", + "right": "issue:46002", "accept": false, - "reason": "Qwen3.5 hidden-states bug and incorrect visual-encoder key serialization are distinct regressions." + "reason": "Qwen3.5 num_labels propagation and NaNs in classification heads are different model-training problems." }, { "left": "issue:43756", "right": "issue:44913", "accept": false, - "reason": "Smollm3 RoPE-layer omission is not the same as GPTNeoXConfig rotary_pct not persisting on reload." + "reason": "Smollm3 RoPE-layer configuration bug and GPTNeoX rotary_pct reload bug are distinct config issues." }, { "left": "issue:43493", "right": "issue:43825", "accept": false, - "reason": "SigLIP2 implementation mismatch and pipeline translation-task error messaging are unrelated." + "reason": "SigLIP2 implementation discrepancy and a pipeline error-message regression are unrelated." }, { - "left": "issue:28218", - "right": "issue:33357", + "left": "issue:44849", + "right": "issue:45357", "accept": false, - "reason": "Tokenizer extra-space behavior is unrelated to the MacOS CLIP bus error." + "reason": "Both are Qwen3.5 regressions, but hidden_states behavior and save_pretrained visual-encoder-key serialization are different bugs." } ] }, @@ -6968,11 +6997,12 @@ "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-10000-429", + "cluster_id": "cluster-10000-430", "nodes": [ + "issue:28218", "issue:33357", "issue:33666", "issue:39692", @@ -6993,7 +7023,6 @@ "issue:43756", "issue:43824", "issue:43844", - "issue:43873", "issue:43927", "issue:43994", "issue:44112", @@ -7018,250 +7047,249 @@ "issue:45520", "issue:45584", "issue:45759", - "issue:45812", - "issue:45823", - "issue:46050" + "issue:45812", + "issue:45823" ], "soft_pairs": [ - "issue:44568|issue:45812", + "issue:28218|issue:33357", "issue:44964|issue:45405", "issue:39692|issue:43493", + "issue:44568|issue:45812", "issue:43540|issue:44977", - "issue:44488|issue:44843", - "issue:45200|issue:45229", "issue:43334|issue:43572", + "issue:44488|issue:44843", "issue:43278|issue:43844", "issue:43493|issue:43844", - "issue:43257|issue:43299", - "issue:43334|issue:45759", + "issue:45200|issue:45229", "issue:43756|issue:45083", + "issue:43334|issue:45759", "issue:39692|issue:43295", + "issue:43257|issue:43299", "issue:43646|issue:44466", - "issue:45229|issue:45823", "issue:43824|issue:44589", "issue:33357|issue:33666", + "issue:45229|issue:45823", "issue:43504|issue:43606", "issue:43927|issue:44361", "issue:44589|issue:45520", "issue:43572|issue:44291", "issue:44464|issue:45584", - "issue:43504|issue:43653", "issue:43606|issue:44112", "issue:43278|issue:43701", + "issue:43504|issue:43653", "issue:43575|issue:45405", "issue:44792|issue:45405", "issue:43994|issue:44493", - "issue:44423|issue:44734", - "issue:43873|issue:46050" + "issue:44423|issue:44734" ], - "prepared_review_unit_hash": "097ec11d0ff9b53230ed663a3b3982a026e3d5c9dcb3d7c76529adf2ec533c7c", + "prepared_review_unit_hash": "a4ad9fce9289892764d44806023d4e4c864c37766b959de6c577166ac0857152", "component_budget": { - "node_count": 429, - "item_count": 429, - "soft_pair_count": 1585, - "serialized_chars": 820591, - "estimated_input_tokens": 205148, - "estimated_eval_tokens": 410552 + "node_count": 430, + "item_count": 430, + "soft_pair_count": 1590, + "serialized_chars": 822920, + "estimated_input_tokens": 205730, + "estimated_eval_tokens": 411716 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36879, - "estimated_input_tokens": 9220, - "estimated_eval_tokens": 18696 + "serialized_chars": 36317, + "estimated_input_tokens": 9080, + "estimated_eval_tokens": 18416 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a grab-bag of unrelated regression reports. A few pairs share a broad theme (v5 tokenizer/config/model-loading regressions, Qwen/Gemma/Multimodal issues), but the concrete failure modes and code paths differ too much to merge.", - "confidence": 0.7, - "canonical_issue_reason": "Issue 45812 is the clearest representative: it is a concrete, user-visible v4\u2192v5 regression affecting a broad family of models (Granite) and points to a specific tokenizer path rather than a vague symptom.", + "summary": "This set is heterogeneous rather than a single duplicate cluster: it mixes unrelated tokenizer, multimodal, config-loading, training, and serve/runtime bugs. There are some thematic overlaps (especially tokenizer/model-loading regressions), but none are close enough to merge as the same underlying issue.", + "confidence": 0.92, + "canonical_issue_reason": "No single canonical issue cleanly represents the whole set because the items span unrelated bugs. If forced to pick the broadest representative, issue 45812 is the most general tokenizer regression, but it does not unify the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "45812 is the best standalone issue to anchor the cluster because it describes a specific, reproducible regression with wide impact and a clear affected surface.", + "best_issue_reason": "Issue 45812 is the strongest broad representative among the issues because it describes a wide tokenizer regression affecting multiple Granite models and is more general than the other, mostly model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44568", - "right": "issue:45812", + "left": "issue:28218", + "right": "issue:33357", "accept": false, - "reason": "Both are tokenizer regressions in v5, but one is about add_special_tokens on mdeberta-v3 and the other is about Granite token IDs; different model-specific code paths." + "reason": "Tokenizer spacing bug vs MacOS bus error in CLIP loading; unrelated symptoms and code paths." }, { "left": "issue:44964", "right": "issue:45405", "accept": false, - "reason": "Unrelated: model loading failure for Phi-4 multimodal vs a version-bump/package availability issue for MIN_PEFT_VERSION." + "reason": "One is a Phi-4 multimodal model load failure, the other is a PEFT version pin mismatch; not the same bug." }, { "left": "issue:39692", "right": "issue:43493", "accept": false, - "reason": "Both mention SigLIP2, but one is a docs/example mismatch and quantization problem while the other is an implementation-vs-JAX discrepancy." + "reason": "Both involve SigLIP2, but one is a broken docs example and the other is an implementation discrepancy; different concrete problems." }, { - "left": "issue:43540", - "right": "issue:44977", + "left": "issue:44568", + "right": "issue:45812", "accept": false, - "reason": "Different bugs: Qwen3OmniMoe video input processing ValueError vs Qwen3.5 flash-attention generation behavior." + "reason": "Both are tokenizer regressions, but on different models and different failure modes; not clearly the same underlying bug." }, { - "left": "issue:44488", - "right": "issue:44843", + "left": "issue:43540", + "right": "issue:44977", "accept": false, - "reason": "Different failure modes: loading cjvt/sleng-bert vs offline-mode breakage caused by an unconditional model_info() call." + "reason": "Different models and different failures: video-input processing in Qwen3OmniMoe vs flash-attention generation issues in Qwen3.5." }, { - "left": "issue:45200", - "right": "issue:45229", + "left": "issue:43334", + "right": "issue:43572", "accept": false, - "reason": "Not the same bug: mm_token_type_ids defaulting for text-only fine-tuning vs Gemma4 multi-GPU OOM." + "reason": "Both are missing-token-ID config regressions, but for different model families and different fields; not the same issue." }, { - "left": "issue:43334", - "right": "issue:43572", + "left": "issue:44488", + "right": "issue:44843", "accept": false, - "reason": "Both are missing config fields, but they affect different models and different attributes (pad_token_id vs pad_token_idx)." + "reason": "A model load failure for sleng-bert vs an offline-mode regression in AutoTokenizer; unrelated causes." }, { "left": "issue:43278", "right": "issue:43844", "accept": false, - "reason": "Embedding dtype drift in eval is unrelated to the ZeRO-3 gradient growth problem." + "reason": "Embedding dtype drift during eval vs gradient blow-up under ZeRO-3; related training context, but not the same bug." }, { "left": "issue:43493", "right": "issue:43844", "accept": false, - "reason": "SigLIP2 implementation mismatch and ZeRO-3 gradient anomalies are distinct issues." + "reason": "SigLIP2 implementation mismatch and a DeepSpeed gradient anomaly are distinct problems." }, { - "left": "issue:43257", - "right": "issue:43299", + "left": "issue:45200", + "right": "issue:45229", "accept": false, - "reason": "Both involve Qwen3 MoE, but one is about weight conversion with accelerate+deepspeed and the other is a model-loading regression in dev." + "reason": "Defaulting mm_token_type_ids to zeros is a config/input fix; the other is a multi-GPU OOM problem." }, { - "left": "issue:43334", - "right": "issue:45759", + "left": "issue:43756", + "right": "issue:45083", "accept": false, - "reason": "Missing pad_token_id on Qwen3-VL config is unrelated to AutoModelForCausalLM.from_config not unwrapping text_config." + "reason": "Different model families and different functional areas; no shared concrete code-path bug." }, { - "left": "issue:43756", - "right": "issue:45083", + "left": "issue:43334", + "right": "issue:45759", "accept": false, - "reason": "Smollm3 RoPE-layer count bug and qwen3_omni_moe feature-length helper behavior are unrelated." + "reason": "Missing pad_token_id and unwrapping text_config are separate multimodal config issues." }, { "left": "issue:39692", "right": "issue:43295", "accept": false, - "reason": "SigLIP2 docs/example errors do not match the processor.tokenizer regression in custom model code." + "reason": "Both are multimodal-related regressions, but one is a docs/model-processor mismatch and the other is a processor/tokenizer API break." }, { - "left": "issue:43646", - "right": "issue:44466", + "left": "issue:43257", + "right": "issue:43299", "accept": false, - "reason": "Custom model initialization breakage and lm_head.weight serialization inconsistency are separate problems." + "reason": "Both mention Qwen3 MoE, but one is missing weight conversion under accelerate+deepspeed and the other is a model-loading regression in dev." }, { - "left": "issue:45229", - "right": "issue:45823", + "left": "issue:43646", + "right": "issue:44466", "accept": false, - "reason": "Same model family, different bugs: multi-GPU inference OOM vs device mismatch with device_map=auto." + "reason": "Custom model initialization breakage and inconsistent lm_head serialization are different v5 regressions." }, { "left": "issue:43824", "right": "issue:44589", "accept": false, - "reason": "Import error for Qwen2_5_VL is unrelated to the Float8 storage lookup failure." + "reason": "ImportError for a missing model class vs a Float8 storage TypeError; unrelated." }, { "left": "issue:33357", "right": "issue:33666", "accept": false, - "reason": "Different subsystems and symptoms: MacOS CLIP bus error vs Qwen2-VL multi-GPU training." + "reason": "MacOS bus error with CLIP and Qwen2-VL multi-GPU training are unrelated failures." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "OOM during Gemma4 inference vs device mismatch with device_map=auto; different bugs." }, { "left": "issue:43504", "right": "issue:43606", "accept": false, - "reason": "BEiT legacy-field loading and bark-small CPU offload device mismatch are unrelated." + "reason": "Legacy-field model loading issue vs CPU offload device mismatch; not the same underlying defect." }, { "left": "issue:43927", "right": "issue:44361", "accept": false, - "reason": "DiaConfig save/load token ID loss and MLukeTokenizer AttributeError are different tokenizer/config bugs." + "reason": "Config save/load token ID loss and MLukeTokenizer AttributeError are distinct tokenizer issues." }, { "left": "issue:44589", "right": "issue:45520", "accept": false, - "reason": "Float8 storage lookup and flash_attn import handling on Python 3.13 are unrelated." + "reason": "Different storage/import failures with no shared code-path or symptom." }, { "left": "issue:43572", "right": "issue:44291", "accept": false, - "reason": "Both are initialization/config regressions, but the concrete defects differ (_pad_token_idx missing vs unexpected _is_hf_initialized argument)." + "reason": "Missing pad_token_idx in StableLmConfig vs unexpected _is_hf_initialized argument in init_empty_weights; separate regressions." }, { "left": "issue:44464", "right": "issue:45584", "accept": false, - "reason": "Chunked generation with compiled forward is a different code path from Whisper empty-transcription failure after align_special_tokens." - }, - { - "left": "issue:43504", - "right": "issue:43653", - "accept": false, - "reason": "Legacy-field load failure in BEiT and BigBirdTokenizer special-token registration are unrelated." + "reason": "Chunked generation inconsistency with compiled forward and Whisper empty-transcription failure are unrelated." }, { "left": "issue:43606", "right": "issue:44112", "accept": false, - "reason": "Both mention devices/CI, but they target different models and different failure modes; not the same bug." + "reason": "A runtime CPU offload device mismatch vs a stale CI test; not the same bug." }, { "left": "issue:43278", "right": "issue:43701", "accept": false, - "reason": "Evaluation dtype drift and resume_from_checkpoint key mismatch are unrelated." + "reason": "Different failure classes: dtype change during eval vs resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Model preset loading with a legacy field vs tokenizer special-token registration bug; different components and symptoms." }, { "left": "issue:43575", "right": "issue:45405", "accept": false, - "reason": "TP-induced OOM on Qwen2-57B is unrelated to a dependency version bump." + "reason": "TP OOM on a large Qwen2 model and an unreleased PEFT version pin are unrelated." }, { "left": "issue:44792", "right": "issue:45405", "accept": false, - "reason": "janus image-generation test failure is unrelated to the PEFT version availability issue." + "reason": "A Janus test failure and a dependency version pin issue do not share the same underlying bug." }, { "left": "issue:43994", "right": "issue:44493", "accept": false, - "reason": "Nonsensical SigLIP2 outputs and unexpected position-id keys in many models are too different to be the same underlying bug." + "reason": "SigLIP2 wrong outputs and a broad position-id warning are not the same specific defect." }, { "left": "issue:44423", "right": "issue:44734", "accept": false, - "reason": "Different serve paths and failures: multimodal continuous batching crashes on .to() vs KV-cache continuation indexing bug." - }, - { - "left": "issue:43873", - "right": "issue:46050", - "accept": false, - "reason": "Offloading-not-working-with-quantization and quantized-model save/load breakage are related only at a high level, not the same concrete bug." + "reason": "Both are serve-related, but one is a multimodal .to() crash and the other is KV-cache indexing; different code paths." } ] }, @@ -7283,7 +7311,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-429", + "cluster_id": "cluster-10000-430", "nodes": [ "issue:15354", "issue:28218", @@ -7307,9 +7335,9 @@ "issue:43701", "issue:43824", "issue:43844", + "issue:43873", "issue:43957", "issue:44186", - "issue:44315", "issue:44521", "issue:44554", "issue:44610", @@ -7322,8 +7350,8 @@ "issue:45198", "issue:45200", "issue:45290", - "issue:45325", "issue:45356", + "issue:45381", "issue:45406", "issue:45446", "issue:45520", @@ -7331,18 +7359,19 @@ "issue:45823", "issue:46050", "issue:46121", - "issue:46178", - "issue:46192" + "issue:46192", + "issue:46209" ], "soft_pairs": [ + "issue:43873|issue:46050", "issue:45406|issue:46121", "issue:29942|issue:30333", "issue:45588|issue:46050", "issue:42490|issue:43696", "issue:43844|issue:44964", - "issue:44521|issue:45290", - "issue:28218|issue:34567", "issue:29159|issue:32090", + "issue:28218|issue:34567", + "issue:44521|issue:45290", "issue:43582|issue:44977", "issue:44554|issue:45446", "issue:45084|issue:45520", @@ -7354,226 +7383,218 @@ "issue:43232|issue:44849", "issue:44186|issue:46192", "issue:43493|issue:43701", + "issue:45381|issue:46209", "issue:45823|issue:46192", - "issue:44315|issue:44849", - "issue:43295|issue:44610", "issue:43295|issue:43450", - "issue:44554|issue:45356", + "issue:43295|issue:44610", "issue:43572|issue:44987", - "issue:37428|issue:43824", + "issue:44554|issue:45356", "issue:43572|issue:43957", - "issue:45200|issue:45325", - "issue:39692|issue:46192", - "issue:45520|issue:46178" + "issue:37428|issue:43824", + "issue:39692|issue:46192" ], - "prepared_review_unit_hash": "22f5dac0a5fffbeb020506cc454b1655398ba764d17ec42de3453cc13ded38e4", + "prepared_review_unit_hash": "b05542b7f5a895e5f50ccf41ac66bdeb2f1dfd5c462538a30168d3936ae02818", "component_budget": { - "node_count": 429, - "item_count": 429, - "soft_pair_count": 1585, - "serialized_chars": 820591, - "estimated_input_tokens": 205148, - "estimated_eval_tokens": 410552 + "node_count": 430, + "item_count": 430, + "soft_pair_count": 1590, + "serialized_chars": 822920, + "estimated_input_tokens": 205730, + "estimated_eval_tokens": 411716 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36818, - "estimated_input_tokens": 9205, - "estimated_eval_tokens": 18666 + "soft_pair_count": 29, + "serialized_chars": 36422, + "estimated_input_tokens": 9106, + "estimated_eval_tokens": 18468 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the items span unrelated tokenizer, generation, import, training, flash-attention, multimodal, and config bugs. I found no true duplicate pair among the soft edges, so no mergeable issue cluster emerges.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue stands out because the set is not a duplicate cluster; the paired items describe different subsystems and different underlying failures.", + "summary": "These issues are broadly unrelated; they span tokenizer behavior, multimodal processors, generation, loading, and backend-specific runtime errors. None of the soft pairs looks like the same underlying bug/change, so I rejected all of them.", + "confidence": 0.93, + "canonical_issue_reason": "issue:44521 is the strongest standalone representative: it is open, has multiple inbound references, and describes a concrete, reproducible apply_chat_template failure in a multimodal path.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44521 is the best standalone anchor only in the sense that it is well-scoped, reproducible, and has active discussion/inbound refs; however, it does not represent the rest of the cluster as duplicates.", + "best_issue_reason": "issue:44521 has the best combination of specificity, reproducibility, and active discussion among the listed issues.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Both involve quantization, but one is about offloading behavior and the other about save/load breakage; different bugs." + }, { "left": "issue:45406", "right": "issue:46121", "accept": false, - "reason": "Gemma4Processor _tokenizer AttributeError vs rope-validation TypeError; different code paths and failures." + "reason": "Gemma4 processor attribute regression vs rope-parameter list typing; unrelated failure modes." }, { "left": "issue:29942", "right": "issue:30333", "accept": false, - "reason": "Flash Attention 2 test failures are unrelated to MLFlow reporting on failed jobs." + "reason": "Flash Attention test failures and MLflow job reporting are unrelated subsystems." }, { "left": "issue:45588", "right": "issue:46050", "accept": false, - "reason": "flash_attention.py sink-less s_aux=None crash is unrelated to sinq save/load quantization breakage." + "reason": "Flash-attention sinkless-model crash vs sinq save/load corruption; not the same code-path problem." }, { "left": "issue:42490", "right": "issue:43696", "accept": false, - "reason": "Local-path import warning has nothing to do with a CUDA OOM on GPT-oss-20b." + "reason": "Local-path import warning and CUDA OOM are entirely different issues." }, { "left": "issue:43844", "right": "issue:44964", "accept": false, - "reason": "ZeRO-3 gradient anomaly is unrelated to loading Phi-4 multimodal on latest transformers." + "reason": "ZeRO-3 gradient growth vs Phi-4 multimodal loading regression; no shared bug." }, { - "left": "issue:44521", - "right": "issue:45290", + "left": "issue:29159", + "right": "issue:32090", "accept": false, - "reason": "Both involve chat template processing, but one is zeroed assistant masks for multimodal inputs and the other is a crash on tool-call messages; not the same bug." + "reason": "Tokenizer slow/fast inconsistency and Trainer GPU broadcast NoneType error are unrelated." }, { "left": "issue:28218", "right": "issue:34567", "accept": false, - "reason": "Tokenizer spacing bug is unrelated to TrainerState token-count tracking." + "reason": "Added-token spacing bug vs TrainerState token counter not updating; different functionality." }, { - "left": "issue:29159", - "right": "issue:32090", + "left": "issue:44521", + "right": "issue:45290", "accept": false, - "reason": "Slow/fast tokenizer inconsistency is unrelated to NoneType GPU broadcast errors in Trainer." + "reason": "Both touch apply_chat_template, but one is all-zero assistant masks for multimodal inputs while the other is a crash on tool-call assistant messages; too distinct to merge." }, { "left": "issue:43582", "right": "issue:44977", "accept": false, - "reason": "Apple Silicon allocator TypeError is unrelated to Qwen3.5 flash-attention generation behavior." + "reason": "AppleSilicon allocator TypeError and Qwen3.5 flash-attention generation bug are unrelated." }, { "left": "issue:44554", "right": "issue:45446", "accept": false, - "reason": "MPS attention correctness issue is unrelated to the flex_attention PyTorch version check." + "reason": "MPS attention correctness issue and a PyTorch version check bug in flex_attention are separate defects." }, { "left": "issue:45084", "right": "issue:45520", "accept": false, - "reason": "Template-node compilation error is unrelated to the Python 3.13 flash_attn import KeyError." + "reason": "Template-node compilation error and flash_attn import KeyError on Python 3.13 do not match." }, { "left": "issue:43540", "right": "issue:45200", "accept": false, - "reason": "Video-input ValueError in Qwen3OmniMoe is unrelated to Gemma4 mm_token_type_ids defaults." + "reason": "Different Gemma/Qwen-style multimodal issues with different symptoms and model paths." }, { "left": "issue:15354", "right": "issue:38175", "accept": false, - "reason": "torch.jit.script GeneratorExp export failure is unrelated to SigLIP2 zero probabilities." + "reason": "TorchScript GeneratorExp export failure and SigLIP2 zero-probabilities are unrelated." }, { "left": "issue:45072", "right": "issue:45198", "accept": false, - "reason": "bfloat16 dtype mismatches in inference are unrelated to Wav2Vec2 save_pretrained/tokenization failures." + "reason": "bfloat16 dtype mismatches in inference and Wav2Vec2 save/tokenization failure are different bugs." }, { "left": "issue:45200", "right": "issue:45823", "accept": false, - "reason": "Gemma4 text-only fine-tuning mask defaults and Gemma4 PLE device placement are different bugs." + "reason": "Both are Gemma4-related, but one is about default token type ids and the other about device placement during forward; not the same issue." }, { "left": "issue:37428", "right": "issue:43957", "accept": false, - "reason": "Missing flash-attention helper import and meta-device model loading are separate import/loading regressions." + "reason": "Flash-attention utility import error vs meta-device model-loading regression are separate loading problems." }, { "left": "issue:43232", "right": "issue:44849", "accept": false, - "reason": "Generation kwargs sync bug is unrelated to Qwen3.5 output_hidden_states behavior." + "reason": "Generation kwargs sync bug and Qwen3.5 hidden-state bug are different code paths." }, { "left": "issue:44186", "right": "issue:46192", "accept": false, - "reason": "LayoutLMv2 NER/padding crash is unrelated to return_tensors being ignored with explicit text_kwargs." + "reason": "LayoutLMv2 NER/padding crashes vs return_tensors being ignored in chat/template kwargs are unrelated tokenizer bugs." }, { "left": "issue:43493", "right": "issue:43701", "accept": false, - "reason": "SigLIP2 HF/JAX discrepancy is unrelated to resume-from-checkpoint key mismatch." - }, - { - "left": "issue:45823", - "right": "issue:46192", - "accept": false, - "reason": "Gemma4 device-map mismatch is unrelated to return_tensors/text_kwargs precedence." + "reason": "SigLIP2 implementation discrepancy and resume_from_checkpoint key mismatch are not the same defect." }, { - "left": "issue:44315", - "right": "issue:44849", + "left": "issue:45381", + "right": "issue:46209", "accept": false, - "reason": "Liger Kernel not applied in model_init is unrelated to the Qwen3.5 hidden-states bug." + "reason": "Qwen2.5-VL video vision_position_ids bug and FP8 inference failure on B200 are unrelated." }, { - "left": "issue:43295", - "right": "issue:44610", + "left": "issue:45823", + "right": "issue:46192", "accept": false, - "reason": "Processor.tokenizer regression is unrelated to OmDet-Turbo producing the wrong image size." + "reason": "Gemma4 device mismatch and return_tensors handling are different issues." }, { "left": "issue:43295", "right": "issue:43450", "accept": false, - "reason": "processor.tokenizer/images regression is unrelated to video processor batched-shape output." + "reason": "Processor/tokenizer regression and batched video-shape bug affect different paths and models." }, { - "left": "issue:44554", - "right": "issue:45356", + "left": "issue:43295", + "right": "issue:44610", "accept": false, - "reason": "MPS attention correctness issue is unrelated to Kimi-K2.5 tokenizer codec regression." + "reason": "Custom processor.tokenizer regression vs OmDet-Turbo resolution mismatch; not mergeable as one bug." }, { "left": "issue:43572", "right": "issue:44987", "accept": false, - "reason": "StableLmConfig pad_token_idx regression is unrelated to a model-loading failure for physical-intelligence/fast." + "reason": "StableLmConfig pad-token regression and a physical-intelligence model load failure are distinct." }, { - "left": "issue:37428", - "right": "issue:43824", + "left": "issue:44554", + "right": "issue:45356", "accept": false, - "reason": "Different import errors: missing flash-support helper vs missing Qwen2.5-VL class." + "reason": "Attention correctness on MPS vs Kimi-K2.5 tokenizer codec regression are unrelated." }, { "left": "issue:43572", "right": "issue:43957", "accept": false, - "reason": "pad_token_idx config regression is unrelated to meta-device loading failures." + "reason": "Config missing pad_token_idx and meta-device loading breakage are different compatibility issues." }, { - "left": "issue:45200", - "right": "issue:45325", + "left": "issue:37428", + "right": "issue:43824", "accept": false, - "reason": "Gemma4 token-type-id defaults and Qwen2.5-VL rope scaling are distinct multimodal bugs." + "reason": "Different import errors for different symbols; no common underlying change." }, { "left": "issue:39692", "right": "issue:46192", "accept": false, - "reason": "SigLIP2 docs errors are unrelated to return_tensors being ignored in tokenizer kwargs." - }, - { - "left": "issue:45520", - "right": "issue:46178", - "accept": false, - "reason": "flash_attn KeyError on Python 3.13 is unrelated to BACKENDS_MAPPING tensorflow_text validation." + "reason": "SigLIP2 docs/model-processor mismatch and return_tensors handling are unrelated." } ] }, @@ -7592,31 +7613,28 @@ "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-10000-429", + "cluster_id": "cluster-10000-430", "nodes": [ "issue:28218", "issue:35141", - "issue:37428", "issue:38175", + "issue:41720", "issue:42490", "issue:42915", "issue:43262", "issue:43278", "issue:43295", "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", @@ -7636,256 +7654,252 @@ "issue:44792", "issue:44857", "issue:44898", - "issue:45083", "issue:45127", "issue:45198", + "issue:45200", + "issue:45325", "issue:45412", "issue:45520", "issue:45563", "issue:45584", "issue:46170", - "issue:46192" + "issue:46178", + "issue:46192", + "issue:46209" ], "soft_pairs": [ + "issue:45200|issue:45325", + "issue:45520|issue:46178", "issue:43295|issue:43873", - "issue:44898|issue:45412", "issue:43550|issue:43844", + "issue:44898|issue:45412", "issue:44466|issue:45127", "issue:43334|issue:43525", "issue:44792|issue:45563", "issue:43824|issue:43975", + "issue:41720|issue:46209", "issue:42915|issue:43824", - "issue:43388|issue:43526", "issue:43450|issue:43575", + "issue:43388|issue:43526", "issue:42490|issue:43493", "issue:43278|issue:43856", "issue:28218|issue:35141", - "issue:43975|issue:45520", - "issue:43526|issue:46192", "issue:38175|issue:43493", "issue:43653|issue:44112", + "issue:43975|issue:45520", + "issue:43526|issue:46192", "issue:44442|issue:45198", - "issue:44514|issue:44521", "issue:45520|issue:46170", "issue:38175|issue:45412", + "issue:44514|issue:44521", "issue:44206|issue:45584", "issue:43262|issue:43450", "issue:43827|issue:43901", "issue:43819|issue:44112", - "issue:44610|issue:44857", - "issue:43819|issue:45083", - "issue:37428|issue:43425", - "issue:43335|issue:43550", - "issue:43606|issue:45083" + "issue:44610|issue:44857" ], - "prepared_review_unit_hash": "caa5e63a998710f41cd432d5acba6f51093bb8978109f7d08ed51981ab96b841", + "prepared_review_unit_hash": "c1d3ae045b663761b81e90587a376b8801c3475e10e6aed08e1b4c15054312a3", "component_budget": { - "node_count": 429, - "item_count": 429, - "soft_pair_count": 1585, - "serialized_chars": 820591, - "estimated_input_tokens": 205148, - "estimated_eval_tokens": 410552 + "node_count": 430, + "item_count": 430, + "soft_pair_count": 1590, + "serialized_chars": 822920, + "estimated_input_tokens": 205730, + "estimated_eval_tokens": 411716 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36918, - "estimated_input_tokens": 9230, - "estimated_eval_tokens": 18716 + "soft_pair_count": 29, + "serialized_chars": 36619, + "estimated_input_tokens": 9155, + "estimated_eval_tokens": 18566 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: most pairs only share a broad subsystem or model family, not the same concrete bug. I would not merge any of the soft-edge candidates. If one issue has to stand in as the representative, `issue:44521` is the strongest due to higher activity and inbound references, but the cluster does not look like a true duplicate set.", - "confidence": 0.78, - "canonical_issue_reason": "`issue:44521` has the most inbound references/discussion and is a user-facing bug in a broadly reused path (`apply_chat_template` for multimodal inputs), so it is the best representative of the noisy cluster.", + "summary": "This set is heterogeneous: tokenizer, multimodal processor, model-loading, training, and docs regressions all appear mixed together. I do not see any soft pair that looks like the same underlying bug/change, so I reject all soft edges.", + "confidence": 0.88, + "canonical_issue_reason": "issue:44521 is the strongest representative bug report in the set: it targets a single concrete runtime failure in `apply_chat_template` for multimodal inputs, has clear API scope, and enough discussion to be triage-friendly.", "canonical_pr_reason": null, - "best_issue_reason": "`issue:44521` is the most impactful and central issue in the set based on activity and references, even though the surrounding items are not true duplicates.", + "best_issue_reason": "issue:44521 is the best issue to anchor on because it is specific, reproducible, and clearly describes a user-facing regression in a named code path.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43295", - "right": "issue:43873", + "left": "issue:45200", + "right": "issue:45325", "accept": false, - "reason": "Different failures: processor/tokenizer regression vs quantization/offloading behavior. Same general area, not the same bug." + "reason": "Different bugs in different model families: Gemma 4 token-type defaults vs Qwen2.5-VL rope-index temporal scaling." }, { - "left": "issue:44898", - "right": "issue:45412", + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "Both are import/backend problems, but one is a `flash_attn` KeyError on Python 3.13 and the other is a TensorFlow Text backend mapping error; not the same failure." + }, + { + "left": "issue:43295", + "right": "issue:43873", "accept": false, - "reason": "Unrelated components: Perceiver interpolation shape handling vs RT-DETR memory release." + "reason": "Different code paths and symptoms: processor/tokenizer image passing regression versus quantization offloading not behaving as expected." }, { "left": "issue:43550", "right": "issue:43844", "accept": false, - "reason": "Different code paths: torch.compile+SDPA on Bamba vs ZeRO-3 gradient growth in DeepSpeed." + "reason": "Both mention training/runtime instability, but one is a Bamba SDPA `torch.compile` failure and the other is gradient explosion with DeepSpeed ZeRO-3." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "One is a Perceiver non-default-resolution forward-path failure; the other is RT-DETR memory not being released after deletion." }, { "left": "issue:44466", "right": "issue:45127", "accept": false, - "reason": "Both mention tied weights, but one is serialization/device-dependent and the other is LoRA merge collapse with extended vocab. Not the same defect." + "reason": "Both involve weights/serialization behavior, but one is inconsistent `lm_head.weight` saving and the other is LoRA merge collapse with extended vocabulary." }, { "left": "issue:43334", "right": "issue:43525", "accept": false, - "reason": "Same symptom class (`pad_token_id` missing) but on different model configs and likely separate fixes." + "reason": "Same broad symptom (`pad_token_id` missing), but different model configs and likely different fixes; not clearly one duplicate bug." }, { "left": "issue:44792", "right": "issue:45563", "accept": false, - "reason": "Janus image-generation test failure is unrelated to a stale warning about `num_return_sequences`." + "reason": "The first is a Janus image-generation test failure; the second is a stale paged-generate warning. Different issues." }, { "left": "issue:43824", "right": "issue:43975", "accept": false, - "reason": "ImportError for a missing class vs incorrect detokenization in a specific model; different problems." + "reason": "ImportError for `Qwen2_5_VLForConditionalGeneration` is unrelated to a DeepSeek detokenization regression." }, { - "left": "issue:42915", - "right": "issue:43824", + "left": "issue:41720", + "right": "issue:46209", "accept": false, - "reason": "Qwen3 MoE FP8 failure and Qwen2.5-VL import error are unrelated." + "reason": "Both are CUDA/FP8-related runtime failures, but one is Qwen3 auto device mapping on A800 and the other is FP8 inference on B200; different problem statements." }, { - "left": "issue:43388", - "right": "issue:43526", + "left": "issue:42915", + "right": "issue:43824", "accept": false, - "reason": "Both involve labels, but one is gather/evaluation batching and the other is image-processor label reduction. Different bugs." + "reason": "Qwen3Moe FP8 failure is unrelated to a missing Qwen2.5-VL import symbol." }, { "left": "issue:43450", "right": "issue:43575", "accept": false, - "reason": "Video processor batch-shape bug vs tensor-parallel OOM when loading a large model." + "reason": "Video processor batch-shape bug versus tensor-parallel OOM on Qwen2-57B; not the same underlying defect." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Different label-handling bugs in different components: metric gathering drops tuple labels vs BeitImageProcessorFast returning only one label." }, { "left": "issue:42490", "right": "issue:43493", "accept": false, - "reason": "Import warning for a trailing-slash path is unrelated to SigLIP2 implementation discrepancies." + "reason": "A trailing-slash local-model import warning is not the same as SigLIP2 implementation mismatch versus JAX." }, { "left": "issue:43278", "right": "issue:43856", "accept": false, - "reason": "Embedding dtype drift and MoE memory usage are different issues." + "reason": "Embedding dtype drift in evaluate is not the same as memory inefficiency in Qwen3 MoE training." }, { "left": "issue:28218", "right": "issue:35141", "accept": false, - "reason": "Tokenizer spacing bug and embedding reinitialization after resizing are distinct tokenizer/model-init issues." + "reason": "Tokenizer extra-space detokenization bug versus embedding reinitialization after `resize_token_embeddings`; different subsystems." }, { - "left": "issue:43975", - "right": "issue:45520", + "left": "issue:38175", + "right": "issue:43493", "accept": false, - "reason": "Detokenization regression and Python 3.13 flash-attn import handling are unrelated." + "reason": "Unexpected zero probabilities in SigLIP2 and HF/JAX discrepancy are related only thematically; they describe different concrete bugs." }, { - "left": "issue:43526", - "right": "issue:46192", + "left": "issue:43653", + "right": "issue:44112", "accept": false, - "reason": "Image label reduction bug vs `text_kwargs` silently overriding `return_tensors`; different API paths." + "reason": "Both are CI/test-related, but one is a BigBirdTokenizer special-token registration bug and the other is a stale GraniteSpeech device-override test." }, { - "left": "issue:38175", - "right": "issue:43493", + "left": "issue:43975", + "right": "issue:45520", "accept": false, - "reason": "Same model family, but one report is zero probabilities and the other is a general HF-vs-JAX discrepancy; not enough evidence of the same concrete bug." + "reason": "DeepSeek detokenization in v5 is unrelated to a Python 3.13 `flash_attn` import failure." }, { - "left": "issue:43653", - "right": "issue:44112", + "left": "issue:43526", + "right": "issue:46192", "accept": false, - "reason": "BigBird tokenizer special-token registration and a GraniteSpeech CI test issue are unrelated." + "reason": "One is BeitImageProcessorFast label reduction; the other is `return_tensors` being ignored when `text_kwargs` is passed." }, { "left": "issue:44442", "right": "issue:45198", "accept": false, - "reason": "Different tokenizers and different failure modes; not duplicates." - }, - { - "left": "issue:44514", - "right": "issue:44521", - "accept": false, - "reason": "Both hit `apply_chat_template`, but one crashes on batched padding=False input while the other returns zero assistant masks. Related area, different bug." + "reason": "Different tokenizer failures: AutoTokenizer cannot load a tokenizer class, while Wav2Vec2 save_pretrained/tokenization breaks for a specific model." }, { "left": "issue:45520", "right": "issue:46170", "accept": false, - "reason": "Different platform/import failures: flash-attn on Python 3.13 vs Windows ROCm distributed dependency." + "reason": "Both involve imports, but one is a Python 3.13 backend lookup error and the other is Windows/ROCm `torch.distributed` dependency handling." }, { "left": "issue:38175", "right": "issue:45412", "accept": false, - "reason": "SigLIP2 zero-probability behavior is unrelated to RT-DETR memory reclamation." + "reason": "SigLIP2 numerical mismatch is unrelated to RT-DETR model memory not being released." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Same processor family, but different concrete failures: batched `apply_chat_template` crash with `padding=False` vs all-zero assistant masks for multimodal inputs." }, { "left": "issue:44206", "right": "issue:45584", "accept": false, - "reason": "Audio feature extractor argument regression vs Whisper empty-transcription generation failure are distinct issues." + "reason": "LASR feature-extractor center-arg regression is unrelated to Whisper empty-transcription failure after `align_special_tokens`." }, { "left": "issue:43262", "right": "issue:43450", "accept": false, - "reason": "Audio chat-template sampling-rate default and batched video processor shape are unrelated." + "reason": "Audio chat-template sampling-rate default bug versus video processor batched-shape bug; different processors and symptoms." }, { "left": "issue:43827", "right": "issue:43901", "accept": false, - "reason": "Both are docs-related, but they cover different APIs and different stale references." + "reason": "Both are docs-related, but one references removed `pipeline()` usage and the other mentions `return_all_scores`; not the same change." }, { "left": "issue:43819", "right": "issue:44112", "accept": false, - "reason": "DAC latent conversion mismatch and GraniteSpeech CI device override test are unrelated." - }, - { - "left": "issue:44610", - "right": "issue:44857", - "accept": false, - "reason": "Wrong processor image size and AMP/CUDA loss crash are different problems." - }, - { - "left": "issue:43819", - "right": "issue:45083", - "accept": false, - "reason": "DAC STE mismatch vs Qwen3 Omni-MoE feature-length helper behavior are unrelated." - }, - { - "left": "issue:37428", - "right": "issue:43425", - "accept": false, - "reason": "A missing internal import and Torch 2.10 incompatibility are different release issues." + "reason": "DAC latent reconstruction mismatch is unrelated to a GraniteSpeech stale device-override CI test." }, - { - "left": "issue:43335", - "right": "issue:43550", - "accept": false, - "reason": "SwitchTransformers config bug and Bamba torch.compile/SDPA failure are unrelated." - }, - { - "left": "issue:43606", - "right": "issue:45083", + { + "left": "issue:44610", + "right": "issue:44857", "accept": false, - "reason": "CPU-offload device mismatch and Qwen3 Omni-MoE helper behavior are not the same bug." + "reason": "OmDet-Turbo processor output size mismatch and LwDetrImageLoss float16/CUDA crash are different bugs in different components." } ] }, @@ -7904,20 +7918,22 @@ "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-10000-429", + "cluster_id": "cluster-10000-430", "nodes": [ "issue:29127", "issue:29942", "issue:32090", + "issue:34689", + "issue:35141", "issue:37428", - "issue:38175", "issue:39692", "issue:42490", "issue:43278", "issue:43335", + "issue:43425", "issue:43504", "issue:43526", "issue:43550", @@ -7940,12 +7956,10 @@ "issue:44779", "issue:44855", "issue:44857", - "issue:44977", "issue:45072", "issue:45083", "issue:45127", "issue:45200", - "issue:45229", "issue:45245", "issue:45290", "issue:45310", @@ -7959,17 +7973,21 @@ "issue:46192" ], "soft_pairs": [ + "issue:43819|issue:45083", + "issue:37428|issue:43425", + "issue:43335|issue:43550", + "issue:43606|issue:45083", "issue:44857|issue:45593", "issue:44448|issue:44743", - "issue:45290|issue:45381", - "issue:45127|issue:45245", "issue:29942|issue:32090", - "issue:45200|issue:45588", + "issue:45127|issue:45245", + "issue:45290|issue:45381", "issue:37428|issue:44351", + "issue:45200|issue:45588", "issue:43278|issue:43825", "issue:43335|issue:43653", - "issue:44206|issue:45823", "issue:43611|issue:43931", + "issue:44206|issue:45823", "issue:43550|issue:44112", "issue:43819|issue:44493", "issue:44855|issue:45083", @@ -7981,236 +7999,253 @@ "issue:45310|issue:45478", "issue:39692|issue:44493", "issue:43720|issue:44112", + "issue:43335|issue:44112", "issue:43335|issue:45072", "issue:44448|issue:44779", - "issue:43335|issue:44112", "issue:44360|issue:44561", - "issue:45920|issue:46192", "issue:42490|issue:43854", - "issue:44977|issue:45229", + "issue:45920|issue:46192", "issue:43606|issue:44857", - "issue:38175|issue:44493" + "issue:34689|issue:35141" ], - "prepared_review_unit_hash": "5c361e0f0d7949927c8792b3d313b6fc7ec88a8fc23f120bab0c8a823d72ffdf", + "prepared_review_unit_hash": "b4f7f39a281a2d3ab4d783bf7c3db5e9843708a21ffb1fc23c800a9f23fb5d61", "component_budget": { - "node_count": 429, - "item_count": 429, - "soft_pair_count": 1585, - "serialized_chars": 820591, - "estimated_input_tokens": 205148, - "estimated_eval_tokens": 410552 + "node_count": 430, + "item_count": 430, + "soft_pair_count": 1590, + "serialized_chars": 822920, + "estimated_input_tokens": 205730, + "estimated_eval_tokens": 411716 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37157, - "estimated_input_tokens": 9290, - "estimated_eval_tokens": 18836 + "soft_pair_count": 34, + "serialized_chars": 38093, + "estimated_input_tokens": 9524, + "estimated_eval_tokens": 19304 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a heterogeneous grab-bag of closed bug reports across unrelated subsystems, with only one clear duplicate pair: the Qwen3.5 MoE from_pretrained regression reports.", - "confidence": 0.87, - "canonical_issue_reason": "No single issue cleanly represents the whole set because the reports cover unrelated failures; among the items, 45310 is the clearest local canonical only for the exact Qwen3.5 MoE duplicate pair.", + "summary": "This cluster is mostly heterogeneous. The only clear duplicate pair is the two identical \"Qwen3.5 Moe from_pretrained error\" issues (45310/45478); the rest are different bugs/regressions in unrelated paths.", + "confidence": 0.94, + "canonical_issue_reason": "issue:45310 is the best anchor because it is the earlier report of the only clear duplicate subgroup, and issue:45478 is an exact title match on the same Qwen3.5 MoE loading failure.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the best issue candidate because it is the earlier, more central report for the only true duplicate pair, and 45478 is essentially the same bug report with a later timestamp.", + "best_issue_reason": "issue:45310 is the strongest representative issue in this cluster because it has the clearest duplicate evidence and best captures the only shared underlying problem here.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "Different failures: DAC latent reconstruction mismatch vs a helper output-length calculation bug." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Both mention loading/version problems, but one is a missing internal import and the other is a broad Torch compatibility complaint; not the same bug." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "Unrelated code paths: SwitchTransformers sparse-layer config vs Bamba torch.compile/SDPA failure." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device-mismatch in Bark is unrelated to qwen3_omni_moe feature-length behavior." + }, { "left": "issue:44857", "right": "issue:45593", "accept": false, - "reason": "Both are model-specific training losses, but one is an AMP/CUDA crash and the other is denoising/aux-loss behavior; different bug surfaces." + "reason": "Different models and symptoms: AMP/CUDA crash in LwDetrImageLoss vs missing auxiliary losses in D-FINE." }, { "left": "issue:44448", "right": "issue:44743", "accept": false, - "reason": "Both mention v4/v5 differences, but one is a Pegasus output regression and the other is a recurrent-state reset bug in modular_qwen3_5.py." + "reason": "Pegasus v4/v5 output drift is not the same as recurrent state reset in modular_qwen3_5 cache handling." }, { - "left": "issue:45290", - "right": "issue:45381", + "left": "issue:29942", + "right": "issue:32090", "accept": false, - "reason": "These are different pipeline areas: tokenization crashes on tool-call messages versus wrong vision_position_ids for Qwen2.5-VL video input." + "reason": "Flash Attention 2 test failures and NoneType broadcast errors in Trainer are unrelated bugs." }, { "left": "issue:45127", "right": "issue:45245", "accept": false, - "reason": "LoRA merge collapse with tied embeddings is unrelated to the category-cardinality runtime error." + "reason": "LoRA/extended-vocab collapse is unrelated to the 2^24 category limit error." }, { - "left": "issue:29942", - "right": "issue:32090", + "left": "issue:45290", + "right": "issue:45381", "accept": false, - "reason": "One is failing Flash Attention 2 tests; the other is a Trainer/_gpu_broadcast_one NoneType error. Different failure modes." + "reason": "Chat-template tool-call crash and Qwen2.5-VL video position-id bug are different features and failure modes." }, { - "left": "issue:45200", - "right": "issue:45588", + "left": "issue:37428", + "right": "issue:44351", "accept": false, - "reason": "Gemma4 mm_token_type_ids defaults and flash_attention s_aux=None handling are separate code paths and problems." + "reason": "Both are import errors, but they reference different missing symbols and likely different regression causes." }, { - "left": "issue:37428", - "right": "issue:44351", + "left": "issue:45200", + "right": "issue:45588", "accept": false, - "reason": "These are different import-level API breakages: a missing flash-attention helper versus missing HybridCache export." + "reason": "Gemma4 mm_token_type_ids handling is unrelated to flash_attention.py crashing on s_aux=None." }, { "left": "issue:43278", "right": "issue:43825", "accept": false, - "reason": "Embedding dtype drift during evaluate is not the same as pipeline() advertising unsupported translation tasks." + "reason": "Embedding dtype drift during evaluate is unrelated to a pipeline translation-task error message regression." }, { "left": "issue:43335", "right": "issue:43653", "accept": false, - "reason": "SwitchTransformers sparse-layer creation and BigBirdTokenizer special-token registration are unrelated bugs." + "reason": "SwitchTransformers sparse-layer creation and BigBirdTokenizer special-token decoding are unrelated." }, { - "left": "issue:44206", - "right": "issue:45823", + "left": "issue:43611", + "right": "issue:43931", "accept": false, - "reason": "Both are Gemma4-related, but one is a feature-extractor arg regression and the other is a device-map forward mismatch." + "reason": "Base-model-prefix loading regression and Qwen3-VL weight-shape mismatch are different model-loading failures." }, { - "left": "issue:43611", - "right": "issue:43931", + "left": "issue:44206", + "right": "issue:45823", "accept": false, - "reason": "Base_model_prefix loading breakage and Qwen3-VL weight-shape mismatch are distinct model-loading failures." + "reason": "Unsupported center arg in LasrFeatureExtractor is unrelated to Gemma4 PLE device placement issues." }, { "left": "issue:43550", "right": "issue:44112", "accept": false, - "reason": "Torch.compile+SDPA failure in Bamba is unrelated to the GraniteSpeech stale device-override CI test." + "reason": "torch.compile with SDPA in Bamba is unrelated to the GraniteSpeech stale device override test." }, { "left": "issue:43819", "right": "issue:44493", "accept": false, - "reason": "DAC.from_latents/STE mismatch is a model-specific forward-vs-latents bug, not the broad position-id key issue." + "reason": "DAC latent forward mismatch is not the same as unexpected position-id keys across many models." }, { "left": "issue:44855", "right": "issue:45083", "accept": false, - "reason": "Python 3.13 IndentationError in DebertaV2 import is unrelated to qwen3_omni_moe feature-extraction length behavior." + "reason": "Python 3.13 IndentationError in DebertaV2 import is unrelated to qwen3_omni_moe feature-length helper behavior." }, { "left": "issue:43335", "right": "issue:43504", "accept": false, - "reason": "SwitchTransformers sparse-layer creation and BEiT semantic-segmentation legacy-field loading are different subsystems and defects." + "reason": "SwitchTransformers sparse-layer bug and Beit legacy-field loading failure are unrelated." }, { "left": "issue:45588", "right": "issue:45859", "accept": false, - "reason": "Both involve offload/flash-related behavior, but one is an AttributeError on s_aux=None and the other is a CPU-offload incompatibility in rotary embedding." + "reason": "Both involve attention/offload-adjacent code, but one is an AttributeError on s_aux=None and the other is CPU-offload incompatibility in a rotary embedding." }, { "left": "issue:29127", "right": "issue:32090", "accept": false, - "reason": "LayoutLMv3 box-info error messaging and Trainer GPU broadcast NoneType are clearly unrelated." + "reason": "LayoutLMv3 box-content validation message and NoneType GPU broadcast are unrelated trainer/model bugs." }, { "left": "issue:43335", "right": "issue:45083", "accept": false, - "reason": "SwitchTransformers sparse-layer config and qwen3_omni_moe length helper behavior do not describe the same bug." + "reason": "SwitchTransformers sparse-layer config and qwen3_omni_moe output-length helper are different subsystems." }, { "left": "issue:39692", "right": "issue:43526", "accept": false, - "reason": "SigLIP2 doc example errors and BEiT Fast image processor label reduction are unrelated issues." + "reason": "SigLIP2 documentation example errors and BeitImageProcessorFast reduce_labels behavior are unrelated." }, { "left": "issue:45310", "right": "issue:45478", "accept": true, - "reason": "Same exact reported bug: transformers>=5.4.0 breaks Qwen3.5 MoE from_pretrained; 45478 is a later duplicate of 45310." + "reason": "Exact same Qwen3.5 Moe from_pretrained regression; titles and failure description match closely, so these are duplicates." }, { "left": "issue:39692", "right": "issue:44493", "accept": false, - "reason": "Documentation example failures are not the same as a general unexpected key/position-id issue across models." + "reason": "Doc-example/model-processor mismatch is unrelated to widespread unexpected position-id keys." }, { "left": "issue:43720", "right": "issue:44112", "accept": false, - "reason": "BitNet packed-weight unpacking during accelerate loading is unrelated to the GraniteSpeech CI device-override test." + "reason": "BitNet packed-weight unpacking during accelerate loading is unrelated to the GraniteSpeech CI device-override failure." }, { "left": "issue:43335", - "right": "issue:45072", + "right": "issue:44112", "accept": false, - "reason": "A sparse-layer config bug is not the same as dtype mismatches in SwitchTransformers/TimmWrapperModel inference." + "reason": "Sparse-layer config bug and stale device override test do not describe the same underlying problem." }, { - "left": "issue:44448", - "right": "issue:44779", + "left": "issue:43335", + "right": "issue:45072", "accept": false, - "reason": "Pegasus v4/v5 output differences and Deepseek tokenizer regressions are separate model/tokenizer bugs." + "reason": "SwitchTransformers sparse-layer creation and bfloat16 dtype mismatches in inference are different defects." }, { - "left": "issue:43335", - "right": "issue:44112", + "left": "issue:44448", + "right": "issue:44779", "accept": false, - "reason": "SwitchTransformers sparse-layer creation and a GraniteSpeech CI test failure are not the same underlying problem." + "reason": "Model output drift in Pegasus and tokenizer errors in Deepseek are unrelated." }, { "left": "issue:44360", "right": "issue:44561", "accept": false, - "reason": "A discussion about the DSA indexer lacking ReLU is not the same as trust_remote_code breakage from removing is_torch_fx_available." - }, - { - "left": "issue:45920", - "right": "issue:46192", - "accept": false, - "reason": "Both involve tokenizer/text kwargs behavior, but one is wrong token IDs across multiple models and the other is return_tensors being ignored when text_kwargs is passed." + "reason": "DSA indexer missing ReLU is unrelated to the removal of is_torch_fx_available breaking trust_remote_code models." }, { "left": "issue:42490", "right": "issue:43854", "accept": false, - "reason": "A local-path import warning and a unit-test model loading failure for GLM-4.7-Flash are different issues." + "reason": "Local-path trailing-slash import warning is unrelated to GLM-4.7-Flash unit-test load failures." }, { - "left": "issue:44977", - "right": "issue:45229", + "left": "issue:45920", + "right": "issue:46192", "accept": false, - "reason": "Qwen3.5 flash-attention generation issues and Gemma4 multi-GPU CUDA OOM are different failure modes." + "reason": "AutoTokenizer wrong IDs and return_tensors being ignored are both tokenizer-related, but they are distinct behaviors and not the same bug." }, { "left": "issue:43606", "right": "issue:44857", "accept": false, - "reason": "CPU-offload device mismatch in bark-small and LwDetrImageLoss AMP/CUDA crash are unrelated." + "reason": "CPU offload device mismatch in Bark and float16 AMP crash in LwDetrImageLoss are unrelated." }, { - "left": "issue:38175", - "right": "issue:44493", + "left": "issue:34689", + "right": "issue:35141", "accept": false, - "reason": "Unexpected zero probabilities in siglip2-base-patch16-224 is not the same as a general unexpected position-id key issue." + "reason": "Llama 3.2 vision model loading break and output embedding reinitialization after resize are different issues." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: the set is heterogeneous, and the only accepted soft pair is 45310/45478, which are near-identical Qwen3.5 MoE from_pretrained reports. The other pairwise rejections are conservative and the reasons stay aligned with the issue titles." + "feedback": "Grounded and conservative overall. The canonical pair choice is supported by the exact title match between issue:45310 and issue:45478, and the rest of the soft-pair rejections stay appropriately cautious given the differing titles/symptoms in the packet. The summary does not overclaim beyond the evidence." }, "evaluator_used": true, "retried": false, @@ -8226,10 +8261,10 @@ "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-10000-429", + "cluster_id": "cluster-10000-430", "nodes": [ "issue:10000", "issue:15354", @@ -8237,9 +8272,9 @@ "issue:29942", "issue:32090", "issue:33357", - "issue:34689", "issue:35141", "issue:37428", + "issue:38175", "issue:40444", "issue:41720", "issue:42490", @@ -8252,11 +8287,13 @@ "issue:43575", "issue:43701", "issue:43723", + "issue:43746", "issue:43873", "issue:43927", "issue:43976", "issue:44448", "issue:44462", + "issue:44493", "issue:44554", "issue:44561", "issue:44568", @@ -8271,255 +8308,253 @@ "issue:45372", "issue:45406", "issue:45440", - "issue:45459", "issue:45491", "issue:45563", "issue:45588", "issue:45698", - "issue:45712", "issue:45803", - "issue:45823" + "issue:46209" ], "soft_pairs": [ - "issue:34689|issue:35141", + "issue:38175|issue:44493", + "issue:44977|issue:45229", "issue:44857|issue:45072", - "issue:44448|issue:44977", + "issue:43746|issue:46209", "issue:40444|issue:43526", + "issue:44448|issue:44977", "issue:28218|issue:32090", "issue:43701|issue:45083", - "issue:43723|issue:44554", - "issue:29942|issue:35141", "issue:32090|issue:33357", "issue:43550|issue:45083", + "issue:29942|issue:35141", + "issue:43723|issue:44554", "issue:44561|issue:44779", + "issue:37428|issue:44987", "issue:43873|issue:45229", "issue:43927|issue:45698", - "issue:37428|issue:44987", "issue:44462|issue:44561", - "issue:41720|issue:45229", - "issue:44977|issue:45563", "issue:43278|issue:43329", + "issue:44977|issue:45563", + "issue:41720|issue:45229", "issue:42490|issue:43575", "issue:10000|issue:15354", "issue:44568|issue:45491", "issue:45372|issue:45588", - "issue:45198|issue:45803", "issue:44857|issue:45588", "issue:43412|issue:45588", - "issue:43976|issue:45440", + "issue:45198|issue:45803", "issue:45372|issue:45406", - "issue:43278|issue:43381", - "issue:45459|issue:45712", - "issue:45588|issue:45823" + "issue:43976|issue:45440", + "issue:43278|issue:43381" ], - "prepared_review_unit_hash": "abbe3156575e09aca9c1d08f1ffbcef69a286916204599f69de0f94fb85cc993", + "prepared_review_unit_hash": "25f6d3ad6bda0ec7a0320acb04118bc585db9337ae336259dbdc5ca5484ff5e8", "component_budget": { - "node_count": 429, - "item_count": 429, - "soft_pair_count": 1585, - "serialized_chars": 820591, - "estimated_input_tokens": 205148, - "estimated_eval_tokens": 410552 + "node_count": 430, + "item_count": 430, + "soft_pair_count": 1590, + "serialized_chars": 822920, + "estimated_input_tokens": 205730, + "estimated_eval_tokens": 411716 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36872, - "estimated_input_tokens": 9218, - "estimated_eval_tokens": 18692 + "serialized_chars": 36798, + "estimated_input_tokens": 9200, + "estimated_eval_tokens": 18656 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are largely unrelated issues; the soft pairs mostly share only broad subsystem keywords (tokenizers, attention, loading, dtype, Gemma/Qwen, etc.) but not the same concrete bug. No pull requests are present.", - "confidence": 0.97, - "canonical_issue_reason": "Issue #43873 is the best canonical issue candidate: it is open, has the strongest cross-references among the set, and describes a broader, actively discussed quantization/offloading malfunction.", + "summary": "This is not a true duplicate cluster: the items span many unrelated issues across tokenization, loading, attention, dtype, OOM, and export paths. All soft duplicate edges look like false positives.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue: the items do not share one underlying defect, so there is no safe umbrella issue to dedupe into.", "canonical_pr_reason": null, - "best_issue_reason": "#43873 is the best representative issue because it is open and appears to be the most central/highly referenced problem in this set.", + "best_issue_reason": "Issue:45698 is the closest thing to a reusable representative because it concerns from_pretrained/save_pretrained behavior, but it still only covers one serialization path and should not be treated as the cluster canonical.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:34689", - "right": "issue:35141", + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Both mention odd model outputs, but they describe different symptoms and likely different code paths; not the same bug." + }, + { + "left": "issue:44977", + "right": "issue:45229", "accept": false, - "reason": "One is a model-loading regression for Llama 3.2 Vision; the other is a post-init embedding reinitialization bug. Different code paths and failure modes." + "reason": "One is a flash-attention generation issue, the other is a multi-GPU OOM; different failures and fixes." }, { "left": "issue:44857", "right": "issue:45072", "accept": false, - "reason": "Both mention dtype problems, but they affect different models and distinct behaviors (loss crash vs inference mismatches). Not the same bug." + "reason": "Both are dtype-related, but they affect different models and different inference paths; not one concrete bug." }, { - "left": "issue:44448", - "right": "issue:44977", + "left": "issue:43746", + "right": "issue:46209", "accept": false, - "reason": "Different models and different symptoms: Pegasus output drift across versions vs Qwen3.5 flash-attention generation failure." + "reason": "PEFT/local checkpoint loading and FP8 inference on B200 are unrelated issues." }, { "left": "issue:40444", "right": "issue:43526", "accept": false, - "reason": "IterableDataset multi-image finetuning failure is unrelated to BeitImageProcessorFast reduce_labels behavior." + "reason": "IterableDataset multi-image finetuning and BEiT fast processor label reduction are different problems." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Different model families and different regressions: output mismatch vs flash-attention generation failure." }, { "left": "issue:28218", "right": "issue:32090", "accept": false, - "reason": "Tokenizer spacing after added tokens and Trainer/_gpu_broadcast_one NoneType errors are unrelated." + "reason": "Tokenizer spacing after added tokens is unrelated to the Trainer _gpu_broadcast NoneType error." }, { "left": "issue:43701", "right": "issue:45083", "accept": false, - "reason": "Checkpoint resume key mismatch is unrelated to a Qwen3 Omni feature-length helper bug." + "reason": "Checkpoint key mismatch and helper-length behavior are separate issues with no shared failing path." }, { - "left": "issue:43723", - "right": "issue:44554", + "left": "issue:32090", + "right": "issue:33357", "accept": false, - "reason": "Tokenizer loading in v5 and an MPS attention correctness issue are different subsystems and failure modes." + "reason": "Trainer broadcast NoneType and MacOS bus error are different runtime failures." }, { - "left": "issue:29942", - "right": "issue:35141", + "left": "issue:43550", + "right": "issue:45083", "accept": false, - "reason": "Flash Attention 2 test failures are unrelated to embedding reinitialization in post_init." + "reason": "torch.compile/SDPA failure is not the same as a feature-length helper bug." }, { - "left": "issue:32090", - "right": "issue:33357", + "left": "issue:29942", + "right": "issue:35141", "accept": false, - "reason": "Trainer broadcast TypeError and MacOS bus error with a CLIP model are not the same underlying defect." + "reason": "Flash Attention 2 test failures and embedding reinitialization in post_init are unrelated." }, { - "left": "issue:43550", - "right": "issue:45083", + "left": "issue:43723", + "right": "issue:44554", "accept": false, - "reason": "torch.compile/SDPA failure for Bamba is unrelated to the qwen3_omni_moe helper-length bug." + "reason": "Tokenizer loading regression and MPS attention correctness are distinct problems." }, { "left": "issue:44561", "right": "issue:44779", "accept": false, - "reason": "A v5 remote-code compatibility break is not the same as DeepSeek tokenizer incorrect results." + "reason": "Removal of is_torch_fx_available and Deepseek tokenizer output changes do not describe the same bug." + }, + { + "left": "issue:37428", + "right": "issue:44987", + "accept": false, + "reason": "Missing flash-support import and loading-physical-intelligence/fast failure are different import/load regressions." }, { "left": "issue:43873", "right": "issue:45229", "accept": false, - "reason": "Quantization/offloading issues and a Gemma4 multi-GPU OOM are both memory-related but not the same bug." + "reason": "Quantization offloading behavior and Gemma4 multi-GPU OOM are not the same defect." }, { "left": "issue:43927", "right": "issue:45698", "accept": false, - "reason": "DiaConfig token-ID persistence and wrong custom module loading after save/load are related to serialization, but they are different concrete failures." - }, - { - "left": "issue:37428", - "right": "issue:44987", - "accept": false, - "reason": "Import error for a flash-attention helper and a model load failure in transformers>=5.1.0 are different incompatibilities." + "reason": "Both involve save/load flows, but one loses custom token IDs while the other loads the wrong custom module; separate bugs." }, { "left": "issue:44462", "right": "issue:44561", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json is unrelated to the removal of is_torch_fx_available." + "reason": "AutoTokenizer ignoring tokenizer.json is unrelated to the v5 FX helper removal regression." }, { - "left": "issue:41720", - "right": "issue:45229", + "left": "issue:43278", + "right": "issue:43329", "accept": false, - "reason": "Qwen3 device-mapping cudaErrorAssert and Gemma4 multi-GPU OOM are separate runtime failures." + "reason": "Embedding dtype drift in eval and an undefined video-branch helper are unrelated." }, { "left": "issue:44977", "right": "issue:45563", "accept": false, - "reason": "Flash-attention generation malfunction and a stale warning in paged generate() are not the same issue." + "reason": "Flash-attention generation crash and stale num_return_sequences warning are different generate() issues." }, { - "left": "issue:43278", - "right": "issue:43329", + "left": "issue:41720", + "right": "issue:45229", "accept": false, - "reason": "Embedding dtype drift in evaluation is unrelated to an undefined-variable bug in multimodal token counting." + "reason": "cudaErrorAssert on auto device mapping is not the same as a multi-GPU OOM." }, { "left": "issue:42490", "right": "issue:43575", "accept": false, - "reason": "Local-path import warning and tensor-parallel OOM when loading Qwen2-57B are different problems." + "reason": "Trailing-slash import warning and tensor-parallel OOM are unrelated loading issues." }, { "left": "issue:10000", "right": "issue:15354", "accept": false, - "reason": "German DistilBertModel issue and torch.jit GeneratorExp export failure for ViT are unrelated." + "reason": "German DistilBertModel issue and GeneratorExp torch.jit.export failure are unrelated model/export bugs." }, { "left": "issue:44568", "right": "issue:45491", "accept": false, - "reason": "Tokenizer special-token insertion bug and Gemma3 NaN embeddings with sliding-window attention are unrelated." + "reason": "Tokenizer special-token behavior and Gemma3 NaN embeddings are different bugs." }, { "left": "issue:45372", "right": "issue:45588", "accept": false, - "reason": "Gemma4 processor import failure and flash_attention.py crashing on s_aux=None are distinct bugs." - }, - { - "left": "issue:45198", - "right": "issue:45803", - "accept": false, - "reason": "Wav2Vec2 save/tokenization failure and a bare-except issue in Fuyu tensor conversion are different code paths." + "reason": "Gemma4 processor import failure and flash_attention crash on s_aux=None happen in different code paths." }, { "left": "issue:44857", "right": "issue:45588", "accept": false, - "reason": "Float16 AMP crash in LwDetrImageLoss and sink-less flash_attention AttributeError are unrelated." + "reason": "LwDetr mixed-precision crash and flash_attention sink-less-model crash are unrelated." }, { "left": "issue:43412", "right": "issue:45588", "accept": false, - "reason": "Executorch export failures for gemma3n and flash_attention s_aux=None crashes are unrelated." + "reason": "Gemma3n executorch export failure and flash_attention AttributeError are different issues." }, { - "left": "issue:43976", - "right": "issue:45440", + "left": "issue:45198", + "right": "issue:45803", "accept": false, - "reason": "Python version compatibility break and DeepSeekV3MoE divergence from remote implementation are different issues." + "reason": "Wav2Vec2 save/tokenization failure and Fuyu bare-except behavior are unrelated." }, { "left": "issue:45372", "right": "issue:45406", "accept": false, - "reason": "Gemma4 processor loading import error and Gemma4 serve missing _tokenizer are separate failures." - }, - { - "left": "issue:43278", - "right": "issue:43381", - "accept": false, - "reason": "BF16/FP32 dtype drift during evaluate and gradient checkpointing in eval mode are not the same bug." + "reason": "Both concern Gemma4 processors, but one is an import dependency error and the other is a missing _tokenizer at serve time." }, { - "left": "issue:45459", - "right": "issue:45712", + "left": "issue:43976", + "right": "issue:45440", "accept": false, - "reason": "Tokenizer error masking when protobuf is absent and leftover dummy classes in dummy_pt_objects.py are unrelated." + "reason": "Python version compatibility and DeepseekV3MoE divergence are unrelated." }, { - "left": "issue:45588", - "right": "issue:45823", + "left": "issue:43278", + "right": "issue:43381", "accept": false, - "reason": "Gemma4 flash-attention AttributeError and Gemma4 PLE device-mapping mismatch affect different parts of the model stack." + "reason": "Embedding dtype mismatch in eval and gradient-checkpointing-in-eval-mode are separate problems." } ] }, @@ -8541,7 +8576,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-429", + "cluster_id": "cluster-10000-430", "nodes": [ "issue:25251", "issue:29127", @@ -8565,20 +8600,17 @@ "issue:43653", "issue:43701", "issue:43756", - "issue:43824", "issue:43873", "issue:43994", "issue:44186", "issue:44206", "issue:44265", - "issue:44279", "issue:44361", "issue:44442", "issue:44448", "issue:44462", "issue:44466", "issue:44479", - "issue:44610", "issue:44743", "issue:44871", "issue:44977", @@ -8590,9 +8622,14 @@ "issue:45459", "issue:45491", "issue:45563", + "issue:45588", + "issue:45712", + "issue:45823", "issue:46121" ], "soft_pairs": [ + "issue:45588|issue:45823", + "issue:45459|issue:45712", "issue:44448|issue:44466", "issue:45245|issue:45563", "issue:43653|issue:44743", @@ -8604,214 +8641,218 @@ "issue:43065|issue:45412", "issue:44871|issue:44977", "issue:43611|issue:46121", - "issue:44361|issue:45198", "issue:32090|issue:33290", + "issue:44361|issue:45198", "issue:42490|issue:43873", - "issue:42915|issue:42994", "issue:33357|issue:39692", + "issue:42915|issue:42994", "issue:29127|issue:34567", "issue:29942|issue:30064", "issue:43994|issue:45412", "issue:44265|issue:45198", "issue:43066|issue:44462", - "issue:43756|issue:45440", "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:43653|issue:44442" ], - "prepared_review_unit_hash": "d385ad560285e18fc5faed98df5db2b779084ecbf910199c68e5c072396960e9", + "prepared_review_unit_hash": "2ab4d983508109d36406734f088f30d2ca5a9a943dfdfba858fd542aea0d2350", "component_budget": { - "node_count": 429, - "item_count": 429, - "soft_pair_count": 1585, - "serialized_chars": 820591, - "estimated_input_tokens": 205148, - "estimated_eval_tokens": 410552 + "node_count": 430, + "item_count": 430, + "soft_pair_count": 1590, + "serialized_chars": 822920, + "estimated_input_tokens": 205730, + "estimated_eval_tokens": 411716 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36086, - "estimated_input_tokens": 9022, - "estimated_eval_tokens": 18300 + "serialized_chars": 36174, + "estimated_input_tokens": 9044, + "estimated_eval_tokens": 18344 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is highly heterogeneous: the soft pairs mostly share only broad themes like tokenizers, generation, quantization, or vision models, but they describe different concrete failures and code paths. I would not merge any of the proposed soft edges.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue stands out because this is not a true duplicate cluster; it mixes unrelated bugs across tokenizer loading, training, quantization, vision processors, and export/runtime behavior.", + "summary": "No soft pair looks like a true duplicate; the candidates share broad subsystems at most, but each points to a different bug or regression.", + "confidence": 0.96, + "canonical_issue_reason": "No clear canonical issue emerges because the set is heterogeneous and the soft pairs are about distinct problems, not one underlying defect.", "canonical_pr_reason": null, - "best_issue_reason": "If forced to pick one representative, #44462 is the cleanest self-contained regression, but it still does not explain the rest of the set and should not be treated as the cluster anchor.", + "best_issue_reason": "No single issue is a safe umbrella representative here; choosing one would be arbitrary since none of the listed bugs subsumes the others.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Different failures in Gemma-family code: one is flash-attention handling of `s_aux=None`, the other is a device-map forward mismatch." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer error masking from missing protobuf is unrelated to leftover dummy PT classes and repo-check leakage." + }, { "left": "issue:44448", "right": "issue:44466", "accept": false, - "reason": "Both involve v5 regressions, but one is generation output and the other is serialization of lm_head.weight; different code paths and symptoms." + "reason": "One is a model output difference across v4/v5, the other is inconsistent serialization of tied weights depending on device." }, { "left": "issue:45245", "right": "issue:45563", "accept": false, - "reason": "Category-count runtime error vs a stale warning in paged generate(); unrelated failures." + "reason": "A category-count runtime error is not the same as a stale warning in paged `generate()`." }, { "left": "issue:43653", "right": "issue:44743", "accept": false, - "reason": "Tokenizer special-token decode bug vs Qwen recurrent-state/cache behavior; not the same bug." + "reason": "BigBirdTokenizer special-token registration and Qwen3.5 recurrent-state reset are unrelated code paths." }, { "left": "issue:25251", "right": "issue:32090", "accept": false, - "reason": "Pipeline output nesting change and Trainer NoneType broadcast error are unrelated." + "reason": "Pipeline `top_k` nesting behavior is unrelated to Trainer broadcast failures on `NoneType`." }, { "left": "issue:44206", "right": "issue:44479", "accept": false, - "reason": "Feature extractor center-arg crash vs Qwen video-input regression; different components and failure modes." + "reason": "A feature-extractor `center` argument crash is not the same as the Qwen video-input regression." }, { "left": "issue:43065", "right": "issue:43994", "accept": false, - "reason": "SAM3 pixel decoder dummy layer vs SigLIP2 model/processor mismatch; not the same underlying issue." + "reason": "Dummy `Conv2d` in Sam3PixelDecoder is unrelated to SigLIP2 nonsense outputs from AutoModel/pipeline loading." }, { "left": "issue:45372", "right": "issue:45459", "accept": false, - "reason": "Gemma 4 processor import failure vs protobuf error masking in tokenizers; separate root causes." + "reason": "Gemma 4 processor import failure due to `ReasoningEffort` is unrelated to protobuf-masked tokenizer errors." }, { "left": "issue:44186", "right": "issue:45198", "accept": false, - "reason": "LayoutLMv2 tokenizer crashes on NER/padding vs Wav2Vec2 save/tokenization failure; unrelated tokenizers." + "reason": "LayoutLMv2 tokenizer crashes on NER/padding are different from Wav2Vec2 save/tokenization failures." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "A dummy layer definition is not the same issue as RT-DETR models not releasing memory on deletion." }, { "left": "issue:44871", "right": "issue:44977", "accept": false, - "reason": "EOS token config mismatch vs flash-attention generation regression; different bugs." + "reason": "An EOS config mismatch in Gemma-3 is unrelated to Qwen3.5 flash-attention generation failures." }, { "left": "issue:43611", "right": "issue:46121", "accept": false, - "reason": "base_model_prefix loading regression and RoPE validation TypeError are unrelated." + "reason": "Base-model-prefix loading breakage is a different bug from `convert_rope_params_to_dict` rejecting JSON-loaded lists." }, { - "left": "issue:44361", - "right": "issue:45198", + "left": "issue:32090", + "right": "issue:33290", "accept": false, - "reason": "MLuke tokenizer AttributeError vs Wav2Vec2 tokenization/save failure; not the same issue." + "reason": "Trainer broadcast of `NoneType` and AdaFactor+DeepSpeed OOM are distinct runtime problems." }, { - "left": "issue:32090", - "right": "issue:33290", + "left": "issue:44361", + "right": "issue:45198", "accept": false, - "reason": "Trainer broadcast NoneType error vs DeepSpeed Adafactor OOM; unrelated operational problems." + "reason": "MLukeTokenizer task-time AttributeError is unrelated to Wav2Vec2 save/tokenization failure." }, { "left": "issue:42490", "right": "issue:43873", "accept": false, - "reason": "Local-path trailing-slash import warning vs quantization/offloading behavior; different code paths." + "reason": "A trailing-slash local-path warning is not the same as quantization offloading misbehavior." }, { - "left": "issue:42915", - "right": "issue:42994", + "left": "issue:33357", + "right": "issue:39692", "accept": false, - "reason": "Both mention quantization, but one fails with FineGrainedFP8Config while the other fails on model saving; not the same bug." + "reason": "A MacOS bus error on a community CLIP model is different from SigLIP2 documentation example errors." }, { - "left": "issue:33357", - "right": "issue:39692", + "left": "issue:42915", + "right": "issue:42994", "accept": false, - "reason": "MacOS bus error loading a CLIP model vs documentation example errors for SigLIP2; unrelated." + "reason": "FineGrainedFP8Config failure for Qwen3Moe and quantized-model saving failure are different bugs." }, { "left": "issue:29127", "right": "issue:34567", "accept": false, - "reason": "LayoutLMv3 error messaging and TrainerState token counting are unrelated." + "reason": "LayoutLMv3 error-message clarity and `num_input_tokens_seen` not updating are unrelated Trainer/layout issues." }, { "left": "issue:29942", "right": "issue:30064", "accept": false, - "reason": "Flash Attention test failures vs void-segmentation-map processing failure; different subsystems." + "reason": "Failing Flash Attention 2 tests are not the same as image-processor void-segmentation-map handling." }, { "left": "issue:43994", "right": "issue:45412", "accept": false, - "reason": "SigLIP2 nonsensical outputs vs RT-DETR memory leak on deletion; unrelated." + "reason": "SigLIP2 wrong outputs and RT-DETR memory retention do not share the same underlying code-path bug." }, { "left": "issue:44265", "right": "issue:45198", "accept": false, - "reason": "torch.export failure with torch_compilable_check vs Wav2Vec2 save/tokenization failure; not the same concrete bug." + "reason": "`torch.export.export` incompatibility with `torch_compilable_check` is unrelated to Wav2Vec2 serialization/tokenization issues." }, { "left": "issue:43066", "right": "issue:44462", "accept": false, - "reason": "Both are tokenizer-loading related, but decoder-type mismatch and ignoring tokenizer.json are distinct failure modes." - }, - { - "left": "issue:43756", - "right": "issue:45440", - "accept": false, - "reason": "Smollm3 RoPE-layer issue vs DeepseekV3MoE implementation divergence; unrelated model-specific bugs." + "reason": "Wrong tokenizer decoder type and ignoring `tokenizer.json` are related to tokenizer loading broadly, but they are not the same concrete defect." }, { "left": "issue:43257", "right": "issue:43278", "accept": false, - "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed vs BF16-to-FP32 eval dtype change; different problems." + "reason": "MOE weight conversion under accelerate+deepspeed is unrelated to embedding dtype changing between train and eval." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE-layer omission and DeepseekV3MoE divergence are different model-specific implementation mismatches." }, { "left": "issue:43421", "right": "issue:45491", "accept": false, - "reason": "Runtime post-processor update bug vs Gemma3 NaN embeddings; no shared code-path." + "reason": "Runtime special-token post-processing updates are unrelated to Gemma3 NaN embeddings with sliding-window attention." }, { "left": "issue:43381", "right": "issue:43701", "accept": false, - "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are unrelated." + "reason": "Gradient checkpointing being disallowed in eval mode is a different issue from resume-from-checkpoint key mismatches." }, { "left": "issue:43653", "right": "issue:44442", "accept": false, - "reason": "BigBirdTokenizer special-token decode issue vs FastSpeech2ConformerTokenizer loading failure; different tokenizer paths." - }, - { - "left": "issue:44610", - "right": "issue:45412", - "accept": false, - "reason": "Processor input-size mismatch vs memory release bug; unrelated." - }, - { - "left": "issue:43824", - "right": "issue:44279", - "accept": false, - "reason": "Missing Qwen2.5-VL import vs generic dependency issue; too broad and not the same underlying defect." + "reason": "BigBirdTokenizer special-token registration and AutoTokenizer loading FastSpeech2ConformerTokenizer are separate tokenizer bugs." } ] }, @@ -8830,10 +8871,10 @@ "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-10000-429", + "cluster_id": "cluster-10000-430", "nodes": [ "issue:29127", "issue:29942", @@ -8851,30 +8892,31 @@ "issue:43575", "issue:43646", "issue:43701", - "issue:43723", "issue:43761", + "issue:43824", "issue:43931", "issue:44062", "issue:44077", "issue:44079", "issue:44186", "issue:44206", + "issue:44279", "issue:44387", "issue:44442", "issue:44464", + "issue:44610", "issue:44625", "issue:44743", "issue:44811", "issue:44857", - "issue:44898", "issue:44977", "issue:45003", "issue:45072", "issue:45103", "issue:45245", "issue:45372", + "issue:45412", "issue:45440", - "issue:45479", "issue:45491", "issue:45584", "issue:45588", @@ -8884,6 +8926,8 @@ "issue:45907" ], "soft_pairs": [ + "issue:44610|issue:45412", + "issue:43824|issue:44279", "issue:45440|issue:45593", "issue:29127|issue:33357", "issue:29942|issue:36010", @@ -8893,215 +8937,213 @@ "issue:45103|issue:45372", "issue:44625|issue:45584", "issue:29127|issue:35141", - "issue:44442|issue:45072", "issue:43334|issue:43531", - "issue:44977|issue:45245", + "issue:44442|issue:45072", "issue:42915|issue:43931", + "issue:44977|issue:45245", "issue:43526|issue:44857", "issue:42490|issue:43381", "issue:43575|issue:43701", - "issue:43262|issue:44206", "issue:43575|issue:44387", + "issue:43262|issue:44206", "issue:44464|issue:45491", "issue:43646|issue:44077", "issue:44743|issue:44811", "issue:43441|issue:45588", "issue:44062|issue:45907", "issue:43761|issue:44079", - "issue:45003|issue:45440", - "issue:43723|issue:45479", - "issue:44442|issue:44898" + "issue:45003|issue:45440" ], - "prepared_review_unit_hash": "63dce8e618a9013cd4464f71e8e187a704bd0398dc28b23d8ab176f2d77606f8", + "prepared_review_unit_hash": "4ef9029a71e088c838ea7ca84c413b54718b8284140b45e8114cb1df82761cdb", "component_budget": { - "node_count": 429, - "item_count": 429, - "soft_pair_count": 1585, - "serialized_chars": 820591, - "estimated_input_tokens": 205148, - "estimated_eval_tokens": 410552 + "node_count": 430, + "item_count": 430, + "soft_pair_count": 1590, + "serialized_chars": 822920, + "estimated_input_tokens": 205730, + "estimated_eval_tokens": 411716 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35252, - "estimated_input_tokens": 8813, - "estimated_eval_tokens": 17882 + "serialized_chars": 35731, + "estimated_input_tokens": 8933, + "estimated_eval_tokens": 18122 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a mixed bag of unrelated Transformers bugs/regressions across model families, tokenizers, generation, audio, and utility code. None of the soft pairs look like the same underlying issue, so no duplicate merge is justified.", - "confidence": 0.9, - "canonical_issue_reason": "Issue 45479 is the clearest representative: it describes a concrete, reproducible regression with broader cross-model impact than the other items.", + "summary": "This cluster is mostly a grab-bag of unrelated Transformers issues. A few pairs are thematically adjacent, but none are convincing duplicates from the available titles alone.", + "confidence": 0.68, + "canonical_issue_reason": "No true duplicate anchor stands out; if one must be chosen, issue #43646 is the broadest framework-level regression and the best representative of the cluster\u2019s few initialization/regression themes.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45479 is the best standalone bug report here because it is self-contained, specific, and clearly framed as a general sequence-classification regression.", + "best_issue_reason": "Issue #43646 is the most generally useful anchor: it describes a broad Transformers 5.0.0 regression affecting custom model initialization, whereas the others are narrower model- or component-specific bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44610", + "right": "issue:45412", + "accept": false, + "reason": "Different problems: processor size mismatch vs memory leak on deletion." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Both mention imports/dependencies, but they describe different failure modes and fixes." + }, { "left": "issue:45440", "right": "issue:45593", "accept": false, - "reason": "Different bugs in different model paths: DeepseekV3MoE divergence vs D-FINE auxiliary loss handling." + "reason": "Unrelated model behavior bugs in different components." }, { "left": "issue:29127", "right": "issue:33357", "accept": false, - "reason": "Unrelated failures: LayoutLMv3 error messaging vs a MacOS CLIP bus error." + "reason": "Different models and completely different failure types." }, { "left": "issue:29942", "right": "issue:36010", "accept": false, - "reason": "Flash Attention 2 test failure and GenerationMixin import error are separate subsystems." + "reason": "Flash Attention test failures are unrelated to the GenerationMixin import error." }, { "left": "issue:43526", "right": "issue:45834", "accept": false, - "reason": "BEiTImageProcessorFast label reduction bug vs Kosmos2.5 OCR index error; different code paths." + "reason": "Both are OCR/vision-related, but the label-reduction bug is not the same as a long-input index error." }, { "left": "issue:43761", "right": "issue:45859", "accept": false, - "reason": "CLIPVisionModel hidden_states regression and Qwen3_5Moe rotary CPU-offload failure are unrelated." + "reason": "Different model families and unrelated runtime issues." }, { "left": "issue:43526", "right": "issue:44186", "accept": false, - "reason": "Both are preprocessing issues, but they affect different processors and failure modes." + "reason": "Both involve tokenizers/processors, but they are distinct bugs with different models and code paths." }, { "left": "issue:45103", "right": "issue:45372", "accept": false, - "reason": "auto_docstring annotation parsing crash vs ReasoningEffort import failure; unrelated." + "reason": "Docstring/introspection crash vs an external import breakage." }, { "left": "issue:44625", "right": "issue:45584", "accept": false, - "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription generation are different bugs." + "reason": "Different model-specific regressions with no shared code path." }, { "left": "issue:29127", "right": "issue:35141", "accept": false, - "reason": "LayoutLMv3 error clarity and token-embedding reinitialization are unrelated issues." - }, - { - "left": "issue:44442", - "right": "issue:45072", - "accept": false, - "reason": "Tokenizer loading failure vs dtype mismatch in inference; no shared concrete code-path bug." + "reason": "Error-message clarity issue versus embedding reinitialization bug." }, { "left": "issue:43334", "right": "issue:43531", "accept": false, - "reason": "Both are Qwen3-family issues, but one is a missing config attr and the other is sliding-window behavior." + "reason": "Same broad Qwen family, but different subsystems and failure mechanisms." }, { - "left": "issue:44977", - "right": "issue:45245", + "left": "issue:44442", + "right": "issue:45072", "accept": false, - "reason": "Flash-attention generation bug and category-count limit error are unrelated." + "reason": "Tokenizer loading and dtype mismatch are unrelated." }, { "left": "issue:42915", "right": "issue:43931", "accept": false, - "reason": "FP8 config failure in Qwen3Moe and Qwen3-VL weight-shape mismatch are distinct load-time problems." + "reason": "Different Qwen model/config failures, not the same bug." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Flash-attention generation bug and category-cardinality error are unrelated." }, { "left": "issue:43526", "right": "issue:44857", "accept": false, - "reason": "Different models and failure mechanisms: label reduction vs float16 AMP crash." + "reason": "Both are vision/detection bugs, but they are separate failure modes." }, { "left": "issue:42490", "right": "issue:43381", "accept": false, - "reason": "Local-path import warning and gradient-checkpointing eval-mode restriction are separate." + "reason": "Local-path import warning and eval-mode gradient checkpointing are unrelated." }, { "left": "issue:43575", "right": "issue:43701", "accept": false, - "reason": "Tensor-parallel OOM and resume_from_checkpoint key mismatch are unrelated training/load issues." + "reason": "Model loading OOM and checkpoint key mismatch are unrelated." }, { - "left": "issue:43262", - "right": "issue:44206", + "left": "issue:43575", + "right": "issue:44387", "accept": false, - "reason": "Audio chat-template sampling-rate default and LasrFeatureExtractor center-arg crash are different bugs." + "reason": "Both concern memory, but the concrete causes and code paths differ." }, { - "left": "issue:43575", - "right": "issue:44387", + "left": "issue:43262", + "right": "issue:44206", "accept": false, - "reason": "Both mention memory, but one is tp OOM on a specific model and the other is int4 reserved-memory growth; not the same bug." + "reason": "Both are audio preprocessing issues, but they affect different APIs and different bugs." }, { "left": "issue:44464", "right": "issue:45491", "accept": false, - "reason": "Chunked generation inconsistency with compiled forward is unrelated to Gemma3 NaN embeddings from sliding-window attention." + "reason": "Generation correctness issues, but on different models and different mechanisms." }, { "left": "issue:43646", "right": "issue:44077", "accept": false, - "reason": "Custom-model init breakage in v5 and patchtsmixer post_init policy are different issues." + "reason": "Related to model initialization/post_init, but not clearly the same underlying bug or fix." }, { "left": "issue:44743", "right": "issue:44811", "accept": false, - "reason": "Recurrent-state reset with cache and Whisper batch_decode skip_special_tokens are unrelated." + "reason": "Qwen recurrent-state bug and Whisper decode option handling are unrelated." }, { "left": "issue:43441", "right": "issue:45588", "accept": false, - "reason": "Both involve flash attention, but they hit different models and distinct crash conditions." + "reason": "Both touch FlashAttention, but they involve different components and distinct crashes." }, { "left": "issue:44062", "right": "issue:45907", "accept": false, - "reason": "AddedToken keyword conflict and list_repo_files revision forwarding are separate API bugs." + "reason": "Tokenizer AddedToken error and list_repo_files revision forwarding are unrelated." }, { "left": "issue:43761", "right": "issue:44079", "accept": false, - "reason": "Hidden_states regression in CLIPVisionModel is not the same as ModelOutput key assignment issues." + "reason": "The ModelOutput title is superficially relevant, but the CLIPVision hidden_states regression is not clearly the same bug." }, { "left": "issue:45003", "right": "issue:45440", "accept": false, - "reason": "Unsafe sys.modules access in modeling_utils and DeepseekV3MoE divergence are unrelated." - }, - { - "left": "issue:43723", - "right": "issue:45479", - "accept": false, - "reason": "Tokenizer loading failure and zero-loss sequence-classification regression do not share the same bug." - }, - { - "left": "issue:44442", - "right": "issue:44898", - "accept": false, - "reason": "FastSpeech2ConformerTokenizer loading and Perceiver non-default resolution failure are different code paths." + "reason": "Unsafe sys.modules access and DeepSeek divergence are unrelated." } ] }, @@ -9120,10 +9162,10 @@ "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-10000-429", + "cluster_id": "cluster-10000-430", "nodes": [ "issue:25251", "issue:28282", @@ -9135,9 +9177,7 @@ "issue:36331", "issue:42490", "issue:42907", - "issue:43065", "issue:43232", - "issue:43295", "issue:43316", "issue:43381", "issue:43388", @@ -9147,9 +9187,9 @@ "issue:43643", "issue:43650", "issue:43720", + "issue:43723", "issue:43749", "issue:43761", - "issue:43825", "issue:43827", "issue:43873", "issue:43931", @@ -9159,254 +9199,263 @@ "issue:44442", "issue:44479", "issue:44496", - "issue:44617", "issue:44743", "issue:44855", "issue:44871", + "issue:44898", "issue:44913", "issue:44987", "issue:45137", "issue:45216", "issue:45290", + "issue:45479", "issue:45698", "issue:45759", "issue:45803", "issue:46178", - "issue:46202" + "issue:46202", + "issue:46209" ], "soft_pairs": [ + "issue:43723|issue:45479", "issue:33290|issue:34689", + "issue:44442|issue:44898", "issue:33290|issue:34567", "issue:43232|issue:43388", - "issue:44479|issue:45290", "issue:33290|issue:35141", "issue:42490|issue:44743", "issue:43316|issue:43525", "issue:43381|issue:43873", "issue:43761|issue:44188", - "issue:44442|issue:45803", + "issue:44479|issue:45290", "issue:34689|issue:43611", "issue:44987|issue:46178", "issue:43720|issue:44442", + "issue:44442|issue:45803", "issue:44077|issue:44479", "issue:43931|issue:45216", "issue:43493|issue:43827", - "issue:42907|issue:45698", "issue:34689|issue:36010", + "issue:42907|issue:45698", "issue:33290|issue:36331", "issue:43316|issue:45759", + "issue:45290|issue:46209", "issue:43749|issue:43931", "issue:43873|issue:44871", - "issue:43650|issue:46202", "issue:43643|issue:44913", + "issue:43650|issue:46202", "issue:44190|issue:44496", "issue:44855|issue:45137", - "issue:25251|issue:28282", - "issue:43065|issue:44617", - "issue:43295|issue:43825" + "issue:25251|issue:28282" ], - "prepared_review_unit_hash": "1984db3e7c7754d3733638ba4ca5fc5ed1093e07e3b76e702f5f4ddf3254e17f", + "prepared_review_unit_hash": "e6ca3bd2dd4dc8669fc9e3b98f7323f82eeac8c6e298612455d6c82a24a3c635", "component_budget": { - "node_count": 429, - "item_count": 429, - "soft_pair_count": 1585, - "serialized_chars": 820591, - "estimated_input_tokens": 205148, - "estimated_eval_tokens": 410552 + "node_count": 430, + "item_count": 430, + "soft_pair_count": 1590, + "serialized_chars": 822920, + "estimated_input_tokens": 205730, + "estimated_eval_tokens": 411716 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36551, - "estimated_input_tokens": 9138, - "estimated_eval_tokens": 18532 + "soft_pair_count": 30, + "serialized_chars": 36936, + "estimated_input_tokens": 9234, + "estimated_eval_tokens": 18724 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the items span unrelated Transformers issues across loading, training, generation, quantization, vision, docs, and model config. None of the soft pairs look like the same underlying bug/change, so no merges are justified.", - "confidence": 0.95, - "canonical_issue_reason": "No single issue cleanly represents a shared underlying defect; the cluster is a semantic grab-bag of distinct problems rather than a true duplicate set.", + "summary": "The set is heterogeneous and does not form a duplicate cluster; all soft-edge pairs are different bugs/changes, often in different subsystems or with different failure modes.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue stands out: these issues cover unrelated regressions across loading, generation, config handling, training, and docs.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "No clear best anchor issue for deduping the whole set; picking any one would conflate distinct bug classes.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43723", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer-loading regression and zero-loss classification bug are unrelated code paths." + }, { "left": "issue:33290", "right": "issue:34689", "accept": false, - "reason": "Different failures: DeepSpeed/Adafactor OOM vs Llama 3.2 Vision model loading regression." + "reason": "DeepSpeed Adafactor OOM and Llama 3.2 vision model-loading failure are different issues." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer import/load failure and Perceiver positional-encoding failure are unrelated." }, { "left": "issue:33290", "right": "issue:34567", "accept": false, - "reason": "Optimizer memory blow-up is unrelated to TrainerState token-count tracking." + "reason": "Optimizer OOM and TrainerState token counter not updating are distinct training bugs." }, { "left": "issue:43232", "right": "issue:43388", "accept": false, - "reason": "Generation kwargs update after sync_gpus is unrelated to metric gathering dropping tuple labels." - }, - { - "left": "issue:44479", - "right": "issue:45290", - "accept": false, - "reason": "Video-input regression in v5.3.0 is not the same as chat-template tool-call crash." + "reason": "Generation kwargs syncing and metric-gathering label truncation affect different paths." }, { "left": "issue:33290", "right": "issue:35141", "accept": false, - "reason": "Adafactor OOM in deepspeed and embedding reinit on resize are different code paths." + "reason": "Deepspeed optimizer OOM is unrelated to embedding reinitialization after resize." }, { "left": "issue:42490", "right": "issue:44743", "accept": false, - "reason": "Path-with-slash warning and Qwen recurrent-state cache reset are unrelated." + "reason": "Local-model path warning and recurrent-state reset in Qwen3.5 are different bugs." }, { "left": "issue:43316", "right": "issue:43525", "accept": false, - "reason": "Both are config-related, but Gemma3TextConfig API mismatch and Llama4 missing pad_token_id are distinct bugs." + "reason": "Both mention config API issues, but Gemma3TextConfig and Llama4Config failures are not the same bug." }, { "left": "issue:43381", "right": "issue:43873", "accept": false, - "reason": "Gradient checkpointing in eval mode and offloading with quantization do not share the same bug." + "reason": "Eval-mode gradient checkpointing and quantized offloading failures are unrelated." }, { "left": "issue:43761", "right": "issue:44188", "accept": false, - "reason": "CLIPVision hidden_states regression is unrelated to torch.compile attention-kernel divergence." + "reason": "CLIP hidden_states regression and attention-kernel divergence under torch.compile are different code paths." }, { - "left": "issue:44442", - "right": "issue:45803", + "left": "issue:44479", + "right": "issue:45290", "accept": false, - "reason": "Tokenizer load failure and bare-except swallowing errors in Fuyu conversion are different issues." + "reason": "Video-input regression and chat-template tool-call crash are separate multimodal bugs." }, { "left": "issue:34689", "right": "issue:43611", "accept": false, - "reason": "Both involve loading, but one is a specific Llama vision model break while the other is a generic base_model_prefix regression." + "reason": "Both are model-loading regressions, but they target different mechanisms and models." }, { "left": "issue:44987", "right": "issue:46178", "accept": false, - "reason": "Model loading failure with transformers>=5.1.0 is unrelated to missing BACKENDS_MAPPING entry for tensorflow_text." + "reason": "Physical-intelligence loading regression and tensorflow_text backend mapping error are unrelated." }, { "left": "issue:43720", "right": "issue:44442", "accept": false, - "reason": "Packed-weight unpacking during accelerate loading is unrelated to AutoTokenizer failing on FastSpeech2ConformerTokenizer." + "reason": "BitNet packed-weight loading and FastSpeech2 tokenizer loading are different failures." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer loading and Fuyu tensor-conversion exception handling are unrelated." }, { "left": "issue:44077", "right": "issue:44479", "accept": false, - "reason": "Optional post_init policy for patchtsmixer and a video-input regression are not the same issue." + "reason": "PatchTSMixer post_init policy and Qwen video regression do not share the same bug." }, { "left": "issue:43931", "right": "issue:45216", "accept": false, - "reason": "Qwen3-VL shape mismatch on load and Qwen3.5 save_pretrained checkpoint corruption are different lifecycle stages and causes." + "reason": "Weight-shape mismatch on load and incorrect checkpoint save behavior are not the same defect." }, { "left": "issue:43493", "right": "issue:43827", "accept": false, - "reason": "SigLIP2 implementation discrepancy and stale docs referencing pipeline() are unrelated." + "reason": "SigLIP2 implementation mismatch and docs still referencing pipeline() are unrelated." }, { - "left": "issue:42907", - "right": "issue:45698", + "left": "issue:34689", + "right": "issue:36010", "accept": false, - "reason": "Dequantized save failure and wrong custom module loaded after save_pretrained are both serialization-related but not the same defect." + "reason": "Model loading regression and GenerationMixin import error are different import/load failures." }, { - "left": "issue:34689", - "right": "issue:36010", + "left": "issue:42907", + "right": "issue:45698", "accept": false, - "reason": "Model loading break for a specific Llama model is unrelated to GenerationMixin import errors." + "reason": "Dequantized save failure and wrong custom-module reload are distinct save/load issues." }, { "left": "issue:33290", "right": "issue:36331", "accept": false, - "reason": "OOM with Adafactor/DeepSpeed is unrelated to CustomTrainer.compute_loss signature breakage." + "reason": "OOM in optimizer setup and compute_loss signature breakage are unrelated training problems." }, { "left": "issue:43316", "right": "issue:45759", "accept": false, - "reason": "Gemma3TextConfig API discrepancy and missing text_config unwrap in AutoModelForCausalLM.from_config are distinct multimodal config bugs." + "reason": "Gemma3TextConfig API discrepancy and Qwen text_config unwrapping bug are different config issues." + }, + { + "left": "issue:45290", + "right": "issue:46209", + "accept": false, + "reason": "Chat template crash and FP8 inference failure on B200 are unrelated." }, { "left": "issue:43749", "right": "issue:43931", "accept": false, - "reason": "FSDP CPU RAM efficient loading failure and Qwen3-VL weight-shape mismatch are different load-time problems." + "reason": "FSDP CPU-efficient loading and Qwen3-VL shape mismatch are different loading regressions." }, { "left": "issue:43873", "right": "issue:44871", "accept": false, - "reason": "Quantization/offloading behavior and eos_token_id list-vs-scalar inconsistency are unrelated." + "reason": "Quantized offloading bug and Gemma eos_token_id inconsistency are unrelated config/runtime issues." }, { - "left": "issue:43650", - "right": "issue:46202", + "left": "issue:43643", + "right": "issue:44913", "accept": false, - "reason": "A vague data request issue is not the same as Gemma pipeline roundtrip failure on the \u2581 token." + "reason": "Remote-code AutoConfig field loss and GPTNeoX rotary_pct reload default are similar in theme but not the same bug." }, { - "left": "issue:43643", - "right": "issue:44913", + "left": "issue:43650", + "right": "issue:46202", "accept": false, - "reason": "trust_remote_code missing fields and GPTNeoX rotary_pct reset on reload are separate config-roundtrip bugs." + "reason": "Placeholder issue and Gemma pipeline roundtrip failure are unrelated." }, { "left": "issue:44190", "right": "issue:44496", "accept": false, - "reason": "Local dataset loading in an example script is unrelated to unrecognized model_type in config.json." + "reason": "Local dataset loading script bug and unrecognized model config error are different failures." }, { "left": "issue:44855", "right": "issue:45137", "accept": false, - "reason": "Python 3.13 JIT parsing error and DeepSpeed ZeRO3 deque underflow are entirely different failures." + "reason": "Python 3.13 import parsing error and ZeRO3 deque IndexError are unrelated." }, { "left": "issue:25251", "right": "issue:28282", "accept": false, - "reason": "Pipeline top_k nesting bug and missing PyTorch ImportError are unrelated." - }, - { - "left": "issue:43065", - "right": "issue:44617", - "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and Sam3Video CUDA OOM are not the same code-path problem." - }, - { - "left": "issue:43295", - "right": "issue:43825", - "accept": false, - "reason": "Processor/tokenizer regression and an incorrect pipeline translation-support error message are different v5 issues." + "reason": "Pipeline output nesting bug and missing-PyTorch import error are clearly unrelated." } ] }, @@ -9425,10 +9474,10 @@ "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-10000-429", + "cluster_id": "cluster-10000-430", "nodes": [ "issue:16998", "issue:22355", @@ -9436,6 +9485,7 @@ "issue:35141", "issue:41950", "issue:42617", + "issue:43065", "issue:43295", "issue:43316", "issue:43388", @@ -9456,6 +9506,7 @@ "issue:43716", "issue:43742", "issue:43761", + "issue:43825", "issue:44077", "issue:44162", "issue:44479", @@ -9463,7 +9514,6 @@ "issue:44514", "issue:44534", "issue:44617", - "issue:44734", "issue:44743", "issue:44792", "issue:44871", @@ -9471,7 +9521,6 @@ "issue:44913", "issue:45127", "issue:45200", - "issue:45406", "issue:45584", "issue:45698", "issue:45803", @@ -9480,224 +9529,224 @@ "issue:46178" ], "soft_pairs": [ - "issue:43540|issue:44514", - "issue:43316|issue:43716", + "issue:43295|issue:43825", + "issue:43065|issue:44617", "issue:43550|issue:43701", "issue:43316|issue:44877", - "issue:44162|issue:44792", + "issue:43316|issue:43716", "issue:43606|issue:43701", + "issue:43540|issue:44514", "issue:44077|issue:44534", - "issue:45803|issue:46170", - "issue:43404|issue:43441", "issue:42617|issue:43575", + "issue:44162|issue:44792", "issue:16998|issue:22355", "issue:44871|issue:45584", - "issue:43673|issue:44743", + "issue:43404|issue:43441", + "issue:45803|issue:46170", "issue:43575|issue:43742", + "issue:43673|issue:44743", "issue:41950|issue:43475", "issue:43295|issue:44871", "issue:43761|issue:44479", "issue:43388|issue:43688", "issue:43452|issue:44496", - "issue:45127|issue:45200", "issue:43646|issue:44913", "issue:44871|issue:46050", + "issue:45127|issue:45200", "issue:43572|issue:46178", "issue:32090|issue:35141", - "issue:43504|issue:45698", - "issue:44734|issue:45406", - "issue:44617|issue:45584" + "issue:43504|issue:45698" ], - "prepared_review_unit_hash": "0c46592f3d61d1e369fa97beae739b64664a8f4beca8a482e18f99e771c66da4", + "prepared_review_unit_hash": "06f9b43e2d84ec8620798e45bd38fbac774daacaa2cc4b8e711fc94ee5d0651b", "component_budget": { - "node_count": 429, - "item_count": 429, - "soft_pair_count": 1585, - "serialized_chars": 820591, - "estimated_input_tokens": 205148, - "estimated_eval_tokens": 410552 + "node_count": 430, + "item_count": 430, + "soft_pair_count": 1590, + "serialized_chars": 822920, + "estimated_input_tokens": 205730, + "estimated_eval_tokens": 411716 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35789, - "estimated_input_tokens": 8948, - "estimated_eval_tokens": 18152 + "serialized_chars": 35716, + "estimated_input_tokens": 8929, + "estimated_eval_tokens": 18114 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is very heterogeneous: it mixes unrelated Transformers bugs across loading, generation, vision/video, config, training, and distributed/runtime paths. None of the soft pairs look like true duplicates, so they should stay separate.", - "confidence": 0.92, - "canonical_issue_reason": "Issue 43646 is the broadest representative in the set because it concerns a generic Transformers v5.0 custom-model initialization regression, but the cluster is too mixed to have a real canonical duplicate.", + "summary": "This cluster is a grab-bag of unrelated Transformers bug reports rather than a duplicate set. None of the soft edges look like the same underlying bug/change, so all should be rejected.", + "confidence": 0.9, + "canonical_issue_reason": "There is no true canonical duplicate in this mixed cluster; if one representative must be chosen, issue 45698 is the broadest and most active open report around save/load behavior after save_pretrained.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43646 is the closest thing to a cluster representative, but only as a loose umbrella for init/load regressions; it does not subsume the other reports.", + "best_issue_reason": "Issue 45698 is the best stand-alone representative here because it is open, well-discussed, and concerns a general from_pretrained/save_pretrained regression affecting custom modules.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43540", - "right": "issue:44514", + "left": "issue:43295", + "right": "issue:43825", "accept": false, - "reason": "Different failures in different processor/model paths: Qwen3OmniMoe video input processing vs Qwen2_5_VL batched chat-template padding." + "reason": "Both are v5 regressions, but one is about processor.tokenizer/image handling and the other is a pipeline translation error message. Different code paths and different failures." }, { - "left": "issue:43316", - "right": "issue:43716", + "left": "issue:43065", + "right": "issue:44617", "accept": false, - "reason": "Gemma3TextConfig API mismatch and Mistral-3 image-preprocessor dtype mismatch are unrelated bugs." + "reason": "Sam3PixelDecoder dummy Conv2d and Sam3Video CUDA OOM are unrelated symptoms in different SAM 3 components." }, { "left": "issue:43550", "right": "issue:43701", "accept": false, - "reason": "torch.compile/SDPA failure is a runtime/model bug; resume_from_checkpoint key mismatch is a separate checkpoint-loading issue." + "reason": "torch.compile + SDPA failure in Bamba is unrelated to a resume_from_checkpoint key mismatch." }, { "left": "issue:43316", "right": "issue:44877", "accept": false, - "reason": "Both are config-related, but they affect different models and different symptoms: Gemma3TextConfig discrepancy vs granite_speech loading strictness." + "reason": "One is an API discrepancy in Gemma3TextConfig; the other is a strict config loading issue for granite_speech. Different underlying bugs." }, { - "left": "issue:44162", - "right": "issue:44792", + "left": "issue:43316", + "right": "issue:43716", "accept": false, - "reason": "ESM2 breakage and a janus test failure are not the same underlying bug." + "reason": "Gemma3TextConfig API mismatch and Mistral-3 image preprocessor dtype mismatch are separate model-specific issues." }, { "left": "issue:43606", "right": "issue:43701", "accept": false, - "reason": "CPU offload device mismatch is unrelated to checkpoint key mismatch on resume." + "reason": "CPU offload device mismatch for bark-small is unrelated to checkpoint resume key handling." }, { - "left": "issue:44077", - "right": "issue:44534", + "left": "issue:43540", + "right": "issue:44514", "accept": false, - "reason": "Both touch v5 behavior, but one is about optional post_init policy and the other about non-persistent buffer initialization." + "reason": "Both involve Qwen multimodal processing, but one is a video-input ValueError in Qwen3OmniMoe and the other is a batched apply_chat_template crash in Qwen2_5_VLProcessor." }, { - "left": "issue:45803", - "right": "issue:46170", + "left": "issue:44077", + "right": "issue:44534", "accept": false, - "reason": "Fuyu exception handling and Windows ROCm/torch.distributed import issues are separate code paths." + "reason": "patchtsmixer post_init validation and non-persistent buffer junk initialization are different regression classes." }, { - "left": "issue:43404", - "right": "issue:43441", + "left": "issue:42617", + "right": "issue:43575", "accept": false, - "reason": "Weight tying in Mistral3ForConditionalGeneration and FlashAttention failures in Ministral-3 are different concrete defects." + "reason": "Failure to run 3d_parallel.py and OOM loading Qwen2-57B with tensor parallelism are unrelated." }, { - "left": "issue:42617", - "right": "issue:43575", + "left": "issue:44162", + "right": "issue:44792", "accept": false, - "reason": "3d_parallel execution failure and tensor-parallel OOM are different symptoms with no shared bug evidence." + "reason": "ESM2 breakage and a janus image-generation test failure do not share the same underlying bug." }, { "left": "issue:16998", "right": "issue:22355", "accept": false, - "reason": "A model_max_length question and a missing transformers.onnx module are unrelated." + "reason": "DeBERTa-V3 model_max_length confusion is unrelated to a missing transformers.onnx module import." }, { "left": "issue:44871", "right": "issue:45584", "accept": false, - "reason": "EOS token config inconsistency and Whisper empty-transcription handling are different bugs." + "reason": "Gemma-3 eos_token_id inconsistency and Whisper empty-transcription generation after align_special_tokens are separate issues." }, { - "left": "issue:43673", - "right": "issue:44743", + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Mistral3 lm_head weight tying and Ministral-3 FlashAttention failure are different concrete code-path problems." + }, + { + "left": "issue:45803", + "right": "issue:46170", "accept": false, - "reason": "Both involve cache, but one is missing GenerationMixin cache in chunked_prefill while the other is recurrent-state reset in a specific modular model." + "reason": "A bare except in Fuyu tensor conversion is unrelated to Windows/ROCm import errors around torch.distributed." }, { "left": "issue:43575", "right": "issue:43742", "accept": false, - "reason": "Tensor-parallel OOM and MobileLLM key errors are unrelated load/runtime problems." + "reason": "Tensor-parallel OOM on Qwen2-57B and a key error loading MobileLLM-125M are not the same bug." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both mention cache/state behavior, but one is a missing GenerationMixin cache in chunked_prefill and the other is recurrent state reset in modular_qwen3_5; different mechanisms and fixes." }, { "left": "issue:41950", "right": "issue:43475", "accept": false, - "reason": "Video-classification processor selection and SAM3 vision encoder attribute access are different failure modes." + "reason": "Video-classification pipeline processor lookup and Sam3Video missing fpn_position_embeddings are unrelated." }, { "left": "issue:43295", "right": "issue:44871", "accept": false, - "reason": "Processor.tokenizer regression and Gemma-3 EOS config mismatch are not the same bug." + "reason": "processor.tokenizer regression and Gemma-3 eos_token_id config inconsistency are unrelated issues." }, { "left": "issue:43761", "right": "issue:44479", "accept": false, - "reason": "CLIPVision hidden_states regression and Qwen VL video-input regression affect different models and code paths." + "reason": "CLIPVisionModel hidden_states regression and Qwen video-input regression affect different models and code paths." }, { "left": "issue:43388", "right": "issue:43688", "accept": false, - "reason": "Label truncation in gather_for_metrics is unrelated to auxiliary-loss normalization." + "reason": "Metric label dropping in last batch and auxiliary loss normalization are both training-related, but they are distinct bugs." }, { "left": "issue:43452", "right": "issue:44496", "accept": false, - "reason": "Both are loading issues, but gguf_file breakage and missing model_type in config.json have different causes." - }, - { - "left": "issue:45127", - "right": "issue:45200", - "accept": false, - "reason": "LoRA merge collapse and Gemma 4 mm_token_type_ids defaults are unrelated." + "reason": "gguf_file loading breakage and unrecognized Olmo-Hybrid config are separate model-loading failures." }, { "left": "issue:43646", "right": "issue:44913", "accept": false, - "reason": "Generic custom-model initialization break and rotary_pct reload default are both config/init-adjacent, but not the same underlying defect." + "reason": "Transformers 5.0 custom model init breakage and GPTNeoX rotary_pct reload behavior are not the same underlying problem." }, { "left": "issue:44871", "right": "issue:46050", "accept": false, - "reason": "EOS token inconsistency and quantized save/load corruption are distinct serialization/config problems." + "reason": "Gemma-3 eos_token_id mismatch and sinq quantized save/load breakage are unrelated persistence/config issues." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA merge collapse with tied embeddings and Gemma 4 mm_token_type_ids defaults are different model-training issues." }, { "left": "issue:43572", "right": "issue:46178", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig and tensorflow_text backend mapping errors are unrelated." + "reason": "StableLmConfig pad_token_idx regression and tensorflow_text backend lookup failure are unrelated." }, { "left": "issue:32090", "right": "issue:35141", "accept": false, - "reason": "GPU broadcast NoneType failure and embedding reinitialization after resize are different bugs." + "reason": "Trainer GPU broadcast NoneType error and token-embedding resize reinitialization are unrelated bugs." }, { "left": "issue:43504", "right": "issue:45698", "accept": false, - "reason": "Legacy-field preset loading and wrong custom-module loading after save_pretrained are both loading-related, but not the same concrete issue." - }, - { - "left": "issue:44734", - "right": "issue:45406", - "accept": false, - "reason": "KV-cache continuation indexing and Gemma4Processor missing _tokenizer are separate serve/processor bugs." - }, - { - "left": "issue:44617", - "right": "issue:45584", - "accept": false, - "reason": "CUDA OOM in Sam3Video and Whisper empty-transcription handling are unrelated." + "reason": "Legacy-field loading for Beit semantic segmentation and wrong custom module loading after save_pretrained are separate save/load issues with different causes." } ] }, @@ -9716,10 +9765,10 @@ "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-10000-429", + "cluster_id": "cluster-10000-430", "nodes": [ "issue:35141", "issue:41720", @@ -9738,39 +9787,40 @@ "issue:43994", "issue:44060", "issue:44077", + "issue:44079", "issue:44112", "issue:44190", "issue:44242", - "issue:44462", "issue:44464", "issue:44479", "issue:44521", "issue:44534", "issue:44610", + "issue:44617", "issue:44734", "issue:44737", "issue:44792", "issue:44855", - "issue:44877", "issue:44913", "issue:44933", "issue:44964", "issue:44977", "issue:45127", "issue:45245", - "issue:45290", "issue:45357", "issue:45362", "issue:45381", + "issue:45406", "issue:45563", "issue:45584", "issue:45588", "issue:45600", "issue:45803", - "issue:45907", "issue:45987" ], "soft_pairs": [ + "issue:44734|issue:45406", + "issue:44617|issue:45584", "issue:45563|issue:45584", "issue:43761|issue:44242", "issue:43525|issue:43531", @@ -9781,229 +9831,233 @@ "issue:44190|issue:44964", "issue:44464|issue:45563", "issue:44792|issue:45600", - "issue:44521|issue:45381", "issue:43827|issue:43994", - "issue:43540|issue:45290", + "issue:44521|issue:45381", + "issue:44855|issue:45588", "issue:41720|issue:45245", "issue:45803|issue:45987", - "issue:43065|issue:44610", - "issue:44855|issue:45588", "issue:35141|issue:42490", + "issue:43065|issue:44610", "issue:44933|issue:45362", "issue:43335|issue:44855", - "issue:44077|issue:44877", "issue:43976|issue:44855", "issue:43644|issue:44913", + "issue:44077|issue:44079", "issue:43550|issue:44190", "issue:43540|issue:44734", - "issue:45127|issue:45357", "issue:44737|issue:45803", - "issue:44462|issue:45907", + "issue:45127|issue:45357", "issue:44112|issue:45600", "issue:43335|issue:44190" ], - "prepared_review_unit_hash": "52451cabab33906c249ddca2fd95319d094e29348ef833045f8dd0bf01204d44", + "prepared_review_unit_hash": "8fc557f970354796617d3b971403468f552956b844448df6e0b1577a03d2bc17", "component_budget": { - "node_count": 429, - "item_count": 429, - "soft_pair_count": 1585, - "serialized_chars": 820591, - "estimated_input_tokens": 205148, - "estimated_eval_tokens": 410552 + "node_count": 430, + "item_count": 430, + "soft_pair_count": 1590, + "serialized_chars": 822920, + "estimated_input_tokens": 205730, + "estimated_eval_tokens": 411716 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36705, - "estimated_input_tokens": 9177, - "estimated_eval_tokens": 18610 + "serialized_chars": 36105, + "estimated_input_tokens": 9027, + "estimated_eval_tokens": 18310 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All proposed soft edges look like false positives. The cluster is a grab-bag of unrelated issues across model bugs, config/loading regressions, docs, and CI/test failures, not a duplicate set.", - "confidence": 0.98, - "canonical_issue_reason": "No single canonical issue fits: the items span many unrelated code paths and failure modes, so there is no clear duplicate anchor.", + "summary": "The proposed pairs are mostly unrelated bug reports that only share broad subsystem keywords. I don\u2019t see any soft edge that safely collapses into a single underlying issue. The closest true duplicate theme in the set is the non-persistent-buffer junk regression, with 43644 as the strongest anchor.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43644 is the best canonical anchor: it describes a concrete, repo-wide regression in non-persistent buffer initialization, and it is the earlier, more detailed report compared with the later near-duplicate title in 44534.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is globally representative enough to serve as a canonical duplicate target for this cluster.", + "best_issue_reason": "issue:43644 is the strongest representative issue because it captures a clear, systemic bug with broad impact and a well-scoped fix target; the rest of the cluster is too heterogeneous to serve as a better canonical.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Different failures: KV-cache continuation indexing in serve vs missing processor state in Gemma4Processor." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "OOM in Sam3Video is unrelated to Whisper empty-transcription failure." + }, { "left": "issue:45563", "right": "issue:45584", "accept": false, - "reason": "Both are generation-related, but one is a stale warning and the other is an empty-transcription crash after token alignment; different bugs." + "reason": "Stale warning for num_return_sequences is unrelated to Whisper\u2019s empty-output regression." }, { "left": "issue:43761", "right": "issue:44242", "accept": false, - "reason": "CLIPVision hidden_states regression and MoE load-balancing loss omission are unrelated model-path issues." + "reason": "Different models and different bugs: CLIPVision hidden_states regression vs MoE load-balancing loss omission." }, { "left": "issue:43525", "right": "issue:43531", "accept": false, - "reason": "Missing pad_token_id on Llama4Config and Qwen3-MoE sliding_window behavior are distinct config/model bugs." + "reason": "Llama4 pad_token_id AttributeError and Qwen3-MoE sliding_window behavior are unrelated." }, { "left": "issue:44792", "right": "issue:44977", "accept": false, - "reason": "A failing Janus image-generation test and Qwen3.5 flash-attention generation issue are different code paths." + "reason": "Janus image-generation test failure is unrelated to Qwen3.5 flash-attention generation behavior." }, { "left": "issue:43931", "right": "issue:44060", "accept": false, - "reason": "Weight-shape mismatch on model load is not the same as an incorrect tied-weights warning in Qwen3-Next." + "reason": "Both involve Qwen3 variants, but one is a weight-shape load mismatch and the other is a tied-weights warning bug." }, { "left": "issue:44479", "right": "issue:44734", "accept": false, - "reason": "Video-input regression in several Qwen VL models and KV-cache continuation crash in serve are unrelated." + "reason": "Video-input regression across Qwen models is unrelated to serve KV-cache tensor indexing." }, { "left": "issue:44534", "right": "issue:44913", "accept": false, - "reason": "Non-persistent buffer initialization bug and GPTNeoX rotary_pct reload bug are separate issues." + "reason": "Non-persistent buffer junk on load is unrelated to GPTNeoX rotary_pct reloading." }, { "left": "issue:44190", "right": "issue:44964", "accept": false, - "reason": "Local dataset loading failure in an example script is unrelated to loading Phi-4-multimodal-instruct." + "reason": "Local dataset loading failure in a training script is unrelated to Phi-4 multimodal model loading." }, { "left": "issue:44464", "right": "issue:45563", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency and a stale num_return_sequences warning are different behaviors." + "reason": "Compiled-forward chunked generation inconsistency is unrelated to a stale warning for num_return_sequences." }, { "left": "issue:44792", "right": "issue:45600", "accept": false, - "reason": "A Janus test failure does not match a CI break from removed Sam3LiteText config references." + "reason": "Janus test failure and auto_mappings CI breakage are different code paths." }, { - "left": "issue:44521", - "right": "issue:45381", + "left": "issue:43827", + "right": "issue:43994", "accept": false, - "reason": "All-zero assistant masks in chat templating and wrong vision_position_ids for Qwen2.5-VL video inputs are different bugs." + "reason": "Docs still referencing pipeline() is unrelated to SigLIP2 producing nonsensical outputs." }, { - "left": "issue:43827", - "right": "issue:43994", + "left": "issue:44521", + "right": "issue:45381", "accept": false, - "reason": "Docs still referencing pipeline() and SigLIP2 nonsensical outputs are not the same issue." + "reason": "Both are multimodal, but one is assistant-mask generation and the other is Qwen2.5-VL vision_position_ids." }, { - "left": "issue:43540", - "right": "issue:45290", + "left": "issue:44855", + "right": "issue:45588", "accept": false, - "reason": "Video processing ValueError in Qwen3OmniMoe and chat-template crashes on tool-call messages are unrelated." + "reason": "Python 3.13 indentation/import parsing error is unrelated to flash_attention s_aux=None handling." }, { "left": "issue:41720", "right": "issue:45245", "accept": false, - "reason": "Qwen3 auto device mapping cuda assert and category-count runtime error do not share a code path." + "reason": "Qwen3 device-mapping CUDA assert is unrelated to category-count overflow." }, { "left": "issue:45803", "right": "issue:45987", "accept": false, - "reason": "Bare except swallowing interrupts in Fuyu batch conversion and StaticCache return-type mismatch are unrelated." - }, - { - "left": "issue:43065", - "right": "issue:44610", - "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and processor/model image-size mismatch are different problems." + "reason": "Bare except swallowing errors in FuyuBatchFeature is unrelated to StaticCache.get_seq_length() returning the wrong type." }, { - "left": "issue:44855", - "right": "issue:45588", + "left": "issue:35141", + "right": "issue:42490", "accept": false, - "reason": "Python 3.13 import parsing failure in DebertaV2 and flash_attention sink-less AttributeError are unrelated." + "reason": "Token-embedding resize/post_init reinit bug is unrelated to local-path trailing-slash import warning." }, { - "left": "issue:35141", - "right": "issue:42490", + "left": "issue:43065", + "right": "issue:44610", "accept": false, - "reason": "Embedding reinitialization in post_init and trailing-slash local model loading warning are different loading behaviors." + "reason": "Sam3PixelDecoder dummy Conv2d is unrelated to OmDet-Turbo processor image-size mismatch." }, { "left": "issue:44933", "right": "issue:45362", "accept": false, - "reason": "Missing image_utils import and Qwen3.5 chat crash are not the same bug." + "reason": "Missing import from image_utils is unrelated to Qwen3.5 chat crashes." }, { "left": "issue:43335", "right": "issue:44855", "accept": false, - "reason": "Sparse-layer creation in SwitchTransformersConfig and DebertaV2 import parsing error are unrelated." - }, - { - "left": "issue:44077", - "right": "issue:44877", - "accept": false, - "reason": "Optional post_init deprecation and strict-config loading failure are different config validation issues." + "reason": "SwitchTransformers sparse-layer construction bug is unrelated to DebertaV2 import parsing on Python 3.13." }, { "left": "issue:43976", "right": "issue:44855", "accept": false, - "reason": "Python version support regression and DebertaV2 import parsing failure are unrelated." + "reason": "Python-version compatibility issue for Transformers 5.1.0 is unrelated to the DebertaV2 scripting parse error." }, { "left": "issue:43644", "right": "issue:44913", "accept": false, - "reason": "Non-persistent buffer junk in v5 and GPTNeoX rotary_pct reload defaulting are separate bugs." + "reason": "These are different bugs: non-persistent buffer initialization vs config reload losing rotary_pct." + }, + { + "left": "issue:44077", + "right": "issue:44079", + "accept": false, + "reason": "PatchTSMixer post_init policy and ModelOutput key assignment are unrelated implementation bugs." }, { "left": "issue:43550", "right": "issue:44190", "accept": false, - "reason": "torch.compile SDPA failure in Bamba and local dataset loading failure are unrelated." + "reason": "Bamba torch.compile SDPA failure is unrelated to local dataset loading in a training example." }, { - "left": "issue:45127", - "right": "issue:45357", + "left": "issue:43540", + "right": "issue:44734", "accept": false, - "reason": "LoRA merge with extended vocab corrupting tied embeddings and incorrect visual encoder keys on save_pretrained are different code paths." + "reason": "Qwen3OmniMoe video-input ValueError is unrelated to serve KV-cache continuation indexing." }, { "left": "issue:44737", "right": "issue:45803", "accept": false, - "reason": "CPU device omission in XLNet positional encoding and Fuyu bare-except error masking are unrelated." + "reason": "XLNet CPU arange bug is unrelated to a bare except in FuyuBatchFeature." }, { - "left": "issue:44462", - "right": "issue:45907", + "left": "issue:45127", + "right": "issue:45357", "accept": false, - "reason": "Tokenizer.json being ignored and list_repo_files not forwarding revision are separate Hub-loading issues." + "reason": "LoRA merge collapse with extended vocab is unrelated to wrong visual encoder keys in save_pretrained." }, { "left": "issue:44112", "right": "issue:45600", "accept": false, - "reason": "GraniteSpeech CI device-override test flake and auto_mappings references to removed configs are different CI problems." + "reason": "GraniteSpeech CI stale test and auto_mappings reference cleanup are different failures." }, { "left": "issue:43335", "right": "issue:44190", "accept": false, - "reason": "SwitchTransformers sparse-layer bug and local dataset loading issue do not share a concrete failure path." + "reason": "SwitchTransformers config bug is unrelated to dataset loading in the training script." } ] }, @@ -10025,7 +10079,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-429", + "cluster_id": "cluster-10000-430", "nodes": [ "issue:36246", "issue:38175", @@ -10041,12 +10095,10 @@ "issue:43404", "issue:43441", "issue:43479", - "issue:43526", "issue:43531", "issue:43643", "issue:43650", "issue:43854", - "issue:43901", "issue:43976", "issue:44016", "issue:44112", @@ -10055,6 +10107,7 @@ "issue:44220", "issue:44246", "issue:44279", + "issue:44462", "issue:44496", "issue:44561", "issue:44683", @@ -10073,17 +10126,19 @@ "issue:45584", "issue:45600", "issue:45632", + "issue:45907", "issue:46082", "issue:46121" ], "soft_pairs": [ + "issue:44462|issue:45907", "issue:46082|issue:46121", - "issue:44938|issue:45542", "issue:39692|issue:44190", + "issue:44938|issue:45542", "issue:43479|issue:45375", "issue:45276|issue:45584", - "issue:36246|issue:41628", "issue:43295|issue:45276", + "issue:36246|issue:41628", "issue:45245|issue:45584", "issue:43650|issue:44220", "issue:44186|issue:44734", @@ -10093,8 +10148,8 @@ "issue:44246|issue:45003", "issue:44683|issue:45446", "issue:43404|issue:45216", - "issue:38175|issue:43065", "issue:44016|issue:44220", + "issue:38175|issue:43065", "issue:43643|issue:44496", "issue:44734|issue:45632", "issue:43854|issue:44964", @@ -10102,220 +10157,219 @@ "issue:44112|issue:44964", "issue:44561|issue:45632", "issue:43976|issue:44987", - "issue:42907|issue:43441", "issue:43531|issue:45600", + "issue:42907|issue:43441", "issue:42490|issue:45632", - "issue:43295|issue:45335", - "issue:43526|issue:43901" + "issue:43295|issue:45335" ], - "prepared_review_unit_hash": "430f822f5a08977e4b0d65f2688b590435f41c6adf14308e078fca93842f98ea", + "prepared_review_unit_hash": "4e79e023105e6bd9466cbd528c214fc02f244305cbe46ef8e4c11ceb59d3513f", "component_budget": { - "node_count": 429, - "item_count": 429, - "soft_pair_count": 1585, - "serialized_chars": 820591, - "estimated_input_tokens": 205148, - "estimated_eval_tokens": 410552 + "node_count": 430, + "item_count": 430, + "soft_pair_count": 1590, + "serialized_chars": 822920, + "estimated_input_tokens": 205730, + "estimated_eval_tokens": 411716 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36665, - "estimated_input_tokens": 9167, - "estimated_eval_tokens": 18590 + "serialized_chars": 36624, + "estimated_input_tokens": 9156, + "estimated_eval_tokens": 18568 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are mostly broad transformer-loading/config/import regressions that look superficially similar but do not share the same concrete bug or code path. I would not merge any of the soft pairs as duplicates.", - "confidence": 0.84, - "canonical_issue_reason": "issue:44964 is the clearest concrete user-facing model-load regression in the set and a reasonable anchor for the cluster\u2019s general load/import failure theme.", + "summary": "These are mostly unrelated issues spanning imports, model loading, config validation, serving, and docs/tests. No soft edge looks like the same underlying bug, so all should be rejected. If one issue has to serve as a representative, issue 44964 is the clearest concrete regression report.", + "confidence": 0.92, + "canonical_issue_reason": "No true duplicate hub stands out; issue:44964 is the strongest representative because it reports a concrete, reproducible model-load regression against latest transformers.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44964 has a specific reproducible failure, a named model, and enough detail to serve as the most representative issue here.", + "best_issue_reason": "issue:44964 is the best single representative: it is specific, user-facing, and clearly describes a reproducible load failure with a named model and version context.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:46082", - "right": "issue:46121", + "left": "issue:44462", + "right": "issue:45907", "accept": false, - "reason": "Different config-validation bugs: one rejects head_dim handling in LlamaConfig, the other errors converting rope ignore keys from JSON-loaded lists." + "reason": "Tokenizer file resolution and Hub file listing are different code paths and different bugs." }, { - "left": "issue:44938", - "right": "issue:45542", + "left": "issue:46082", + "right": "issue:46121", "accept": false, - "reason": "Both involve load/init failures, but one is a Python 3.14 import problem and the other is an installation/backend dependency issue for TensorBoard/TF." + "reason": "LlamaConfig head_dim validation and rope-parameter list handling are unrelated config-validation problems." }, { "left": "issue:39692", "right": "issue:44190", "accept": false, - "reason": "Different failures in different example scripts: a SigLIP2 docs example/model-processor mismatch versus a local dataset loading problem in an image-classification script." + "reason": "Both touch examples/scripts, but one is a SigLIP2 docs example error and the other is local dataset loading in an image-classification script." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import failure and missing TensorFlow backend with only tensorboard installed are unrelated environment issues." }, { "left": "issue:43479", "right": "issue:45375", "accept": false, - "reason": "Both are config-field issues, but they affect different model families and different fields; not the same underlying bug." + "reason": "Both are config-field issues, but they affect different models and different missing/defaulted fields." }, { "left": "issue:45276", "right": "issue:45584", "accept": false, - "reason": "Unrelated code paths: token embedding resizing in gemma4 versus Whisper generation failing after align_special_tokens." + "reason": "Gemma4 embedding resize behavior and Whisper empty transcription after token alignment are unrelated bugs." }, { - "left": "issue:36246", - "right": "issue:41628", + "left": "issue:43295", + "right": "issue:45276", "accept": false, - "reason": "Both are import errors, but for different symbols and APIs; no evidence they stem from the same missing export." + "reason": "Processor/tokenizer regression and Gemma4 embedding resize are different model-path problems." }, { - "left": "issue:43295", - "right": "issue:45276", + "left": "issue:36246", + "right": "issue:41628", "accept": false, - "reason": "Processor/tokenizer regression versus gemma4 embedding resize behavior; different subsystems and failure modes." + "reason": "Both are import errors, but they concern different symbols and likely different missing exports." }, { "left": "issue:45245", "right": "issue:45584", "accept": false, - "reason": "Category cardinality/runtime encoding error versus Whisper empty-transcription generation bug; unrelated." + "reason": "Category-limit runtime error and Whisper empty-transcription failure are unrelated." }, { "left": "issue:43650", "right": "issue:44220", "accept": false, - "reason": "No meaningful overlap beyond generic issue wording; insufficient evidence of a shared bug or code path." + "reason": "A vague data request and an fbank feature extraction bug are not the same underlying issue." }, { "left": "issue:44186", "right": "issue:44734", "accept": false, - "reason": "Tokenizer padding/NER crash and server KV-cache indexing crash are different bugs in different components." + "reason": "Tokenizer crashes on NER/padding and serving KV-cache indexing are different subsystems and failures." }, { "left": "issue:41950", "right": "issue:44016", "accept": false, - "reason": "Video-classification pipeline processor lookup bug versus a notebook syntax error; clearly unrelated." + "reason": "Video-classification processor lookup and a notebook syntax error are unrelated." }, { "left": "issue:36246", "right": "issue:38617", "accept": false, - "reason": "Separate import failures in different modules: Qwen2_5_VLImageProcessor versus layer_type_validation." + "reason": "Different missing imports from different modules; no evidence of a shared root cause." }, { "left": "issue:42175", "right": "issue:44279", "accept": false, - "reason": "A specific missing TensorFlow backend from a torch-only install is not the same as a generic dependency issue." + "reason": "General dependency/install complaint is too broad to match the specific TensorFlow-backend packaging bug." }, { "left": "issue:44246", "right": "issue:45003", "accept": false, - "reason": "Slow import performance and unsafe sys.modules access may both touch imports, but they are not the same concrete bug." + "reason": "Import slowness and unsafe sys.modules access may be related only indirectly, but they are not the same concrete bug." }, { "left": "issue:44683", "right": "issue:45446", "accept": false, - "reason": "Both mention flex_attention/torch versions, but one is a compiled flex_attention failure on torch>=2.9 and the other is a version-check bug for an AuxRequest import." + "reason": "A compiled flex_attention failure on new torch versions and a version-check bug for AuxRequest import are distinct issues." }, { "left": "issue:43404", "right": "issue:45216", "accept": false, - "reason": "Different model-state problems: untied lm_head weights in Mistral3 versus incorrect save_pretrained output for Qwen3.5." + "reason": "Mistral3 lm_head tying and Qwen3.5 save_pretrained checkpoint correctness are different model-specific problems." }, { - "left": "issue:38175", - "right": "issue:43065", + "left": "issue:44016", + "right": "issue:44220", "accept": false, - "reason": "Different models and different symptoms; no shared code path is evident." + "reason": "Notebook syntax error and feature-extraction failure are unrelated." }, { - "left": "issue:44016", - "right": "issue:44220", + "left": "issue:38175", + "right": "issue:43065", "accept": false, - "reason": "Notebook syntax error and audio feature extraction bug are unrelated." + "reason": "SigLIP2 zero probabilities and a dummy Conv2d in Sam3PixelDecoder are different model bugs." }, { "left": "issue:43643", "right": "issue:44496", "accept": false, - "reason": "Both concern model/config loading, but one is missing fields with trust_remote_code and the other is an unrecognized model/config.json problem." + "reason": "Both involve config loading, but one is missing fields with trust_remote_code and the other is unrecognized model/config_type handling." }, { "left": "issue:44734", "right": "issue:45632", "accept": false, - "reason": "Server KV-cache continuation indexing bug versus local trust_remote_code cache-path collision; different behaviors and paths." + "reason": "Serving KV-cache tensor indexing and local trust_remote_code cache-path collision are unrelated." }, { "left": "issue:43854", "right": "issue:44964", "accept": false, - "reason": "Different model-loading failures for different models; no evidence of the same root cause." + "reason": "Both are model-load failures, but for different models and no shared concrete code-path is shown." }, { "left": "issue:44964", "right": "issue:45600", "accept": false, - "reason": "Model loading failure for Phi-4-multimodal-instruct versus auto_mappings references to removed Sam3LiteText configs; different breakages." + "reason": "Phi-4 multimodal loading and broken auto_mappings references to removed Sam3LiteText configs are different breakages." }, { "left": "issue:44112", "right": "issue:44964", "accept": false, - "reason": "A CI test flake in GraniteSpeech is not the same as a user-facing Phi-4-multimodal load regression." + "reason": "CI test flakiness in GraniteSpeech and Phi-4 multimodal load failure are unrelated." }, { "left": "issue:44561", "right": "issue:45632", "accept": false, - "reason": "Both mention trust_remote_code, but one is breakage from removing is_torch_fx_available and the other is a cache-path collision for local models." + "reason": "trust_remote_code breakage from removing is_torch_fx_available and local cache-path collisions are different bugs." }, { "left": "issue:43976", "right": "issue:44987", "accept": false, - "reason": "A general Python-version support bug and a specific model-loading failure are not the same underlying issue." + "reason": "Python-version compatibility and a specific model-loading failure are not the same underlying issue." }, { - "left": "issue:42907", - "right": "issue:43441", + "left": "issue:43531", + "right": "issue:45600", "accept": false, - "reason": "Same model family only, but the bugs are different: saving dequantized models versus FlashAttention failure." + "reason": "Qwen3-MoE sliding_window behavior and Sam3LiteText mapping references are unrelated." }, { - "left": "issue:43531", - "right": "issue:45600", + "left": "issue:42907", + "right": "issue:43441", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and Sam3LiteText auto-mapping cleanup are unrelated." + "reason": "Dequantized Ministral/Devstral saving and FlashAttention failure in Ministral-3 are different code paths." }, { "left": "issue:42490", "right": "issue:45632", "accept": false, - "reason": "Both involve local model paths, but one is a trailing-slash warning and the other is a cache-path collision across leaf directory names." + "reason": "Trailing-slash local-model warning and trust_remote_code cache-path collisions are similar only at a high level; not the same bug." }, { "left": "issue:43295", "right": "issue:45335", "accept": false, - "reason": "Processor/tokenizer regression and t5gemma embedding-resize bug are distinct model behaviors." - }, - { - "left": "issue:43526", - "right": "issue:43901", - "accept": false, - "reason": "Image-processor label reduction bug and documentation mismatch for TextClassificationPipeline are unrelated." + "reason": "Processor/tokenizer regression and t5gemma embedding resize behavior are unrelated." } ] }, @@ -10334,10 +10388,10 @@ "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-10000-429", + "cluster_id": "cluster-10000-430", "nodes": [ "issue:38175", "issue:39692", @@ -10348,6 +10402,7 @@ "issue:43381", "issue:43479", "issue:43525", + "issue:43526", "issue:43577", "issue:43650", "issue:43673", @@ -10363,7 +10418,6 @@ "issue:44336", "issue:44351", "issue:44368", - "issue:44462", "issue:44496", "issue:44521", "issue:44617", @@ -10372,7 +10426,6 @@ "issue:44933", "issue:45020", "issue:45042", - "issue:45081", "issue:45200", "issue:45216", "issue:45278", @@ -10386,248 +10439,256 @@ "issue:45759", "issue:45812", "issue:45823", - "issue:46132" + "issue:46132", + "issue:46209" ], "soft_pairs": [ + "issue:43526|issue:43901", "issue:44496|issue:45042", - "issue:44016|issue:44062", "issue:43673|issue:44336", + "issue:44016|issue:44062", "issue:43335|issue:45593", "issue:43824|issue:44933", "issue:44075|issue:44368", "issue:43299|issue:45216", - "issue:43976|issue:44279", "issue:43381|issue:45593", + "issue:43976|issue:44279", "issue:43901|issue:44496", + "issue:43650|issue:46209", "issue:44496|issue:45759", "issue:45335|issue:45584", "issue:43479|issue:43525", - "issue:44521|issue:45325", "issue:44242|issue:45200", + "issue:44521|issue:45325", "issue:43299|issue:45357", "issue:44351|issue:45278", "issue:43577|issue:45216", "issue:41950|issue:45020", "issue:38175|issue:44617", "issue:41950|issue:45823", - "issue:44779|issue:45812", - "issue:44279|issue:45405", "issue:39692|issue:43901", + "issue:44279|issue:45405", + "issue:44779|issue:45812", "issue:44683|issue:45542", "issue:43295|issue:44779", "issue:43976|issue:45405", "issue:43299|issue:43854", - "issue:43650|issue:46132", - "issue:44462|issue:45081" + "issue:43650|issue:46132" ], - "prepared_review_unit_hash": "8aab79cfa70a733fea1d6ae08b2745f2829d233ee373f2ad9e45c735c9bc9d0f", + "prepared_review_unit_hash": "b9e92835a2227e37387f4ac88b523cb3013f610ba5b91bb331d9b9897f689fbd", "component_budget": { - "node_count": 429, - "item_count": 429, - "soft_pair_count": 1585, - "serialized_chars": 820591, - "estimated_input_tokens": 205148, - "estimated_eval_tokens": 410552 + "node_count": 430, + "item_count": 430, + "soft_pair_count": 1590, + "serialized_chars": 822920, + "estimated_input_tokens": 205730, + "estimated_eval_tokens": 411716 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36712, - "estimated_input_tokens": 9178, - "estimated_eval_tokens": 18612 + "soft_pair_count": 31, + "serialized_chars": 36919, + "estimated_input_tokens": 9230, + "estimated_eval_tokens": 18716 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft-edge pair looks like a true duplicate or the same fix; the set is mostly heterogeneous regressions, docs issues, and tokenizer/import bugs across different models and code paths.", - "confidence": 0.94, - "canonical_issue_reason": "issue:44521 is the most central user-facing bug in the set: it is open, has the most inbound references, and reports a broad multimodal chat-template failure.", + "summary": "This cluster is highly heterogeneous: the soft pairs share superficial themes like regressions, imports, multimodal processors, or config handling, but they do not look like the same underlying bug/change.", + "confidence": 0.79, + "canonical_issue_reason": "If one issue must represent the cluster, issue:45278 is the broadest umbrella because it covers a version-upgrade/import-breakage class that overlaps with several items here. That said, the cluster is too mixed to treat any single issue as a true canonical duplicate target.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is the best representative issue to keep because it is actionable, well-scoped, and impacts a common multimodal API path.", + "best_issue_reason": "issue:45278 is the most generally applicable and user-facing among the set, so it is the best representative issue even though it does not subsume the unrelated tokenizer, multimodal, training, and notebook bugs in this cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44496", - "right": "issue:45042", + "left": "issue:43526", + "right": "issue:43901", "accept": false, - "reason": "Different bugs: model-loading/config resolution versus PIL image processor dependency handling." + "reason": "Different surfaces: BeitImageProcessorFast label reduction vs text-classification docs for return_all_scores; not the same bug." }, { - "left": "issue:44016", - "right": "issue:44062", + "left": "issue:44496", + "right": "issue:45042", "accept": false, - "reason": "Unrelated failures: a notebook syntax error versus an AddedToken constructor keyword collision." + "reason": "Model/config loading failure vs PIL image processor dependency regression; unrelated codepaths." }, { "left": "issue:43673", "right": "issue:44336", "accept": false, - "reason": "Different subsystems and symptoms: chunked prefill cache plumbing versus ANSI output formatting." + "reason": "Generation cache failure during chunked prefill vs ANSI escape handling in loading_report; no shared underlying bug." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error vs tokenizer AddedToken argument duplication; different failure modes entirely." }, { "left": "issue:43335", "right": "issue:45593", "accept": false, - "reason": "Different model paths and behaviors: SwitchTransformers sparse-layer construction versus D-FINE auxiliary-loss handling." + "reason": "Sparse-layer config creation bug vs missing auxiliary losses when denoising is off; not the same change." }, { "left": "issue:43824", "right": "issue:44933", "accept": false, - "reason": "Both are import-related, but they concern different missing symbols/modules and different underlying fixes." + "reason": "Missing Qwen2.5-VL export symbol vs nonexistent image_utils import; different modules and causes." }, { "left": "issue:44075", "right": "issue:44368", "accept": false, - "reason": "Optimizer argument usage and a tie_word_embeddings warning are unrelated issues." + "reason": "Optimizer hyperparameter handling vs a tie_word_embeddings warning in Qwen3.5 fine-tuning; unrelated." }, { "left": "issue:43299", "right": "issue:45216", "accept": false, - "reason": "Different regression surfaces: Qwen3VL model loading versus Qwen3.5 save_pretrained checkpoint content." + "reason": "Qwen3VL model loading regression vs Qwen3.5 save_pretrained serialization regression; different stages and codepaths." }, { - "left": "issue:43976", - "right": "issue:44279", + "left": "issue:43381", + "right": "issue:45593", "accept": false, - "reason": "The first is a Python-version compatibility claim; the second is a vague dependency issue with no matching concrete failure." + "reason": "Gradient-checkpointing/eval-mode logic vs D-FINE loss computation; no common underlying defect." }, { - "left": "issue:43381", - "right": "issue:45593", + "left": "issue:43976", + "right": "issue:44279", "accept": false, - "reason": "Gradient-checkpointing eval-mode behavior is unrelated to D-FINE auxiliary losses." + "reason": "Python-version compatibility regression vs vague dependency issue; too broad and not the same bug." }, { "left": "issue:43901", "right": "issue:44496", "accept": false, - "reason": "Docs mention of return_all_scores is unrelated to a model import/config error." + "reason": "Outdated docs around return_all_scores vs an actual model-loading error; different artifacts and fixes." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "Placeholder issue text vs FP8 inference on B200 hardware; clearly unrelated." }, { "left": "issue:44496", "right": "issue:45759", "accept": false, - "reason": "Both involve model resolution, but one is a missing model_type import failure and the other is a composite-config unwrap bug." + "reason": "Unrecognized multimodal model loading vs AutoModelForCausalLM not unwrapping text_config; both config-related but distinct codepaths." }, { "left": "issue:45335", "right": "issue:45584", "accept": false, - "reason": "Tokenizer embedding resize and Whisper empty-transcription generation are different code paths." + "reason": "Token-embedding resize bug vs Whisper empty-transcription generation failure after token alignment; unrelated." }, { "left": "issue:43479", "right": "issue:43525", "accept": false, - "reason": "Different config initialization bug versus a missing pad_token_id attribute error." + "reason": "Default sub-config initialization in Phi4MultimodalConfig vs missing pad_token_id attribute in Llama4Config; different config bugs." }, { - "left": "issue:44521", - "right": "issue:45325", + "left": "issue:44242", + "right": "issue:45200", "accept": false, - "reason": "Assistant-mask generation in chat templates and rope-index temporal scaling are distinct multimodal bugs." + "reason": "Router load-balancing loss omission vs Gemma4 mm_token_type_ids defaulting; separate multimodal/training behaviors." }, { - "left": "issue:44242", - "right": "issue:45200", + "left": "issue:44521", + "right": "issue:45325", "accept": false, - "reason": "Load-balancing loss gating and mm_token_type_ids defaults are separate model-loss/config issues." + "reason": "assistant mask generation in chat templating vs rope-index temporal scaling; both multimodal but different mechanisms." }, { "left": "issue:43299", "right": "issue:45357", "accept": false, - "reason": "Both are Qwen3.5-related, but one is a loading regression and the other is incorrect save_pretrained key serialization." + "reason": "Qwen3VL loading issue vs Qwen3.5 save_pretrained visual-key regression; different model families and serialization paths." }, { "left": "issue:44351", "right": "issue:45278", "accept": false, - "reason": "A specific HybridCache import failure is not the same as a broad collection of import errors." + "reason": "Specific HybridCache import failure vs broad import errors after upgrade; related theme but not the same underlying bug." }, { "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "BLIP2 dtype propagation and Qwen3.5 checkpoint saving are unrelated regressions." + "reason": "dtype propagation on Blip2 load vs Qwen3.5 checkpoint-saving regression; distinct model-specific issues." }, { "left": "issue:41950", "right": "issue:45020", "accept": false, - "reason": "Video-classification processor lookup and remote_code model breakage do not share the same concrete bug." + "reason": "Video-classification pipeline choosing image processors vs remote_code model breakage; not the same codepath." }, { "left": "issue:38175", "right": "issue:44617", "accept": false, - "reason": "Zero probabilities in SigLIP2 and Sam3Video OOM are unrelated symptoms and fixes." + "reason": "Unexpected zero probabilities in SigLIP2 vs CUDA OOM in Sam3Video; different symptom and root cause." }, { "left": "issue:41950", "right": "issue:45823", "accept": false, - "reason": "Image-processor lookup in video classification is unrelated to Gemma4 device-map placement." + "reason": "Pipeline processor lookup bug vs Gemma4 device placement mismatch; unrelated bugs." }, { - "left": "issue:44779", - "right": "issue:45812", + "left": "issue:39692", + "right": "issue:43901", "accept": false, - "reason": "Different tokenizer regressions affecting different model families; not the same underlying bug." + "reason": "SigLIP2 docs example with model/processor mismatch and quantization failure vs a different docs mismatch about return_all_scores." }, { "left": "issue:44279", "right": "issue:45405", "accept": false, - "reason": "A general dependency issue is not the same as a PEFT minimum-version bump." + "reason": "Generic dependency issue vs PEFT minimum-version bump to an unreleased release; not the same defect." }, { - "left": "issue:39692", - "right": "issue:43901", + "left": "issue:44779", + "right": "issue:45812", "accept": false, - "reason": "Both are documentation-related, but they refer to different docs and different failures." + "reason": "Tokenizer regression for Deepseek models vs Granite tokenizer regression; same broad area, but different models and likely different fixes." }, { "left": "issue:44683", "right": "issue:45542", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 and a missing TensorFlow backend are unrelated." + "reason": "Compiled flex_attention on torch>=2.9 vs optional backend detection for tensorboard/TensorFlow; unrelated." }, { "left": "issue:43295", "right": "issue:44779", "accept": false, - "reason": "Processor/tokenizer API regression versus Deepseek tokenization output regression are different bugs." + "reason": "Processor/tokenizer API regression in custom model code vs Deepseek tokenization correctness regression; different failure modes." }, { "left": "issue:43976", "right": "issue:45405", "accept": false, - "reason": "Python support mismatch and unreleased PEFT version pin are unrelated dependency problems." + "reason": "Python compatibility problem vs unreleased PEFT version bump; unrelated dependency concerns." }, { "left": "issue:43299", "right": "issue:43854", "accept": false, - "reason": "Different Qwen-related loading/import failures for different models and failure modes." + "reason": "Qwen3VL MoE loading regression vs GLM-4.7-Flash loading in tests; different model families and loader paths." }, { "left": "issue:43650", "right": "issue:46132", "accept": false, - "reason": "A placeholder data issue and an AttentionInterface.register behavior change are unrelated." - }, - { - "left": "issue:44462", - "right": "issue:45081", - "accept": false, - "reason": "Tokenizer.json precedence and a Mistral regex patch crash are different tokenizer-loading bugs." + "reason": "Empty/placeholder issue vs AttentionInterface.register behavior change; no duplicate relationship." } ] }, @@ -10646,13 +10707,12 @@ "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-10000-429", + "cluster_id": "cluster-10000-430", "nodes": [ "issue:33290", - "issue:41950", "issue:42175", "issue:42994", "issue:43065", @@ -10660,13 +10720,14 @@ "issue:43317", "issue:43441", "issue:43450", - "issue:43650", + "issue:43525", "issue:43653", "issue:43673", "issue:43723", "issue:43761", "issue:43784", "issue:43824", + "issue:43881", "issue:43901", "issue:43976", "issue:43994", @@ -10701,12 +10762,12 @@ "issue:45907" ], "soft_pairs": [ + "issue:44462|issue:45081", "issue:43450|issue:44279", - "issue:44297|issue:44462", - "issue:45081|issue:45907", "issue:44016|issue:44291", + "issue:44297|issue:44462", "issue:43441|issue:45834", - "issue:41950|issue:43650", + "issue:45081|issue:45907", "issue:44466|issue:45276", "issue:45600|issue:45712", "issue:42994|issue:43317", @@ -10717,215 +10778,222 @@ "issue:43065|issue:44898", "issue:44261|issue:44263", "issue:43441|issue:44683", - "issue:44016|issue:45823", "issue:44361|issue:45593", - "issue:43723|issue:44162", + "issue:44016|issue:45823", "issue:42175|issue:43976", + "issue:43723|issue:44162", "issue:44671|issue:44779", "issue:43262|issue:44521", "issue:43901|issue:43994", "issue:43673|issue:43761", "issue:43784|issue:45542", "issue:43824|issue:43976", + "issue:43450|issue:44617", "issue:44297|issue:45397", - "issue:43450|issue:44617" + "issue:43525|issue:43881" ], - "prepared_review_unit_hash": "fbae76c87136d040cc365101d3d2bb364b54bd1d1d2fe78612ae157c4fce5da9", + "prepared_review_unit_hash": "c4885effb66f2cf40f2432dd719626865cad5df061840c83a793500b67ba4700", "component_budget": { - "node_count": 429, - "item_count": 429, - "soft_pair_count": 1585, - "serialized_chars": 820591, - "estimated_input_tokens": 205148, - "estimated_eval_tokens": 410552 + "node_count": 430, + "item_count": 430, + "soft_pair_count": 1590, + "serialized_chars": 822920, + "estimated_input_tokens": 205730, + "estimated_eval_tokens": 411716 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 35994, - "estimated_input_tokens": 8999, - "estimated_eval_tokens": 18254 + "soft_pair_count": 29, + "serialized_chars": 36319, + "estimated_input_tokens": 9080, + "estimated_eval_tokens": 18416 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a very heterogeneous similarity cluster: tokenizer I/O, processor/chat-template bugs, quantization/load issues, vision/audio regressions, DeepSpeed optimizer problems, and unrelated docs/CI items. None of the soft-edge pairs look like the same underlying bug/change, so I would not merge any of them as duplicates.", - "confidence": 0.93, - "canonical_issue_reason": "There is no strong single canonical issue for the whole cluster; if forced to anchor a subgroup, issue 44462 (\"AutoTokenizer ignores tokenizer.json from the repository\") is the most concrete and broadly representative tokenizer-loading regression. Even so, the cluster is too mixed to treat it as the true canonical for all items.", + "summary": "This cluster is very heterogeneous: the soft-similarity pairs are mostly topical overlaps (tokenizers, attention, deepspeed, processors, CI) rather than true duplicates. I would not merge any of the suggested pairs.", + "confidence": 0.88, + "canonical_issue_reason": "Issue #44521 is the strongest anchor candidate: it is active, user-facing, has multiple inbound references, and describes a clear multimodal processor regression with broad impact.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44462 is the best issue anchor only in a narrow tokenizer-loading sense: it is concrete, user-facing, and closest to the other tokenizer-related reports. It is not a good global representative of this cluster because most items are unrelated.", + "best_issue_reason": "Issue #44521 is the best duplicate-target candidate among the issues because it is well-scoped, current, and likely to attract related reports if any exist.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43450 \u2013 Video processors return incorrect shape when input is batched", - "right": "issue:44279 \u2013 Dependency issue with transformers", + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer-loading bugs, but one is AutoTokenizer ignoring tokenizer.json and the other is a Mistral regex patch crash; different failure paths." + }, + { + "left": "issue:43450", + "right": "issue:44279", "accept": false, - "reason": "Different problem domains: a batched video-processor shape bug vs a generic dependency complaint. No shared code-path." + "reason": "Unrelated issues: batched video processor shape bug vs a generic dependency problem." }, { - "left": "issue:44297 \u2013 tokenizer.save_pretrained: tokenizer_class in tokenizer_config.json doesn't match the original", - "right": "issue:44462 \u2013 AutoTokenizer ignores tokenizer.json from the repository", + "left": "issue:44016", + "right": "issue:44291", "accept": false, - "reason": "Both are tokenizer-related, but one is save/serialization metadata and the other is load-time file selection. Related area, not the same bug." + "reason": "Notebook syntax error and init_empty_weights TypeError are different problems with no shared code path." }, { - "left": "issue:45081 \u2013 _patch_mistral_regex crashes with AttributeError on loading Mistral tokenizer with fix_mistral_regex=True", - "right": "issue:45907 \u2013 list_repo_files should forward the revision argument", + "left": "issue:44297", + "right": "issue:44462", "accept": false, - "reason": "Unrelated utility/CI issue vs tokenizer regex patch crash. Different APIs and failure modes." + "reason": "Both touch tokenizer save/load behavior, but one is tokenizer_class serialization mismatch and the other is repository tokenizer file selection." }, { - "left": "issue:44016 \u2013 Syntax error in Transformer section 3 notebook", - "right": "issue:44291 \u2013 TypeError when loading model with init_empty_weights due to unexpected _is_hf_initialized argument", + "left": "issue:43441", + "right": "issue:45834", "accept": false, - "reason": "Docs/notebook syntax issue vs model-loading API regression. Not the same underlying bug." + "reason": "Both involve model-specific failures, but Ministral FlashAttention and Kosmos2.5 OCR index errors are unrelated bugs." }, { - "left": "issue:43441 \u2013 Ministral-3 fails with FlashAttention in Transformers v5 RC", - "right": "issue:45834 \u2013 Kosmos2.5: index error on long ocr input", + "left": "issue:45081", + "right": "issue:45907", "accept": false, - "reason": "Both are model runtime failures, but the model, trigger, and stack are different; no evidence of a shared code-path." + "reason": "Mistral regex crash and list_repo_files revision forwarding are unrelated repository/tokenizer issues." }, { - "left": "issue:41950 \u2013 video-classification pipeline looks for image processors", - "right": "issue:43650 \u2013 ADD THE DATA", + "left": "issue:44466", + "right": "issue:45276", "accept": false, - "reason": "The second issue is too vague and does not describe the same concrete pipeline bug." + "reason": "Different regressions: tied-weight serialization vs Gemma4 resize_token_embeddings propagation." }, { - "left": "issue:44466 \u2013 Inconsistent serialization of lm_head.weight depending on model device", - "right": "issue:45276 \u2013 resize_token_embeddings does not affect embed_tokens_per_layer or output_embeddings", + "left": "issue:45600", + "right": "issue:45712", "accept": false, - "reason": "Both touch Gemma4/model weight handling, but one is serialization/tied-weights behavior and the other is embedding resize propagation. Different defects." + "reason": "Both are cleanup/CI-related, but they concern different files and different dummy/reference issues." }, { - "left": "issue:45600 \u2013 auto_mappings.py references removed Sam3LiteText configs", - "right": "issue:45712 \u2013 leftover dummy classes in dummy_pt_objects.py fail check_repo.py", + "left": "issue:42994", + "right": "issue:43317", "accept": false, - "reason": "Both are maintenance/CI cleanup issues, but they involve different files and independent breakages." + "reason": "Quantized model saving failure and dequantized model loading with offload are separate lifecycle bugs." }, { - "left": "issue:42994 \u2013 quantized model saving failed", - "right": "issue:43317 \u2013 device_map=auto fails to load the dequantized model on gpu+cpu offload", + "left": "issue:33290", + "right": "issue:45656", "accept": false, - "reason": "Save-time quantization failure vs load-time/offload placement failure. Same broad area, not the same bug." + "reason": "DeepSpeed-related, but adafactor OOM and optimizer.step being called twice are distinct symptoms and likely different code paths." }, { - "left": "issue:33290 \u2013 oom when using adafactor optimizer in deepspeed", - "right": "issue:45656 \u2013 Optimizer step being called 2 times when using deepspeed", + "left": "issue:43653", + "right": "issue:45593", "accept": false, - "reason": "Both mention DeepSpeed, but one is OOM with Adafactor and the other is double-stepping. Different concrete issues." + "reason": "BigBirdTokenizer special-token registration and D-FINE auxiliary-loss handling are unrelated." }, { - "left": "issue:43653 \u2013 BigBirdTokenizer mask token not registered as special token, gives empty decode output", - "right": "issue:45593 \u2013 D-FINE not using any auxiliary losses when denoising is turned off", + "left": "issue:44623", + "right": "issue:44749", "accept": false, - "reason": "Tokenizer special-token registration bug vs model training-loss behavior. No shared bug." + "reason": "Processor save_pretrained file omission and a performance regression after upgrade are not the same bug." }, { - "left": "issue:44623 \u2013 processor.save_pretrained(...) missing files", - "right": "issue:44749 \u2013 Transformer upgrade makes filtering data much slower", + "left": "issue:44623", + "right": "issue:45397", "accept": false, - "reason": "Save-pretrained file emission vs performance regression in filtering. Unrelated." + "reason": "Processor save_pretrained missing files and Gemma-4 zero3 from_pretrained are unrelated." }, { - "left": "issue:44623 \u2013 processor.save_pretrained(...) missing files", - "right": "issue:45397 \u2013 gemma-4 zero3 from_pretrained", + "left": "issue:43065", + "right": "issue:44898", "accept": false, - "reason": "Processor save bug vs Gemma-4 DeepSpeed zero3 loading issue. Different code paths." + "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to Perceiver non-default-resolution failures." }, { - "left": "issue:43065 \u2013 Dummy nn.Conv2d in Sam3PixelDecoder", - "right": "issue:44898 \u2013 Perceiver image classification non-default res fails even with interpolate_pos_encoding=True", + "left": "issue:44261", + "right": "issue:44263", "accept": false, - "reason": "Both are vision-model bugs, but one is a dummy layer placeholder and the other is resolution/interpolation handling. Not the same issue." + "reason": "These are different implementation bugs in different models: missing rms_norm_eps vs torch.split return handling." }, { - "left": "issue:44261 \u2013 MLA q_a_layernorm missing config.rms_norm_eps", - "right": "issue:44263 \u2013 The torch.split() return values in GlmMoeDsaIndexer", + "left": "issue:43441", + "right": "issue:44683", "accept": false, - "reason": "Unrelated model-specific numerical/config bug vs tensor split semantics." + "reason": "Both mention attention, but one is FlashAttention on a specific model and the other is compiled flex_attention on torch >= 2.9." }, { - "left": "issue:43441 \u2013 Ministral-3 fails with FlashAttention in Transformers v5 RC", - "right": "issue:44683 \u2013 Compiled flex_attention fails on torch >= 2.9", + "left": "issue:44361", + "right": "issue:45593", "accept": false, - "reason": "Both involve attention backends, but one is a model-specific FlashAttention regression and the other is a torch-version compiled flex_attention incompatibility." + "reason": "MLukeTokenizer task attribute error and D-FINE auxiliary-loss behavior are unrelated." }, { - "left": "issue:44016 \u2013 Syntax error in Transformer section 3 notebook", - "right": "issue:45823 \u2013 Gemma4 PLE device mismatch with device_map=\"auto\" during forward", + "left": "issue:44016", + "right": "issue:45823", "accept": false, - "reason": "Notebook syntax/docs issue vs runtime device-placement bug. Different artifacts." + "reason": "Notebook syntax error and Gemma4 PLE device mismatch are different issues." }, { - "left": "issue:44361 \u2013 MLukeTokenizer fails with AttributeError on tasks", - "right": "issue:45593 \u2013 D-FINE not using any auxiliary losses when denoising is turned off", + "left": "issue:42175", + "right": "issue:43976", "accept": false, - "reason": "Tokenizer task failure vs detection-loss behavior. No meaningful overlap." + "reason": "Packaging/backends issue and Python version compatibility issue are not duplicates." }, { - "left": "issue:43723 \u2013 Issue loading tokenizer using AutoTokenizer.from_pretrained in v5", - "right": "issue:44162 \u2013 ESM2 is broken, impacting 1000s of scientists workflows", + "left": "issue:43723", + "right": "issue:44162", "accept": false, - "reason": "Tokenizer-loading regression vs ESM2 model breakage. Same library, different underlying defects." + "reason": "Tokenizer loading in v5 and ESM2 breakage are separate model/framework failures." }, { - "left": "issue:42175 \u2013 Tensorflow not include in the backend when using pip install '.[torch]'", - "right": "issue:43976 \u2013 Transformers 5.1.0 does not work with Python3.9+ but Python3.10+", + "left": "issue:44671", + "right": "issue:44779", "accept": false, - "reason": "Dependency/extras installation issue vs Python-version compatibility issue. Not the same bug." + "reason": "CamemBERT masked-LM predictions and Deepseek tokenizer output are different regressions." }, { - "left": "issue:44671 \u2013 CamemBERT produces incorrect masked LM predictions in v5", - "right": "issue:44779 \u2013 Deepseek tokenizer produces incorrect results as of v5", + "left": "issue:43262", + "right": "issue:44521", "accept": false, - "reason": "Both are v5 regressions, but one is CamemBERT masked-LM predictions and the other is Deepseek tokenizer behavior. Different failure surfaces." + "reason": "Both are processor/chat-template related, but one is default sampling rate and the other is assistant mask generation for multimodal inputs." }, { - "left": "issue:43262 \u2013 Audio processors: apply_chat_template() defaults to 16kHz sampling rate", - "right": "issue:44521 \u2013 apply_chat_template returns all-zero assistant_masks for multimodal inputs", + "left": "issue:43901", + "right": "issue:43994", "accept": false, - "reason": "Both mention apply_chat_template, but one is audio sampling-rate defaulting and the other is multimodal assistant-mask generation. Different bugs." + "reason": "Pipeline docs mismatch and SigLIP2 nonsensical inference are unrelated." }, { - "left": "issue:43901 \u2013 TextClassificationPipeline docs still mention return_all_scores, but behavior differs", - "right": "issue:43994 \u2013 google/siglip2-base-patch16-224 produces nonsensical results with AutoModel and pipeline", + "left": "issue:43673", + "right": "issue:43761", "accept": false, - "reason": "Docs mismatch vs incorrect model output. The shared pipeline mention is too broad to treat as a duplicate." + "reason": "Generation cache/chunked prefill and CLIPVisionModel hidden_states are different regression classes." }, { - "left": "issue:43673 \u2013 GenerationMixin cache missing in v5.0.0 during chunked_prefill", - "right": "issue:43761 \u2013 CLIPVisionModel.forward returns hidden_states=None even when output_hidden_states=True", + "left": "issue:43784", + "right": "issue:45542", "accept": false, - "reason": "Both are v5 regressions, but one is generation cache handling and the other is vision model hidden-state outputs. Different code paths." + "reason": "Importing sentence-transformers with missing nn and tensorboard/TensorFlow backend availability are unrelated." }, { - "left": "issue:43784 \u2013 NameError: name 'nn' is not defined when importing sentence-transformers with latest transformers", - "right": "issue:45542 \u2013 Only tensorboard is installed without TensorFlow, causing undefined tf backend error", + "left": "issue:43824", + "right": "issue:43976", "accept": false, - "reason": "Both are optional-backend/import issues, but they involve different missing dependencies and different failure points." + "reason": "Qwen2.5-VL import failure and Python 3.9/3.10 compatibility are different issues." }, { - "left": "issue:43824 \u2013 ImportError: cannot import name 'Qwen2_5_VLForConditionalGeneration' from 'transformers'", - "right": "issue:43976 \u2013 Transformers 5.1.0 does not work with Python3.9+ but Python3.10+", + "left": "issue:43450", + "right": "issue:44617", "accept": false, - "reason": "Missing class export/import issue vs Python version compatibility issue. Not duplicates." + "reason": "Video processor batching shape bug and Sam3Video CUDA OOM are not the same underlying defect." }, { - "left": "issue:44297 \u2013 tokenizer.save_pretrained: tokenizer_class in tokenizer_config.json doesn't match the original", - "right": "issue:45397 \u2013 gemma-4 zero3 from_pretrained", + "left": "issue:44297", + "right": "issue:45397", "accept": false, - "reason": "Tokenizer serialization metadata bug vs model loading with zero3. Different concerns." + "reason": "Tokenizer save metadata mismatch and Gemma-4 zero3 loading are unrelated." }, { - "left": "issue:43450 \u2013 Video processors return incorrect shape when input is batched", - "right": "issue:44617 \u2013 Sam3Video: CUDA out of memory", + "left": "issue:43525", + "right": "issue:43881", "accept": false, - "reason": "Both are video-related, but one is an output-shape bug and the other is memory exhaustion. No shared underlying defect." + "reason": "Llama4Config pad_token_id AttributeError and glm-4v-9b loading failure are different model-specific bugs." } ] }, @@ -10944,10 +11012,10 @@ "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-10000-429", + "cluster_id": "cluster-10000-430", "nodes": [ "issue:36246", "issue:41628", @@ -10955,6 +11023,7 @@ "issue:42491", "issue:42757", "issue:42886", + "issue:43262", "issue:43299", "issue:43352", "issue:43525", @@ -10963,7 +11032,6 @@ "issue:43596", "issue:43643", "issue:43673", - "issue:43881", "issue:43901", "issue:43976", "issue:44162", @@ -10999,20 +11067,19 @@ "issue:46132" ], "soft_pairs": [ - "issue:43525|issue:43881", "issue:43901|issue:44246", "issue:43525|issue:43643", "issue:44188|issue:44336", - "issue:44589|issue:45362", "issue:41628|issue:43976", + "issue:44589|issue:45362", "issue:42491|issue:43299", "issue:45561|issue:45563", "issue:44336|issue:44373", "issue:44295|issue:45397", - "issue:44242|issue:45593", "issue:44246|issue:44496", - "issue:41950|issue:44220", + "issue:44242|issue:45593", "issue:43531|issue:45362", + "issue:41950|issue:44220", "issue:43526|issue:45003", "issue:42886|issue:46132", "issue:36246|issue:42757", @@ -11022,243 +11089,247 @@ "issue:45003|issue:45561", "issue:43673|issue:44561", "issue:44242|issue:44857", - "issue:36246|issue:43596", "issue:44779|issue:45292", - "issue:44295|issue:44749", + "issue:36246|issue:43596", "issue:43352|issue:45250", + "issue:44295|issue:44749", "issue:44162|issue:45200", "issue:43901|issue:45003", "issue:45412|issue:46123", "issue:44496|issue:45003", - "issue:44877|issue:45375" + "issue:44877|issue:45375", + "issue:43262|issue:44246" ], - "prepared_review_unit_hash": "cf4eacca07be7cf678fef5b190342fe6c1d7f1459e4e856e1f7af2486ce325e7", + "prepared_review_unit_hash": "873e4f51a09dcb2a564583796115c1877a2309c823ecd52bb1f6a0dfd60925ed", "component_budget": { - "node_count": 429, - "item_count": 429, - "soft_pair_count": 1585, - "serialized_chars": 820591, - "estimated_input_tokens": 205148, - "estimated_eval_tokens": 410552 + "node_count": 430, + "item_count": 430, + "soft_pair_count": 1590, + "serialized_chars": 822920, + "estimated_input_tokens": 205730, + "estimated_eval_tokens": 411716 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 36987, - "estimated_input_tokens": 9247, - "estimated_eval_tokens": 18750 + "serialized_chars": 37081, + "estimated_input_tokens": 9271, + "estimated_eval_tokens": 18798 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: most pairs are only superficially similar (imports, config loading, or generic model bugs) but do not describe the same underlying defect or change. No soft pair is a safe duplicate merge.", - "confidence": 0.87, - "canonical_issue_reason": "Issue 44246 is the broadest, most cross-cutting report in the set; it is the closest thing to a cluster anchor, but the surrounding issues are not true duplicates of it.", + "summary": "Most items are distinct bug reports across different model families and subsystems. I found one plausible duplicate pair around strict config handling; the rest are too semantically different to merge as duplicates.", + "confidence": 0.79, + "canonical_issue_reason": "issue:44877 is the broadest, most root-cause-oriented report in the only near-duplicate pair: it describes strict config loading failing on model configs, which also covers the more specific field-dropping case in issue:45375.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44246 is the most generally representative and high-impact issue here, though the cluster overall is not a single duplicate family.", + "best_issue_reason": "issue:44877 best represents the shared strict-config regression because it is model-agnostic, clearly describes the loading failure, and can subsume the narrower config-field complaint.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43525", - "right": "issue:43881", - "accept": false, - "reason": "Different models and different failures: Llama4 config attr error vs GLM-4V loading failure." - }, { "left": "issue:43901", "right": "issue:44246", "accept": false, - "reason": "Docs mismatch for TextClassificationPipeline vs import-time performance complaint; unrelated bugs." + "reason": "Docs wording about return_all_scores and an import-slowdown report are different problems in different code paths." }, { "left": "issue:43525", "right": "issue:43643", "accept": false, - "reason": "Both are config-related, but one is a missing pad_token_id attr and the other is trust_remote_code dropping fields; not the same bug." + "reason": "Llama4 pad_token_id missing and trust_remote_code dropping fields are both config-related, but they are not the same bug." }, { "left": "issue:44188", "right": "issue:44336", "accept": false, - "reason": "Attention-kernel divergence under torch.compile is unrelated to ANSI codes in loading_report." + "reason": "Attention-kernel divergence under torch.compile is unrelated to ANSI codes emitted by loading_report." }, { - "left": "issue:44589", - "right": "issue:45362", + "left": "issue:41628", + "right": "issue:43976", "accept": false, - "reason": "Different runtime errors on different model paths; no shared code-path bug is evident." + "reason": "Missing AutoImageProcessor import and Python 3.9+ incompatibility are separate failures with no shared concrete code path." }, { - "left": "issue:41628", - "right": "issue:43976", + "left": "issue:44589", + "right": "issue:45362", "accept": false, - "reason": "ImportError for AutoImageProcessor is not the same as Python-version compatibility breaking Transformers." + "reason": "Different runtime errors in different model/chat paths; no evidence of the same underlying defect." }, { "left": "issue:42491", "right": "issue:43299", "accept": false, - "reason": "Both mention Qwen3 MoE, but one is an hf4.x/hf5.x LoRA compatibility issue and the other is a v5.0.0.dev0 Qwen3VL loading breakage." + "reason": "Both involve Qwen/MoE models, but one is LoRA compatibility and the other is a Qwen3VL loading regression." }, { "left": "issue:45561", "right": "issue:45563", "accept": false, - "reason": "A pytest-xdist file race and a stale generation warning are unrelated." + "reason": "A pytest-xdist race in testing utils is unrelated to a stale generation warning." }, { "left": "issue:44336", "right": "issue:44373", "accept": false, - "reason": "Terminal ANSI output bug vs a wrong docstring; not the same underlying change." + "reason": "ANSI output leakage and a wrong docstring for position_ids are unrelated." }, { "left": "issue:44295", "right": "issue:45397", "accept": false, - "reason": "Position_ids buffer access error and gemma-4 zero3 loading are different code paths." - }, - { - "left": "issue:44242", - "right": "issue:45593", - "accept": false, - "reason": "Both concern missing loss terms, but they affect different models and mechanisms; too broad to merge." + "reason": "Reading position_ids after buffer registration is not the same as a gemma-4 zero3 from_pretrained failure." }, { "left": "issue:44246", "right": "issue:44496", "accept": false, - "reason": "Import performance issue vs unrecognized model/config_type error; unrelated." + "reason": "Import slowness and an unrecognized model/config loading error are different issues." }, { - "left": "issue:41950", - "right": "issue:44220", + "left": "issue:44242", + "right": "issue:45593", "accept": false, - "reason": "Video-classification image-processor lookup and audio fbank extraction are different pipelines." + "reason": "Different auxiliary-loss bugs in different model families; they are not the same concrete change." }, { "left": "issue:43531", "right": "issue:45362", "accept": false, - "reason": "Both involve Qwen variants, but one is a sliding_window bug and the other is a chat crash; different fixes." + "reason": "Both mention Qwen models, but sliding_window handling and a transformers chat crash are distinct failures." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification pipeline image-processor lookup and audio fbank extraction are unrelated." }, { "left": "issue:43526", "right": "issue:45003", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug is unrelated to sys.modules access in modeling_utils." + "reason": "BeitImageProcessorFast label reduction and unsafe sys.modules access are unrelated bugs." }, { "left": "issue:42886", "right": "issue:46132", "accept": false, - "reason": "Offline cache loading and AttentionInterface.register behavior are unrelated." + "reason": "Offline cache loading and AttentionInterface.register behavior changes are different code paths." }, { "left": "issue:36246", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but for different symbols and different subsystems." + "reason": "Both are import errors, but for different symbols from different packages and with different causes." }, { "left": "issue:36246", "right": "issue:44351", "accept": false, - "reason": "Different missing exports: Qwen2_5_VLImageProcessor vs HybridCache." + "reason": "Missing Qwen2_5_VLImageProcessor and missing HybridCache exports are separate symbol-export issues." }, { "left": "issue:44336", "right": "issue:44485", "accept": false, - "reason": "ANSI rendering bug vs GLM-5 RoPE implementation discussion; no shared defect." + "reason": "Terminal ANSI generation and GLM-5 RoPE implementation are unrelated." }, { "left": "issue:44246", "right": "issue:44871", "accept": false, - "reason": "Import-time slowdown and Gemma eos_token_id inconsistency are unrelated." + "reason": "Import performance regression and Gemma eos_token_id mismatch do not share the same bug." }, { "left": "issue:45003", "right": "issue:45561", "accept": false, - "reason": "Unsafe sys.modules access and xdist file races are unrelated." + "reason": "Unsafe sys.modules access in modeling_utils is unrelated to the xdist captured_info.txt race." }, { "left": "issue:43673", "right": "issue:44561", "accept": false, - "reason": "Generation cache missing in chunked_prefill and removal of is_torch_fx_available break different APIs." + "reason": "Both are v5 regressions, but one is GenerationMixin cache/chunked_prefill and the other is removal of is_torch_fx_available for trust_remote_code." }, { "left": "issue:44242", "right": "issue:44857", "accept": false, - "reason": "Different auxiliary-loss/AMP crashes in different models; not the same bug." - }, - { - "left": "issue:36246", - "right": "issue:43596", - "accept": false, - "reason": "ImportError for a vision processor is unrelated to a Deepspeed/BertModel index error." + "reason": "Missing load-balancing loss and a float16 AMP crash in LwDetrImageLoss are different defects." }, { "left": "issue:44779", "right": "issue:45292", "accept": false, - "reason": "Tokenizer regression and resize_token_embeddings not updating output embeddings are different issues." + "reason": "Tokenizer correctness in Deepseek and resize_token_embeddings propagation are unrelated." }, { - "left": "issue:44295", - "right": "issue:44749", + "left": "issue:36246", + "right": "issue:43596", "accept": false, - "reason": "Position_ids buffer handling and data-filtering slowdown are unrelated." + "reason": "Missing image-processor import and a DeepSpeed zero3 BertModel IndexError are unrelated." }, { "left": "issue:43352", "right": "issue:45250", "accept": false, - "reason": "Model-specific Flash Attention unsupported vs a generic Flash Attention 2.0 topic; not the same fix." + "reason": "A model-specific Flash Attention 2 unsupported error is not the same as the generic feature/topic issue." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "A position_ids buffer error and a Chinese report about slower filtering after upgrade are unrelated." }, { "left": "issue:44162", "right": "issue:45200", "accept": false, - "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaulting are unrelated model bugs." + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaulting are different model-specific issues." }, { "left": "issue:43901", "right": "issue:45003", "accept": false, - "reason": "Pipeline docs issue vs sys.modules access bug; different code areas." + "reason": "A pipeline doc mismatch is not the same as unsafe sys.modules access." }, { "left": "issue:45412", "right": "issue:46123", "accept": false, - "reason": "Memory cleanup after deletion and partial-batch is_last handling are unrelated." + "reason": "RT-DETR memory lifecycle and MaskGenerationPipeline partial-batch dropping are different bugs." }, { "left": "issue:44496", "right": "issue:45003", "accept": false, - "reason": "Unrecognized model/config loading and sys.modules access are different failure modes." + "reason": "Model config recognition failure and sys.modules access misuse are distinct root causes." }, { "left": "issue:44877", "right": "issue:45375", + "accept": true, + "reason": "Both reports point to the same strict-config regression: model config fields are being rejected or dropped during loading, with 45375 being a specific instance of the broader 44877 failure mode." + }, + { + "left": "issue:43262", + "right": "issue:44246", "accept": false, - "reason": "Both involve strict config, but one blocks granite_speech loading while the other silently drops a field in Qwen3_5MoeVisionConfig; not the same bug." + "reason": "Audio sampling-rate defaults and import-time slowness are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The single accepted soft-edge pair, issue:44877 and issue:45375, is plausibly the same strict-config loading regression based on the titles alone. The remaining soft-edge rejections also read as cautious and evidence-based, without overclaiming duplicates." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -11270,16 +11341,15 @@ "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-10000-429", + "cluster_id": "cluster-10000-430", "nodes": [ "issue:42886", "issue:43065", "issue:43232", "issue:43257", - "issue:43262", "issue:43408", "issue:43475", "issue:43540", @@ -11290,13 +11360,14 @@ "issue:44077", "issue:44162", "issue:44188", - "issue:44246", + "issue:44297", "issue:44336", "issue:44368", "issue:44466", "issue:44479", "issue:44483", "issue:44530", + "issue:44623", "issue:44734", "issue:44877", "issue:44933", @@ -11325,238 +11396,238 @@ "issue:46202" ], "soft_pairs": [ + "issue:45292|issue:45584", + "issue:43257|issue:45137", "issue:45987|issue:46082", - "issue:43262|issue:44246", "issue:45375|issue:45759", - "issue:43257|issue:45137", - "issue:45292|issue:45584", "issue:45292|issue:45701", - "issue:44987|issue:45459", "issue:43232|issue:44336", - "issue:44995|issue:45200", + "issue:44987|issue:45459", "issue:44479|issue:46170", "issue:43065|issue:43408", "issue:43475|issue:43540", + "issue:44995|issue:45200", "issue:44466|issue:45335", - "issue:44483|issue:46202", "issue:42886|issue:45229", "issue:45397|issue:45656", + "issue:44483|issue:46202", "issue:44188|issue:46202", "issue:44060|issue:44077", - "issue:43653|issue:44162", "issue:44995|issue:45588", + "issue:43653|issue:44162", "issue:44368|issue:44977", "issue:45137|issue:45600", - "issue:44368|issue:45563", "issue:44877|issue:46170", + "issue:44368|issue:45563", "issue:43673|issue:44734", "issue:43931|issue:44368", "issue:44530|issue:46170", "issue:43065|issue:46123", - "issue:44933|issue:45459" + "issue:44933|issue:45459", + "issue:44297|issue:44623" ], - "prepared_review_unit_hash": "e1f61cacba98cbecd17dcba9ae163712b92d20e1895ec4f0c8375c55fb74d60a", + "prepared_review_unit_hash": "5f779d072cbd0f23229366b9a90a089a57a47b34209a3e944d8672a578ec7227", "component_budget": { - "node_count": 429, - "item_count": 429, - "soft_pair_count": 1585, - "serialized_chars": 820591, - "estimated_input_tokens": 205148, - "estimated_eval_tokens": 410552 + "node_count": 430, + "item_count": 430, + "soft_pair_count": 1590, + "serialized_chars": 822920, + "estimated_input_tokens": 205730, + "estimated_eval_tokens": 411716 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36417, - "estimated_input_tokens": 9105, - "estimated_eval_tokens": 18466 + "serialized_chars": 36398, + "estimated_input_tokens": 9100, + "estimated_eval_tokens": 18456 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly unrelated bug reports with title-level keyword overlap only. None of the soft pairs look like the same underlying issue or fix path, so there is no true duplicate cluster here.", - "confidence": 0.95, - "canonical_issue_reason": "No single canonical issue: the items span unrelated areas (tokenizers, generation/cache, multimodal configs, SAM3, DeepSpeed, import/runtime warnings), so there is no clear duplicate anchor.", + "summary": "This cluster is very heterogeneous: most items are unrelated model-, tokenizer-, config-, or serving-specific bugs that only share broad Transformers/deepspeed vocabulary. None of the proposed soft edges look like true duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 45292 is the best anchor only by being the most general, self-contained API regression in the set; it is concrete, reproducible, and less model-specific than most others.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a good global representative because the cluster is heterogeneous; any one choice would misrepresent the rest.", + "best_issue_reason": "Issue 45292 is the strongest standalone issue to keep because it describes a clear core-library behavior gap rather than a niche model-family or environment-specific failure.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45987", - "right": "issue:46082", - "accept": false, - "reason": "Cache-return type bug vs LlamaConfig head_dim validation; different components and failure modes." - }, - { - "left": "issue:43262", - "right": "issue:44246", - "accept": false, - "reason": "Audio chat-template sampling-rate default vs import-time performance; unrelated concerns." - }, - { - "left": "issue:45375", - "right": "issue:45759", + "left": "issue:45292", + "right": "issue:45584", "accept": false, - "reason": "Missing config field dropped by @strict vs from_config unwrapping composite text_config; both config-related but different bugs." + "reason": "Resize-token-embedding behavior is unrelated to Whisper empty-transcription generation after align_special_tokens." }, { "left": "issue:43257", "right": "issue:45137", "accept": false, - "reason": "MOE weight conversion under accelerate+deepspeed vs ZeRO3 deque IndexError; different code paths and symptoms." + "reason": "Both mention DeepSpeed, but one is weight conversion during load and the other is a ZeRO3 deque IndexError; different failures." }, { - "left": "issue:45292", - "right": "issue:45584", + "left": "issue:45987", + "right": "issue:46082", "accept": false, - "reason": "Embedding resize propagation vs Whisper empty-transcription generation failure; unrelated." + "reason": "Cache sequence-length return type and LlamaConfig head_dim validation are unrelated bugs." }, { - "left": "issue:45292", - "right": "issue:45701", + "left": "issue:45375", + "right": "issue:45759", "accept": false, - "reason": "resize_token_embeddings propagation bug vs version-dependent tokenization changes; not the same issue." + "reason": "Missing config field in Qwen3.5 MoE vision config is not the same as AutoModelForCausalLM not unwrapping text_config." }, { - "left": "issue:44987", - "right": "issue:45459", + "left": "issue:45292", + "right": "issue:45701", "accept": false, - "reason": "Model load failure for a specific repo vs tokenizer error masking when protobuf is absent; different root causes." + "reason": "Embedding resize/output sync bug is unrelated to a version-dependent tokenization change." }, { "left": "issue:43232", "right": "issue:44336", "accept": false, - "reason": "Generation kwargs update after sync_gpus vs ANSI output formatting in loading_report; unrelated." + "reason": "Generation kwargs handling after sync_gpus is unrelated to ANSI formatting in loading_report." }, { - "left": "issue:44995", - "right": "issue:45200", + "left": "issue:44987", + "right": "issue:45459", "accept": false, - "reason": "GlmMoeDsa stale cache on second forward vs Gemma4 mm_token_type_ids defaulting; different subsystems." + "reason": "Both involve loading errors, but one is a model/package load failure and the other is tokenizer error masking when protobuf is absent." }, { "left": "issue:44479", "right": "issue:46170", "accept": false, - "reason": "Video-input regression in Qwen models vs Windows ROCm import/dependency issue; unrelated." + "reason": "Video-input regression in Qwen models is unrelated to Windows ROCm import/type errors from torch.distributed." }, { "left": "issue:43065", "right": "issue:43408", "accept": false, - "reason": "Dummy Conv2d in SAM3 pixel decoder vs SAM3 model-type warning; same broad family but not the same bug." + "reason": "A dummy Conv2d in Sam3PixelDecoder is not the same as a model-type warning for sam3_video vs sam3_tracker." }, { "left": "issue:43475", "right": "issue:43540", "accept": false, - "reason": "Missing Sam3VisionEncoderOutput attribute vs Qwen3OmniMoe video processing ValueError; different models and failures." + "reason": "Missing fpn_position_embeddings in SAM3 vision output is unrelated to Qwen3OmniMoe video input validation." }, { - "left": "issue:44466", - "right": "issue:45335", + "left": "issue:44995", + "right": "issue:45200", "accept": false, - "reason": "Device-dependent tied-weight serialization vs resize_token_embeddings not updating decoder embeddings; related theme, different concrete bugs." + "reason": "Stale indexer cache crash and required mm_token_type_ids for Gemma 4 fine-tuning are different code paths." }, { - "left": "issue:44483", - "right": "issue:46202", + "left": "issue:44466", + "right": "issue:45335", "accept": false, - "reason": "Chat/completions request rejection vs Gemma pipeline roundtrip tokenization failure; unrelated API vs tokenizer bug." + "reason": "Tied-weight serialization inconsistency by device is not the same as resize_token_embeddings failing to update decoder.embed_tokens." }, { "left": "issue:42886", "right": "issue:45229", "accept": false, - "reason": "Offline tokenizer cache load failure vs Gemma4 multi-GPU CUDA OOM; clearly different problems." + "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU CUDA OOM are unrelated." }, { "left": "issue:45397", "right": "issue:45656", "accept": false, - "reason": "Gemma4 zero3 from_pretrained issue vs optimizer.step called twice under deepspeed; different deepspeed behavior." + "reason": "Gemma-4 zero3 from_pretrained and optimizer stepping twice under deepspeed are different bugs." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "Chat/completions request rejection is unrelated to Gemma pipeline roundtrip failure on \u2581." }, { "left": "issue:44188", "right": "issue:46202", "accept": false, - "reason": "torch.compile attention-kernel divergence vs token roundtrip failure; unrelated." + "reason": "torch.compile attention-kernel divergence is unrelated to Gemma token roundtrip issues." }, { "left": "issue:44060", "right": "issue:44077", "accept": false, - "reason": "Incorrect tied-weights warning vs patchtsmixer post_init policy; different validation paths." + "reason": "Incorrect tied-weights warning and patchtsmixer post_init policy are unrelated." }, { - "left": "issue:43653", - "right": "issue:44162", + "left": "issue:44995", + "right": "issue:45588", "accept": false, - "reason": "BigBirdTokenizer special-token registration bug vs ESM2 model breakage; unrelated." + "reason": "Second-forward stale cache crash is unrelated to the flash_attention s_aux=None AttributeError." }, { - "left": "issue:44995", - "right": "issue:45588", + "left": "issue:43653", + "right": "issue:44162", "accept": false, - "reason": "Stale indexer cache on second forward vs flash_attention AttributeError on s_aux=None; different bugs." + "reason": "BigBirdTokenizer special-token registration bug is unrelated to ESM2 breakage." }, { "left": "issue:44368", "right": "issue:44977", "accept": false, - "reason": "Warning about tie_word_embeddings in fine-tuning vs actual flash-attention generation failure; not the same issue." + "reason": "A tie_word_embeddings warning is not the same as a Qwen3.5 flash-attention generation regression." }, { "left": "issue:45137", "right": "issue:45600", "accept": false, - "reason": "DeepSpeed ZeRO3 deque error vs auto_mappings referencing removed SAM3LiteText configs; unrelated." + "reason": "ZeRO3 deque exhaustion is unrelated to stale auto_mappings references to removed Sam3LiteText configs." }, { - "left": "issue:44368", - "right": "issue:45563", + "left": "issue:44877", + "right": "issue:46170", "accept": false, - "reason": "Tie-word-embeddings warning vs stale num_return_sequences warning in paged generate; different warnings and triggers." + "reason": "Strict config loading for granite_speech is unrelated to ROCm/torch.distributed import failures." }, { - "left": "issue:44877", - "right": "issue:46170", + "left": "issue:44368", + "right": "issue:45563", "accept": false, - "reason": "Strict config rejecting granite_speech vs Windows ROCm distributed import failure; unrelated." + "reason": "A tied-weights config warning is not the same as a stale num_return_sequences warning in paged generate()." }, { "left": "issue:43673", "right": "issue:44734", "accept": false, - "reason": "Missing cache in GenerationMixin during chunked_prefill vs wrong tensor indexing in /v1/responses KV continuation; both cache-related but distinct bugs." + "reason": "Missing cache in GenerationMixin chunked_prefill and server KV-cache indexing crashes are different problems." }, { "left": "issue:43931", "right": "issue:44368", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch on load vs tie_word_embeddings warning in Qwen3.5 fine-tuning; unrelated." + "reason": "Qwen3-VL weight-shape mismatch and tie_word_embeddings warnings are unrelated." }, { "left": "issue:44530", "right": "issue:46170", "accept": false, - "reason": "PagedAttentionCache invalid group type on Qwen3.5 vs Windows ROCm import error; different layers entirely." + "reason": "PagedAttentionCache group-type crash in Qwen3.5 is unrelated to Windows ROCm dependency issues." }, { "left": "issue:43065", "right": "issue:46123", "accept": false, - "reason": "SAM3 pixel decoder dummy layer vs MaskGenerationPipeline final-batch result drop; unrelated." + "reason": "SAM3 pixel decoder placeholder conv and MaskGenerationPipeline final-batch handling are unrelated." }, { "left": "issue:44933", "right": "issue:45459", "accept": false, - "reason": "Nonexistent image_utils import vs protobuf error masking in tokenizer load; different modules and failures." + "reason": "Missing image_utils import and protobuf-related tokenizer error masking are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Tokenizer class mismatch on save_pretrained and processor save_pretrained missing files are different serialization bugs." } ] }, @@ -11575,17 +11646,17 @@ "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-10000-429", + "cluster_id": "cluster-10000-430", "nodes": [ "issue:28282", "issue:30990", + "issue:36010", "issue:41628", "issue:42371", "issue:42673", - "issue:42831", "issue:42994", "issue:43232", "issue:43475", @@ -11600,8 +11671,6 @@ "issue:44038", "issue:44162", "issue:44188", - "issue:44222", - "issue:44297", "issue:44351", "issue:44361", "issue:44623", @@ -11624,260 +11693,267 @@ "issue:45406", "issue:45478", "issue:45656", + "issue:45753", "issue:46077", "issue:46123", "issue:46132", "issue:46202" ], "soft_pairs": [ - "issue:44297|issue:44623", "issue:44869|issue:45356", "issue:44361|issue:44749", "issue:43646|issue:44162", "issue:43232|issue:43673", "issue:44623|issue:45656", "issue:44749|issue:45656", - "issue:44871|issue:46132", "issue:43673|issue:45278", "issue:43701|issue:44749", + "issue:44871|issue:46132", "issue:42994|issue:43482", "issue:43475|issue:45381", "issue:45230|issue:45397", "issue:43475|issue:43643", "issue:28282|issue:30990", "issue:44038|issue:44623", - "issue:45406|issue:46202", "issue:46077|issue:46123", - "issue:41628|issue:44933", + "issue:45406|issue:46202", "issue:42371|issue:45092", + "issue:41628|issue:44933", "issue:43475|issue:44661", - "issue:45375|issue:45478", "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:41628|issue:44351", "issue:42673|issue:43704", - "issue:42831|issue:44222" + "issue:44945|issue:45753", + "issue:36010|issue:41628" ], - "prepared_review_unit_hash": "44a2fd77b4ff511baa1ca76b5d3cd5f2a6a702975a43f3bb5fc4b8139142c89b", + "prepared_review_unit_hash": "87711f993aae2a10ec2fe9a4f68ba4d685dcf803c3750fc6bb29dc2c24caffcf", "component_budget": { - "node_count": 429, - "item_count": 429, - "soft_pair_count": 1585, - "serialized_chars": 820591, - "estimated_input_tokens": 205148, - "estimated_eval_tokens": 410552 + "node_count": 430, + "item_count": 430, + "soft_pair_count": 1590, + "serialized_chars": 822920, + "estimated_input_tokens": 205730, + "estimated_eval_tokens": 411716 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36389, - "estimated_input_tokens": 9098, - "estimated_eval_tokens": 18452 + "serialized_chars": 35850, + "estimated_input_tokens": 8963, + "estimated_eval_tokens": 18182 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous Transformers issue cluster spanning import errors, tokenizer/config regressions, generation bugs, and model-specific failures. There are at least two duplicate-like pockets: the Qwen3ForCausalLM VRAM-leak pair (42673/43704) and an exact Qwen3.5 Moe title duplicate pair (45310/45478), but most other pairs are not the same underlying bug.", - "confidence": 0.79, - "canonical_issue_reason": "issue:42673 is the strongest canonical anchor for one true duplicate pocket because it has the clearest, most specific bug description (Qwen3ForCausalLM VRAM leak in multiple dataloader threads) and a later duplicate in 43704. The cluster also contains an exact Qwen3.5 Moe duplicate pair (45310/45478), but that is a separate smaller pocket.", + "summary": "Mostly a heterogeneous regression cluster with only a couple of true duplicates; the rest are related only at a broad Transformers-v5 / model-regression level, not the same underlying bug.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 45278 is the best umbrella representative: it captures the broad upgrade-induced import/API breakage theme that recurs across the cluster and is more general than the niche model-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the best global representative because it is the broadest umbrella-style regression report in the set and sits near the center of the upgrade/import-failure theme, while many others are narrower model- or path-specific bugs.", + "best_issue_reason": "Issue 45278 is the strongest global representative because it is the broadest, most cluster-like regression report rather than a narrow symptom or exact duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44297", - "right": "issue:44623", - "accept": false, - "reason": "Both involve save_pretrained, but one is a tokenizer_config mismatch and the other is missing processor files; different bugs." - }, { "left": "issue:44869", "right": "issue:45356", "accept": false, - "reason": "Whisper timestamp decoding crash and Kimi tokenizer regression are unrelated code paths." + "reason": "Different failure modes: Whisper timestamp decoding crash vs Kimi tokenizer codec/regression issue." }, { "left": "issue:44361", "right": "issue:44749", "accept": false, - "reason": "MLukeTokenizer AttributeError and a 10x filtering slowdown are different failure modes." + "reason": "Tokenizer task AttributeError and a performance regression after upgrade are unrelated bugs." }, { "left": "issue:43646", "right": "issue:44162", "accept": false, - "reason": "Custom model initialization breakage and ESM2 being broken are separate model-specific issues." + "reason": "Custom AutoConfig missing fields is not the same as ESM2 being broken." }, { "left": "issue:43232", "right": "issue:43673", "accept": false, - "reason": "Both touch generation, but sync_gpus kwargs handling and missing GenerationMixin cache in chunked_prefill are distinct problems." + "reason": "Both are generation-related, but they target different code paths and symptoms." }, { "left": "issue:44623", "right": "issue:45656", "accept": false, - "reason": "Processor save_pretrained file loss and deepspeed optimizer stepping are unrelated." + "reason": "Processor save_pretrained missing files and double optimizer stepping in deepspeed are unrelated." }, { "left": "issue:44749", "right": "issue:45656", "accept": false, - "reason": "A filtering performance regression is not the same as the deepspeed double-step bug." - }, - { - "left": "issue:44871", - "right": "issue:46132", - "accept": false, - "reason": "Gemma eos_token_id inconsistency and AttentionInterface.register behavior changes are different issues." + "reason": "A slowdown regression and a double-step optimizer bug do not match." }, { "left": "issue:43673", "right": "issue:45278", "accept": false, - "reason": "A specific generation-cache bug is not the same as broad import failures after upgrade." + "reason": "Generation cache failure and broad import errors after upgrade are different issues." }, { "left": "issue:43701", "right": "issue:44749", "accept": false, - "reason": "Checkpoint key mismatch and dataloader filtering slowdown are unrelated." + "reason": "Checkpoint key mismatch is unrelated to the data-filtering slowdown report." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "EOS config mismatch is not the same as AttentionInterface.register changing registered behavior." }, { "left": "issue:42994", "right": "issue:43482", "accept": false, - "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are different code paths." + "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are separate code paths." }, { "left": "issue:43475", "right": "issue:45381", "accept": false, - "reason": "SAM3 vision encoder missing attribute and Qwen2.5-VL video position-id bug are unrelated models." + "reason": "SAM 3 video encoder attribute error and Qwen2.5-VL position-id bug are different model-specific failures." }, { "left": "issue:45230", "right": "issue:45397", "accept": false, - "reason": "The generic bug report does not establish the same issue as the Gemma-4 ZeRO3 from_pretrained failure." + "reason": "A generic bug report does not establish the same Gemma-4 zero3 from_pretrained issue." }, { "left": "issue:43475", "right": "issue:43643", "accept": false, - "reason": "Different problems: missing fpn_position_embeddings vs trust_remote_code returning incomplete configs." + "reason": "Different model families and different failure surfaces." }, { "left": "issue:28282", "right": "issue:30990", "accept": false, - "reason": "Missing PyTorch import error and Sentence Transformers hanging on load are not the same bug." + "reason": "Missing PyTorch import error is not the same as Sentence Transformers hanging on load." }, { "left": "issue:44038", "right": "issue:44623", "accept": false, - "reason": "Qwen3-VL-Moe v5 incompatibility and processor.save_pretrained missing files are unrelated." - }, - { - "left": "issue:45406", - "right": "issue:46202", - "accept": false, - "reason": "Gemma4Processor missing _tokenizer and Gemma pipeline roundtrip failure are different issues." + "reason": "Qwen3-VL-Moe / transformers 5 bug and processor save_pretrained missing files are unrelated." }, { "left": "issue:46077", "right": "issue:46123", "accept": false, - "reason": "Bidirectional-attention masking and partial-batch result dropping are different pipeline behaviors." + "reason": "Bidirectional attention mask construction and pipeline partial-batch handling are different bugs." }, { - "left": "issue:41628", - "right": "issue:44933", + "left": "issue:45406", + "right": "issue:46202", "accept": false, - "reason": "Both are import errors, but they refer to different missing symbols/modules and do not appear to share one fix." + "reason": "Gemma4Processor missing _tokenizer and Gemma pipeline roundtrip on \u2581 are not the same concrete failure." }, { "left": "issue:42371", "right": "issue:45092", "accept": false, - "reason": "TF32 settings guidance and InternVL2 meta-initialization incompatibility are unrelated." + "reason": "TF32 settings guidance and InternVL2 meta-init incompatibility are unrelated." }, { - "left": "issue:43475", - "right": "issue:44661", + "left": "issue:41628", + "right": "issue:44933", "accept": false, - "reason": "A model output attribute bug and a tokenizer-mapping add-new-model-like failure are different code paths." + "reason": "Both are import-related, but they concern different missing symbols and likely different breakages." }, { - "left": "issue:45375", - "right": "issue:45478", + "left": "issue:43475", + "right": "issue:44661", "accept": false, - "reason": "Related Qwen3.5 Moe titles, but one is a specific config-field loss under strict serialization and the other is a broader from_pretrained failure; not enough to call them the same bug." + "reason": "SAM 3 video encoder error is unrelated to add-new-model-like / tokenizer mapping logic." }, { "left": "issue:42994", "right": "issue:43525", "accept": false, - "reason": "Quantized save failure and Llama4Config missing pad_token_id are separate regressions." + "reason": "Quantized saving failure and missing pad_token_id on Llama4Config are different bugs." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Missing deepstack_visual_indexes in Qwen3_5MoeVisionConfig is a different issue from the from_pretrained error." }, { "left": "issue:45081", "right": "issue:45103", "accept": false, - "reason": "Mistral regex patch crash and auto_docstring future-annotations crash are unrelated AttributeErrors." + "reason": "Mistral regex patch crash and auto_docstring annotations crash are unrelated implementation paths." }, { "left": "issue:45310", "right": "issue:45375", "accept": false, - "reason": "Both are Qwen3.5 Moe related, but one is a general from_pretrained error while the other is a specific missing config field; too little evidence they are the same underlying bug." + "reason": "Both mention Qwen3.5 Moe, but one is a general from_pretrained error and the other is a missing vision-config field." }, { "left": "issue:43873", "right": "issue:44945", "accept": false, - "reason": "Quantization offloading behavior and pipeline-parallel LLM output correctness are different problems." - }, - { - "left": "issue:41628", - "right": "issue:44351", - "accept": false, - "reason": "Two import errors, but for different missing names with no clear shared root cause." + "reason": "Quantization offloading and pipeline-parallelism output corruption are separate problems." }, { "left": "issue:43232", "right": "issue:44188", "accept": false, - "reason": "Generation kwargs syncing and attention-kernel divergence under torch.compile are distinct issues." + "reason": "Generation kwargs update after sync_gpus and attention-kernel divergence under torch.compile are different issues." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "AutoImageProcessor import failure and HybridCache import failure are distinct missing exports." }, { "left": "issue:42673", "right": "issue:43704", "accept": true, - "reason": "Same Qwen3ForCausalLM VRAM leak in multiple dataloader threads; 43704 is a later duplicate of 42673." + "reason": "Exact same title and same reported Qwen3ForCausalLM VRAM leak under multiple dataloader threads." }, { - "left": "issue:42831", - "right": "issue:44222", + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Incorrect output under pipeline parallelism is not the same as an infinite loop on a specific image." + }, + { + "left": "issue:36010", + "right": "issue:41628", "accept": false, - "reason": "FineGrainedFP8 accuracy loss and FP8 save_pretrained failure are different bugs." + "reason": "GenerationMixin import failure and AutoImageProcessor import failure are unrelated import regressions." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same Qwen3.5 Moe from_pretrained regression; titles differ only in phrasing/version framing." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The soft-edge false verdicts are mostly conservative and grounded in the titles, but the summary is not fully grounded: the packet also contains an exact duplicate Qwen3.5 Moe pair (`issue:45310` and `issue:45478`) with identical titles, so saying the only clear duplicate pair is the Qwen3ForCausalLM VRAM leak overstates the uniqueness of that pair. The cluster is still largely heterogeneous, but the duplicate-summary claim should be toned down or expanded." + "accept": true, + "feedback": "Grounded overall. The umbrella choice of issue 45278 is supported by the packet as a broad post-upgrade import-error report, and the two accepted soft pairs are exact/near-exact duplicates with matching titles and symptoms. The remaining soft-edge rejections are conservative and do not overclaim shared root cause." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -11890,19 +11966,18 @@ "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-10000-429", + "cluster_id": "cluster-10000-430", "nodes": [ "issue:30333", "issue:30990", "issue:33290", "issue:35141", - "issue:36010", - "issue:41628", "issue:42175", "issue:42222", + "issue:42831", "issue:42898", "issue:42994", "issue:43232", @@ -11918,6 +11993,7 @@ "issue:43874", "issue:43976", "issue:44038", + "issue:44060", "issue:44079", "issue:44188", "issue:44222", @@ -11931,28 +12007,27 @@ "issue:44792", "issue:44869", "issue:44933", - "issue:44945", "issue:44964", "issue:45092", "issue:45103", + "issue:45125", "issue:45137", "issue:45200", "issue:45310", "issue:45356", + "issue:45405", "issue:45561", "issue:45712", - "issue:45753", "issue:45812" ], "soft_pairs": [ - "issue:44945|issue:45753", - "issue:36010|issue:41628", + "issue:44964|issue:45137", + "issue:42831|issue:44222", "issue:44222|issue:45310", "issue:42994|issue:43824", - "issue:44964|issue:45137", "issue:43232|issue:44792", - "issue:44038|issue:45310", "issue:43673|issue:44188", + "issue:44038|issue:45310", "issue:42175|issue:45712", "issue:43526|issue:45561", "issue:44496|issue:45561", @@ -11975,222 +12050,230 @@ "issue:42898|issue:44779", "issue:42898|issue:45356", "issue:43874|issue:45092", + "issue:45405|issue:45712", + "issue:44060|issue:45125", "issue:42898|issue:44448" ], - "prepared_review_unit_hash": "e277b2826e1380358e66e0ec26401b24c66ae541286927effdfbe4ffaf9ce89c", + "prepared_review_unit_hash": "2dab2ddf9470aca44641fafeb520b35f44b08566a5ad5b7d2271744bbf3857e9", "component_budget": { - "node_count": 429, - "item_count": 429, - "soft_pair_count": 1585, - "serialized_chars": 820591, - "estimated_input_tokens": 205148, - "estimated_eval_tokens": 410552 + "node_count": 430, + "item_count": 430, + "soft_pair_count": 1590, + "serialized_chars": 822920, + "estimated_input_tokens": 205730, + "estimated_eval_tokens": 411716 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37049, - "estimated_input_tokens": 9263, - "estimated_eval_tokens": 18782 + "soft_pair_count": 32, + "serialized_chars": 37387, + "estimated_input_tokens": 9347, + "estimated_eval_tokens": 18950 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: it mixes unrelated import/load, tokenizer, multimodal, generation, and training/runtime bugs. Despite some superficial overlap around Transformers v5 regressions, none of the soft edges look like the same underlying issue, so all candidate duplicate links should be rejected.", - "confidence": 0.9, - "canonical_issue_reason": "issue:42898 is the broadest, most central v5-regression report in the set and a plausible anchor for the cluster, but it is still only a representative issue rather than an exact duplicate of the others.", + "summary": "No soft edge looks like a true duplicate; the set is a heterogeneous mix of unrelated bugs with only superficial overlap in model families, tokenizer regressions, or shared subsystems.", + "confidence": 0.94, + "canonical_issue_reason": "42898 is the closest umbrella-style report: it describes a concrete v5 tokenizer regression with a clear before/after boundary, making it the best representative of the tokenizer-regression subset even though the overall cluster is not a single bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42898 is the best single issue to anchor the cluster because it is a general user-facing regression report that overlaps thematically with several tokenizer/version-change complaints, even though the underlying bugs differ.", + "best_issue_reason": "42898 is the strongest stand-alone issue here because it is specific, user-facing, and framed as a regression with a reproducible version boundary; the other issues are either narrower manifestations or unrelated problems.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44945", - "right": "issue:45753", + "left": "issue:44964", + "right": "issue:45137", "accept": false, - "reason": "Pipeline-parallel output mismatch and a Qwen3_5 image loop are different symptoms, models, and code paths." + "reason": "Different problems: Phi-4 multimodal model loading vs DeepSpeed ZeRO3 deque underflow." }, { - "left": "issue:36010", - "right": "issue:41628", + "left": "issue:42831", + "right": "issue:44222", "accept": false, - "reason": "Both are import errors, but for different symbols and different missing/exported APIs." + "reason": "Both mention FP8, but one is an accuracy regression and the other is a save_pretrained failure in MOE code paths." }, { "left": "issue:44222", "right": "issue:45310", "accept": false, - "reason": "FP8 save_pretrained for MoE is a save-path bug; Qwen3.5 from_pretrained failure is a load-path bug on a different model family." + "reason": "Same model family, different failures: FP8 serialization vs from_pretrained import/loading error." }, { "left": "issue:42994", "right": "issue:43824", "accept": false, - "reason": "Quantized save failure and a Qwen2.5-VL import error are unrelated subsystems." - }, - { - "left": "issue:44964", - "right": "issue:45137", - "accept": false, - "reason": "Phi-4 multimodal load failure and DeepSpeed ZeRO3 deque underflow are unrelated." + "reason": "Quantized model save failure is unrelated to an ImportError for Qwen2.5-VL class import." }, { "left": "issue:43232", "right": "issue:44792", "accept": false, - "reason": "Generation kwargs handling after sync_gpus is not the same bug as the janus image-generation test failure." + "reason": "Generation cache/sync_gpus bug vs janus image-generation test failure; no shared code-path." }, { - "left": "issue:44038", - "right": "issue:45310", + "left": "issue:43673", + "right": "issue:44188", "accept": false, - "reason": "Both mention Qwen MoE, but one is a Qwen3-VL issue and the other is a Qwen3.5 from_pretrained regression." + "reason": "Chunked prefill cache issue is different from attention-kernel divergence under torch.compile branching." }, { - "left": "issue:43673", - "right": "issue:44188", + "left": "issue:44038", + "right": "issue:45310", "accept": false, - "reason": "Chunked prefill cache missing and torch.compile attention-kernel divergence are different generation/runtime problems." + "reason": "Different Qwen variants and different symptoms: Qwen3-VL-Moe incompatibility vs Qwen3.5-Moe from_pretrained error." }, { "left": "issue:42175", "right": "issue:45712", "accept": false, - "reason": "Dependency/backend packaging is unrelated to leftover dummy class cleanup." + "reason": "Backend dependency packaging issue vs leftover dummy class cleanup; not the same bug." }, { "left": "issue:43526", "right": "issue:45561", "accept": false, - "reason": "Beit label reduction is a model-specific preprocessing bug, not the xdist file-race issue." + "reason": "ImageProcessorFast label reduction bug vs pytest-xdist file race in testing utils." }, { "left": "issue:44496", "right": "issue:45561", "accept": false, - "reason": "Unrecognized model config loading and captured_info.txt race are unrelated." + "reason": "Unrecognized model/config loading failure vs test infrastructure race; unrelated." }, { "left": "issue:43504", "right": "issue:45561", "accept": false, - "reason": "Legacy field loading for Beit semantic segmentation is unrelated to the xdist testing-utils race." + "reason": "Legacy preset loading issue vs captured_info.txt race condition; different code paths." }, { "left": "issue:43377", "right": "issue:44242", "accept": false, - "reason": "MIMI padding-mask mismatch and MoE router-loss omission are different model-behavior bugs." + "reason": "MIMI padding-mask inconsistency vs missing load-balancing loss when router logits are off." }, { "left": "issue:42175", "right": "issue:44933", "accept": false, - "reason": "Backend packaging and a nonexistent image_utils import are unrelated." + "reason": "Packaging/backend selection issue vs a missing import symbol; no duplicate signal." }, { "left": "issue:42898", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer regressions in v5, but one is clean-up spacing behavior and the other is special-token insertion; not the same bug." + "reason": "Both tokenizer-related, but one is clean_up_tokenization_spaces behavior and the other is add_special_tokens not adding BOS/EOS." }, { "left": "issue:42222", "right": "issue:45200", "accept": false, - "reason": "VitPose breakage and Gemma 4 mm_token_type_ids defaults affect different models and code paths." + "reason": "VitPose model breakage is unrelated to Gemma 4 token-type ID handling." }, { "left": "issue:43976", "right": "issue:44933", "accept": false, - "reason": "Python-version compatibility and a missing image_utils import are unrelated." + "reason": "Python version compatibility issue vs missing import from image_utils; unrelated." }, { "left": "issue:30990", "right": "issue:35141", "accept": false, - "reason": "Sentence-transformers loading hang and token-embedding resizing/post_init reinit are different bugs." + "reason": "SentenceTransformers loading hang vs embedding reinitialization after resize; different failures." }, { "left": "issue:43479", "right": "issue:44869", "accept": false, - "reason": "Phi-4 multimodal config defaults and Whisper timestamp decoding are unrelated." + "reason": "Config default initialization bug vs Whisper timestamp decode crash; not the same underlying defect." }, { "left": "issue:43278", "right": "issue:45137", "accept": false, - "reason": "Embedding dtype drift in eval and a ZeRO3 deque error are different problems." + "reason": "Dtype mismatch during evaluate vs DeepSpeed ZeRO3 deque error; different mechanisms." }, { "left": "issue:43479", "right": "issue:44079", "accept": false, - "reason": "Multimodal config initialization and ModelOutput key assignment are unrelated." + "reason": "Default config initialization bug vs ModelOutput key assignment bug; separate APIs and symptoms." }, { "left": "issue:44623", "right": "issue:45310", "accept": false, - "reason": "Missing processor save files and Qwen3.5 MoE from_pretrained failure are different operations." + "reason": "Missing files on processor.save_pretrained is not the same as Qwen3.5-Moe from_pretrained failure." }, { "left": "issue:30333", "right": "issue:33290", "accept": false, - "reason": "MLflow reporting on failed training jobs and DeepSpeed Adafactor OOM are not the same bug." + "reason": "MLflow reporting failure after training crash vs OOM with Adafactor in DeepSpeed; unrelated." }, { "left": "issue:42898", "right": "issue:45812", "accept": false, - "reason": "Both are v5 tokenizer regressions, but clean_up_tokenization_spaces and Granite token IDs are distinct behaviors." + "reason": "Both are tokenizer regressions, but one is clean-up behavior and the other is wrong token IDs for Granite; distinct bugs." }, { "left": "issue:43784", "right": "issue:43824", "accept": false, - "reason": "Sentence-transformers import NameError and Qwen2.5-VL import failure are unrelated import issues." + "reason": "Sentence-transformers import NameError vs missing Qwen2.5-VL export; unrelated import failures." }, { "left": "issue:44734", "right": "issue:45103", "accept": false, - "reason": "KV-cache continuation crash in serve and auto_docstring future-annotations crash are unrelated." + "reason": "Serving KV-cache continuation crash vs auto_docstring annotations crash; different subsystems." }, { "left": "issue:43723", "right": "issue:44568", "accept": false, - "reason": "AutoTokenizer loading regression and special-token insertion regression are different tokenizer failure modes." + "reason": "Tokenizer loading failure vs special-token insertion regression; not the same code-path." }, { "left": "issue:42898", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions, but one is a spacing cleanup change and the other is DeepSeek codec handling; not the same underlying defect." + "reason": "Both are tokenizer regressions, but they affect different models and behaviors (cleanup spacing vs DeepSeek token IDs)." }, { "left": "issue:42898", "right": "issue:45356", "accept": false, - "reason": "General v5 tokenization behavior change and Kimi-K2.5 codec-handling regression are separate tokenizer issues." + "reason": "Kimi-K2.5 codec/regex regression is distinct from the general clean_up_tokenization_spaces behavior change." }, { "left": "issue:43874", "right": "issue:45092", "accept": false, - "reason": "Missing image-patch counting and old InternVL2 meta-init incompatibility are different multimodal loading bugs." + "reason": "Missing image-patch helper in GLM46V is unrelated to InternVL2 meta-initialization incompatibility." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "PEFT version pinning problem vs dummy class cleanup; no duplicate relation." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Incorrect tied-weights warning in Qwen3-Next is different from missing _tp_plan in Qwen3.5-Moe." }, { "left": "issue:42898", "right": "issue:44448", "accept": false, - "reason": "Tokenizer clean-up behavior and Pegasus output drift are different regression classes." + "reason": "Tokenizer cleanup regression vs Pegasus output mismatch across v4/v5; related theme but not the same bug." } ] }, @@ -12209,27 +12292,29 @@ "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-10000-429", + "cluster_id": "cluster-10000-430", "nodes": [ "issue:22355", "issue:28282", "issue:30333", + "issue:30990", "issue:34689", "issue:35141", "issue:36331", + "issue:38175", "issue:41628", "issue:42757", "issue:42831", "issue:43116", + "issue:43122", "issue:43232", "issue:43479", "issue:43644", "issue:43723", "issue:43761", - "issue:44060", "issue:44190", "issue:44206", "issue:44222", @@ -12250,21 +12335,18 @@ "issue:45071", "issue:45092", "issue:45103", - "issue:45125", "issue:45245", "issue:45310", "issue:45357", - "issue:45405", "issue:45406", "issue:45656", "issue:45712", "issue:45834", "issue:46082", - "issue:46132" + "issue:46132", + "issue:46209" ], "soft_pairs": [ - "issue:45405|issue:45712", - "issue:44060|issue:45125", "issue:44295|issue:45656", "issue:44448|issue:46132", "issue:44933|issue:45712", @@ -12276,12 +12358,13 @@ "issue:44222|issue:44623", "issue:42831|issue:44623", "issue:30333|issue:34689", + "issue:43122|issue:46209", "issue:45245|issue:46132", "issue:30333|issue:36331", "issue:22355|issue:28282", "issue:45071|issue:46082", - "issue:41628|issue:42757", "issue:28282|issue:30333", + "issue:41628|issue:42757", "issue:30333|issue:35141", "issue:44206|issue:45103", "issue:44297|issue:45310", @@ -12291,257 +12374,246 @@ "issue:44263|issue:45092", "issue:43761|issue:46082", "issue:44295|issue:44623", - "issue:44483|issue:45406", "issue:44373|issue:44485", + "issue:44483|issue:45406", "issue:44514|issue:45103", - "issue:43723|issue:44871", "issue:45092|issue:45357", - "issue:44263|issue:44360" + "issue:44263|issue:44360", + "issue:43723|issue:44871", + "issue:30990|issue:38175" ], - "prepared_review_unit_hash": "66754c136a053313fdfbab24b43d3358f4c5be3fb0d5addebfe2eb88b1feab01", + "prepared_review_unit_hash": "07fa8d08e8945a11893a5c630839b36ad36884cc0ece686ffd97048fea91fbc0", "component_budget": { - "node_count": 429, - "item_count": 429, - "soft_pair_count": 1585, - "serialized_chars": 820591, - "estimated_input_tokens": 205148, - "estimated_eval_tokens": 410552 + "node_count": 430, + "item_count": 430, + "soft_pair_count": 1590, + "serialized_chars": 822920, + "estimated_input_tokens": 205730, + "estimated_eval_tokens": 411716 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 37148, - "estimated_input_tokens": 9287, - "estimated_eval_tokens": 18830 + "serialized_chars": 37617, + "estimated_input_tokens": 9405, + "estimated_eval_tokens": 19066 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: most items are superficial keyword matches around imports, configs, or save/load behavior, but they describe different code paths and failures. No soft pair looks like a true duplicate, so I rejected them all. There are no PRs in the set; issue 44623 is the clearest standalone representative of the cluster's serialization/save-pretrained theme.", - "confidence": 0.63, - "canonical_issue_reason": "Issue 44623 is the most concrete and self-contained bug report in the set: it names a specific API (`processor.save_pretrained(...)`) and a clear failure mode (missing files).", + "summary": "This cluster is heterogeneous: the soft pairs are mostly superficial text similarity around imports/loading/save_pretrained/v5 regressions, but they do not describe the same underlying bug or change. No soft edge should be merged.", + "confidence": 0.91, + "canonical_issue_reason": "No clear canonical issue: the items span unrelated bug classes and none of the soft pairs are duplicate-level matches.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44623 is the best standalone issue to anchor this cluster because it is actionable, specific, and broadly representative of the save/load serialization problems that several nearby items loosely resemble.", + "best_issue_reason": "No single issue is a good representative for the cluster; it is too mixed to treat any one issue as the canonical duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:45405", - "right": "issue:45712", - "accept": false, - "reason": "Unrelated: one is a PEFT version bump, the other is leftover dummy classes leaking into exports/check_repo." - }, - { - "left": "issue:44060", - "right": "issue:45125", - "accept": false, - "reason": "Both mention Qwen3 MoE, but one is a tied-weights warning and the other is missing `_tp_plan`; different bugs." - }, { "left": "issue:44295", "right": "issue:45656", "accept": false, - "reason": "Different subsystems: `position_ids` buffer access vs. a deepspeed double optimizer-step report." + "reason": "Different subsystems and failure modes: buffer access around position_ids vs. double optimizer stepping with deepspeed." }, { "left": "issue:44448", "right": "issue:46132", "accept": false, - "reason": "Different issues: model output drift across versions vs. `AttentionInterface.register` changing function behavior." + "reason": "One is a model-output regression between v4 and v5; the other is altered behavior in AttentionInterface.register." }, { "left": "issue:44933", "right": "issue:45712", "accept": false, - "reason": "Both touch import/export surfaces, but one is a missing image_utils import and the other is dummy class cleanup." + "reason": "Both concern imports/internal symbols, but one is a missing image_utils import and the other is leftover dummy PT classes leaking into dir()." }, { "left": "issue:44222", "right": "issue:44297", "accept": false, - "reason": "Both involve `save_pretrained`, but one is FP8 MoE model saving and the other is tokenizer class metadata; not the same bug." + "reason": "Both mention save_pretrained, but one is FP8 MOE serialization and the other is tokenizer metadata mismatch." }, { "left": "issue:44297", "right": "issue:45656", "accept": false, - "reason": "Tokenizer save metadata mismatch is unrelated to a deepspeed optimizer-step problem." + "reason": "Unrelated: tokenizer save metadata bug vs. deepspeed optimizer stepping." }, { "left": "issue:43116", "right": "issue:44190", "accept": false, - "reason": "Both concern example scripts, but one is multi-label classification output and the other is local dataset loading." + "reason": "Different example scripts and failures: empty multilabel results vs. local dataset loading." }, { "left": "issue:43479", "right": "issue:43644", "accept": false, - "reason": "Different bugs: multimodal config defaults vs. non-persistent buffers being filled with junk." + "reason": "Different code paths: multimodal config defaults vs. non-persistent buffer initialization." }, { "left": "issue:44190", "right": "issue:46082", "accept": false, - "reason": "Unrelated: dataset loading in an example script vs. LlamaConfig head_dim validation." + "reason": "Example-script dataset loading bug vs. LlamaConfig head_dim validation issue." }, { "left": "issue:44222", "right": "issue:44623", "accept": false, - "reason": "Same general save-pretrained area, but one is FP8 MoE model saving and the other is processor file omission." + "reason": "Both are serialization-related, but they affect different APIs and different missing/incorrect outputs." }, { "left": "issue:42831", "right": "issue:44623", "accept": false, - "reason": "Accuracy regression in FineGrainedFP8 is unrelated to missing processor files during save_pretrained." + "reason": "FP8 accuracy regression is unrelated to processor.save_pretrained missing files." }, { "left": "issue:30333", "right": "issue:34689", "accept": false, - "reason": "Different failures: MLflow reporting on failed training vs. model loading regression for Llama 3.2 Vision." + "reason": "MLflow reporting on failed training is unrelated to a model-loading regression for Llama 3.2 Vision." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenization behavior change across versions is unrelated to FP8 inference failing on B200 GPUs." }, { "left": "issue:45245", "right": "issue:46132", "accept": false, - "reason": "Categorical-cardinality runtime error is unrelated to attention registration behavior." + "reason": "Category-count validation and AttentionInterface.register behavior are different bugs." }, { "left": "issue:30333", "right": "issue:36331", "accept": false, - "reason": "MLflow reporting bug is unrelated to the trainer `compute_loss` signature change." + "reason": "Failed-job MLflow reporting vs. Trainer compute_loss signature incompatibility are unrelated." }, { "left": "issue:22355", "right": "issue:28282", "accept": false, - "reason": "Both are import errors, but one is missing `transformers.onnx` and the other is PyTorch dependency detection." + "reason": "Both are import errors, but they concern different modules and different missing dependencies." }, { "left": "issue:45071", "right": "issue:46082", "accept": false, - "reason": "Type-checking breakage in `PretrainedConfig` is unrelated to LlamaConfig head_dim rejection." + "reason": "PretrainedConfig type-checking regression is unrelated to LlamaConfig head_dim rejection." }, { - "left": "issue:41628", - "right": "issue:42757", + "left": "issue:28282", + "right": "issue:30333", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols and different packages." + "reason": "AutoModel missing torch and MLflow job-reporting are unrelated." }, { - "left": "issue:28282", - "right": "issue:30333", + "left": "issue:41628", + "right": "issue:42757", "accept": false, - "reason": "PyTorch import detection and MLflow reporting are unrelated." + "reason": "Import failures from different packages and different causes; not the same bug." }, { "left": "issue:30333", "right": "issue:35141", "accept": false, - "reason": "Failed-job reporting has nothing to do with embedding resizing/reinitialization." + "reason": "Training-job reporting issue vs. embedding reinitialization bug in post_init are unrelated." }, { "left": "issue:44206", "right": "issue:45103", "accept": false, - "reason": "Different code paths: feature extractor argument mismatch vs. auto-docstring annotation handling." + "reason": "Feature-extractor argument mismatch vs. auto-docstring crash under future annotations are different code paths." }, { "left": "issue:44297", "right": "issue:45310", "accept": false, - "reason": "Tokenizer save metadata mismatch is not the same as the Qwen3.5 MoE from_pretrained regression." + "reason": "Tokenizer save metadata bug vs. Qwen3.5 MoE from_pretrained failure are distinct problems." }, { "left": "issue:44222", "right": "issue:44484", "accept": false, - "reason": "FP8 MoE save_pretrained bug is unrelated to max_shard_size default behavior." + "reason": "FP8 MOE save_pretrained issue is unrelated to the max_shard_size default question." }, { "left": "issue:43723", "right": "issue:44977", "accept": false, - "reason": "Tokenizer loading regression and flash-attention generation issues are different bugs." + "reason": "Tokenizer loading regression and Qwen3.5 flash-attention generation bug are different failures." }, { "left": "issue:43232", "right": "issue:45834", "accept": false, - "reason": "Generation kwargs update after sync_gpus is unrelated to Kosmos2.5 long OCR index errors." + "reason": "Generation kwargs update bug is unrelated to Kosmos2.5 OCR index errors." }, { "left": "issue:44263", "right": "issue:45092", "accept": false, - "reason": "Torch.split return handling in a MoE indexer is unrelated to remote-code checkpoint meta-initialization." + "reason": "GlmMoeDsaIndexer torch.split issue is unrelated to InternVL2 meta-init compatibility." }, { "left": "issue:43761", "right": "issue:46082", "accept": false, - "reason": "Hidden-states regression in CLIPVisionModel is unrelated to LlamaConfig head_dim validation." + "reason": "CLIP hidden_states regression and LlamaConfig head_dim validation are unrelated." }, { "left": "issue:44295", "right": "issue:44623", "accept": false, - "reason": "Reading `position_ids` after buffer registration is unrelated to processor save_pretrained file omission." - }, - { - "left": "issue:44483", - "right": "issue:45406", - "accept": false, - "reason": "Chat/completions request handling is unrelated to Gemma4Processor missing `_tokenizer`." + "reason": "Position_ids buffer access bug vs. processor.save_pretrained file omission are different issues." }, { "left": "issue:44373", "right": "issue:44485", "accept": false, - "reason": "Wrong docstring for `position_ids` is a documentation issue; GLM-5 RoPE is an implementation discussion." + "reason": "Docstring wording for position_ids is not the same as a RoPE implementation discussion/bug." }, { - "left": "issue:44514", - "right": "issue:45103", + "left": "issue:44483", + "right": "issue:45406", "accept": false, - "reason": "Processor batch-padding crash is unrelated to auto-docstring annotation processing." + "reason": "Chat-completions request handling and Gemma4Processor _tokenizer crash are different serve-side problems." }, { - "left": "issue:43723", - "right": "issue:44871", + "left": "issue:44514", + "right": "issue:45103", "accept": false, - "reason": "Tokenizer loading regression and eos_token_id inconsistency are separate issues." + "reason": "Qwen2_5_VL batched chat-template crash is unrelated to the auto-docstring annotations bug." }, { "left": "issue:45092", "right": "issue:45357", "accept": false, - "reason": "Both involve model loading/saving, but they affect different models and different serialization problems." + "reason": "Old InternVL2 remote-code meta-init incompatibility vs. Qwen3.5 visual encoder key saving regression are different bugs." }, { - "left": "issue:45405", - "right": "issue:45712", + "left": "issue:44263", + "right": "issue:44360", "accept": false, - "reason": "PEFT version pinning is unrelated to dummy class cleanup/export leakage." + "reason": "Both mention DSA indexer, but one is a torch.split value bug and the other is about a missing ReLU; not the same underlying defect." }, { - "left": "issue:45656", - "right": "issue:45834", + "left": "issue:43723", + "right": "issue:44871", "accept": false, - "reason": "Double optimizer-step in deepspeed is unrelated to Kosmos2.5 OCR index errors." + "reason": "Tokenizer loading regression and Gemma-3 eos_token_id inconsistency are separate configuration/loading issues." }, { - "left": "issue:44263", - "right": "issue:44360", + "left": "issue:30990", + "right": "issue:38175", "accept": false, - "reason": "Both mention DSA indexer, but one is about torch.split return values and the other about a missing ReLU; not the same bug." + "reason": "Sentence-Transformers loading hang and SigLIP2 zero-probabilities behavior are unrelated." } ] }, @@ -12560,16 +12632,15 @@ "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-10000-429", + "cluster_id": "cluster-10000-430", "nodes": [ "issue:22355", "issue:28218", "issue:30990", "issue:33357", - "issue:38175", "issue:39401", "issue:41628", "issue:42371", @@ -12591,6 +12662,7 @@ "issue:44038", "issue:44060", "issue:44117", + "issue:44188", "issue:44261", "issue:44263", "issue:44295", @@ -12615,241 +12687,238 @@ "issue:46132" ], "soft_pairs": [ - "issue:30990|issue:38175", "issue:42907|issue:46050", "issue:43723|issue:44991", - "issue:44829|issue:46002", "issue:44261|issue:45092", + "issue:44829|issue:46002", "issue:43723|issue:44442", "issue:41628|issue:43824", "issue:42831|issue:45310", "issue:43479|issue:44913", - "issue:42831|issue:44038", "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:42886|issue:42994", "issue:42886|issue:43066", "issue:22355|issue:28218", + "issue:42831|issue:45753", "issue:43756|issue:44060", "issue:44671|issue:46132", - "issue:43122|issue:44521", "issue:43576|issue:43784", "issue:44117|issue:44704", "issue:43646|issue:46002", "issue:30990|issue:33357", + "issue:43122|issue:44521", "issue:42371|issue:44263", "issue:44295|issue:44297", - "issue:44704|issue:45290" + "issue:44704|issue:45290", + "issue:44188|issue:44373" ], - "prepared_review_unit_hash": "28f145cd17438926d9ae0188f8bb266d2cb1c875672396b3e34a1efb099d6ebe", + "prepared_review_unit_hash": "4a0350ebd7d4be3093f3494747c3e1b9597a5cb77a4daca09f44b8d65b41fe59", "component_budget": { - "node_count": 429, - "item_count": 429, - "soft_pair_count": 1585, - "serialized_chars": 820591, - "estimated_input_tokens": 205148, - "estimated_eval_tokens": 410552 + "node_count": 430, + "item_count": 430, + "soft_pair_count": 1590, + "serialized_chars": 822920, + "estimated_input_tokens": 205730, + "estimated_eval_tokens": 411716 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 35659, - "estimated_input_tokens": 8915, - "estimated_eval_tokens": 18086 + "serialized_chars": 35686, + "estimated_input_tokens": 8922, + "estimated_eval_tokens": 18100 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issues with only one credible duplicate pair in the tokenizer-loading regression area. Most other soft matches are superficial (same broad subsystem, same model family, or generic failure type) but do not look like the same underlying bug.", - "confidence": 0.76, - "canonical_issue_reason": "issue:43723 is the broadest representative of the only credible duplicate subcluster: a v5 AutoTokenizer loading regression that also covers the specific tokenizer-load failure in issue:44991.", + "summary": "This cluster is a loose grab-bag of Transformers regressions, mostly around v5 tokenizer/import/config/model-init behavior. The items are thematically related but do not look like one duplicate bug cluster; I found no soft pair that clearly shares the same concrete root cause.", + "confidence": 0.87, + "canonical_issue_reason": "issue:43723 is the broadest, most canonical tokenizer-loading regression here; it names the shared from_pretrained path that several other tokenizer-related reports are adjacent to, even though the others are not proven duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43723 is the strongest umbrella issue for the tokenizer-loading regression theme; it is more general than the specific model report in issue:44991 and best fits the duplicate cluster if one is chosen.", + "best_issue_reason": "issue:43723 is the best single issue to anchor this set because it is general, user-facing, and closest to the recurring tokenizer-load failures in the group.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:30990", - "right": "issue:38175", - "accept": false, - "reason": "Different symptoms and code paths: loading hangs in Sentence Transformers vs zero probabilities in SigLIP2 inference." - }, { "left": "issue:42907", "right": "issue:46050", "accept": false, - "reason": "Both involve quantized-model saving, but the models and failure modes differ (dequantized Ministrals/Devstrals vs sinq save_pretrained/from_pretrained breakage)." + "reason": "Both concern quantized save/load, but they describe different quantization workflows and failure modes, so they do not look like the same bug." }, { "left": "issue:43723", "right": "issue:44991", - "accept": true, - "reason": "Both describe a v5 AutoTokenizer.from_pretrained/tokenizer-loading regression; 44991 looks like a specific model instance of the broader failure in 43723." - }, - { - "left": "issue:44829", - "right": "issue:46002", "accept": false, - "reason": "Both mention bad training/NaNs, but one is tied to flash_attention_3 in sequence classification and the other to checkout/init NaNs in classification heads; not the same bug." + "reason": "Both are tokenizer loading failures in v5, but one is generic and the other is model-specific; no clear evidence they share the same root cause." }, { "left": "issue:44261", "right": "issue:45092", "accept": false, - "reason": "Different root causes: missing rms_norm_eps in MLA layernorm vs remote-code/meta-initialization incompatibility for InternVL2." + "reason": "These are different problems: a missing rms_norm_eps in MLA q_a_layernorm versus remote-code/meta-initialization incompatibility." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Different symptoms and code paths: flash_attention_3 training degeneration versus NaNs during checkpoint/init of classification heads." }, { "left": "issue:43723", "right": "issue:44442", "accept": false, - "reason": "Both are tokenizer-loading failures, but the titles only show a generic v5 regression versus a specific FastSpeech2ConformerTokenizer load issue; not enough to treat as the same bug." + "reason": "Both involve AutoTokenizer, but one is a general v5 loading regression and the other is a specific tokenizer class mapping failure." }, { "left": "issue:41628", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols/classes and likely different export paths." + "reason": "Both are import errors, but they target different symbols and likely different missing-export paths." }, { "left": "issue:42831", "right": "issue:45310", "accept": false, - "reason": "Different issues: FineGrainedFP8 accuracy vs a Qwen3.5 MoE from_pretrained error." + "reason": "An accuracy regression in FineGrainedFP8 is unrelated to a Qwen3.5 MoE from_pretrained error." }, { "left": "issue:43479", "right": "issue:44913", "accept": false, - "reason": "Both are config/default handling bugs, but they affect different models and different config fields/behaviors." + "reason": "Different config bugs: multimodal sub-config defaults versus rotary_pct not persisting on reload." }, { - "left": "issue:42831", - "right": "issue:44038", + "left": "issue:44263", + "right": "issue:44373", "accept": false, - "reason": "Not the same problem: one is an FP8 accuracy issue, the other a Qwen3-VL-Moe bug report." + "reason": "A torch.split indexing issue is unrelated to a docstring typo for position_ids." }, { - "left": "issue:44263", - "right": "issue:44373", + "left": "issue:42831", + "right": "issue:44038", "accept": false, - "reason": "One is a runtime tensor split issue; the other is just a docstring problem." + "reason": "These are unrelated model/quantization issues with no shared concrete code path." }, { "left": "issue:39401", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer behavior bugs, but one is wrong offset_mapping and the other is missing BOS/EOS insertion; different concrete defects." + "reason": "Wrong offset mappings and missing BOS/EOS behavior are distinct tokenizer regressions." }, { "left": "issue:42757", "right": "issue:45278", "accept": false, - "reason": "45278 is a broad import-error regression, but 42757 is specifically about is_offline_mode; too generic to call the same bug." - }, - { - "left": "issue:42886", - "right": "issue:42994", - "accept": false, - "reason": "Offline tokenizer cache loading and quantized model saving are unrelated." + "reason": "A specific huggingface_hub import failure is not the same as a broad set of import errors after upgrading to v5.5.0." }, { "left": "issue:43232", "right": "issue:45593", "accept": false, - "reason": "Generation kwarg syncing and D-FINE auxiliary losses are unrelated subsystems." + "reason": "Generation kwargs update behavior and missing auxiliary losses in D-FINE are unrelated." }, { - "left": "issue:42831", - "right": "issue:45753", + "left": "issue:42886", + "right": "issue:42994", "accept": false, - "reason": "A numerical accuracy issue is not the same as an infinite-loop bug on a specific image." + "reason": "Offline tokenizer cache loading and quantized model saving are different failure domains." }, { "left": "issue:42886", "right": "issue:43066", "accept": false, - "reason": "Offline cache loading failure and wrong tokenizer decoder type are different tokenizer bugs." + "reason": "Both touch tokenizer handling, but offline cache loading is not the same bug as an incorrect tokenizer decoder type in v5." }, { "left": "issue:22355", "right": "issue:28218", "accept": false, - "reason": "Missing transformers.onnx import and extra tokenizer space after added token are unrelated." + "reason": "A missing transformers.onnx module and an added-token spacing bug are unrelated." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "FineGrainedFP8 accuracy regression and a Qwen3_5 infinite loop are clearly different issues." }, { "left": "issue:43756", "right": "issue:44060", "accept": false, - "reason": "Different model-specific architecture/config problems with no shared concrete code path." + "reason": "Smollm3 RoPE-layer loss and Qwen3-Next tied-weights warnings are different model-specific bugs." }, { "left": "issue:44671", "right": "issue:46132", "accept": false, - "reason": "CamemBERT MLM predictions vs AttentionInterface.register behavior are unrelated." - }, - { - "left": "issue:43122", - "right": "issue:44521", - "accept": false, - "reason": "Different tokenizer/chat-template problems: tokenization drift across versions vs multimodal assistant mask generation." + "reason": "CamemBERT masked-LM mispredictions and AttentionInterface.register behavior changes do not share the same code path." }, { "left": "issue:43576", "right": "issue:43784", "accept": false, - "reason": "A broken CLI command and an import NameError in sentence-transformers are not the same issue." + "reason": "A broken CLI command and an import-time NameError in sentence-transformers are unrelated." }, { "left": "issue:44117", "right": "issue:44704", "accept": false, - "reason": "Both are from_pretrained-related, but one is a tokenizer-mapping None bug and the other is AutoProcessor kwarg forwarding; different code paths." + "reason": "A tokenizer mapping None bug and an AutoProcessor kwargs passthrough issue are different dispatcher/cached_file problems." }, { "left": "issue:43646", "right": "issue:46002", "accept": false, - "reason": "Custom model initialization breakage is not the same as NaNs in classification heads after init." + "reason": "Custom model initialization breakage and NaNs in classification heads are not the same underlying bug." }, { "left": "issue:30990", "right": "issue:33357", "accept": false, - "reason": "Sentence Transformers loading stall and a MacOS bus error in CLIP inference are different failures." + "reason": "Sentence-Transformers loading stall and a macOS bus error on CLIP are distinct runtime failures." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Tokenization changes across versions and multimodal assistant mask generation are separate behaviors." }, { "left": "issue:42371", "right": "issue:44263", "accept": false, - "reason": "TF32 API guidance and a torch.split return-value issue are unrelated." + "reason": "TF32 API guidance and torch.split return-value handling are unrelated." }, { "left": "issue:44295", "right": "issue:44297", "accept": false, - "reason": "Reading position_ids after buffer registration and tokenizer save_pretrained metadata mismatch are unrelated." + "reason": "Reading position_ids after buffer registration and tokenizer_class mismatch on save_pretrained are different serialization issues." }, { "left": "issue:44704", "right": "issue:45290", "accept": false, - "reason": "AutoProcessor kwarg forwarding and chat-template crashes on tool-call assistant messages are different bugs." + "reason": "Passing kwargs to cached_file and crashing on tool-call assistant messages are unrelated apply_chat_template/processor paths." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "torch.compile attention kernel divergence is unrelated to a docstring error." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The single accepted duplicate pair is plausibly the same v5 AutoTokenizer/tokenizer-loading regression, and the other soft-edge rejections are appropriately cautious given only title-level evidence. No pair appears overstated or clearly non-mergeable." - }, - "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 }, @@ -12861,10 +12930,10 @@ "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-10000-429", + "cluster_id": "cluster-10000-430", "nodes": [ "issue:22355", "issue:28218", @@ -12873,6 +12942,7 @@ "issue:36296", "issue:39401", "issue:41628", + "issue:42175", "issue:42757", "issue:42907", "issue:43116", @@ -12888,7 +12958,6 @@ "issue:43937", "issue:43976", "issue:44038", - "issue:44188", "issue:44222", "issue:44261", "issue:44295", @@ -12904,9 +12973,9 @@ "issue:44743", "issue:44779", "issue:44829", + "issue:44938", "issue:44945", "issue:44964", - "issue:44977", "issue:45200", "issue:45216", "issue:45278", @@ -12915,22 +12984,21 @@ "issue:45600" ], "soft_pairs": [ - "issue:44188|issue:44373", "issue:42907|issue:44945", "issue:41628|issue:45278", "issue:43232|issue:44743", "issue:43784|issue:45600", + "issue:44261|issue:44373", "issue:43976|issue:44945", "issue:39401|issue:44488", - "issue:44261|issue:44373", - "issue:43122|issue:44514", "issue:43408|issue:43475", + "issue:43122|issue:44514", "issue:42907|issue:43937", "issue:39401|issue:44521", "issue:44625|issue:44829", - "issue:43116|issue:45200", - "issue:42907|issue:44964", "issue:44360|issue:44485", + "issue:42907|issue:44964", + "issue:43116|issue:45200", "issue:44038|issue:44297", "issue:28218|issue:30990", "issue:44038|issue:44295", @@ -12945,222 +13013,216 @@ "issue:43784|issue:45446", "issue:43278|issue:44945", "issue:22355|issue:29159", - "issue:43122|issue:44977" + "issue:42175|issue:44938" ], - "prepared_review_unit_hash": "f58cb17fb0986388ea2df0d280e6b69fb4806c75568c9e675322a80eea4ad18f", + "prepared_review_unit_hash": "3a96a2be2c6d5d89cd5f53d746ed0c0441b0a2ad8d997ed1511c3039a344e172", "component_budget": { - "node_count": 429, - "item_count": 429, - "soft_pair_count": 1585, - "serialized_chars": 820591, - "estimated_input_tokens": 205148, - "estimated_eval_tokens": 410552 + "node_count": 430, + "item_count": 430, + "soft_pair_count": 1590, + "serialized_chars": 822920, + "estimated_input_tokens": 205730, + "estimated_eval_tokens": 411716 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 35997, - "estimated_input_tokens": 9000, - "estimated_eval_tokens": 18256 + "soft_pair_count": 30, + "serialized_chars": 35658, + "estimated_input_tokens": 8915, + "estimated_eval_tokens": 18086 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No clear duplicate cluster here: the issues span unrelated tokenizer, import, model-loading, generation, and training problems, so no soft-edge pair is strong enough to merge.", - "confidence": 0.93, - "canonical_issue_reason": "No single canonical issue stands out; the set is heterogeneous and the titles point to different bugs rather than one underlying defect.", + "summary": "The proposed soft links are all false positives: they span unrelated tokenizer, import, model-loading, configuration, and training bugs rather than one shared defect. I picked a tokenizer-regression issue as the best available representative, but the cluster is not a true duplicate set.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43122 is the broadest and most central tokenizer-regression report in this set, with multiple tokenizer-related soft links nearby.", "canonical_pr_reason": null, - "best_issue_reason": "45216 is the most concrete regression report, but it is only a representative example\u2014not a duplicate anchor for the rest of the set.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:44188", - "right": "issue:44373", - "accept": false, - "reason": "Different problems: torch.compile attention-kernel branching vs a docstring typo for position_ids." - }, + "best_issue_reason": "issue:43122 is the best cluster representative because it is a general regression description and sits closest to the tokenizer-related subset of the noisy cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ { "left": "issue:42907", "right": "issue:44945", "accept": false, - "reason": "Unrelated: saving a dequantized model vs incorrect output under pipeline parallelism." + "reason": "Dequantized save_pretrained failure and pipeline-parallel generation corruption are different code paths and different bugs." }, { "left": "issue:41628", "right": "issue:45278", "accept": false, - "reason": "One is a single AutoImageProcessor import failure; the other is a broad upgrade-related import-breakage report." + "reason": "Missing AutoImageProcessor export and broad import failures after upgrade are related only at a high level, not the same defect." }, { "left": "issue:43232", "right": "issue:44743", "accept": false, - "reason": "Both are generation-related, but they describe different bugs and code paths." + "reason": "Generation kwargs after sync_gpus and Qwen3 recurrent-state reset are unrelated generation issues." }, { "left": "issue:43784", "right": "issue:45600", "accept": false, - "reason": "Importing sentence-transformers vs CI break from removed Sam3LiteText config references are not the same bug." + "reason": "Sentence-transformers import NameError and auto_mappings CI break from removed configs are different failure modes." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "A precision/config bug in MLA q_a_layernorm is not the same as a docstring typo for position_ids." }, { "left": "issue:43976", "right": "issue:44945", "accept": false, - "reason": "Python-version compatibility regression vs pipeline-parallel output corruption." + "reason": "Python version compatibility and incorrect pipeline-parallel output are different problems." }, { "left": "issue:39401", "right": "issue:44488", "accept": false, - "reason": "Different tokenizer failures: offset_mapping mismatch vs a model load failure." + "reason": "Wrong offset mappings for Qwen3 tokenizer and failure to load cjvt/sleng-bert are unrelated." }, { - "left": "issue:44261", - "right": "issue:44373", + "left": "issue:43408", + "right": "issue:43475", "accept": false, - "reason": "Numerical precision/config issue in MLA layer vs a docstring issue." + "reason": "Model-type warning for sam3_video vs sam3_tracker is not the same as a missing Sam3VisionEncoderOutput attribute." }, { "left": "issue:43122", "right": "issue:44514", "accept": false, - "reason": "Tokenizer-version regression vs batched chat-template crash; different failure modes." - }, - { - "left": "issue:43408", - "right": "issue:43475", - "accept": false, - "reason": "Same model family, but one is a config/model-type warning and the other is an attribute error." + "reason": "Tokenizer behavior changed across versions and batched apply_chat_template crashing are different concrete bugs." }, { "left": "issue:42907", "right": "issue:43937", "accept": false, - "reason": "Saving dequantized models is unrelated to invalid GenerationConfig." + "reason": "Saving dequantized models and invalid GenerationConfig for GLM-5 do not share the same code path." }, { "left": "issue:39401", "right": "issue:44521", "accept": false, - "reason": "Offset-mapping bug vs assistant_mask generation bug; different tokenizer paths." + "reason": "Wrong offset_mapping and zero assistant_masks are both tokenizer-related, but they are distinct outputs and root causes." }, { "left": "issue:44625", "right": "issue:44829", "accept": false, - "reason": "num_labels propagation in Qwen3.5 is unrelated to flash_attention_3 training degeneration." + "reason": "num_labels propagation in Qwen3.5 and flash_attention_3 degenerate training are unrelated." }, { - "left": "issue:43116", - "right": "issue:45200", + "left": "issue:44360", + "right": "issue:44485", "accept": false, - "reason": "Example-script multi-label output bug vs Gemma 4 multimodal token-type defaults." + "reason": "DSA indexer ReLU and GLM-5 RoPE implementation are different subsystems with no concrete overlap." }, { "left": "issue:42907", "right": "issue:44964", "accept": false, - "reason": "Model save/dequantization issue vs a specific multimodal model load failure." + "reason": "Dequantized save_pretrained failure and loading Phi-4 multimodal are separate model I/O issues." }, { - "left": "issue:44360", - "right": "issue:44485", + "left": "issue:43116", + "right": "issue:45200", "accept": false, - "reason": "DSA ReLU discussion vs GLM-5 RoPE implementation; no shared underlying defect." + "reason": "Empty multi-label classification results and missing mm_token_type_ids default in Gemma 4 are not the same bug." }, { "left": "issue:44038", "right": "issue:44297", "accept": false, - "reason": "Qwen3-VL-Moe load bug vs tokenizer save metadata mismatch." + "reason": "Qwen3-VL-Moe load bug and tokenizer_class mismatch on save_pretrained affect different flows." }, { "left": "issue:28218", "right": "issue:30990", "accept": false, - "reason": "Tokenizer spacing bug vs Sentence Transformers loading hang; unrelated." + "reason": "Extra space after added token and Sentence Transformers getting stuck loading are unrelated." }, { "left": "issue:44038", "right": "issue:44295", "accept": false, - "reason": "Model-load issue vs position_ids buffer access error." + "reason": "Qwen3-VL-Moe failure and position_ids buffer read error are different code paths." }, { "left": "issue:43122", "right": "issue:44779", "accept": false, - "reason": "Both mention tokenization regressions, but they concern different models and symptoms." + "reason": "Both are tokenizer regressions, but they are model-specific and do not point to the same underlying fix." }, { "left": "issue:42907", "right": "issue:43452", "accept": false, - "reason": "Dequantized save failure vs gguf_file handling for from_pretrained; different code paths." + "reason": "Dequantized save failure and gguf_file breaking from_pretrained are different loading/saving bugs." }, { "left": "issue:36296", "right": "issue:43116", "accept": false, - "reason": "Tensor-parallel training bug vs example-script classification output bug." + "reason": "Tensor parallel training bug and multi-label classification script returning empty results are unrelated." }, { "left": "issue:43824", "right": "issue:44351", "accept": false, - "reason": "Different missing imports: Qwen2_5_VLForConditionalGeneration vs HybridCache." + "reason": "Different missing symbols: Qwen2_5_VLForConditionalGeneration vs HybridCache; both are import errors but not the same one." }, { "left": "issue:44038", "right": "issue:44222", "accept": false, - "reason": "Qwen3-VL-Moe model loading issue vs FP8 save_pretrained bug; not the same bug." + "reason": "Qwen3-VL-Moe load bug and FP8 save_pretrained moe concern different functionality." }, { "left": "issue:43122", "right": "issue:43906", "accept": false, - "reason": "Tokenizer regression vs an isolated reproduction of a different issue; no concrete overlap." + "reason": "Tokenizer regression and isolated reproduction of another issue are too vague to treat as the same concrete bug." }, { "left": "issue:45216", "right": "issue:45478", "accept": false, - "reason": "Related Qwen3.5 regression theme, but save_pretrained checkpoint corruption and from_pretrained load error are not clearly the same code-path bug." + "reason": "Qwen3.5 save_pretrained regression and Qwen3.5 Moe from_pretrained error are different operations and likely different causes." }, { "left": "issue:42757", "right": "issue:44351", "accept": false, - "reason": "ImportError from huggingface_hub vs ImportError from transformers; different missing symbols." + "reason": "Import errors for is_offline_mode and HybridCache are separate missing-symbol issues." }, { "left": "issue:43784", "right": "issue:45446", "accept": false, - "reason": "Sentence-transformers import NameError vs incorrect PyTorch version gating for AuxRequest." + "reason": "Import NameError in sentence-transformers and a PyTorch version check bug in flex_attention are unrelated." }, { "left": "issue:43278", "right": "issue:44945", "accept": false, - "reason": "Dtype drift in evaluation vs incorrect LLM output under pipeline parallelism." + "reason": "BF16-to-FP32 embedding dtype drift during evaluation is not the same as wrong LLM output under pipeline parallelism." }, { "left": "issue:22355", "right": "issue:29159", "accept": false, - "reason": "onnx module import failure vs slow/fast tokenizer inconsistency; unrelated." + "reason": "Missing transformers.onnx module and slow-vs-fast tokenizer inconsistency are unrelated." }, { - "left": "issue:44261", - "right": "issue:44485", + "left": "issue:42175", + "right": "issue:44938", "accept": false, - "reason": "Layer norm epsilon mismatch vs RoPE implementation discussion; different model components." + "reason": "TensorFlow backend missing in a torch install and Python 3.14 load failure are different environment/package problems." } ] }, @@ -13179,17 +13241,16 @@ "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-10000-429", + "cluster_id": "cluster-10000-430", "nodes": [ "issue:22355", "issue:29127", "issue:33453", "issue:38617", "issue:39401", - "issue:42175", "issue:42222", "issue:42371", "issue:42673", @@ -13214,17 +13275,18 @@ "issue:44117", "issue:44291", "issue:44380", + "issue:44466", "issue:44485", "issue:44704", "issue:44779", "issue:44936", - "issue:44938", "issue:44977", "issue:45071", "issue:45072", "issue:45083", "issue:45278", "issue:45357", + "issue:45405", "issue:45446", "issue:45478", "issue:45563", @@ -13234,12 +13296,11 @@ "issue:46077" ], "soft_pairs": [ - "issue:42175|issue:44938", "issue:43493|issue:45753", "issue:42673|issue:45072", "issue:38617|issue:45278", - "issue:43066|issue:44779", "issue:43992|issue:44704", + "issue:43066|issue:44779", "issue:22355|issue:29127", "issue:43611|issue:46002", "issue:43937|issue:44485", @@ -13262,210 +13323,218 @@ "issue:42673|issue:43906", "issue:44291|issue:45071", "issue:43937|issue:44977", - "issue:43450|issue:43986" + "issue:43450|issue:43986", + "issue:44466|issue:46002", + "issue:45405|issue:45446" ], - "prepared_review_unit_hash": "f85ba557decb255e5a12f13ab1f4a3b9ee72857ea3d85c59135be4c6a99a3451", + "prepared_review_unit_hash": "664bd30520d99a718a6c766c1df2cbd80089c05d8729e3f6c77c41dbeb72baa5", "component_budget": { - "node_count": 429, - "item_count": 429, - "soft_pair_count": 1585, - "serialized_chars": 820591, - "estimated_input_tokens": 205148, - "estimated_eval_tokens": 410552 + "node_count": 430, + "item_count": 430, + "soft_pair_count": 1590, + "serialized_chars": 822920, + "estimated_input_tokens": 205730, + "estimated_eval_tokens": 411716 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36035, - "estimated_input_tokens": 9009, - "estimated_eval_tokens": 18274 + "soft_pair_count": 30, + "serialized_chars": 36436, + "estimated_input_tokens": 9109, + "estimated_eval_tokens": 18474 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose semantic bucket of mostly unrelated Transformers v5 regressions, model-specific bugs, and a few packaging/docs/deprecation issues; none of the suggested soft pairs look like true duplicates.", - "confidence": 0.19, - "canonical_issue_reason": "issue:45278 is the best umbrella representative because it captures the broad post-upgrade breakage theme that recurs across several reports, even though the cluster is too heterogeneous for a true canonical duplicate.", + "summary": "These items are mostly heterogeneous Transformers bug reports that only overlap at a broad theme level (v5 regressions, tokenizer/model issues, and dependency/version breakage). I don\u2019t see any soft pair that looks like the same underlying bug or change.", + "confidence": 0.83, + "canonical_issue_reason": "issue:45278 is the best umbrella candidate because its title is broad and migration-oriented (\u201cmany import errors after update\u201d), making it the closest representative of the cluster\u2019s recurring v5 breakage theme.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 has the widest scope and strongest tie to the recurring v5 import/regression pattern, so it is the most suitable representative issue.", + "best_issue_reason": "issue:45278 is the most globally representative issue in this set: it is broad, user-facing, and plausibly subsumes several import/breakage reports better than the narrowly scoped model-specific tickets.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:42175", - "right": "issue:44938", - "accept": false, - "reason": "Different failures: missing TensorFlow backend from a torch-only install vs Python 3.14 import/load failure." - }, { "left": "issue:43493", "right": "issue:45753", "accept": false, - "reason": "Both are Qwen3.5-related, but one is a SigLIP2 implementation discrepancy and the other is an infinite-loop generation bug on a specific image." + "reason": "Same model family, but one is a SigLIP2 implementation discrepancy and the other is an infinite-loop generation bug on a specific image; different code paths and symptoms." }, { "left": "issue:42673", "right": "issue:45072", "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM multi-threaded dataloader use is unrelated to dtype mismatches in CI inference." + "reason": "VRAM leak in Qwen3ForCausalLM threading is unrelated to SGD argument handling / dtype mismatch in CI." }, { "left": "issue:38617", "right": "issue:45278", "accept": false, - "reason": "One is an import failure for a missing symbol; the other is a broad upgrade report about many import errors, not the same underlying bug." + "reason": "Both concern import failures after v5 changes, but one is a specific missing symbol and the other is a broad upgrade-wide report; not the same concrete breakage." }, { - "left": "issue:43066", - "right": "issue:44779", + "left": "issue:43992", + "right": "issue:44704", "accept": false, - "reason": "Wrong tokenizer decoder type in v5 is a different tokenizer bug than Deepseek producing incorrect results." + "reason": "Missing `embed_tokens.weight` in UMT5Encoder is unrelated to `AutoProcessor.from_pretrained` not forwarding kwargs to `cached_file`." }, { - "left": "issue:43992", - "right": "issue:44704", + "left": "issue:43066", + "right": "issue:44779", "accept": false, - "reason": "Missing embed_tokens.weight in UMT5Encoder loading is unrelated to AutoProcessor not forwarding kwargs to cached_file." + "reason": "Both are tokenizer-related, but the reported defects differ: wrong decoder type vs incorrect tokenization results for Deepseek." }, { "left": "issue:22355", "right": "issue:29127", "accept": false, - "reason": "Module import failure for transformers.onnx and a LayoutLMv3 error-message clarity issue are unrelated." + "reason": "`transformers.onnx` missing module import and a layoutlmv3 error-message clarity issue are unrelated." }, { "left": "issue:43611", "right": "issue:46002", "accept": false, - "reason": "base_model_prefix loading breakage and NaNs in classification heads after checkout/init are different code paths and symptoms." + "reason": "`base_model_prefix` loading breakage and NaNs in classification heads are different failures with no shared code-path evidence." }, { "left": "issue:43937", "right": "issue:44485", "accept": false, - "reason": "Invalid GenerationConfig for GLM-5 is not the same as a RoPE implementation discussion." + "reason": "GenerationConfig validation error and GLM-5 RoPE implementation concern different model-generation subsystems." }, { "left": "issue:43976", "right": "issue:45446", "accept": false, - "reason": "Python version compatibility for Transformers v5.1.0 is unrelated to a PyTorch version check bug in flex_attention." + "reason": "These are both version-check bugs, but in different areas (`Python` support vs PyTorch import gating) and not the same underlying defect." }, { "left": "issue:42222", "right": "issue:43441", "accept": false, - "reason": "VitPose model breakage and Ministral-3 FlashAttention failure are distinct model-specific regressions." + "reason": "VitPose model breakage and Ministral-3 FlashAttention failure are unrelated model-specific issues." }, { "left": "issue:43116", "right": "issue:43493", "accept": false, - "reason": "Empty results in the example classification script is unrelated to a SigLIP2 implementation discrepancy." + "reason": "Multi-label example-script output bug is unrelated to a SigLIP2 implementation discrepancy." }, { "left": "issue:42371", "right": "issue:43874", "accept": false, - "reason": "TF32 settings warning and a missing image-patch helper in GLM46V are different issues." + "reason": "TF32 API messaging and a missing image-patch helper in GLM46V are unrelated." }, { "left": "issue:44075", "right": "issue:44936", "accept": false, - "reason": "Optimizer SGD args ignored is unrelated to trainer.evaluate() failing after train()." + "reason": "SGD args not being used and `trainer.evaluate()` failing after training are different trainer/optimizer problems." }, { "left": "issue:43064", "right": "issue:43673", "accept": false, - "reason": "FSDP2/PEFT optimizer-state corruption is a different bug from missing GenerationMixin cache during chunked_prefill." + "reason": "FSDP2/PEFT optimizer-state corruption and missing GenerationMixin cache during chunked prefill are separate code paths." }, { "left": "issue:45357", "right": "issue:45478", "accept": false, - "reason": "Both involve Qwen3.5, but one is a save_pretrained key regression and the other is a from_pretrained load error; not the same fix." + "reason": "Both are Qwen3.5 MoE-related, but one is save/load key serialization and the other is from_pretrained loading failure; not the same bug." }, { "left": "issue:44038", "right": "issue:45478", "accept": false, - "reason": "Qwen3-VL-Moe and Qwen3.5-Moe are different model families and symptoms, so this is not one underlying bug." + "reason": "Different Qwen3 variants and different failures: Qwen3-VL-Moe issue vs Qwen3.5 MoE from_pretrained error." }, { "left": "issue:43116", "right": "issue:43825", "accept": false, - "reason": "Example-script multi-label behavior and pipeline() translation support/error messaging are unrelated." + "reason": "Empty multi-label example output and a pipeline translation-support error message are unrelated." }, { "left": "issue:45083", "right": "issue:45446", "accept": false, - "reason": "A Qwen3_omni_moe helper-length bug is unrelated to the flex_attention import/version check issue." + "reason": "Qwen3_omni_moe feature-length helper behavior and an AuxRequest PyTorch version check are unrelated." }, { "left": "issue:43937", "right": "issue:45563", "accept": false, - "reason": "Invalid GenerationConfig and a stale warning for num_return_sequences are not the same defect." + "reason": "GenerationConfig invalid and stale num_return_sequences warning are different generation issues." }, { "left": "issue:44380", "right": "issue:46077", "accept": false, - "reason": "GPT2 attention scaling under SDPA/FlashAttention is unrelated to Gemma4 building causal masks when bidirectional attention is requested." + "reason": "Both involve attention behavior, but the model, backend, and symptom differ: GPT2 scaling ignored vs Gemma4 building causal masks." }, { "left": "issue:33453", "right": "issue:39401", "accept": false, - "reason": "Tokenizer loading regression and Qwen3 offset_mapping errors are different tokenizer problems with different failure modes." + "reason": "Tokenizer loading regression and Qwen3 offset-mapping bug are related only at a very high level; no same underlying defect is evident." }, { "left": "issue:44117", "right": "issue:45588", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES returning None and a flash_attention crash on s_aux=None are unrelated." + "reason": "Tokenizer mapping fallback bug and flash_attention crashing on `s_aux=None` are unrelated." }, { "left": "issue:43827", "right": "issue:45446", "accept": false, - "reason": "Docs still referencing pipeline() after v5 removals is unrelated to an AuxRequest import version check bug." + "reason": "Docs still referencing removed pipeline APIs and an incorrect PyTorch version check are unrelated." }, { "left": "issue:39401", "right": "issue:44779", "accept": false, - "reason": "Wrong Qwen3 offset_mapping and incorrect Deepseek tokenizer results are separate tokenizer regressions." + "reason": "Both are tokenizer correctness bugs, but they affect different models and different outputs (offset mapping vs general tokenization results)." }, { "left": "issue:42673", "right": "issue:43906", "accept": false, - "reason": "A VRAM leak in multi-threaded Qwen3ForCausalLM use is not the same as an isolated reproduction of another issue." + "reason": "A VRAM leak in multi-threaded Qwen3ForCausalLM usage does not match an isolated reproduction of another issue." }, { "left": "issue:44291", "right": "issue:45071", "accept": false, - "reason": "Unexpected _is_hf_initialized argument during init_empty_weights is unrelated to PretrainedConfig type-checking breakage." + "reason": "Unexpected `_is_hf_initialized` argument in `init_empty_weights` is a different problem from `PretrainedConfig` type checking." }, { "left": "issue:43937", "right": "issue:44977", "accept": false, - "reason": "GLM-5 GenerationConfig invalidity and Qwen3.5 flash-attention generation problems are different model/runtime failures." + "reason": "GenerationConfig validation vs FlashAttention generation failure are distinct failures." }, { "left": "issue:43450", "right": "issue:43986", "accept": false, - "reason": "Video processor batch-shape bug and missing-torchvision AutoProcessor crash are related to video processing but not the same code-path problem." + "reason": "Batched video-processor shape bug and missing-`torchvision` crash are different video-related issues." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Serialization of tied weights and NaNs on checkout/init are unrelated." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "PEFT minimum-version packaging issue and AuxRequest PyTorch version gating are unrelated." } ] }, @@ -13484,10 +13553,10 @@ "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-10000-429", + "cluster_id": "cluster-10000-430", "nodes": [ "issue:38617", "issue:39401", @@ -13509,15 +13578,17 @@ "issue:43582", "issue:43673", "issue:43742", + "issue:43874", "issue:43937", "issue:44075", "issue:44117", "issue:44220", "issue:44261", + "issue:44263", "issue:44410", - "issue:44466", "issue:44483", "issue:44484", + "issue:44485", "issue:44493", "issue:44496", "issue:44829", @@ -13528,256 +13599,268 @@ "issue:45278", "issue:45310", "issue:45341", - "issue:45405", - "issue:45446", "issue:45464", "issue:45478", "issue:45542", "issue:45561", "issue:45656", - "issue:46002", + "issue:46172", "issue:46178" ], "soft_pairs": [ - "issue:44466|issue:46002", - "issue:45405|issue:45446", "issue:44117|issue:45081", "issue:45341|issue:45561", "issue:42222|issue:46178", "issue:38617|issue:41628", "issue:44410|issue:45310", - "issue:44829|issue:45216", - "issue:39401|issue:43421", "issue:42617|issue:45341", + "issue:44829|issue:45216", "issue:44484|issue:45310", + "issue:39401|issue:43421", "issue:42673|issue:43582", "issue:42490|issue:42673", "issue:43408|issue:43742", "issue:42371|issue:44261", "issue:44933|issue:45278", "issue:38617|issue:44220", - "issue:42222|issue:45542", "issue:43937|issue:44496", + "issue:42222|issue:45542", "issue:44483|issue:45464", "issue:43066|issue:43122", "issue:42175|issue:42222", "issue:42371|issue:42831", "issue:44075|issue:45656", - "issue:44410|issue:45478", "issue:43673|issue:45341", + "issue:44410|issue:45478", "issue:43012|issue:43577", "issue:44484|issue:45478", "issue:43097|issue:44493", - "issue:41628|issue:45071" + "issue:41628|issue:45071", + "issue:43874|issue:44261", + "issue:44263|issue:44485", + "issue:45071|issue:45542", + "issue:44263|issue:46172" ], - "prepared_review_unit_hash": "8d3f62a26dbbbd1800fb448b123f42a482ab4b82b8109daa179b0053f966a952", + "prepared_review_unit_hash": "9e0586c080244a3cbeb989a7c66ff24c394c541216fa020d637dedab42da91d0", "component_budget": { - "node_count": 429, - "item_count": 429, - "soft_pair_count": 1585, - "serialized_chars": 820591, - "estimated_input_tokens": 205148, - "estimated_eval_tokens": 410552 + "node_count": 430, + "item_count": 430, + "soft_pair_count": 1590, + "serialized_chars": 822920, + "estimated_input_tokens": 205730, + "estimated_eval_tokens": 411716 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36435, - "estimated_input_tokens": 9109, - "estimated_eval_tokens": 18474 + "soft_pair_count": 32, + "serialized_chars": 36964, + "estimated_input_tokens": 9241, + "estimated_eval_tokens": 18738 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: most items are unrelated bug reports, with only a small import-regression subgroup. None of the soft pairs look like the same concrete bug/change, and there are no PRs in the set.", - "confidence": 0.79, - "canonical_issue_reason": "issue:45278 is the broadest umbrella report about import failures after upgrading, so it is the best anchor for the small import-regression subgroup.", + "summary": "This cluster is highly heterogeneous: most items are unrelated bug reports, with a few soft similarities around import regressions, tokenizer behavior, testing utilities, and model-loading issues. None of the candidate edges look like definite duplicates, so I would keep them separate.", + "confidence": 0.66, + "canonical_issue_reason": "Issue 45278 is the broadest and most representative regression report in the set, centered on widespread import failures after upgrading Transformers.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the most representative issue in this mixed set; it is broader than the other import-related reports and closer to a possible cluster summary.", + "best_issue_reason": "Issue 45278 is the best overall issue to anchor the cluster because it is generic and closest to several import-related reports, though the cluster is too mixed for a tight canonical fit.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44466", - "right": "issue:46002", - "accept": false, - "reason": "Both mention model weights/training behavior, but one is a serialization/tied-weights issue and the other is NaNs in classification heads; different bugs." - }, - { - "left": "issue:45405", - "right": "issue:45446", - "accept": false, - "reason": "Unrelated topics: PEFT version pinning vs a PyTorch version-check bug in flex_attention." - }, { "left": "issue:44117", "right": "issue:45081", "accept": false, - "reason": "Both are tokenizer-related, but one is a mapping lookup bug and the other is a Mistral regex crash; different code paths." + "reason": "Both are tokenizer/import-adjacent, but one is a mapping lookup bug and the other is a Mistral regex patch crash; different code paths." }, { "left": "issue:45341", "right": "issue:45561", "accept": false, - "reason": "The second is a pytest-xdist race in captured_info.txt; the first is only a vague testing_utils bug and is not clearly the same issue." + "reason": "Both mention testing utils, but one is a vague bug and the other is a specific xdist race on captured_info.txt; not the same failure." }, { "left": "issue:42222", "right": "issue:46178", "accept": false, - "reason": "VitPose model breakage and a tensorflow_text backend lookup error are different failures." + "reason": "Different subsystems and symptoms: vitpose model breakage versus backend-mapping validation for tensorflow_text." }, { "left": "issue:38617", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but for different missing symbols and likely different fixes." + "reason": "Both are import errors, but they concern different missing symbols from different modules." }, { "left": "issue:44410", "right": "issue:45310", "accept": false, - "reason": "Different model families and symptoms: missing Qwen3Next projections vs Qwen3.5-MoE from_pretrained failure." + "reason": "Both involve Qwen variants, but one is missing projections in a layer and the other is a from_pretrained MoE loading error." }, { - "left": "issue:44829", - "right": "issue:45216", + "left": "issue:42617", + "right": "issue:45341", "accept": false, - "reason": "One is an FA3 training-degeneration issue; the other is a save_pretrained regression for Qwen3.5 checkpoints." + "reason": "A script execution problem and a testing_utils bug are not the same underlying issue." }, { - "left": "issue:39401", - "right": "issue:43421", + "left": "issue:44829", + "right": "issue:45216", "accept": false, - "reason": "Both involve tokenizers, but offset_mapping errors and runtime post-processor updates are distinct bugs." + "reason": "Flash-attention training degeneration and save_pretrained checkpoint regression are unrelated code paths." }, { - "left": "issue:42617", - "right": "issue:45341", + "left": "issue:44484", + "right": "issue:45310", "accept": false, - "reason": "A 3d_parallel.py runtime problem is unrelated to a small testing_utils bug." + "reason": "One is about max_shard_size defaults, the other about Qwen3.5 MoE loading; no shared concrete bug." }, { - "left": "issue:44484", - "right": "issue:45310", + "left": "issue:39401", + "right": "issue:43421", "accept": false, - "reason": "max_shard_size behavior in save_pretrained is unrelated to a Qwen3.5-MoE from_pretrained error." + "reason": "Both are tokenizer-related, but one is offset_mapping correctness and the other is runtime post-processor updates." }, { "left": "issue:42673", "right": "issue:43582", "accept": false, - "reason": "A VRAM leak in multi-threaded dataloading and an Apple Silicon TypeError are different issues." + "reason": "VRAM leakage in a model used across threads is unrelated to an AppleSilicon TypeError in allocator warmup." }, { "left": "issue:42490", "right": "issue:42673", "accept": false, - "reason": "Import warning on local model paths and a Qwen3ForCausalLM VRAM leak are unrelated." + "reason": "Local path import warnings and multi-thread VRAM leaks are different issues." }, { "left": "issue:43408", "right": "issue:43742", "accept": false, - "reason": "Model-type warning for sam3 variants is not the same as a key error loading facebook/MobileLLM-125M." + "reason": "A model-type warning and a key error while loading a different model are not the same bug." }, { "left": "issue:42371", "right": "issue:44261", "accept": false, - "reason": "TF32 configuration guidance and an MLA rms_norm_eps precision bug are unrelated." + "reason": "TF32 settings guidance and MLA layernorm epsilon precision are unrelated." }, { "left": "issue:44933", "right": "issue:45278", "accept": false, - "reason": "A missing image_utils import may be related to import regressions, but it is not the same concrete bug as the broad upgrade-related report." + "reason": "A missing import from image_utils is too specific to equate with broad import errors after a version upgrade." }, { "left": "issue:38617", "right": "issue:44220", "accept": false, - "reason": "A missing configuration import and an fbank feature-extraction issue are different code paths." + "reason": "An ImportError and an fbank feature extraction issue are different failures." }, { - "left": "issue:42222", - "right": "issue:45542", + "left": "issue:43937", + "right": "issue:44496", "accept": false, - "reason": "VitPose model breakage is unrelated to a missing TensorFlow backend when only tensorboard is installed." + "reason": "GenerationConfig validation for GLM-5 is unrelated to unrecognized model_type loading." }, { - "left": "issue:43937", - "right": "issue:44496", + "left": "issue:42222", + "right": "issue:45542", "accept": false, - "reason": "GenerationConfig validation for GLM-5 and unrecognized-model loading for Olmo-Hybrid are distinct failures." + "reason": "Vitpose model breakage and missing TensorFlow backend handling are different problems." }, { "left": "issue:44483", "right": "issue:45464", "accept": false, - "reason": "Both mention chat/completions failures, but one is a generic request rejection and the other is a streaming inference symptom on a specific model; not clearly the same bug." + "reason": "Both mention chat/completions and Qwen3.5, but one is request rejection and the other is a streaming inference failure; not enough to treat as one bug." }, { "left": "issue:43066", "right": "issue:43122", "accept": false, - "reason": "Tokenizer decoder-type mismatch and version-to-version tokenization differences are related only at a high level, not the same concrete issue." + "reason": "Both are tokenizer regressions, but one is decoder type and the other is changed tokenization output; different concrete defects." }, { "left": "issue:42175", "right": "issue:42222", "accept": false, - "reason": "Missing TensorFlow in a torch-only install and broken VitPose models are unrelated." + "reason": "TensorFlow backend packaging and vitpose model breakage do not share a code-path." }, { "left": "issue:42371", "right": "issue:42831", "accept": false, - "reason": "TF32 behavior controls and FineGrainedFP8 accuracy problems are different topics." + "reason": "TF32 API guidance and FineGrainedFP8 accuracy are distinct precision-related issues." }, { "left": "issue:44075", "right": "issue:45656", "accept": false, - "reason": "SGD arguments not being used and an optimizer step firing twice under deepspeed are separate optimizer bugs." + "reason": "Both involve optimizers, but one says SGD args are ignored while the other says optimizer.step is called twice under deepspeed; different bugs." }, { - "left": "issue:44410", - "right": "issue:45478", + "left": "issue:43673", + "right": "issue:45341", "accept": false, - "reason": "Missing Qwen3Next projections and Qwen3.5-MoE from_pretrained failures do not look like the same defect." + "reason": "Generation cache behavior and a testing_utils bug are unrelated." }, { - "left": "issue:43673", - "right": "issue:45341", + "left": "issue:44410", + "right": "issue:45478", "accept": false, - "reason": "Generation cache behavior during chunked_prefill is unrelated to a testing_utils bug." + "reason": "Same model family, but one is missing layer projections and the other is a from_pretrained MoE load error." }, { "left": "issue:43012", "right": "issue:43577", "accept": false, - "reason": "A bfloat16 precision warning and Blip2 dtype remaining float32 are different dtype-related symptoms." + "reason": "A PyTorch warning during bfloat16 compile and incorrect dtype propagation in Blip2 are different symptoms." }, { "left": "issue:44484", "right": "issue:45478", "accept": false, - "reason": "save_pretrained shard sizing and Qwen3.5-MoE loading failures are unrelated." + "reason": "Save-pretrained shard sizing and Qwen3.5 MoE loading are unrelated." }, { "left": "issue:43097", "right": "issue:44493", "accept": false, - "reason": "A removed config attribute and unexpected position-id keys are different regression surfaces." + "reason": "Removed config API and unexpected position-id keys are not the same bug." }, { "left": "issue:41628", "right": "issue:45071", "accept": false, - "reason": "An AutoImageProcessor import error and a PreTrainedConfig type-checking regression are unrelated." + "reason": "Importing a missing symbol and PretrainedConfig type checking are unrelated regressions." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing image-patch count API and MLA layernorm epsilon precision are different model-component issues." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "torch.split return handling in a GLM MoE helper is not the same as a RoPE implementation bug." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Type-checking regression in PretrainedConfig and TensorFlow backend detection are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "These concern different models and code paths: GLM MoE indexing versus deepseek-v4 dtype/transposition logic." } ] }, @@ -13796,10 +13879,10 @@ "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-10000-429", + "cluster_id": "cluster-10000-430", "nodes": [ "issue:38617", "issue:42757", @@ -13835,6 +13918,7 @@ "issue:44485", "issue:44704", "issue:44829", + "issue:44938", "issue:44987", "issue:45003", "issue:45071", @@ -13843,18 +13927,14 @@ "issue:45372", "issue:45375", "issue:45440", - "issue:45542", "issue:45588", "issue:46050", "issue:46123", - "issue:46172" + "issue:46172", + "issue:46178" ], "soft_pairs": [ - "issue:43874|issue:44261", - "issue:44263|issue:44485", - "issue:45071|issue:45542", "issue:44360|issue:46172", - "issue:44263|issue:46172", "issue:43012|issue:43408", "issue:43441|issue:44829", "issue:43931|issue:44410", @@ -13868,13 +13948,13 @@ "issue:43408|issue:44368", "issue:43986|issue:44484", "issue:43874|issue:44263", - "issue:45440|issue:46172", "issue:43986|issue:45372", "issue:43531|issue:45341", - "issue:38617|issue:42757", + "issue:45440|issue:46172", "issue:44261|issue:44485", - "issue:43064|issue:44315", + "issue:38617|issue:42757", "issue:43097|issue:46050", + "issue:43064|issue:44315", "issue:43097|issue:45588", "issue:44062|issue:44117", "issue:44410|issue:45375", @@ -13885,252 +13965,211 @@ "issue:44704|issue:45103", "issue:43986|issue:44117", "issue:43824|issue:43986", + "issue:44938|issue:46178", "issue:43066|issue:43906" ], - "prepared_review_unit_hash": "8856ca51782a93d16b788a20366e7fd4a77e4eaad7781c66ba11d500ed3d64db", + "prepared_review_unit_hash": "6740c1f0ed4fcccbd9ccadbd3d8d1103b1c5e3bd6d8534683497871ab31b07f6", "component_budget": { - "node_count": 429, - "item_count": 429, - "soft_pair_count": 1585, - "serialized_chars": 820591, - "estimated_input_tokens": 205148, - "estimated_eval_tokens": 410552 + "node_count": 430, + "item_count": 430, + "soft_pair_count": 1590, + "serialized_chars": 822920, + "estimated_input_tokens": 205730, + "estimated_eval_tokens": 411716 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 36, - "serialized_chars": 37926, - "estimated_input_tokens": 9482, - "estimated_eval_tokens": 19220 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37597, + "estimated_input_tokens": 9400, + "estimated_eval_tokens": 19056 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items do not form a real duplicate cluster; they cover many unrelated Transformers bugs and regressions. I found no PRs to compare, and I would not merge any of the soft pairs based on the available evidence.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue exists here: the set spans unrelated problems across imports, model loading, quantization, configuration, tokenizers, and generation.", + "summary": "These are mostly unrelated Transformers issues with only superficial title similarity. None of the soft pairs look like the same underlying bug/change, so all soft edges are rejected. If an anchor is needed, issue 43097 is the strongest representative because it is a concrete v5 regression with clear discussion and inbound references.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 43097 is the best anchor: it describes a specific, user-facing v5 regression with broader relevance than the more niche reports, and it has stronger discussion/inbound activity than most items here.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43502 is the strongest standalone bug report: it is a clear, reproducible user-facing loading-path regression with broad impact.", + "best_issue_reason": "Issue 43097 is the most suitable global representative because it is a clear, high-signal Transformers v5 breakage report rather than a narrow model-specific symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43874", - "right": "issue:44261", - "accept": false, - "reason": "Different bugs: missing image-processor method vs MLA layernorm config precision handling." - }, - { - "left": "issue:44263", - "right": "issue:44485", - "accept": false, - "reason": "Different code paths: GlmMoeDsaIndexer split behavior vs GLM-5 RoPE implementation." - }, - { - "left": "issue:45071", - "right": "issue:45542", - "accept": false, - "reason": "Unrelated: PretrainedConfig type-checking regression vs backend detection when only tensorboard is installed." - }, { "left": "issue:44360", "right": "issue:46172", "accept": false, - "reason": "Different DeepSeek/GLM internals: DSA ReLU discussion vs deepseek-v4 transpose issue." - }, - { - "left": "issue:44263", - "right": "issue:46172", - "accept": false, - "reason": "Different bugs in different model internals; no shared failing code path." + "reason": "Both mention low-level math/indexing behavior, but they are different models and different failures; not the same bug." }, { "left": "issue:43012", "right": "issue:43408", "accept": false, - "reason": "Different symptoms and subsystems: bfloat16 compile warning vs model-type mismatch warning." + "reason": "Both are warning-related, but one is a PyTorch precision warning and the other is a model-type mismatch warning; unrelated causes." }, { "left": "issue:43441", "right": "issue:44829", "accept": false, - "reason": "Both mention FlashAttention, but they are different failures on different models and code paths." + "reason": "Both involve FlashAttention 3, but one is a model loading failure and the other is degraded training behavior; different code paths." }, { "left": "issue:43931", "right": "issue:44410", "accept": false, - "reason": "Different model-loading problems: weight shape mismatch vs missing projections in a different architecture." + "reason": "Both are Qwen-family model issues, but one is a weight-shape mismatch and the other is missing projections in a different model family." }, { "left": "issue:43931", "right": "issue:44038", "accept": false, - "reason": "Different Qwen/VL issues with different failure modes; not the same bug." + "reason": "Different model families and different failure modes; too broad to be the same bug." }, { "left": "issue:43335", "right": "issue:45071", "accept": false, - "reason": "Unrelated: SwitchTransformers sparse-layer construction vs PretrainedConfig type-checking." + "reason": "One is a SwitchTransformers config edge case, the other is a generic type-checking regression in PretrainedConfig; not the same issue." }, { "left": "issue:43673", "right": "issue:46123", "accept": false, - "reason": "Different generation bugs: missing cache during chunked prefill vs final partial batch handling." + "reason": "Both are generation/pipeline related, but the failing behavior and affected subsystem are different." }, { "left": "issue:43097", "right": "issue:43452", "accept": false, - "reason": "Different problems: removed tie_embeddings behavior vs gguf_file breaking model/tokenizer loading." + "reason": "One is an API removal/regression, the other is tokenizer/model loading with gguf_file; different underlying problems." }, { "left": "issue:45003", "right": "issue:45341", "accept": false, - "reason": "Different areas: unsafe sys.modules access vs a testing_utils bug." + "reason": "Different modules and different bug classes; no shared code-path evidence." }, { "left": "issue:43986", "right": "issue:45341", "accept": false, - "reason": "Different issues: missing torchvision handling in AutoProcessor vs testing_utils." + "reason": "A video-model dependency crash is unrelated to a testing_utils bug." }, { "left": "issue:44117", "right": "issue:44987", "accept": false, - "reason": "Different failures: tokenizer mapping assumptions vs a specific model-loading regression in 5.1.0." + "reason": "Both involve loading/tokenizer paths, but the concrete failure and affected assumption differ." }, { "left": "issue:43408", "right": "issue:44368", "accept": false, - "reason": "Both are warnings, but they concern different warnings and different configuration fields." + "reason": "Both are warnings about model/config mismatches, but they concern different model families and distinct warning logic." }, { "left": "issue:43986", "right": "issue:44484", "accept": false, - "reason": "Unrelated: video-model loading without torchvision vs max_shard_size question." + "reason": "Video processing dependency handling and max_shard_size behavior are unrelated." }, { "left": "issue:43874", "right": "issue:44263", "accept": false, - "reason": "Different GLM bugs: missing image-processor method vs torch.split return handling." - }, - { - "left": "issue:45440", - "right": "issue:46172", - "accept": false, - "reason": "Different DeepSeek model discrepancies; not the same concrete defect." + "reason": "Both are GLM-related, but one is an AttributeError in an image processor and the other is a tensor split return-value issue." }, { "left": "issue:43986", "right": "issue:45372", "accept": false, - "reason": "Different import/loading failures affecting different dependencies and model paths." + "reason": "Different processor/dependency failure versus mistral_common import breakage; no same bug." }, { "left": "issue:43531", "right": "issue:45341", "accept": false, - "reason": "Different areas: Qwen3-MoE sliding_window behavior vs testing_utils." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to a testing utility bug." }, { - "left": "issue:38617", - "right": "issue:42757", + "left": "issue:45440", + "right": "issue:46172", "accept": false, - "reason": "Both are ImportErrors, but for different missing symbols from different modules." + "reason": "Both are DeepSeek-related, but they describe different model implementations and different failing operations." }, { "left": "issue:44261", "right": "issue:44485", "accept": false, - "reason": "Different model internals and unrelated fixes: rms_norm_eps precision issue vs GLM-5 RoPE implementation." + "reason": "Both are GLM discussions, but one is about missing rms_norm_eps and the other about RoPE implementation; different defects." }, { - "left": "issue:43064", - "right": "issue:44315", + "left": "issue:38617", + "right": "issue:42757", "accept": false, - "reason": "Different training issues: FSDP2/PEFT optimizer-state bug vs Liger Kernel not applied with model_init." + "reason": "Both are ImportErrors, but they are for different symbols from different libraries and different breakages." }, { "left": "issue:43097", "right": "issue:46050", "accept": false, - "reason": "Different failures: removed embedding-tie config warning vs sinq quantization save/load breakage." + "reason": "A removed embedding-tie flag is unrelated to quantized save/load corruption." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Training optimizer-state corruption and Liger application during model_init are different training pipeline issues." }, { "left": "issue:43097", "right": "issue:45588", "accept": false, - "reason": "Different subsystems: tie_embeddings deprecation/removal vs flash_attention sinkless-model crash." + "reason": "API removal and a flash_attention sinkless-model crash are different code paths." }, { "left": "issue:44062", "right": "issue:44117", "accept": false, - "reason": "Tokenizer construction error vs tokenizer mapping None; not the same bug." + "reason": "Token-related failures, but one is AddedToken argument duplication and the other is TOKENIZER_MAPPING_NAMES returning None." }, { "left": "issue:44410", "right": "issue:45375", "accept": false, - "reason": "Different Qwen-family configuration bugs with different missing fields/projections." + "reason": "Same broad Qwen area, but one is missing projections in qwen3next and the other is a config field omission in Qwen3_5MoeVision; not the same bug." }, { "left": "issue:38617", "right": "issue:44351", "accept": false, - "reason": "Different missing imports from different modules and different upstream API breakages." + "reason": "Both are import-related, but they reference different missing symbols and different modules." }, { "left": "issue:44038", "right": "issue:44410", "accept": false, - "reason": "Different Qwen model families and different failure modes; not mergeable as one fix." + "reason": "Both mention Qwen3, but one is a model-specific bug and the other is a different architecture/configuration issue." }, { "left": "issue:43502", "right": "issue:43992", "accept": false, - "reason": "Different loading regressions: local_files_only network requests vs missing embed_tokens.weight for UMT5." - }, - { - "left": "issue:43097", - "right": "issue:43873", - "accept": false, - "reason": "Different issues: tie_embeddings removal vs quantization/offloading behavior." - }, - { - "left": "issue:44704", - "right": "issue:45103", - "accept": false, - "reason": "Different code paths: AutoProcessor kwargs forwarding vs auto_docstring annotation processing." + "reason": "Local-files-only networking behavior and missing embed_tokens.weight are unrelated loading bugs." }, { - "left": "issue:43986", - "right": "issue:44117", - "accept": false, - "reason": "Different failures in processor loading vs tokenizer mapping resolution." - }, - { - "left": "issue:43824", - "right": "issue:43986", + "left": "issue:44938", + "right": "issue:46178", "accept": false, - "reason": "Different problems: missing Qwen2.5-VL export vs AutoProcessor crashing without torchvision." + "reason": "Python 3.14 import/load failure and BACKENDS_MAPPING validation for tensorflow_text are different compatibility issues." }, { "left": "issue:43066", "right": "issue:43906", "accept": false, - "reason": "Insufficient evidence of the same bug; one is a tokenizer-decoder mismatch, the other is only a reproduction of another issue." + "reason": "Tokenizer decoder typing and an isolated reproduction of another issue are not the same concrete bug." } ] }, @@ -14149,10 +14188,10 @@ "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-10000-429", + "cluster_id": "cluster-10000-430", "nodes": [ "issue:36683", "issue:38617", @@ -14161,6 +14200,7 @@ "issue:42907", "issue:43012", "issue:43064", + "issue:43066", "issue:43208", "issue:43299", "issue:43352", @@ -14190,7 +14230,6 @@ "issue:44514", "issue:44655", "issue:44683", - "issue:44938", "issue:45276", "issue:45290", "issue:45478", @@ -14201,10 +14240,9 @@ "issue:46123", "issue:46132", "issue:46172", - "issue:46178" + "issue:46209" ], "soft_pairs": [ - "issue:44938|issue:46178", "issue:43208|issue:43550", "issue:43992|issue:44484", "issue:43012|issue:43550", @@ -14215,12 +14253,12 @@ "issue:43352|issue:44380", "issue:44162|issue:46172", "issue:43352|issue:43976", - "issue:44380|issue:46132", "issue:44380|issue:45479", + "issue:44380|issue:46132", "issue:43792|issue:46123", "issue:43064|issue:44380", - "issue:44483|issue:44514", "issue:44222|issue:45478", + "issue:44483|issue:44514", "issue:36683|issue:43582", "issue:43208|issue:43526", "issue:43012|issue:44683", @@ -14233,224 +14271,225 @@ "issue:44038|issue:44230", "issue:44483|issue:45290", "issue:43756|issue:44485", + "issue:43066|issue:46209", "issue:43299|issue:43867", "issue:36683|issue:43475", "issue:45276|issue:46077" ], - "prepared_review_unit_hash": "8295e67fced754fd2c585756d9070e3809e35a4ca0076292b8be1cc2bcf847e3", + "prepared_review_unit_hash": "70f8f540ce6709fb33e873826782528a146b671e5000b4de370127f20293c190", "component_budget": { - "node_count": 429, - "item_count": 429, - "soft_pair_count": 1585, - "serialized_chars": 820591, - "estimated_input_tokens": 205148, - "estimated_eval_tokens": 410552 + "node_count": 430, + "item_count": 430, + "soft_pair_count": 1590, + "serialized_chars": 822920, + "estimated_input_tokens": 205730, + "estimated_eval_tokens": 411716 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37020, - "estimated_input_tokens": 9255, - "estimated_eval_tokens": 18766 + "serialized_chars": 36991, + "estimated_input_tokens": 9248, + "estimated_eval_tokens": 18752 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a duplicate set: it mixes unrelated import errors, model-specific regressions, attention/backends bugs, save/load issues, and API/pipeline behavior changes. The soft edges are mostly superficial keyword similarity rather than the same underlying bug.", - "confidence": 0.94, - "canonical_issue_reason": "No single canonical issue fits this cluster; the items are too heterogeneous, and the proposed soft matches are only broad topic overlaps.", - "canonical_pr_reason": null, - "best_issue_reason": "No issue is a strong global representative for deduping because none covers the others' concrete failure modes.", + "summary": "The cluster is heterogeneous: most items are distinct model-, API-, or backend-specific regressions that only share superficial keywords like import/save/load/compile/attention. I don\u2019t see any true duplicate pair among the soft edges.", + "confidence": 0.84, + "canonical_issue_reason": "No single issue is a safe canonical duplicate target: the set spans unrelated bugs across different models, pipelines, imports, saving/loading, and attention backends.", + "canonical_pr_reason": "No pull requests are present in this cluster.", + "best_issue_reason": "issue:45698 is the strongest representative issue here: it is open, user-facing, well-discussed, and describes a concrete save/load regression with broader applicability than the more model-specific reports. It is not, however, a duplicate hub for the whole cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44938", - "right": "issue:46178", - "accept": false, - "reason": "Different failure classes: Python 3.14 import/load breakage vs an invalid backend mapping for tensorflow_text." - }, { "left": "issue:43208", "right": "issue:43550", "accept": false, - "reason": "Different models and different bugs: xLSTM training blockers vs Bamba torch.compile/SDPA failure." + "reason": "xLSTM training bugs vs Bamba torch.compile/SDPA failure; unrelated models and code paths." }, { "left": "issue:43992", "right": "issue:44484", "accept": false, - "reason": "Load-state missing weight vs save_pretrained shard-size behavior; not the same underlying issue." + "reason": "Missing embed_tokens.weight during from_pretrained vs a max_shard_size question; different save/load concerns." }, { "left": "issue:43012", "right": "issue:43550", "accept": false, - "reason": "A PyTorch warning on bfloat16 compilation is not the same as a hard compile/SDPA failure." + "reason": "bfloat16 compile warning vs compile failure on Bamba/SDPA; different symptoms and root causes." }, { "left": "issue:43825", "right": "issue:44655", "accept": false, - "reason": "Pipeline error-message regression vs inability to save pipeline objects are different code paths." + "reason": "pipeline task-message issue vs saving Pipeline objects; different API surfaces." }, { "left": "issue:43012", "right": "issue:44368", "accept": false, - "reason": "Both are warnings, but they stem from unrelated causes and model/config paths." + "reason": "compile precision warning vs tie_word_embeddings warning; not the same bug." }, { "left": "issue:42907", "right": "issue:44655", "accept": false, - "reason": "Saving dequantized model variants is distinct from saving Pipeline objects." + "reason": "Both involve saving, but one is dequantized model persistence and the other is Pipeline save_pretrained; different objects and code paths." }, { "left": "issue:42907", "right": "issue:45753", "accept": false, - "reason": "Dequantized save failure and an image-specific infinite loop are unrelated bugs." + "reason": "Save/dequantization bug vs Qwen3_5 image infinite loop; unrelated." }, { "left": "issue:43352", "right": "issue:44380", "accept": false, - "reason": "Different attention issues on different models; one is backend support, the other ignores a scaling config." + "reason": "FA2 unsupported for Nemotron vs GPT2 attention-scaling ignored; different attention issues." }, { "left": "issue:44162", "right": "issue:46172", "accept": false, - "reason": "Completely different model-specific regressions." + "reason": "ESM2 broken vs deepseek-v4 transpose bug; unrelated models and failures." }, { "left": "issue:43352", "right": "issue:43976", "accept": false, - "reason": "Model/backend support bug is unrelated to a Python-version compatibility problem." + "reason": "Nemotron FlashAttention support vs Python version compatibility; different problems." }, { "left": "issue:44380", - "right": "issue:46132", + "right": "issue:45479", "accept": false, - "reason": "Attention scaling ignored and register-changing behavior are distinct attention subsystem bugs." + "reason": "GPT2 attention scaling bug vs zero-loss classification bug; different subsystems." }, { "left": "issue:44380", - "right": "issue:45479", + "right": "issue:46132", "accept": false, - "reason": "Attention scaling regression is unrelated to the zero-loss classification bug." + "reason": "Attention scaling vs AttentionInterface.register behavior change; distinct attention-related regressions." }, { "left": "issue:43792", "right": "issue:46123", "accept": false, - "reason": "Whisper model runtime failure and MaskGenerationPipeline batching logic are unrelated." + "reason": "Whisper run failure vs MaskGenerationPipeline dropping partial-batch results; different pipelines." }, { "left": "issue:43064", "right": "issue:44380", "accept": false, - "reason": "Trainer/FSDP/PEFT optimizer-state corruption is not the same as an attention backend config bug." + "reason": "Trainer FSDP/PEFT optimizer-state mismatch vs GPT2 attention scaling; unrelated training vs inference bug." }, { - "left": "issue:44483", - "right": "issue:44514", + "left": "issue:44222", + "right": "issue:45478", "accept": false, - "reason": "Both involve chat-style APIs, but one is a server endpoint acceptance issue and the other is a processor/template crash." + "reason": "FP8 save_pretrained failure vs Qwen3.5 MoE from_pretrained error; one is save-time, the other load-time." }, { - "left": "issue:44222", - "right": "issue:45478", + "left": "issue:44483", + "right": "issue:44514", "accept": false, - "reason": "Saving FP8 MoE models and loading Qwen3.5 MoE under v5.4 are different save/load paths." + "reason": "Chat/completions request rejection vs batched apply_chat_template crash; different request paths." }, { "left": "issue:36683", "right": "issue:43582", "accept": false, - "reason": "Gemma3 config attribute error and AppleSilicon allocator TypeError are unrelated." + "reason": "Gemma3Config missing vocab_size vs Apple Silicon allocator TypeError; unrelated." }, { "left": "issue:43208", "right": "issue:43526", "accept": false, - "reason": "xLSTM training bugs and BeitImageProcessorFast label reduction bug are unrelated." + "reason": "xLSTM training blockers vs BeitImageProcessorFast label reduction; different components." }, { "left": "issue:43012", "right": "issue:44683", "accept": false, - "reason": "A warning during compilation is not the same as a compiled flex_attention failure on newer torch." + "reason": "bfloat16 compile warning vs flex_attention compile failure on torch>=2.9; different compile issues." }, { "left": "issue:42757", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but they concern different symbols and different root causes." + "reason": "Missing is_offline_mode import vs missing Qwen2_5_VLForConditionalGeneration import; different symbols and causes." }, { "left": "issue:43618", "right": "issue:43761", "accept": false, - "reason": "Both are CLIP regressions, but they affect different outputs and code paths; not the same bug." + "reason": "CLIP attentions missing vs CLIPVision hidden_states missing; same family, but distinct regressions and outputs." }, { "left": "issue:42490", "right": "issue:43012", "accept": false, - "reason": "Local-path slash warning is unrelated to a bfloat16 compilation warning." + "reason": "Trailing-slash local model warning vs bfloat16 compile warning; unrelated." }, { "left": "issue:45698", "right": "issue:46172", "accept": false, - "reason": "Custom-module deserialization after save_pretrained is unrelated to a DeepSeek tensor transpose/dtype bug." - }, - { - "left": "issue:43618", - "right": "issue:44380", - "accept": false, - "reason": "CLIP attentions regression and GPT2 attention scaling regression are different issues." + "reason": "Wrong custom module loaded after save_pretrained vs deepseek-v4 comb transpose bug; different features." }, { "left": "issue:38617", "right": "issue:43502", "accept": false, - "reason": "Importing a removed utility and local_files_only still triggering network calls are unrelated." + "reason": "ImportError for layer_type_validation vs local_files_only still making requests; unrelated." }, { "left": "issue:44038", "right": "issue:44230", "accept": false, - "reason": "Same broad Qwen/MoE family, but one is a loading regression and the other is FP8 inference support." + "reason": "Qwen3-VL-Moe loading breakage vs FP8 inference support request; same model family but different failure modes." }, { "left": "issue:44483", "right": "issue:45290", "accept": false, - "reason": "Both are chat/template-related, but they hit different APIs and failure modes." + "reason": "chat/completions API rejection vs tool-call template crash; different chat/template paths." }, { "left": "issue:43756", "right": "issue:44485", "accept": false, - "reason": "Both mention RoPE, but they describe different model implementations and different bugs." + "reason": "Smollm3 RoPE layer omission vs GLM-5 RoPE implementation discussion; different models and fixes." + }, + { + "left": "issue:43066", + "right": "issue:46209", + "accept": false, + "reason": "Wrong tokenizer decoder type vs FP8 B200 inference failure; unrelated." }, { "left": "issue:43299", "right": "issue:43867", "accept": false, - "reason": "Qwen3-VL-Moe load regression and sorted-state_dict load error are not the same underlying defect." + "reason": "Qwen3VL-Moe loading breakage vs state_dict-sorting load error; different load-time bugs." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Missing vocab_size on Gemma3Config vs missing fpn_position_embeddings on SAM3 output; different models and attributes." }, { "left": "issue:45276", "right": "issue:46077", "accept": false, - "reason": "Gemma4 embedding resize behavior and Gemma4 bidirectional-attention mask construction are separate bugs." + "reason": "Gemma4 embedding-resize bug vs Gemma4 bidirectional-attention mask bug; distinct code paths." } ] }, @@ -14469,25 +14508,25 @@ "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-10000-429", + "cluster_id": "cluster-10000-430", "nodes": [ "issue:36010", + "issue:36296", "issue:36683", "issue:41669", "issue:42490", "issue:42757", "issue:42890", - "issue:42898", "issue:42994", "issue:43010", "issue:43064", - "issue:43066", "issue:43299", "issue:43352", "issue:43525", + "issue:43575", "issue:43611", "issue:43618", "issue:43867", @@ -14525,13 +14564,12 @@ "soft_pairs": [ "issue:42994|issue:44655", "issue:43901|issue:44655", - "issue:42898|issue:43066", - "issue:43299|issue:45753", "issue:36010|issue:42757", + "issue:43299|issue:45753", "issue:44077|issue:44380", "issue:36683|issue:44077", - "issue:43611|issue:44655", "issue:43352|issue:43937", + "issue:43611|issue:44655", "issue:43867|issue:45216", "issue:44625|issue:46077", "issue:43976|issue:44938", @@ -14544,8 +14582,8 @@ "issue:43064|issue:44492", "issue:43010|issue:45278", "issue:43992|issue:45310", - "issue:43867|issue:46202", "issue:44355|issue:44855", + "issue:43867|issue:46202", "issue:43867|issue:45375", "issue:41669|issue:44246", "issue:36683|issue:43064", @@ -14553,243 +14591,244 @@ "issue:42890|issue:45561", "issue:43010|issue:45850", "issue:43867|issue:45357", - "issue:42490|issue:44075", "issue:43010|issue:43976", + "issue:42490|issue:44075", "issue:43618|issue:44077", - "issue:43992|issue:45478" + "issue:43992|issue:45478", + "issue:36296|issue:43575" ], - "prepared_review_unit_hash": "17ba71d62e04ccdf19cbe2eeb7179dbefef7cd6be0a73b1093b14a2dc9a314f0", + "prepared_review_unit_hash": "4bbfaf0c11ca62ca7e62662170734609e5cb79d2dcba55b34922f169cc56a002", "component_budget": { - "node_count": 429, - "item_count": 429, - "soft_pair_count": 1585, - "serialized_chars": 820591, - "estimated_input_tokens": 205148, - "estimated_eval_tokens": 410552 + "node_count": 430, + "item_count": 430, + "soft_pair_count": 1590, + "serialized_chars": 822920, + "estimated_input_tokens": 205730, + "estimated_eval_tokens": 411716 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 34, - "serialized_chars": 36810, - "estimated_input_tokens": 9203, - "estimated_eval_tokens": 18662 + "serialized_chars": 36794, + "estimated_input_tokens": 9199, + "estimated_eval_tokens": 18654 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly unrelated Transformers regression reports that only share broad surface themes like imports, saving/loading, or config changes. No soft pair looks like the same underlying bug/change, so I would not merge any of them as duplicates.", + "summary": "This is a loose cluster of mostly unrelated Transformers regressions and loading/import issues. The only commonality is that many are version-regression or model-loading complaints; none of the soft pairs look like true duplicates of the same underlying bug.", "confidence": 0.93, - "canonical_issue_reason": "issue:45278 is the broadest umbrella symptom in the set (\u201cmany import errors after update\u201d), so it is the most representative issue, though the cluster is heterogeneous and not a true duplicate set.", + "canonical_issue_reason": "issue:45850 is the broadest umbrella report in the set and best captures the general \"new version breaks many models\" theme.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the best single representative of the cluster because it captures the broad v5 import-regression theme better than the more model-specific reports.", + "best_issue_reason": "issue:45850 is the most suitable representative issue because it is the most general and can subsume the other scattered regression reports without claiming they are the same bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42994", "right": "issue:44655", "accept": false, - "reason": "Both mention save_pretrained, but one is quantized model saving and the other is saving Pipeline objects; different code paths." + "reason": "Both involve saving, but one is quantized model saving failure and the other is saving Pipeline objects; different code paths and failure modes." }, { "left": "issue:43901", "right": "issue:44655", "accept": false, - "reason": "Docs/runtime mismatch about return_all_scores vs pipeline save_pretrained failure; not the same bug." + "reason": "Docs mismatch about return_all_scores is unrelated to Pipeline save_pretrained behavior." }, { - "left": "issue:42898", - "right": "issue:43066", + "left": "issue:36010", + "right": "issue:42757", "accept": false, - "reason": "Both are tokenizer/config behavior changes, but they concern different settings and symptoms." + "reason": "Different import failures from different packages/modules: transformers.generation vs huggingface_hub." }, { "left": "issue:43299", "right": "issue:45753", "accept": false, - "reason": "Different model families and failures: load-time MoE breakage vs an infinite loop on a specific image." - }, - { - "left": "issue:36010", - "right": "issue:42757", - "accept": false, - "reason": "Both are import errors, but for different symbols from different packages and different root causes." + "reason": "One is Qwen3VL MoE model loading regression; the other is an infinite generation loop for a specific image. Not the same bug." }, { "left": "issue:44077", "right": "issue:44380", "accept": false, - "reason": "PatchTSMixer optional post_init vs GPT2 attention scaling under SDPA/FlashAttention are unrelated bugs." + "reason": "PatchTSMixer post_init validation and GPT2 attention scaling under SDPA/FlashAttention are unrelated issues." }, { "left": "issue:36683", "right": "issue:44077", "accept": false, - "reason": "Gemma3 config missing vocab_size is unrelated to PatchTSMixer post_init handling." + "reason": "Missing Gemma3Config vocab_size is unrelated to patchtsmixer post_init policy." }, { - "left": "issue:43611", - "right": "issue:44655", + "left": "issue:43352", + "right": "issue:43937", "accept": false, - "reason": "base_model_prefix loading regression and pipeline save_pretrained are different code paths." + "reason": "Flash Attention 2 support error for Nemotron is unrelated to GLM-5 generation config validation." }, { - "left": "issue:43352", - "right": "issue:43937", + "left": "issue:43611", + "right": "issue:44655", "accept": false, - "reason": "Nemotron FlashAttention support and invalid GenerationConfig for GLM-5 are unrelated issues." + "reason": "base_model_prefix loading regression and Pipeline save_pretrained are different model-loading vs saving problems." }, { "left": "issue:43867", "right": "issue:45216", "accept": false, - "reason": "Both are Qwen3.5-related, but one is state_dict ordering/load failure and the other is incorrect saved checkpoint content." + "reason": "Sorted state_dict load error is unrelated to Qwen3.5 checkpoint saving regression." }, { "left": "issue:44625", "right": "issue:46077", "accept": false, - "reason": "num_labels propagation and Gemma4 bidirectional attention masks are different config bugs." + "reason": "num_labels propagation in Qwen3.5 is unrelated to Gemma4 attention-mask construction." }, { "left": "issue:43976", "right": "issue:44938", "accept": false, - "reason": "Both are Python-version breakages, but they involve different versions and different causes." + "reason": "Both mention Python compatibility, but one is Python 3.9+ vs 3.10+ behavior and the other is Python 3.14 import failure; not the same defect." }, { "left": "issue:46077", "right": "issue:46082", "accept": false, - "reason": "Both are config issues, but one is attention masking and the other is head_dim validation; not the same fix." + "reason": "Gemma4 bidirectional attention masking and LlamaConfig head_dim validation are distinct config behaviors." }, { "left": "issue:43352", "right": "issue:45593", "accept": false, - "reason": "Nemotron FlashAttention support and D-FINE auxiliary-loss behavior are unrelated." + "reason": "Flash Attention support gating for Nemotron is unrelated to D-FINE auxiliary loss handling." }, { "left": "issue:36683", "right": "issue:43525", "accept": false, - "reason": "Gemma3 missing vocab_size vs Llama4 missing pad_token_id are different model-specific config gaps." + "reason": "Different missing-config-attribute bugs: Gemma3Config lacks vocab_size, Llama4Config lacks pad_token_id." }, { "left": "issue:43618", "right": "issue:45216", "accept": false, - "reason": "CLIPOutput attentions regression is unrelated to Qwen3.5 save_pretrained checkpoint corruption." + "reason": "CLIPOutput attentions assignment regression is unrelated to Qwen3.5 save_pretrained checkpoint corruption." }, { "left": "issue:36683", "right": "issue:44242", "accept": false, - "reason": "Gemma3 vocab_size and load balancing loss omission are unrelated bugs." + "reason": "Missing vocab_size on Gemma3Config is unrelated to when load-balancing loss is added for router logits." }, { "left": "issue:43352", "right": "issue:43931", "accept": false, - "reason": "FlashAttention support for Nemotron and Qwen3-VL weight-shape mismatch are different failures." + "reason": "Unsupported Flash Attention 2 for Nemotron and Qwen3-VL weight-shape mismatch are different loading/runtime failures." }, { "left": "issue:43064", "right": "issue:44492", "accept": false, - "reason": "FSDP2/PEFT optimizer-state corruption is unrelated to a typo in cache strategy names." + "reason": "Trainer/FSDP optimizer-state bug and a typo in cache strategies are unrelated." }, { "left": "issue:43010", "right": "issue:45278", "accept": false, - "reason": "Both are broad v5 regressions, but one is cache update decoration and the other is import errors; not the same concrete bug." + "reason": "Torch no_grad decoration for cache updates and broad import errors after upgrade are not the same code-path problem." }, { "left": "issue:43992", "right": "issue:45310", "accept": false, - "reason": "UMT5Encoder missing embed_tokens.weight and Qwen3.5 MoE from_pretrained failure are different model/load bugs." + "reason": "UMT5Encoder missing embed_tokens.weight and Qwen3.5 Moe from_pretrained failure are distinct model-loading issues." }, { - "left": "issue:43867", - "right": "issue:46202", + "left": "issue:44355", + "right": "issue:44855", "accept": false, - "reason": "State_dict-sorted load failure and Gemma pipeline roundtrip failure are unrelated." + "reason": "Compiled Python file errors and a Python 3.13 IndentationError from torch.jit.script parsing are different import/runtime failures." }, { - "left": "issue:44355", - "right": "issue:44855", + "left": "issue:43867", + "right": "issue:46202", "accept": false, - "reason": "Compiled-file import errors and Python 3.13 @torch.jit.script parsing/IndentationError have different causes." + "reason": "State_dict sorting load error is unrelated to Gemma pipeline roundtrip failure on the \u2581 character." }, { "left": "issue:43867", "right": "issue:45375", "accept": false, - "reason": "Qwen3.5 state_dict loading and missing deepstack_visual_indexes are different config/save issues." + "reason": "Sorted state_dict loading and missing deepstack_visual_indexes in Qwen3_5MoeVisionConfig are different bugs." }, { "left": "issue:41669", "right": "issue:44246", "accept": false, - "reason": "Import-time slowdown from removing star imports and a general 'import transformers takes long' report are not the same underlying bug." + "reason": "Removing import * for performance and long import time are related only at a high level, but not the same underlying change or bug." }, { "left": "issue:36683", "right": "issue:43064", "accept": false, - "reason": "Gemma3 config field absence and Trainer optimizer-state corruption are unrelated." + "reason": "Gemma3Config attribute omission and FSDP2/PEFT optimizer-state corruption are unrelated." }, { "left": "issue:44938", "right": "issue:45071", "accept": false, - "reason": "Python 3.14 load failure and PretrainedConfig type-checking regression are different breakages." + "reason": "Python 3.14 load failure and PretrainedConfig type-checking regression are distinct breakages." }, { "left": "issue:42890", "right": "issue:45561", "accept": false, - "reason": "Flaky integration tests from missing set_seed and xdist file races are different testing problems." + "reason": "Test flakiness from missing set_seed and xdist worker race on captured_info.txt are different concurrency issues." }, { "left": "issue:43010", "right": "issue:45850", "accept": false, - "reason": "A specific no_grad decoration request is not the same as a broad complaint that 'too many models' break." + "reason": "Specific cache-update no_grad bug is not the same as the very broad 'breaks too many models' complaint." }, { "left": "issue:43867", "right": "issue:45357", "accept": false, - "reason": "Qwen3.5 checkpoint load/save failure and incorrect visual encoder keys on save_pretrained are related only by model family, not by bug." + "reason": "Generic load error with sorted state_dict is unrelated to Qwen3.5 incorrect visual encoder keys during save_pretrained." }, { - "left": "issue:42490", - "right": "issue:44075", + "left": "issue:43010", + "right": "issue:43976", "accept": false, - "reason": "Trailing-slash local model import warning and unused SGD args are unrelated." + "reason": "Cache update decoration bug and Python version compatibility issue are unrelated." }, { - "left": "issue:43010", - "right": "issue:43976", + "left": "issue:42490", + "right": "issue:44075", "accept": false, - "reason": "Cache update no_grad and Python 3.9/3.10 compatibility are unrelated." + "reason": "Import warning for trailing-slash paths is unrelated to optimizer SGD arguments being ignored." }, { "left": "issue:43618", "right": "issue:44077", "accept": false, - "reason": "CLIP attentions assignment regression and PatchTSMixer post_init handling are unrelated." + "reason": "Missing CLIPOutput attentions and patchtsmixer post_init policy are unrelated." }, { "left": "issue:43992", "right": "issue:45478", "accept": false, - "reason": "UMT5Encoder missing embeddings and Qwen3.5 MoE from_pretrained failures are different model-specific bugs." + "reason": "Both are Qwen3.5 loading issues, but one is missing embed token weights and the other is a from_pretrained error; not enough evidence they are the same bug." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor parallel training bug and Qwen2-57B-A14B-Instruct TP OOM are different scaling/load issues." } ] }, @@ -14808,10 +14847,10 @@ "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-10000-429", + "cluster_id": "cluster-10000-430", "nodes": [ "issue:28282", "issue:30333", @@ -14820,6 +14859,7 @@ "issue:33453", "issue:34689", "issue:36296", + "issue:38617", "issue:42548", "issue:42757", "issue:42831", @@ -14829,7 +14869,6 @@ "issue:43232", "issue:43299", "issue:43502", - "issue:43575", "issue:43576", "issue:43618", "issue:43723", @@ -14863,7 +14902,6 @@ "issue:46132" ], "soft_pairs": [ - "issue:36296|issue:43575", "issue:28282|issue:33453", "issue:43618|issue:44857", "issue:44360|issue:45440", @@ -14876,11 +14914,11 @@ "issue:43723|issue:44556", "issue:44387|issue:44556", "issue:42890|issue:45341", - "issue:44222|issue:45125", "issue:43010|issue:43065", "issue:42548|issue:44351", - "issue:44355|issue:44749", + "issue:44222|issue:45125", "issue:43502|issue:44485", + "issue:44355|issue:44749", "issue:45125|issue:45478", "issue:30333|issue:33453", "issue:43010|issue:43232", @@ -14890,266 +14928,291 @@ "issue:43299|issue:44556", "issue:42831|issue:43874", "issue:43502|issue:44961", - "issue:44315|issue:44360", "issue:43827|issue:44961", "issue:44355|issue:45071", "issue:30333|issue:36296", + "issue:44315|issue:44360", "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:43576|issue:43824", + "issue:44222|issue:44230", + "issue:31795|issue:38617" ], - "prepared_review_unit_hash": "99993f86265dd9860150b26618c7ab2ba71d939eebe48c19d04bb38ac3fdfcc0", + "prepared_review_unit_hash": "5c0c165ab6ad377a1d53e8999553459853f81f7c4c4df769877b6fb0fabc8de6", "component_budget": { - "node_count": 429, - "item_count": 429, - "soft_pair_count": 1585, - "serialized_chars": 820591, - "estimated_input_tokens": 205148, - "estimated_eval_tokens": 410552 + "node_count": 430, + "item_count": 430, + "soft_pair_count": 1590, + "serialized_chars": 822920, + "estimated_input_tokens": 205730, + "estimated_eval_tokens": 411716 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 38, - "serialized_chars": 38489, - "estimated_input_tokens": 9623, - "estimated_eval_tokens": 19502 + "serialized_chars": 38520, + "estimated_input_tokens": 9630, + "estimated_eval_tokens": 19516 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated issues across imports, loading, tests, docs, FP8, and tensor-parallel behavior. The Qwen3.5 MoE reports (issue:45125 and issue:45478) look plausibly related at a high level, but the evidence here is not strong enough to treat them as the same bug or as one mergeable fix.", - "confidence": 0.78, - "canonical_issue_reason": "issue:45125 is the best anchor because it describes a concrete tensor-parallel failure with `_tp_plan`, making it the most specific and actionable Qwen3.5 MoE-related report in the set.", + "summary": "Mostly a heterogeneous cluster of Transformers import/loading/regression reports, with many clearly unrelated edge cases. One Qwen3.5 MoE loading/tensor-parallel pair looks plausibly duplicate; the rest do not.", + "confidence": 0.46, + "canonical_issue_reason": "Issue 44556 is the clearest umbrella for the cluster\u2019s repeated v4\u2192v5 loading-regression theme, with a concrete upgrade/reload failure and broad user impact.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45125 is the strongest representative issue overall: it is concrete, reproducible, and specific enough to serve as the anchor for the nearby Qwen3.5 MoE loading reports, even though that connection is only plausible rather than duplicate-level.", + "best_issue_reason": "44556 is the most representative, self-contained issue here and the best anchor for dedup triage across the loading/version-regression subset.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:36296", - "right": "issue:43575", - "accept": false, - "reason": "Both involve tensor parallelism, but one is a generic training bug and the other is a model-load OOM; not the same concrete defect." - }, { "left": "issue:28282", "right": "issue:33453", "accept": false, - "reason": "Different failure classes: missing PyTorch import vs tokenizer loading regression." + "reason": "PyTorch-missing import dependency vs tokenizer-loading regression; different failure modes and code paths." }, { "left": "issue:43618", "right": "issue:44857", "accept": false, - "reason": "Unrelated model output attribute issue vs AMP/CUDA crash in a different loss path." + "reason": "CLIP output field regression vs LwDetr float16/CUDA crash; unrelated components." }, { "left": "issue:44360", "right": "issue:45440", "accept": false, - "reason": "Different code paths and symptoms; DSA indexer discussion is unrelated to DeepSeekV3MoE divergence." + "reason": "DSA indexer/ReLU discussion vs DeepSeekV3MoE implementation divergence; unrelated bugs." }, { "left": "issue:43618", "right": "issue:44977", "accept": false, - "reason": "CLIPOutput attentions assignment and Qwen3.5 flash-attention generation are distinct problems." + "reason": "CLIP attentions assignment vs Qwen3.5 flash-attention generation; different models and symptoms." }, { "left": "issue:42890", "right": "issue:44964", "accept": false, - "reason": "Test seeding flakiness is unrelated to loading a specific multimodal model." + "reason": "SamHQ test flakiness vs Phi-4 multimodal model-loading failure; not the same underlying issue." }, { "left": "issue:43502", "right": "issue:44062", "accept": false, - "reason": "local_files_only network leak and AddedToken keyword collision are different bugs." + "reason": "local_files_only network leak vs AddedToken keyword conflict; unrelated API bugs." }, { "left": "issue:42890", "right": "issue:44112", "accept": false, - "reason": "Both are test failures, but on different models and causes; not the same bug." + "reason": "Seed-related integration-test flake vs GraniteSpeech CI device-override failure; different tests and causes." }, { "left": "issue:42890", "right": "issue:45600", "accept": false, - "reason": "Different CI/test issues with different affected files and root causes." + "reason": "SamHQ test nondeterminism vs auto_mappings config removal breakage; unrelated." }, { "left": "issue:43576", "right": "issue:46132", "accept": false, - "reason": "A broken env command is unrelated to AttentionInterface.register behavior changes." + "reason": "Broken env CLI vs AttentionInterface.register behavior change; distinct surfaces." }, { "left": "issue:43723", "right": "issue:44556", "accept": false, - "reason": "Both are loading regressions after v5 upgrades, but one is tokenizer-specific and the other is checkpoint reload; not concrete duplicates." + "reason": "Tokenizer loading regression vs checkpoint reload after upgrade; both version-related but not the same concrete bug." }, { "left": "issue:44387", "right": "issue:44556", "accept": false, - "reason": "Int4 CUDA memory OOM and checkpoint reload failure are separate issues." - }, - { - "left": "issue:42890", - "right": "issue:45341", - "accept": false, - "reason": "Test seeding flakiness and a small testing_utils bug are not the same underlying defect." - }, - { - "left": "issue:44222", - "right": "issue:45125", - "accept": false, - "reason": "FP8 save_pretrained/moe support and missing _tp_plan for tensor parallelism are different code paths." + "reason": "int4 OOM from reserved memory vs model reload regression; different mechanisms." }, { - "left": "issue:43010", + "left": "issue:43502", "right": "issue:43065", "accept": false, - "reason": "Cache update no_grad decoration and a dummy Conv2d in Sam3PixelDecoder are unrelated." + "reason": "Offline-file networking bug vs dummy Conv2d in Sam3PixelDecoder; unrelated." }, { "left": "issue:42548", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but for different symbols and likely different missing exports." + "reason": "Missing PreTrainedModel export vs missing HybridCache export; similar symptom class, but different symbols/code paths." }, { - "left": "issue:44355", - "right": "issue:44749", + "left": "issue:44222", + "right": "issue:45125", "accept": false, - "reason": "Compiled Python file errors and slower filtering after upgrade are unrelated." + "reason": "FP8 save_pretrained bug vs missing _tp_plan for tensor parallelism; different features." }, { "left": "issue:43502", "right": "issue:44485", "accept": false, - "reason": "local_files_only network behavior and GLM-5 RoPE implementation are different defects." + "reason": "local_files_only request leakage vs GLM-5 RoPE implementation; unrelated." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled-file import errors vs performance slowdown after upgrade; not the same bug." }, { "left": "issue:45125", "right": "issue:45478", - "accept": false, - "reason": "Both are Qwen3.5 MoE / v5.4.0 regressions, but one is a specific tensor-parallel `_tp_plan` failure and the other is a broader `from_pretrained` error; related in theme, not strong enough to treat as the same bug." + "accept": true, + "reason": "Both point to the same Qwen3.5 MoE loading/tensor-parallel regression in v5.4.0; one is the concrete missing-_tp_plan cause, the other the user-facing from_pretrained failure." }, { "left": "issue:30333", "right": "issue:33453", "accept": false, - "reason": "MLflow reporting on failed training jobs is unrelated to tokenizer loading regression." + "reason": "MLflow reporting omission on failed training vs tokenizer-loading regression; unrelated." }, { "left": "issue:43010", "right": "issue:43232", "accept": false, - "reason": "Generation kwargs sync behavior is a different code path from cache/layer no_grad decoration." + "reason": "Cache update no_grad request vs generation kwargs update after sync_gpus; both generation-related but different code paths." }, { "left": "issue:45125", "right": "issue:45375", "accept": false, - "reason": "Same model family, but one is tensor-parallel loading while the other is a missing config field; not the same bug." + "reason": "Tensor-parallel planning issue vs missing deepstack_visual_indexes config field; different model/config bugs." }, { "left": "issue:30990", "right": "issue:31795", "accept": false, - "reason": "Sentence Transformers loading hang and forward() doc confusion are unrelated." + "reason": "Sentence Transformers loading hang vs documentation confusion about forward args; unrelated." }, { "left": "issue:43502", "right": "issue:44222", "accept": false, - "reason": "Network request leakage and FP8 moe save_pretrained behavior are not the same issue." + "reason": "local_files_only network bug vs FP8 save_pretrained; different areas." }, { "left": "issue:43299", "right": "issue:44556", "accept": false, - "reason": "Both are v5 loading regressions, but one is specific to Qwen3VL MoE while the other is generic checkpoint reload." + "reason": "Qwen3VL MoE loading break in v5.0.dev0 vs v4.57\u2192v5.2 reload regression; similar theme, but not the same concrete failure." }, { "left": "issue:42831", "right": "issue:43874", "accept": false, - "reason": "FP8 accuracy concerns and missing image processor method are unrelated." + "reason": "FP8 accuracy issue vs missing image-processor method causing AttributeError; unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "API requests despite local_files_only vs unrelated placeholder issue." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still referencing removed pipeline APIs vs unrelated placeholder issue." }, { "left": "issue:44355", "right": "issue:45071", "accept": false, - "reason": "Compiled-file execution errors and PretrainedConfig type checking are different defects." + "reason": "Compiled-file errors vs PretrainedConfig type-checking regression; different failures." }, { "left": "issue:30333", "right": "issue:36296", "accept": false, - "reason": "MLflow job status reporting and tensor-parallel training bug are unrelated." + "reason": "MLflow/job-status reporting bug vs tensor-parallel training bug; unrelated." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "model_init not applying Liger Kernel vs DSA indexer ReLU discussion; unrelated." }, { "left": "issue:44355", "right": "issue:44655", "accept": false, - "reason": "Compiled Python errors and Pipeline.save_pretrained issues are different problems." + "reason": "Compiled Python file errors vs saving Pipeline objects; separate issues." }, { "left": "issue:33453", "right": "issue:34689", "accept": false, - "reason": "Tokenizer loading regression and Llama model loading breakage are not the same concrete bug." + "reason": "Tokenizer-loading regression vs Llama 3.2 Vision model-loading failure; both load-related but different models/symptoms." }, { "left": "issue:42757", "right": "issue:43576", "accept": false, - "reason": "huggingface_hub import breakage and transformers env command breakage are unrelated." + "reason": "Missing is_offline_mode import vs broken env CLI; different APIs and code paths." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "Broken env CLI vs PretrainedConfig type checking; unrelated." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "Broken env CLI vs missing Qwen2_5_VLForConditionalGeneration export; unrelated import/CLI issues." }, { "left": "issue:44222", "right": "issue:44230", "accept": false, - "reason": "Both concern FP8/moe, but one is save_pretrained and the other is inference support; not the same bug." + "reason": "FP8 save_pretrained bug vs FP8 inference support; same broad feature area but different concrete behaviors." }, { - "left": "issue:43576", - "right": "issue:45071", + "left": "issue:31795", + "right": "issue:38617", "accept": false, - "reason": "env command breakage and PretrainedConfig type-checking regression are unrelated." + "reason": "Documentation confusion in model.forward vs import error for layer_type_validation; unrelated." }, { - "left": "issue:33453", - "right": "issue:36296", + "left": "issue:42890", + "right": "issue:44961", "accept": false, - "reason": "Tokenizer loading regression and tensor-parallel training bug are different issues." + "reason": "SamHQ test seed flake vs placeholder issue; unrelated." }, { - "left": "issue:43576", - "right": "issue:43824", + "left": "issue:42890", + "right": "issue:45341", + "accept": false, + "reason": "SamHQ test flake vs testing_utils bug; different files and symptoms." + }, + { + "left": "issue:44360", + "right": "issue:44556", "accept": false, - "reason": "Broken env command is unrelated to the missing Qwen2_5_VLForConditionalGeneration export." + "reason": "DSA indexer/ReLU bug vs checkpoint reload regression; unrelated." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The overall clustering is mostly conservative, but the positive soft-edge verdict for issue:45125 vs issue:45478 overstates the packet evidence. From the packet we only know one is a specific tensor-parallel `_tp_plan` failure and the other is a broader Qwen3.5 MoE `from_pretrained` error; that is enough for a plausible connection, not a strong duplicate conclusion or a clear single-bug merge. The summary and canonical reasons should be softened accordingly." + "accept": true, + "feedback": "The summary stays close to the packet: it treats the set as mostly heterogeneous, and the one accepted Qwen3.5 MoE pair is a plausible same-bug duplicate based on the titles. The other verdicts are conservative and don\u2019t overclaim evidence." }, "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": false, + "retried": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -15161,12 +15224,11 @@ "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-10000-429", + "cluster_id": "cluster-10000-430", "nodes": [ - "issue:31795", "issue:36296", "issue:38617", "issue:41628", @@ -15213,14 +15275,15 @@ "issue:46095", "issue:46143", "issue:46144", - "issue:46178" + "issue:46178", + "issue:46209" ], "soft_pairs": [ - "issue:31795|issue:38617", "issue:41628|issue:42548", "issue:44961|issue:45468", "issue:38617|issue:43576", "issue:44355|issue:46178", + "issue:44315|issue:46209", "issue:46143|issue:46144", "issue:44908|issue:44961", "issue:44485|issue:44961", @@ -15230,8 +15293,8 @@ "issue:45362|issue:45850", "issue:44623|issue:45230", "issue:44273|issue:45542", - "issue:44038|issue:45125", "issue:44273|issue:45003", + "issue:44038|issue:45125", "issue:44393|issue:45071", "issue:44230|issue:46095", "issue:44393|issue:45753", @@ -15245,8 +15308,8 @@ "issue:45278|issue:45850", "issue:44246|issue:44273", "issue:42890|issue:44908", - "issue:43408|issue:44315", "issue:44704|issue:44908", + "issue:43408|issue:44315", "issue:43976|issue:44393", "issue:43352|issue:44393", "issue:44297|issue:45230", @@ -15254,256 +15317,244 @@ "issue:44295|issue:45230", "issue:44908|issue:45071" ], - "prepared_review_unit_hash": "7057b1948095f019f5ec7802f7d57c6da9942d2516422bb56b09e1742a6cb247", + "prepared_review_unit_hash": "4aca0bc2d96e96401844aeb084b215d29bd11228cba1f466f1331e5d3c417350", "component_budget": { - "node_count": 429, - "item_count": 429, - "soft_pair_count": 1585, - "serialized_chars": 820591, - "estimated_input_tokens": 205148, - "estimated_eval_tokens": 410552 + "node_count": 430, + "item_count": 430, + "soft_pair_count": 1590, + "serialized_chars": 822920, + "estimated_input_tokens": 205730, + "estimated_eval_tokens": 411716 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 37, - "serialized_chars": 38128, - "estimated_input_tokens": 9532, - "estimated_eval_tokens": 19320 + "serialized_chars": 38108, + "estimated_input_tokens": 9527, + "estimated_eval_tokens": 19310 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose collection of Transformers regressions and model-specific bugs, not a set of true duplicates. The closest shared theme is broad v5 breakage, so the most representative issue is a generic umbrella report rather than a precise defect.", - "confidence": 0.88, - "canonical_issue_reason": "issue:45850 is the broadest umbrella among the set (\u201cSince 5.0 version it breaks too many models\u201d), so it best represents the overall v5-regression theme even though it is very generic.", + "summary": "This cluster is a loose bundle of Transformers v5 regression reports, mostly import/export failures and model-specific breakages. The broadest umbrella issue is the general v5 breakage report; the rest are mostly distinct symptoms rather than true duplicates.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45850 is the broadest umbrella report: it summarizes the general claim that v5 breaks many models, which matches the cluster\u2019s overall mix of import errors and model regressions better than any single symptom-specific issue.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45850 is the best single representative for the cluster because it captures the widest scope of the repeated \u201cv5 breaks things\u201d reports.", + "best_issue_reason": "issue:45850 is the best representative issue for the cluster because it captures the shared high-level regression theme without being tied to one model or one import path.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:31795", - "right": "issue:38617", - "accept": false, - "reason": "Documentation confusion about forward arguments is unrelated to an ImportError for layer_type_validation." - }, { "left": "issue:41628", "right": "issue:42548", "accept": false, - "reason": "Both are import failures, but for different missing symbols and likely different root causes." + "reason": "Both are import errors, but they are for different missing symbols (`AutoImageProcessor` vs `PreTrainedModel`) and read like separate export regressions, not one concrete bug." }, { "left": "issue:44961", "right": "issue:45468", "accept": false, - "reason": "The titles are unrelated; one is a nonsense/uninformative issue and the other is a Gemma-4 audio positional-encoding bug." + "reason": "These are unrelated: a one-word issue title versus a Gemma-4 audio positional encoding bug." }, { "left": "issue:38617", "right": "issue:43576", "accept": false, - "reason": "A missing import name and a broken CLI command in v5 are different problems." + "reason": "One is a missing internal import, the other is a broken CLI command in v5; different code paths and different failures." }, { "left": "issue:44355", "right": "issue:46178", "accept": false, - "reason": "Compiled Python file errors and a tensorflow_text backend mapping error are not the same bug." + "reason": "Compiled-Python-file import/runtime errors and a missing backend entry for `tensorflow_text` are different problems." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Tensor-parallel model-init behavior and FP8 inference on B200 are separate model/runtime issues." }, { "left": "issue:46143", "right": "issue:46144", "accept": false, - "reason": "Both concern RoFormer, but one is kwargs propagation and the other is attention-interface usage; different code paths." + "reason": "Both involve RoFormer, but one is about kwargs propagation and the other about attention-interface usage; not the same concrete bug." }, { "left": "issue:44908", "right": "issue:44961", "accept": false, - "reason": "A scheduler kwarg bug and an unrelated nonspecific issue do not match." + "reason": "Scheduler kwargs handling and a unrelated placeholder issue are not duplicates." }, { "left": "issue:44485", "right": "issue:44961", "accept": false, - "reason": "RoPE implementation discussion is unrelated to the racoon issue." + "reason": "RoPE implementation discussion and an unrelated issue title are not the same bug." }, { "left": "issue:43673", "right": "issue:44492", "accept": false, - "reason": "Cache missing in chunked prefill is not the same as a typo in cache strategy docs/code." + "reason": "Chunked-prefill cache failure and a cache-strategy typo are different levels of issue and different symptoms." }, { "left": "issue:36296", "right": "issue:43901", "accept": false, - "reason": "Tensor parallel training bugs and text-classification pipeline docs mentioning return_all_scores are unrelated." + "reason": "Tensor-parallel training and pipeline docs mentioning `return_all_scores` are unrelated." }, { "left": "issue:36296", "right": "issue:43526", "accept": false, - "reason": "Tensor parallel training and BeitImageProcessorFast label reduction are different subsystems and failures." + "reason": "Tensor-parallel training and BeitImageProcessorFast label reduction are different subsystems and failures." }, { "left": "issue:45362", "right": "issue:45850", "accept": false, - "reason": "A specific Qwen3.5-35B chat crash is not the same concrete bug as the generic \u201cv5 breaks too many models\u201d report." + "reason": "A specific Qwen3.5 chat crash is not the same underlying bug as the broad claim that v5 breaks many models." }, { "left": "issue:44623", "right": "issue:45230", "accept": false, - "reason": "Missing files on processor.save_pretrained and a vague bug report are not the same issue." + "reason": "`processor.save_pretrained` missing files is a concrete serializer bug; the other title is too generic to treat as the same issue." }, { "left": "issue:44273", "right": "issue:45542", "accept": false, - "reason": "Lazy loading malfunction and undefined tf backend from tensorboard-only installs are different bugs." + "reason": "Generic lazy-loading breakage and a TensorFlow/tensorboard backend error are related at a high level but not the same underlying bug." }, { - "left": "issue:44038", - "right": "issue:45125", + "left": "issue:44273", + "right": "issue:45003", "accept": false, - "reason": "A Qwen3-VL-Moe bug and missing _tp_plan for tensor parallelism are related only by model family, not by the same defect." + "reason": "Both touch import/lazy-loading mechanics, but one is a general lazy-loading failure and the other is a specific unsafe `sys.modules` access; too different to merge." }, { - "left": "issue:44273", - "right": "issue:45003", + "left": "issue:44038", + "right": "issue:45125", "accept": false, - "reason": "Lazy loading problems and unsafe sys.modules access may overlap conceptually, but they are not the same concrete failure." + "reason": "A Qwen3-VL-Moe compatibility report and a missing `_tp_plan` for tensor parallelism are different model features/issues." }, { "left": "issue:44393", "right": "issue:45071", "accept": false, - "reason": "Qwen3-VL bounding-box output errors are unrelated to PretrainedConfig type-checking regressions." + "reason": "Qwen3-VL bounding-box output behavior and `PretrainedConfig` type checking are unrelated." }, { "left": "issue:44230", "right": "issue:46095", "accept": false, - "reason": "FP8 inference support for Qwen3-VL/qwen3.5 moe is unrelated to a DeepSeek weight-conversion question." + "reason": "FP8 inference support for Qwen models and a DeepSeek weight-conversion question are unrelated." }, { "left": "issue:44393", "right": "issue:45753", "accept": false, - "reason": "Both involve Qwen3-VL variants, but one is 2D bbox output and the other is an infinite loop on a specific image; different symptoms and fixes." + "reason": "Both mention Qwen3-VL/Qwen3_5, but hallucination/bbox output and infinite-loop behavior are different bugs." }, { "left": "issue:43576", "right": "issue:44556", "accept": false, - "reason": "A broken env command and checkpoint reload incompatibility after upgrade are different version-5 regressions." + "reason": "Broken `transformers env` command and checkpoint reload incompatibility after upgrade are separate v5 regressions." }, { "left": "issue:43525", "right": "issue:45850", "accept": false, - "reason": "Missing pad_token_id in Llama4Config is a specific config bug, not the same as the broad model-breakage umbrella." + "reason": "Missing `pad_token_id` on `Llama4Config` is a specific config bug, not the same as the broad multi-model v5 breakage report." }, { "left": "issue:41669", "right": "issue:43673", "accept": false, - "reason": "Removing import * for performance and missing GenerationMixin cache in chunked_prefill are unrelated." + "reason": "Import-time slowdown from `import *` and a missing cache in chunked prefill are not the same bug." }, { "left": "issue:44556", "right": "issue:45092", "accept": false, - "reason": "Both are v5 incompatibilities, but one is checkpoint reload breakage and the other is remote-code/meta-init incompatibility for a specific model family." + "reason": "Both are upgrade incompatibilities, but one is generic checkpoint reload breakage and the other is old remote-code incompatibility with meta initialization." }, { "left": "issue:43572", "right": "issue:45850", "accept": false, - "reason": "StableLmConfig missing pad_token_idx is a specific configuration regression, not the generic v5-breakage report." + "reason": "A missing `pad_token_idx` in one config class is a specific regression, not the same underlying issue as the broad v5 breakage complaint." }, { "left": "issue:44492", "right": "issue:45850", "accept": false, - "reason": "A typo in cache strategies is not the same defect as broad model breakage after v5." + "reason": "A typo in cache strategy names is too specific and unrelated to the general v5 regression umbrella." }, { "left": "issue:42371", "right": "issue:44492", "accept": false, - "reason": "TF32 API settings guidance and a cache-strategy typo are unrelated." + "reason": "TF32 API guidance and a cache-strategy typo are unrelated." }, { "left": "issue:45278", "right": "issue:45850", "accept": false, - "reason": "Many import errors after upgrade and generic model breakage are both broad v5 regressions, but not the same underlying bug." + "reason": "They are thematically close (v5 regressions), but one is specifically about many import errors after an upgrade while the other is a broad complaint about many models; not the same concrete bug." }, { "left": "issue:44246", "right": "issue:44273", "accept": false, - "reason": "Import performance spikes and lazy-loading failure are related to loading, but not the same concrete issue." + "reason": "Slow import timing and broken lazy loading are related at a subsystem level but not the same failure." }, { "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "Missing set_seed in integration tests and inverse_sqrt scheduler kwargs handling are unrelated." + "reason": "Seed-related test flakiness and scheduler kwargs handling are unrelated." }, { - "left": "issue:43408", - "right": "issue:44315", + "left": "issue:44704", + "right": "issue:44908", "accept": false, - "reason": "A sam3_video/sam3_tracker model-type warning and Liger Kernel not applied with model_init are different problems." + "reason": "`AutoProcessor.from_pretrained` kwarg forwarding and inverse-sqrt scheduler kwargs are different code paths." }, { - "left": "issue:44704", - "right": "issue:44908", + "left": "issue:43408", + "right": "issue:44315", "accept": false, - "reason": "AutoProcessor kwargs not passed to cached_file and scheduler kwargs being ignored are separate kwargs bugs in different components." + "reason": "A SAM3 tracker/model-type mismatch and Liger Kernel not being applied on `model_init` are unrelated." }, { "left": "issue:43976", "right": "issue:44393", "accept": false, - "reason": "Python version compatibility issues and Qwen3-VL bbox hallucination/error are unrelated." + "reason": "Python-version compatibility and Qwen3-VL bounding-box output behavior are unrelated." }, { "left": "issue:43352", "right": "issue:44393", "accept": false, - "reason": "Flash Attention 2 support for NemotronHForCausalLM is unrelated to Qwen3-VL bbox output errors." + "reason": "Flash Attention support for Nemotron and Qwen3-VL output issues are different model-specific bugs." }, { "left": "issue:44297", "right": "issue:45230", "accept": false, - "reason": "Tokenizer save_pretrained mismatch and a generic bug report are not the same defect." + "reason": "Tokenizer save metadata mismatch and a generic bug report are not the same issue." }, { "left": "issue:43576", "right": "issue:44908", "accept": false, - "reason": "Broken env command and scheduler kwargs handling are unrelated version-5 regressions." - }, - { - "left": "issue:44295", - "right": "issue:45230", - "accept": false, - "reason": "Reading position_ids after buffer registration is unrelated to a generic bug report." - }, - { - "left": "issue:44908", - "right": "issue:45071", - "accept": false, - "reason": "Scheduler kwargs being ignored and PretrainedConfig type-checking regressions are different code paths and symptoms." + "reason": "Broken `transformers env` command and scheduler kwargs handling are different regressions." } ] }, @@ -15522,15 +15573,16 @@ "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-10000-429", + "cluster_id": "cluster-10000-430", "nodes": [ "issue:31515", "issue:31795", "issue:33453", "issue:34689", + "issue:38617", "issue:41628", "issue:41669", "issue:42371", @@ -15564,7 +15616,6 @@ "issue:44908", "issue:44945", "issue:44998", - "issue:45092", "issue:45230", "issue:45290", "issue:45310", @@ -15588,8 +15639,8 @@ "issue:31795|issue:33453", "issue:44315|issue:44829", "issue:43576|issue:44273", - "issue:44360|issue:45468", "issue:44655|issue:44861", + "issue:44360|issue:45468", "issue:45230|issue:45310", "issue:44273|issue:44908", "issue:46018|issue:46172", @@ -15598,7 +15649,6 @@ "issue:41669|issue:43704", "issue:31795|issue:34689", "issue:31515|issue:31795", - "issue:44315|issue:45092", "issue:43704|issue:44485", "issue:44485|issue:45468", "issue:43298|issue:46095", @@ -15612,287 +15662,288 @@ "issue:42913|issue:43066", "issue:44908|issue:44998", "issue:44492|issue:44998", - "issue:43618|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:43572|issue:44861", + "issue:31515|issue:38617" ], - "prepared_review_unit_hash": "2bb45afb0272c6ab006ec22648266b5b07d655d5e724c370deb7ab88122a18bb", + "prepared_review_unit_hash": "ab379597968e2fe4f2f3aa72ba4ae2e4e732f0081cf8fb9e7daea06f8921b9ad", "component_budget": { - "node_count": 429, - "item_count": 429, - "soft_pair_count": 1585, - "serialized_chars": 820591, - "estimated_input_tokens": 205148, - "estimated_eval_tokens": 410552 + "node_count": 430, + "item_count": 430, + "soft_pair_count": 1590, + "serialized_chars": 822920, + "estimated_input_tokens": 205730, + "estimated_eval_tokens": 411716 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 41, - "serialized_chars": 39192, - "estimated_input_tokens": 9798, - "estimated_eval_tokens": 19852 + "serialized_chars": 39186, + "estimated_input_tokens": 9797, + "estimated_eval_tokens": 19850 }, "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 keywords like loading, tokenizer, v5, or import. I would not merge any of the soft pairs as duplicates.", - "confidence": 0.93, - "canonical_issue_reason": "issue:41669 is the most concrete and broadly representative report in this set, but the set does not actually form a single duplicate cluster.", + "summary": "The cluster is noisy and mostly contains distinct regression reports; I found no strong duplicate pairings. The closest common theme is v5-era loading/import regressions, but the issues still describe different concrete failures.", + "confidence": 0.24, + "canonical_issue_reason": "issue:33453 is the broadest substantive loading-regression report in the set; several nearby items are narrower model/version variants, while many others are unrelated API/docs bugs.", "canonical_pr_reason": null, - "best_issue_reason": "issue:41669 is the best issue to anchor on if one must choose, because it is a specific, actionable bug report with the strongest superficial overlap to other import-related reports.", + "best_issue_reason": "issue:33453 is the best representative because it captures the shared loading-regression theme without being overly model-specific.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41669", "right": "issue:44351", "accept": false, - "reason": "Both mention imports, but one is about model import-star usage/performance and the other is a missing top-level symbol; different bugs and fixes." + "reason": "Import-star performance/refactor issue vs a missing HybridCache export; same general area, different bug." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "Unrelated: one is a library import/packaging concern, the other is a testing utility bug." + "reason": "Unrelated import cleanup/performance report vs a testing_utils bug." }, { "left": "issue:44492", "right": "issue:44945", "accept": false, - "reason": "Cache-strategy typo and pipeline-parallelism output error are not the same code-path or bug." + "reason": "Cache-strategy typo and pipeline-parallelism output corruption are different failures." }, { "left": "issue:43976", "right": "issue:45850", "accept": false, - "reason": "One is a Python-version compatibility issue; the other is a broad complaint about many model regressions. Too generic to be the same bug." + "reason": "Python version compatibility breakage vs a broad complaint that v5 breaks many models." }, { "left": "issue:44393", "right": "issue:45478", "accept": false, - "reason": "Both are Qwen-related, but they describe different model behaviors and likely different failure points." + "reason": "Different Qwen model families and different failure modes." }, { "left": "issue:44077", "right": "issue:44861", "accept": false, - "reason": "Optional post-init validation and tied-weight-key attribute handling are separate implementation issues." + "reason": "post_init policy change vs an AttributeError in tied-weight key handling." }, { "left": "issue:43827", "right": "issue:44908", "accept": false, - "reason": "Documentation referencing removed pipeline APIs is unrelated to a scheduler kwarg bug." + "reason": "Docs still referencing pipeline() is unrelated to the inverse_sqrt scheduler kwargs bug." }, { "left": "issue:41628", "right": "issue:41669", "accept": false, - "reason": "Both involve imports, but one is a missing exported class and the other is a model import-star refactor/performance issue." + "reason": "Missing top-level AutoImageProcessor export is not the same as the import-* performance regression." }, { "left": "issue:31795", "right": "issue:33453", "accept": false, - "reason": "One is forward-API documentation confusion; the other is a tokenizer loading regression." + "reason": "Documentation confusion about forward arguments vs a tokenizer loading regression." }, { "left": "issue:44315", "right": "issue:44829", "accept": false, - "reason": "Liger kernel application under model_init and flash-attention training degeneration are different training paths and failure modes." + "reason": "Liger Kernel application with model_init is unrelated to flash_attention_3 training degeneration." }, { "left": "issue:43576", "right": "issue:44273", "accept": false, - "reason": "Broken env command and lazy loading failure are unrelated CLI/runtime issues." + "reason": "Broken transformers env command is unrelated to lazy loading behavior." }, { - "left": "issue:44360", - "right": "issue:45468", + "left": "issue:44655", + "right": "issue:44861", "accept": false, - "reason": "Different model components and different bugs; no shared concrete code-path." + "reason": "Pipeline save_pretrained serialization vs tied-weight key AttributeError." }, { - "left": "issue:44655", - "right": "issue:44861", + "left": "issue:44360", + "right": "issue:45468", "accept": false, - "reason": "Saving pipeline objects and tied-weight-key attribute crashes are separate save/serialization problems." + "reason": "DSA indexer ReLU discussion and Gemma-4 audio positional encoding are different code paths." }, { "left": "issue:45230", "right": "issue:45310", "accept": false, - "reason": "One is a placeholder bug report, the other is a specific from_pretrained failure for Qwen3.5 MoE." + "reason": "Generic bug report vs a specific Qwen3.5 MoE from_pretrained error." }, { "left": "issue:44273", "right": "issue:44908", "accept": false, - "reason": "Lazy loading behavior and inverse_sqrt scheduler kwargs are unrelated." + "reason": "Lazy loading problem and scheduler kwargs handling are unrelated." }, { "left": "issue:46018", "right": "issue:46172", "accept": false, - "reason": "Shared-expert gating and a tensor transpose bug in deepseek-v4 are different defects." + "reason": "DeepSeek-V4 shared-expert gating and a transpose bug in deepseek-v4 are different issues." }, { "left": "issue:43519", "right": "issue:44485", "accept": false, - "reason": "Timestamp calculation in Qwen3VL processor and GLM-5 RoPE implementation are different model-specific bugs." + "reason": "Timestamp calculation in Qwen3VL processor vs GLM-5 RoPE implementation." }, { "left": "issue:43519", "right": "issue:44908", "accept": false, - "reason": "Processor timestamp math and scheduler kwargs handling are unrelated." + "reason": "Timestamp math in a processor is unrelated to scheduler kwargs handling." }, { "left": "issue:41669", "right": "issue:43704", "accept": false, - "reason": "Import-star cleanup/performance and VRAM leak in multi-threaded dataloading are unrelated." + "reason": "Import cleanup/performance regression vs VRAM leak in multi-threaded dataloader use." }, { "left": "issue:31795", "right": "issue:34689", "accept": false, - "reason": "Documentation confusion for forward inputs is not the same as a model-loading regression for Llama 3.2 Vision." + "reason": "Docs confusion about model.forward args vs a model loading regression for Llama 3.2 Vision." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "Checkpoint loading speed and forward-method documentation are unrelated issues." - }, - { - "left": "issue:44315", - "right": "issue:45092", - "accept": false, - "reason": "Both mention model initialization, but they concern different models and different failure mechanisms." + "reason": "Slow from_pretrained checkpoint loading and forward-doc confusion are different topics." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "A VRAM leak under dataloader threads and a RoPE implementation issue are not the same bug." + "reason": "VRAM leak in dataloader threads vs GLM-5 RoPE implementation bug." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "Distinct model internals and distinct reported symptoms; no shared fix path." + "reason": "Different model internals and different concrete failures." }, { "left": "issue:43298", "right": "issue:46095", "accept": false, - "reason": "Continuous batching audio support and a weight conversion question are not duplicate bug reports." + "reason": "Continuous batching lacking audio-model support vs a weight-conversion question." }, { "left": "issue:42371", "right": "issue:43704", "accept": false, - "reason": "TF32 settings guidance and a VRAM leak are unrelated." + "reason": "TF32 API guidance is unrelated to a VRAM leak." }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "Remote-file API calls despite local_files_only and Qwen3VL timestamp math are different subsystems." + "reason": "local_files_only network access bug vs timestamp calculation bug." }, { "left": "issue:43519", "right": "issue:44623", "accept": false, - "reason": "Processor timestamp calculation and processor.save_pretrained file omission are different bugs." + "reason": "Processor timestamp math and processor.save_pretrained missing files are different failures." }, { "left": "issue:43519", "right": "issue:43704", "accept": false, - "reason": "No shared code-path: processor timestamp logic vs multi-thread VRAM leak." + "reason": "Timestamp calculation bug vs VRAM leak in threaded dataloading." }, { "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 in bark-small vs Gemma-4 audio encoding." }, { "left": "issue:44263", "right": "issue:45468", "accept": false, - "reason": "A torch.split return-value bug in one indexer and Gemma audio encoding are not the same issue." + "reason": "torch.split return-value bug in GlmMoeDsaIndexer vs Gemma-4 audio positional encoding." }, { "left": "issue:44261", "right": "issue:45468", "accept": false, - "reason": "RMS norm epsilon precision discussion and Gemma audio positional encoding are different technical problems." + "reason": "Missing rms_norm_eps in MLA q_a_layernorm vs Gemma-4 audio encoding." }, { "left": "issue:42913", "right": "issue:43066", "accept": false, - "reason": "Both are tokenizer-related v5 complaints, but one is generic behavior change and the other is a specific decoder-type bug; not enough to treat as the same underlying issue." + "reason": "Both mention tokenizer v5, but one is general behavior drift and the other is a decoder-type mismatch." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwarg handling and an unrelated placeholder issue are not duplicates." + "reason": "Scheduler kwargs handling is unrelated to the generic 'Unemployment' report." }, { "left": "issue:44492", "right": "issue:44998", "accept": false, - "reason": "A typo report and an irrelevant placeholder issue share no bug content." + "reason": "Cache-strategy typo and an unrelated generic report are not duplicates." }, { - "left": "issue:43618", - "right": "issue:44998", + "left": "issue:44861", + "right": "issue:45290", "accept": false, - "reason": "CLIP attentions assignment regression and an irrelevant placeholder issue are unrelated." + "reason": "Tied-weight key AttributeError vs chat-template tool-call crash." }, { - "left": "issue:44861", - "right": "issue:45290", + "left": "issue:43618", + "right": "issue:44998", "accept": false, - "reason": "Tied-weight key handling and chat-template tool-call crashes are different code paths." + "reason": "CLIPOutput attentions regression is unrelated to the generic report." }, { "left": "issue:44998", "right": "issue:45850", "accept": false, - "reason": "A placeholder issue cannot be merged with a broad regression complaint; no concrete overlap." + "reason": "Unrelated generic report vs a broad complaint that v5 breaks too many models." }, { "left": "issue:44998", "right": "issue:45341", "accept": false, - "reason": "Placeholder issue and testing_utils bug are unrelated." + "reason": "Unrelated generic report vs a testing_utils bug." }, { "left": "issue:43525", "right": "issue:44861", "accept": false, - "reason": "Missing pad_token_id on a config and an AttributeError in tied-weight key processing are different bugs." + "reason": "Missing pad_token_id in Llama4Config is unrelated to tied-weight key handling." }, { "left": "issue:43572", "right": "issue:44861", "accept": false, - "reason": "Missing pad_token_idx after v5 update and tied-weight-key crash are not the same failure." + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to tied-weight key handling." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow checkpoint loading is unrelated to the layer_type_validation import error." } ] }, @@ -15911,17 +15962,16 @@ "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-10000-429", + "cluster_id": "cluster-10000-430", "nodes": [ "issue:30333", "issue:31515", "issue:33453", "issue:36296", "issue:37934", - "issue:38617", "issue:42936", "issue:43240", "issue:43298", @@ -15936,7 +15986,6 @@ "issue:46144" ], "soft_pairs": [ - "issue:31515|issue:38617", "issue:44230|issue:44623", "issue:30333|issue:31515", "issue:31515|issue:36296", @@ -15956,148 +16005,142 @@ "issue:37934|issue:43668", "issue:42936|issue:43668" ], - "prepared_review_unit_hash": "86ac08ff22400010fe54bc67682f9a4d8ba89ecf1cd77ff6bdbfc96eae6008a8", + "prepared_review_unit_hash": "a96235851609dc5cf23fb9001dc68f847f6d8dcef94ed4593eb3ce40b8aa96d3", "component_budget": { - "node_count": 429, - "item_count": 429, - "soft_pair_count": 1585, - "serialized_chars": 820591, - "estimated_input_tokens": 205148, - "estimated_eval_tokens": 410552 + "node_count": 430, + "item_count": 430, + "soft_pair_count": 1590, + "serialized_chars": 822920, + "estimated_input_tokens": 205730, + "estimated_eval_tokens": 411716 }, "budget": { - "node_count": 18, - "item_count": 18, - "soft_pair_count": 19, - "serialized_chars": 15703, - "estimated_input_tokens": 3926, - "estimated_eval_tokens": 8108 + "node_count": 17, + "item_count": 17, + "soft_pair_count": 18, + "serialized_chars": 14810, + "estimated_input_tokens": 3703, + "estimated_eval_tokens": 7662 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster looks over-grouped: the issues span unrelated models, configs, tokenizer warnings, training/runtime behavior, and one-off typos. None of the soft pairs appear to describe the same underlying bug or change.", - "confidence": 0.96, - "canonical_issue_reason": "Issue 31515 is the most connected hub in the soft-similarity graph, but the cluster is heterogeneous, so it is only a weak representative and not a true duplicate canonical.", + "summary": "Heterogeneous cluster of unrelated issue reports; the title overlaps are mostly superficial (loading/pretrained/model-internal wording), with no convincing duplicate or PR match.", + "confidence": 0.86, + "canonical_issue_reason": "No single true canonical duplicate stands out; issue 44623 is the best representative because it is the most concrete, narrow, and actionable bug report in an otherwise mixed set.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 31515 is the closest to a cluster seed because it links to several other items by similarity, but its checkpoint-loading slowdown is still unrelated to the rest.", + "best_issue_reason": "44623 is the strongest standalone issue to anchor the cluster: explicit symptom, self-contained scope, and clear fix direction.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:31515", - "right": "issue:38617", - "accept": false, - "reason": "Checkpoint loading slowness vs an ImportError in configuration_utils: different failure modes and code paths." - }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "FP8 inference support for Qwen models vs missing files on processor.save_pretrained; not the same bug." + "reason": "Different bugs: fp8 Qwen3-VL/Qwen3.5 inference support vs processor.save_pretrained missing files." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLflow status reporting on failed training vs from_pretrained checkpoint load speed." + "reason": "Unrelated: MLFlow reporting on failed training vs slow from_pretrained checkpoint loading." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "Checkpoint loading performance vs tensor-parallel training bug." + "reason": "Different code paths: checkpoint load performance vs tensor-parallel training bug." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "Both mention Qwen3.5, but one is FP8 support and the other is a from_pretrained error; different concrete issues." + "reason": "Same model family but not the same issue: fp8 inference support vs Qwen3.5 MoE from_pretrained error." }, { "left": "issue:31515", "right": "issue:33453", "accept": false, - "reason": "Checkpoint loading slowdown vs tokenizer loading regression; not duplicates." + "reason": "Both involve loading, but one is slow checkpoint loading and the other is a tokenizer loading regression." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Continuous batching support for audio models vs FP8 Qwen3-VL/Qwen3.5 support." + "reason": "Different features/models: continuous batching audio-model support vs fp8 Qwen3/VL support." }, { "left": "issue:43717", "right": "issue:46144", "accept": false, - "reason": "Mamba init_weights behavior vs RoFormer attention interface usage; unrelated model implementation problems." + "reason": "Unrelated model internals: Mamba init_weights usage vs RoFormer attention interface." }, { "left": "issue:42936", "right": "issue:46018", "accept": false, - "reason": "Mask2Former ignore_value handling vs DeepSeek-V4 shared expert gating." + "reason": "Different architectures and symptoms: Mask2former ignore_value handling vs DeepSeek-V4 shared expert gating." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "ModernBERT config type hint issue vs tokenizer regex warning after upgrade; different artifacts." + "reason": "Type-hint issue in ModernBERTConfig vs tokenizer regex warning regression." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Both touch loss-related code, but one is ignore_value handling and the other is kwargs propagation; not the same bug." + "reason": "Different bugs: unused ignore_value in Mask2former vs kwargs not forwarded to loss calculation." }, { "left": "issue:43240", "right": "issue:46144", "accept": false, - "reason": "Loss kwargs forwarding vs RoFormer attention interface implementation." + "reason": "No shared underlying bug: loss kwargs propagation vs RoFormer attention implementation." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Mask2Former loss parameter handling vs tokenizer warning regression." + "reason": "Unrelated: Mask2former ignore_value handling vs tokenizer warning behavior." }, { "left": "issue:42936", "right": "issue:46144", "accept": false, - "reason": "Different model subsystems and different bugs." + "reason": "Different models and failures; not the same code-path problem." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "Mask2Former ignore_value handling vs a quantization typo; no underlying overlap." + "reason": "Ignore_value handling and a typo in quantization_operation are unrelated." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Loss kwargs not passed vs incorrect type hint; unrelated." + "reason": "Different scope: loss kwargs forwarding vs ModernBERTConfig type hint." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "ModernBERT type hint mismatch vs typo in a quantization symbol." + "reason": "Type-hint correction vs typo fix; no shared bug." }, { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "Question about Llama4TextL2Norm being RMSNorm vs a ModernBERT config type-hint issue." + "reason": "Different components and defects: Llama4TextL2Norm behavior vs ModernBERTConfig typing." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Mask2Former ignore_value bug vs ModernBERT norm_eps annotation issue." + "reason": "Different bugs in different models; no duplicate evidence." } ] }, @@ -16116,8 +16159,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10519-3", "nodes": [ @@ -16130,52 +16173,52 @@ "issue:10519|issue:11005", "issue:11005|issue:11307" ], - "prepared_review_unit_hash": "77810f68ceb91c8ccda0611d3fef63af16ec9cc6c4a8989715764263c21c4d6c", + "prepared_review_unit_hash": "03b8c8feca75cf1bfce6be8500f71a6620527be33dc3ec86d317ce124a11eb41", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2876, - "estimated_input_tokens": 719, - "estimated_eval_tokens": 1694 + "serialized_chars": 2877, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2876, - "estimated_input_tokens": 719, - "estimated_eval_tokens": 1694 + "serialized_chars": 2877, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three issues are unrelated feature requests/questions in different areas (token truncation, learning-rate scheduling, and Wav2Vec2 word timestamps). They should not be deduplicated.", - "confidence": 0.98, - "canonical_issue_reason": null, + "summary": "These are three unrelated feature requests in different areas: token truncation behavior, a learning-rate scheduler-like API, and Wav2Vec2 word boundary offsets. No pair looks like the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue: the three issues address distinct features. If a representative is needed, #10519 is the most concrete and well-scoped request.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "#10519 is the best representative issue because it is the most specific and actionable feature request; the other two are broader or about different subsystems.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:10519", "right": "issue:11307", "accept": false, - "reason": "Different features and domains: truncation direction vs. word-level timing offsets in Wav2Vec2." + "reason": "Different features: truncation strategy for tokenization vs Wav2Vec2 word time offsets; no shared code-path or concrete duplicate behavior." }, { "left": "issue:10519", "right": "issue:11005", "accept": false, - "reason": "No common underlying bug/change; one is about tokenizer truncation behavior, the other about scheduler functionality." + "reason": "Unrelated requests: token truncation option vs a ReduceLROnPlateau-like scheduler API; only broad similarity as feature requests." }, { "left": "issue:11005", "right": "issue:11307", "accept": false, - "reason": "Unrelated topics: ReduceLROnPlateau-like scheduler behavior versus extracting timestamps for words." + "reason": "Different domains and changes: optimizer/scheduler functionality vs audio model word offset extraction; not the same underlying bug or change." } ] }, @@ -16194,8 +16237,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-13244-3", "nodes": [ @@ -16207,12 +16250,12 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "7c9e70f935bf4a9797a6c6ed144ea0a77edeb22d04c6511badbba524da29b174", + "prepared_review_unit_hash": "73fd0c090caccfceeb46c241a7b428005801372b2949edb00b55c9984b696a27", "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 }, @@ -16220,7 +16263,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2478, + "serialized_chars": 2479, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -16229,24 +16272,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three issues do not look like true duplicates: one is about Tapas tokenization mismatch, one about private-model auth/error messaging, and one about a generic model-load failure. The cluster appears to be soft-similarity only, not the same underlying bug.", - "confidence": 0.82, - "canonical_issue_reason": "Issue #16618 is the broadest and most central of the three, describing a model-loading failure, while the other two are narrower and about different topics.", + "summary": "These issues are not true duplicates: one is about tokenizer behavior, one about an authentication/error-message problem, and one is a model-loading failure. The only loose commonality is Hugging Face model usage, but the underlying bugs differ.", + "confidence": 0.86, + "canonical_issue_reason": "issue:16618 is the broadest and most central user-facing failure among the three, so it is the best representative issue in this small cluster, even though the others are not actual duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "#16618 is the best representative issue for this cluster because it is the clearest user-facing loading problem and the most likely anchor for related reports; the others are not close enough to be merged into it as duplicates.", + "best_issue_reason": "issue:16618 is the best global issue candidate because it describes a concrete, common failure path ('Can't load the model for bert-base-uncased') and is more representative of a real reproducible bug than the other two, which are narrower and unrelated.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Tapas tokenization behavior is a different problem domain from failing to load bert-base-uncased; no evidence they describe the same code-path bug." + "reason": "Tokenization mismatch with TensorFlow code is a different bug from a model loading failure for bert-base-uncased." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "Private-model download/auth error messaging is distinct from a generic model-load failure for bert-base-uncased; they do not clearly share the same underlying defect." + "reason": "Bad private-model download/login error handling is a different problem from failing to load a public model." } ] }, @@ -16265,8 +16308,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-26350-2", "nodes": [ @@ -16276,7 +16319,7 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "9b5cf9cbed794be0e538a6f10d2c87400a8b27f56725d3b8c675024e26732112", + "prepared_review_unit_hash": "dad9ae53e9fca75a024e93b4b0efa9c7d99fff9270e34df2aea6846dc10444fe", "component_budget": { "node_count": 2, "item_count": 2, @@ -16298,18 +16341,18 @@ "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. The shared wording is generic, but the underlying changes are different and there is no evidence they describe the same bug or code change.", - "confidence": 0.96, + "summary": "These are not duplicates: one requests Flash Attention 2 support for more architectures, while the other requests GGUF support for more architectures. They share a similar community-contribution framing, but the underlying changes are different.", + "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "If a representative issue must be chosen, 33260 is slightly stronger because it is newer and has inbound references, but it is still a separate feature request from 26350.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Different feature areas (Flash Attention 2 vs GGUF) and different implementation targets; similar phrasing about \"more architectures\" is too broad to treat as the same underlying issue." + "reason": "Both are community-contribution feature requests, but they target different backend capabilities (Flash Attention 2 vs GGUF) and do not look like the same underlying change." } ] }, @@ -16328,8 +16371,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-27088-6", "nodes": [ @@ -16357,12 +16400,12 @@ "issue:43834|issue:44365", "issue:44365|issue:44370" ], - "prepared_review_unit_hash": "d6eeee5d7913169dd58013da80c0f86b6c6c8cd697d89bbb7532a5efa2d1de59", + "prepared_review_unit_hash": "fa2756f6d37cdc7dab477b42539b69373e5f2d61cc0a1b19faebf7d5253d37d2", "component_budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 15, - "serialized_chars": 8793, + "serialized_chars": 8795, "estimated_input_tokens": 2199, "estimated_eval_tokens": 4654 }, @@ -16370,7 +16413,7 @@ "node_count": 6, "item_count": 6, "soft_pair_count": 15, - "serialized_chars": 8793, + "serialized_chars": 8795, "estimated_input_tokens": 2199, "estimated_eval_tokens": 4654 }, @@ -16379,112 +16422,109 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster mixes three language-specific i18n doc translation issues (Turkish, Spanish, Romanian) with three near-identical generic template issues. The generic placeholder issues are duplicates of each other; the language-specific issues are not duplicates because they target different translations.", - "confidence": 0.96, - "canonical_issue_reason": "issue:43834 is the earliest generic placeholder issue and matches the same template wording as the other two placeholder issues, making it the best duplicate anchor.", + "summary": "These are separate docs-translation requests, mostly for different languages, plus a few generic template-like variants. They are related thematically but not the same underlying issue, so none of the soft edges should be merged.", + "confidence": 0.95, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43834 is the best representative of the duplicate template issues because it is the earliest and most canonical-looking copy of the generic i18n translation request.", + "best_issue_reason": "Issue 28936 is the best representative because it is a concrete, fully specified open translation request with substantial discussion; the generic placeholder issues are less descriptive and the other language-specific issues are narrower variants.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Different target language (Turkish vs placeholder); same i18n theme but not the same underlying issue." + "reason": "Different translation request instances; the titles/body context indicate separate docs-localization tasks rather than one duplicate bug or change." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Different target language (Turkish vs placeholder); not the same concrete request." + "reason": "Same broad i18n theme, but not the same underlying request; this looks like a distinct language-specific translation issue." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "Concrete Turkish translation request versus generic template issue; not duplicates." + "reason": "Placeholder-like title similarity is not enough; this is still a separate translation request, not one mergeable duplicate." }, { "left": "issue:27088", "right": "issue:38435", "accept": false, - "reason": "Different target languages (Turkish vs Romanian), so these are separate translation requests." + "reason": "Different target language and separate docs translation task, so they should not be deduplicated." }, { "left": "issue:27088", "right": "issue:28936", "accept": false, - "reason": "Different target languages (Turkish vs Spanish); related topic but distinct issues." + "reason": "Both are docs translation requests, but for different languages, so they are not the same underlying issue." }, { "left": "issue:28936", "right": "issue:43834", "accept": false, - "reason": "Concrete Spanish translation request versus generic template issue; not the same underlying issue." + "reason": "The generic template-like title is not enough to treat this as the same request; this is a separate translation task." }, { "left": "issue:28936", "right": "issue:44365", "accept": false, - "reason": "Concrete Spanish translation request versus generic template issue; not duplicates." + "reason": "Different translation target/request; related topic, but not a duplicate." }, { "left": "issue:28936", "right": "issue:38435", "accept": false, - "reason": "Different target languages (Spanish vs Romanian), so they should stay separate." + "reason": "Spanish vs. Romanian docs translation are distinct requests, so they should remain separate." }, { "left": "issue:28936", "right": "issue:44370", "accept": false, - "reason": "Concrete Spanish translation request versus generic template issue; not the same request." + "reason": "These appear to be separate localization tickets, not one underlying change." }, { "left": "issue:38435", "right": "issue:44370", "accept": false, - "reason": "Concrete Romanian translation request versus generic template issue; not duplicates." + "reason": "Both are translation-related, but they are not the same concrete issue or language request." }, { "left": "issue:38435", "right": "issue:44365", "accept": false, - "reason": "Concrete Romanian translation request versus generic template issue; not the same underlying issue." + "reason": "Different underlying translation task; no evidence they should be merged as duplicates." }, { "left": "issue:38435", "right": "issue:43834", "accept": false, - "reason": "Concrete Romanian translation request versus generic template issue; not duplicates." + "reason": "The similarity is only thematic/template-level; the underlying requests are distinct." }, { "left": "issue:43834", "right": "issue:44370", - "accept": true, - "reason": "Both are the same generic placeholder i18n translation issue with identical wording and no language-specific content." + "accept": false, + "reason": "These look like separate template-based translation tickets, not one duplicate issue." }, { "left": "issue:43834", "right": "issue:44365", - "accept": true, - "reason": "Both are the same generic placeholder i18n translation issue; no substantive difference is visible." + "accept": false, + "reason": "High textual similarity, but no proof they are the same language request or same underlying task." }, { "left": "issue:44365", "right": "issue:44370", - "accept": true, - "reason": "Both are identical generic placeholder issues for translating docs; effectively duplicates." + "accept": false, + "reason": "Near-identical template wording alone is insufficient; they still appear to be separate translation issues." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: the Turkish, Spanish, and Romanian issues are distinct by title, and the three placeholder issues are the closest match cluster with 43834 as the earliest. The soft-edge verdicts are conservative overall." - }, - "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 }, @@ -16496,8 +16536,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-36817-16", "nodes": [ @@ -16556,244 +16596,250 @@ "issue:43837|issue:45177", "issue:45322|issue:46133" ], - "prepared_review_unit_hash": "1f542d67541bf73d6ab8ceae795d1f53a11b8d5fa6881cad85e1d6806318bebd", + "prepared_review_unit_hash": "c88b94d3b131948cb71daeb76b776aab97926e3c8e8631c86fb4ad914dc64d7c", "component_budget": { "node_count": 16, "item_count": 16, "soft_pair_count": 36, - "serialized_chars": 21660, - "estimated_input_tokens": 5415, - "estimated_eval_tokens": 11086 + "serialized_chars": 21656, + "estimated_input_tokens": 5414, + "estimated_eval_tokens": 11084 }, "budget": { "node_count": 16, "item_count": 16, "soft_pair_count": 36, - "serialized_chars": 21660, - "estimated_input_tokens": 5415, - "estimated_eval_tokens": 11086 + "serialized_chars": 21656, + "estimated_input_tokens": 5414, + "estimated_eval_tokens": 11084 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are all distinct model-request issues that share only a broad \"add support\" theme; I do not see true duplicates or a single underlying bug/change cluster.", - "confidence": 0.98, - "canonical_issue_reason": "No single canonical issue: each item requests a different model family, architecture, or modality, so the similarity is only topical.", + "summary": "These are thematically similar model-addition requests, but they cover distinct models/families and modalities. I don\u2019t see any true duplicates or mergeable PR-equivalent changes here, so all soft edges are rejected.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue: the cluster spans unrelated model requests across text, audio, and vision, so there isn\u2019t one underlying bug/change.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46133 is the most detailed and recent request, so it is the best representative of the theme, but it still is not a duplicate hub.", + "best_issue_reason": "No single issue is a strong global representative for deduplication; they share only a broad \u201cadd model support\u201d theme, not the same fix.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "EuroBert config support and DEIMv2 are unrelated model requests; only the generic \"add model\" pattern matches." + "reason": "Different model families: EuroBert config vs DEIMv2 architecture." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "EuroBert config support and Qwen3-TTS are different model families and modalities, not the same change." + "reason": "Different requests: EuroBert config vs Qwen3-TTS support." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "EuroBert and RF-DETR are separate model additions with no shared code-path bug." + "reason": "Different models entirely: EuroBert vs RF-DETR." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "RF-DETR and DEIMv2 are different model requests, not one duplicated implementation task." + "reason": "RF-DETR and DEIMv2 are separate model additions, not the same change." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "RF-DETR and LFM2.5 Audio target different model domains and would not be merged as one PR." + "reason": "Different modalities and models: RF-DETR vs LFM2.5 Audio 1.5B." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "RF-DETR and the weight-sparse transformer request are unrelated architectures and use cases." + "reason": "Object detection model request vs sparse transformer request." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "RF-DETR and Qwen3-ASR are separate model support requests, not the same underlying change." + "reason": "RF-DETR and Qwen3-ASR are unrelated model requests." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "RF-DETR (vision detection) and Qwen3-TTS (speech) are clearly different requests." + "reason": "Different model/task: RF-DETR vs Qwen3-TTS." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT and Qwen3-ASR are unrelated model additions with different code paths." + "reason": "NeoBERT and Qwen3-ASR are unrelated model additions." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT and the sparse transformer request are different model families and concerns." + "reason": "Different model families: NeoBERT vs weight-sparse transformer." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT and LFM2.5 Audio are distinct model support requests, not duplicates." + "reason": "Text model request vs audio model request." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "RF-DETR and NeoBERT are separate model additions with no shared concrete bug." + "reason": "RF-DETR and NeoBERT are distinct model requests." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT and ModernVBERT are different model families; the overlap is only that both are BERT-like." + "reason": "NeoBERT vs ModernVBERT: different BERT-like models, not the same underlying request." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 and Qwen3-ASR are different model requests and not the same fix." + "reason": "MiniCPM3 architecture and Qwen3-ASR are different model support requests." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 support and the sparse transformer request are unrelated changes." + "reason": "MiniCPM3 vs sparse transformer: different concrete models and code paths." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 and ModernVBERT are distinct model-addition issues, not duplicates." + "reason": "MiniCPM3 and ModernVBERT are separate model additions." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 and Voxtral-4B-TTS are different model families and modalities." + "reason": "MiniCPM3 and Voxtral TTS are unrelated models." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 and Qwen3-TTS are unrelated model requests, sharing only a general support theme." + "reason": "DEIMv2 and Qwen3-TTS are different model requests." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT and Qwen3-ASR are different model support requests." + "reason": "ModernVBERT models and Qwen3-ASR target different model families." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT and Qwen3-TTS are distinct model requests with different modalities." + "reason": "ModernVBERT and Qwen3-TTS are unrelated requests." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT models and BERT-like models with RoPE are related in theme but not the same concrete request." + "reason": "ModernVBERT models vs generic RoPE BERT-like models: overlap in theme, not the same change." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "BERT-like models with RoPE and Voxtral TTS are unrelated model additions." + "reason": "BERT-like RoPE support and Voxtral TTS are unrelated." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Qwen3-TTS and Qwen3-ASR are sibling requests but target different speech tasks and should not be merged." + "reason": "Same Qwen3 family, but TTS and ASR are different concrete models/tasks." }, { "left": "issue:43671", - "right": "issue:43909", + "right": "issue:45027", "accept": false, - "reason": "Qwen3-TTS and LFM2.5 Audio are different audio model requests, not one duplicated change." + "reason": "Different TTS model requests: Qwen3-TTS vs Voxtral TTS." }, { "left": "issue:43671", - "right": "issue:44121", + "right": "issue:45177", "accept": false, - "reason": "Qwen3-TTS and the sparse transformer request address different model types and code paths." + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated model additions." }, { "left": "issue:43671", - "right": "issue:45027", + "right": "issue:44121", "accept": false, - "reason": "Qwen3-TTS and Voxtral-4B-TTS are separate TTS model support requests, not the same artifact." + "reason": "TTS support request vs sparse transformer request." }, { "left": "issue:43671", - "right": "issue:45177", + "right": "issue:43909", "accept": false, - "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated model families and modalities." + "reason": "Qwen3-TTS and LFM2.5 Audio are different audio models." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Qwen3-ASR and LFM2.5 Audio are different audio-model requests, not duplicates." + "reason": "Qwen3-ASR and LFM2.5 Audio are separate audio-model requests." }, { "left": "issue:43837", - "right": "issue:44121", + "right": "issue:45322", "accept": false, - "reason": "Qwen3-ASR and the sparse transformer request are unrelated changes." + "reason": "ASR model request vs universal perception encoder request." }, { "left": "issue:43837", - "right": "issue:45027", + "right": "issue:44121", "accept": false, - "reason": "Qwen3-ASR and Voxtral-4B-TTS are different speech tasks and model families." + "reason": "Qwen3-ASR and sparse transformer are not the same code-path problem." }, { - "left": "issue:43837", - "right": "issue:45177", + "left": "issue:43909", + "right": "issue:44205", "accept": false, - "reason": "Qwen3-ASR and DeepSeek-OCR2 are distinct model support requests." + "reason": "Audio model request vs SAM3-LiteText, different modalities." }, { - "left": "issue:43837", + "left": "issue:44121", "right": "issue:45322", "accept": false, - "reason": "Qwen3-ASR and EUPE are separate model requests with no shared concrete implementation target." + "reason": "Sparse transformer request and EUPE encoder request are unrelated." }, { - "left": "issue:43909", - "right": "issue:44205", + "left": "issue:43837", + "right": "issue:45027", "accept": false, - "reason": "LFM2.5 Audio and SAM3-LiteText are different modality/model requests." + "reason": "Different ASR/TTS model requests: Qwen3-ASR vs Voxtral TTS." }, { - "left": "issue:44121", - "right": "issue:45322", + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS are unrelated model additions." + }, + { + "left": "issue:43837", + "right": "issue:45177", "accept": false, - "reason": "The sparse transformer request and EUPE are unrelated model additions, not one code change." + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different tasks/models." }, { "left": "issue:45322", "right": "issue:46133", "accept": false, - "reason": "EUPE and TIPSv2 are distinct model requests from different authors and use cases." + "reason": "EUPE and TIPSv2 are distinct vision-language model requests, not the same change." } ] }, @@ -16812,8 +16858,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-41084-2", "nodes": [ @@ -16823,7 +16869,7 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "010669a4ae6d9023b2f4a7a6a74aa588703e224df6a09cb9cf0c44e8f740e483", + "prepared_review_unit_hash": "18a95fe56e70239f20f30e9bf33ba76a15e863f043dd6e8e4d90ee229e9963d2", "component_budget": { "node_count": 2, "item_count": 2, @@ -16845,18 +16891,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are not duplicates: #41084 is about Set Block Decoding, while #43037 is a request for DeepSeek v3.2 support. They describe different features/problems with no shared targets or code paths.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "The issues are about different topics: block decoding vs. DeepSeek v3.2 support. They should not be deduplicated.", + "confidence": 0.96, + "canonical_issue_reason": "issue:41084 is a concrete decoding-behavior request and is more specific than the model-support request in issue:43037.", "canonical_pr_reason": null, - "best_issue_reason": "No single best issue for a duplicate cluster; the issues are unrelated and cover different user needs.", + "best_issue_reason": "issue:41084 is the more focused, actionable issue for indexing, but it does not overlap with issue:43037.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Different topics and likely different code paths: block decoding behavior vs model compatibility/support. The weak textual similarity is not enough to indicate the same underlying bug or change." + "reason": "Titles and likely scopes are unrelated: block decoding vs. DeepSeek v3.2 support. No evidence they describe the same underlying bug or change." } ] }, @@ -16875,8 +16921,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43598-2", "nodes": [ @@ -16886,12 +16932,12 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "12e6cf905b6acf7c69e02097a412edd9acd245f67f3d2b6d03b2323e4de88cc0", + "prepared_review_unit_hash": "eb947df9d583881aaa43ef2d62b0d6d49d98c124b4cbc6a370c79a8a324d9319", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1584, + "serialized_chars": 1583, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -16899,7 +16945,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1584, + "serialized_chars": 1583, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -16908,18 +16954,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two closed issues are related only at a broad Trainer/customization level, but they describe different problems and fixes: one is about `remove_unused_column` behavior, the other about FLOPS estimation for custom trainers. They should not be treated as duplicates.", - "confidence": 0.89, + "summary": "These two issues are related to Trainer customizability, but they describe different problems: one is about `remove_unused_column` behavior, the other is about FLOPS estimation for custom trainers. They should not be treated as duplicates.", + "confidence": 0.94, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43598 is the more concrete and self-contained Trainer customization request, but it does not cover the FLOPS-estimation problem in issue:43600.", + "best_issue_reason": "If a representative issue is needed, #43598 is the more concrete code-path request because it names a specific Trainer behavior (`remove_unused_column`) and its customizability impact; however, it is not a duplicate of #43600.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "Different underlying bugs: `remove_unused_column` customizability in Trainer versus accounting for custom trainers in FLOPS estimation. Same general subsystem, but not the same change or code path." + "reason": "Reject: they concern different Trainer behaviors and different fixes. `remove_unused_column` customizability and FLOPS estimation for custom trainers are related only at a broad subsystem level, not the same underlying bug." } ] }, @@ -16938,8 +16984,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43684-2", "nodes": [ @@ -16949,7 +16995,7 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "9549391a400f2e89dfea51e0e9ba4ff1f33b00543dcfaa4aae5efa1af718f3cd", + "prepared_review_unit_hash": "7f506d137a54d71d031a1b5cf09a4d387200c564947e974c6955eaeb2562e99b", "component_budget": { "node_count": 2, "item_count": 2, @@ -16971,18 +17017,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two closed enhancement requests for different Qwen variants and different model heads; they do not look like duplicate reports of the same underlying bug/change.", - "confidence": 0.97, - "canonical_issue_reason": "No canonical duplicate: issue 43684 is about registering Qwen3-Omni with AutoModel/AutoModelForConditionalGeneration, while issue 44405 is about adding AutoModelForSequenceClassification support for Qwen3.5 (Qwen3_5Config).", + "summary": "These are not duplicates: one asks for Qwen3-Omni registration in AutoModel/AutoModelForConditionalGeneration, the other asks for Qwen3.5 AutoModelForSequenceClassification support. They target different model variants and different heads.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "If a representative issue is needed, 43684 is the broader library-registration request, but it still does not cover the distinct sequence-classification support asked for in 44405.", + "best_issue_reason": "Issue 43684 is the broader registration request and is the most central of the two, but it does not cover the sequence-classification support requested in 44405.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Different model families and different task heads; this is a soft similarity only, not the same underlying bug/change." + "reason": "Different underlying requests: Qwen3-Omni model registration for AutoModel/AutoModelForConditionalGeneration vs Qwen3.5 sequence-classification support. They do not describe the same bug or change." } ] }, @@ -17001,8 +17047,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43835-4", "nodes": [ @@ -17019,80 +17065,77 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "a440aaab826acf4ff33297c9c812c136713014c7245bbea0d81dce2219bbfb3d", + "prepared_review_unit_hash": "9c821136204fa58aa1da6688bb327dd9b3978287d8a3c65507cd0db972339edb", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4264, - "estimated_input_tokens": 1066, - "estimated_eval_tokens": 2388 + "serialized_chars": 4266, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4264, - "estimated_input_tokens": 1066, - "estimated_eval_tokens": 2388 + "serialized_chars": 4266, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Three issues titled \"huggingface \" look like the same duplicate report; the \"Fett\" issue appears unrelated. I\u2019d keep the earliest huggingface issue as canonical.", - "confidence": 0.72, - "canonical_issue_reason": "Issue 43845 is the earliest of the near-identical \"huggingface \" reports, so it is the best canonical representative among the likely duplicates.", + "summary": "All four issues are too underspecified to confidently deduplicate. Three share the generic title \"huggingface\" but provide no concrete bug details; the \"Fett\" issue is even less clearly related. I would keep them separate for now and avoid merging on title similarity alone.", + "confidence": 0.58, + "canonical_issue_reason": "Issue 43845 is the best available canonical candidate because it is the earliest of the repeated \"huggingface\" reports and is the most representative of the apparent duplicate set, even though the actual problem description is too thin to be certain.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43845 is the best cluster anchor because it matches the repeated huggingface title pattern and is the earliest of that group.", + "best_issue_reason": "43845 is the strongest cluster anchor by chronology and title repetition, but the lack of substantive body text means it is only a provisional canonical issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Different titles and no supporting description or targets; no evidence they are the same underlying issue." + "reason": "The titles do not indicate the same underlying bug, and there is no body detail or target linkage to justify deduplication." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Different titles and no supporting description or targets; too little evidence to treat as duplicates." + "reason": "No concrete evidence ties \"Fett\" to the \"huggingface\" reports; this looks like weak title similarity rather than the same issue." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "Different titles and no supporting description or targets; not enough to connect them as the same issue." + "reason": "Insufficient information to conclude the same bug/change; the titles are unrelated beyond being short, low-signal labels." }, { "left": "issue:43845", "right": "issue:43846", - "accept": true, - "reason": "Exact same title pattern and nearly identical metadata, with no sign of a different underlying problem." + "accept": false, + "reason": "These have the same generic title, but the available content is too sparse to confirm they describe the same underlying problem." }, { "left": "issue:43845", "right": "issue:43859", - "accept": true, - "reason": "Same title pattern and very similar duplicate-looking reports; no evidence of a distinct issue." + "accept": false, + "reason": "The repeated title is not enough on its own; without a concrete description, I cannot safely treat them as duplicates." }, { "left": "issue:43846", "right": "issue:43859", - "accept": true, - "reason": "Same title pattern and very similar duplicate-looking reports; no evidence of a distinct issue." + "accept": false, + "reason": "Although the titles match, there is no substantive issue text or target evidence to prove they are the same report." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The anchor choice is grounded: 43845 is the earliest of the three near-identical \"huggingface \" issues. The rejection of 43835 as unrelated is conservative and supported by the title mismatch. The soft-edge accepts are also reasonably cautious given the matching titles and soft-similarity evidence, so I don't see an overstatement that would require rejection." - }, - "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 }, @@ -17104,8 +17147,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-44371-5", "nodes": [ @@ -17126,88 +17169,88 @@ "issue:44572|issue:44937", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "bc490bef964e203c83282dcb8bfae6ac9d8cf26112d00e39c2dd0cd6335186a5", + "prepared_review_unit_hash": "8fd2a768d4ddc87ebd0c889aac403df4de188e74c06cec7ad6a865f97b5704a4", "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": 5794, + "estimated_input_tokens": 1449, + "estimated_eval_tokens": 3154 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5788, - "estimated_input_tokens": 1447, - "estimated_eval_tokens": 3150 + "serialized_chars": 5794, + "estimated_input_tokens": 1449, + "estimated_eval_tokens": 3154 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is dominated by low-signal/spam issues with unrelated titles; there is no clear shared bug or change to unify.", - "confidence": 0.92, - "canonical_issue_reason": "Issue #44418 is the only one with a somewhat descriptive, non-spam title, so it is the least ambiguous representative of the cluster.", + "summary": "This cluster is almost entirely low-information noise/spam. Two issues share the exact placeholder title, but there is no actionable content or explicit linkage proving they describe the same underlying problem, and the other items look unrelated.", + "confidence": 0.57, + "canonical_issue_reason": "issue:44371 is the earliest exact '' report, so it is the most reasonable representative of the repeated spam-like entries, even though none of the issues contain substantive detail.", "canonical_pr_reason": null, - "best_issue_reason": "#44418 is the best issue representative because it is the most readable and specific title, even though it still looks generic and low-value.", + "best_issue_reason": "issue:44371 is the best cluster representative by chronology and exact-title match, but it is still not a meaningful canonical issue in the usual sense.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Both are titled '', but there is no evidence they describe the same underlying bug or request beyond identical spam labeling." + "reason": "Same placeholder title, but there is no body content or explicit evidence that they are the same underlying issue; exact spam labels alone are not enough." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "Identical spam titles are not enough to treat them as the same issue; no shared details or target are provided." + "reason": "Same placeholder title, but no substantive details link them to one concrete bug or request." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "One is spam and the other is a generic documentation suggestion; they do not look like the same issue." + "reason": "Different titles and no shared issue-target or filename evidence; the similarity is too generic to treat as a duplicate." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "'Check out \"Google LLC\"' is unrelated to the spam placeholder title and gives no basis for duplication." + "reason": "The titles are unrelated, and there is no evidence they refer to the same bug or change." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "A documentation enhancement request is not the same underlying item as a spam placeholder issue." + "reason": "Generic documentation-style wording versus a spam placeholder; no concrete shared problem is visible." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "Generic documentation feedback and spam placeholder content do not indicate the same bug or change." + "reason": "Generic documentation-style wording versus a spam placeholder; not enough evidence of a shared underlying issue." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "Although both are spam-titled, there is no concrete evidence they refer to the same report or change." + "reason": "Both are '' placeholders, but without body text or explicit linkage it is unsafe to merge them as the same report." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder and 'Check out \"Google LLC\"' are unrelated; no shared code-path or request is visible." + "reason": "The titles do not match semantically, and there is no evidence of the same issue or change." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "The titles do not match in subject matter, and there is no supporting detail to justify a duplicate merge." + "reason": "The titles do not match semantically, and there is no evidence of the same issue or change." } ] }, @@ -17226,8 +17269,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45145-2", "nodes": [ @@ -17237,12 +17280,12 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "a10feab0ec3d1a67b9ba5c56a695376c0afd547f73d2c65a399523973c3fdd3f", + "prepared_review_unit_hash": "bd1c1afa1e18ed2364da25826f4aadb7df4478065ddd61685f9a872c81f107c5", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1645, + "serialized_chars": 1646, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -17250,7 +17293,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1645, + "serialized_chars": 1646, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -17259,28 +17302,28 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues are very likely duplicates or closely related: they have the exact same title and moderate textual similarity, but the evidence stops short of proving they are exact duplicates. #45145 remains the best canonical issue because it has the inbound reference.", - "confidence": 0.86, - "canonical_issue_reason": "#45145 is the better canonical issue because it has the same title as #45151 and already has an inbound reference, so it is the more natural anchor for the cluster.", + "summary": "The two closed issues have identical titles and similar bodies, so they are plausible duplicates, but the evidence is still limited and the pair is not a deterministic accept. I\u2019d keep #45145 as the canonical issue for the cluster, but reject the soft-edge duplicate claim as too strong on title/content similarity alone.", + "confidence": 0.81, + "canonical_issue_reason": "#45145 is the better canonical issue because it has the same title as #45151 and slightly stronger linkage (1 inbound reference vs. 0), but the duplicate relationship is only tentative from the available evidence.", "canonical_pr_reason": null, - "best_issue_reason": "#45145 is the best issue overall for the cluster because it is the most referenced instance of the same titled report and is a reasonable canonical representative.", + "best_issue_reason": "#45145 is the best global issue representative for this cluster because it is the slightly more connected of the two near-identical reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", - "accept": true, - "reason": "These look like a likely duplicate/closely related issue pair: the titles match exactly and the body similarity is moderate, but the available evidence does not conclusively establish perfect duplication." + "accept": false, + "reason": "Rejecting this soft edge: the only support shown is identical titles and soft similarity, with no explicit links, shared targets, or deterministic acceptance. That is not strong enough to assert the same underlying issue with confidence." } ] }, "evaluator_result": { "accept": false, - "feedback": "The packet supports that the issues have the same title and a soft-similarity signal, but it does not establish that they are exact duplicates or that the text is highly overlapping beyond the similarity metric. The canonical choice based on the inbound reference is reasonable, but the summary and soft-edge language overstate the evidence. Please downgrade the verdict to a more conservative formulation (e.g., likely duplicate / closely related)." + "feedback": "The canonical-issue choice is reasonably grounded in the packet, but the soft-edge verdict is too strong for the evidence shown. The only support is identical titles plus soft similarity (no explicit links or shared targets), and the pair is marked deterministic_accept=false. Please downgrade that duplicate claim to a more conservative, tentative wording or reject the soft edge." }, "evaluator_used": true, "retried": true, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -17346,8 +17389,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45672-2", "nodes": [ @@ -17357,40 +17400,40 @@ "soft_pairs": [ "issue:45672|issue:45674" ], - "prepared_review_unit_hash": "c447b4349d721d84f02dec5299d3b357e15038f781560b4e91162f632061bfce", + "prepared_review_unit_hash": "24384cc7e5d6f6e90bc762e243063cb408ecac0364b72416c152dd4103e380a4", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1669, - "estimated_input_tokens": 418, - "estimated_eval_tokens": 1092 + "serialized_chars": 1668, + "estimated_input_tokens": 417, + "estimated_eval_tokens": 1090 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1669, - "estimated_input_tokens": 418, - "estimated_eval_tokens": 1092 + "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 separate 4-bit inference regressions: one in Gemma4 audio-module dtype handling (torch.finfo on uint8 weights), and one in BitsAndBytesConfig skip-module defaults affecting lm_head exclusion. They should not be merged as duplicates.", - "confidence": 0.97, - "canonical_issue_reason": "No canonical duplicate: 45672 is a Gemma4 audio-module uint8/torch.finfo failure, while 45674 is a BitsAndBytesConfig skip_modules/lm_head assertion regression.", + "summary": "These are two separate 4-bit inference bugs: one is a Gemma4/audio-module `torch.finfo()` type error on uint8 weights, the other is a `BitsAndBytesConfig.llm_int8_skip_modules` regression that drops the default `lm_head` exclusion and triggers an assertion. They share the broad inference/quantization area but not the same underlying failure mode.", + "confidence": 0.94, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Neither issue fully represents the other; 45674 is the broader configuration regression, but it should not absorb 45672.", + "best_issue_reason": "Issue #45674 is the cleaner, more general regression report for bitsandbytes 4-bit inference behavior; #45672 is a narrower Gemma4/audio-module symptom with a different root cause.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45672", "right": "issue:45674", "accept": false, - "reason": "Different bugs and code paths: Gemma4 audio-module finfo/uint8 handling vs BitsAndBytesConfig clearing the default lm_head exclusion. Shared 4-bit inference context is too broad to treat as one fix." + "reason": "Both involve 4-bit inference, but the failures are different: `torch.finfo()` on uint8 weights in Gemma4 audio modules versus `llm_int8_skip_modules` clearing the default `lm_head` exclusion and causing an assertion. They are not the same underlying bug." } ] }, @@ -17409,8 +17452,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45762-2", "nodes": [ @@ -17420,29 +17463,29 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "50f64a7c4a18e923f16dc354cafee6fb7e1946f5be38162119d9226d64fee02d", + "prepared_review_unit_hash": "8128b4b1414626d99d91ea5e998f04957af3c534f334b9763b74fc6b699801a8", "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 issues are unrelated closed items with only name/date-like titles; there is no evidence they describe the same bug or request.", + "summary": "The two closed issues appear to be unrelated low-information name/date entries, not duplicate bug reports or feature requests. No canonical representative is warranted for the pair.", "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, @@ -17453,7 +17496,7 @@ "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "Similar surface structure in the titles, but they refer to different people and dates and contain no shared bug/report context; not the same underlying issue." + "reason": "Both are just distinct personal-name/date titles with no shared problem statement, code reference, or evidence of the same underlying issue." } ] }, @@ -17472,8 +17515,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45764-2", "nodes": [ @@ -17483,40 +17526,40 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "66ff4ecda68211c661ff54be8e5e511735db1f9db61c8ca9885393c707a1e022", + "prepared_review_unit_hash": "51431bdc8236ffca501e054a34fbc514375e5caf086da7ba6459bd59c4f6e1d9", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1480, - "estimated_input_tokens": 370, - "estimated_eval_tokens": 996 + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1480, - "estimated_input_tokens": 370, - "estimated_eval_tokens": 996 + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are both empty, closed, and only share a weak name/date pattern; there is no evidence they describe the same bug or request.", - "confidence": 0.98, + "summary": "The two issues are just closed records with different personal-name/date titles and no shared context, so they do not look like duplicates or part of the same bug report.", + "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a good canonical representative: both have no body, no references, and look like unrelated low-signal entries rather than a real duplicate cluster.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "Only soft text similarity is present; the titles are different names with different dates and there is no shared problem statement or linkage indicating the same underlying issue." + "reason": "Titles refer to different people and different dates, with no body, links, or shared evidence of the same underlying issue." } ] }, @@ -17535,8 +17578,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45869-5", "nodes": [ @@ -17556,12 +17599,12 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "1b1c0988e3e8bb2e6f2cb1b792d5f8eef001797f065277a9940f230e10b2f459", + "prepared_review_unit_hash": "9b7836abefe48efad78a11e0eb4b228d3779e9cdd520c3afbc52c1879ad18e50", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5728, + "serialized_chars": 5726, "estimated_input_tokens": 1432, "estimated_eval_tokens": 3120 }, @@ -17569,7 +17612,7 @@ "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5728, + "serialized_chars": 5726, "estimated_input_tokens": 1432, "estimated_eval_tokens": 3120 }, @@ -17578,69 +17621,69 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster is not a single duplicate set: it contains two exact duplicate issue pairs (45870/45871 and 45872/45873) plus one separate dataset-related issue (45869). There is no one global canonical issue for all five items.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue for the whole cluster; it splits into two unrelated exact-duplicate pairs, with 45870/45871 and 45872/45873 each representing separate underlying issues.", + "summary": "Two issue pairs look like likely duplicates from identical titles and matching body lengths: 45870/45871 and 45872/45873. 45869 is only thematically related to the financial-data cluster and should stay separate. No PRs are present.", + "confidence": 0.88, + "canonical_issue_reason": "45870 is the better canonical representative for its pair because it matches 45871 on title and body length and has slightly more discussion activity, so it is the more established duplicate target.", "canonical_pr_reason": null, - "best_issue_reason": "No single best issue across the full cluster; if forced to pick within the duplicate pairs, the earliest and slightly more active copy in 45870/45871 is the strongest representative for that pair.", + "best_issue_reason": "45870 is the strongest overall issue to keep as canonical: it is part of a likely duplicate pair, has the most engagement among the similar issues, and is more representative than the unrelated dataset-promotion issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45869", "right": "issue:45870", "accept": false, - "reason": "Different artifact: dataset listing vs example issue; only broad financial theme overlaps." + "reason": "Shared financial-domain wording, but the titles point to different kinds of issues: a dataset promotion versus an example request." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Different artifact: dataset listing vs example issue; only broad financial theme overlaps." + "reason": "Only broadly related by topic; the dataset-advertisement issue does not match the example-request issue." }, { "left": "issue:45870", "right": "issue:45871", "accept": true, - "reason": "Exact duplicate: same title and matching body length/topic." + "reason": "Same title and matching body length make this a likely duplicate pair, though the body text itself is not visible here." }, { "left": "issue:45870", "right": "issue:45872", "accept": false, - "reason": "Related finance/DataForge wording, but different underlying request: example prediction vs scraping-service topic." + "reason": "Both are DataForge-related, but the titles describe different requests: an example issue versus a scraping-service request." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Related finance/DataForge wording, but different underlying request: example prediction vs scraping-service topic." + "reason": "Same broad subsystem, but the titles suggest different concrete requests, so this is not the same underlying issue." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "Related finance/DataForge wording, but different underlying request: example prediction vs scraping-service topic." + "reason": "Related by domain only; the titles indicate different issue types and likely different requests." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "Related finance/DataForge wording, but different underlying request: example prediction vs scraping-service topic." + "reason": "Broad topical overlap is not enough here; the title indicates a different concrete request than the example issue." }, { "left": "issue:45872", "right": "issue:45873", "accept": true, - "reason": "Exact duplicate: same title and matching body length/topic." + "reason": "Same title and matching body length make this a likely duplicate pair, based on the available metadata." } ] }, "evaluator_result": { - "accept": true, - "feedback": "Grounded and conservative overall. The summary correctly identifies two exact-duplicate pairs (45870/45871 and 45872/45873) and treats 45869 as separate. The soft-edge false verdicts are appropriately cautious, and there is no evidence of overclaiming beyond what the packet supports." + "accept": false, + "feedback": "Reject: the conclusions are plausible, but several reasons are too strong for the evidence in the packet. We only have identical titles and matching body lengths, not the actual bodies, so wording like \"identical content,\" \"straight duplicate pair,\" and \"clear duplicate\" overstates what can be proven. A more conservative read would be that 45870/45871 and 45872/45873 are likely duplicates based on title/body-length match, while 45869 is only thematically related. The no-PR statement is grounded." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -17648,7 +17691,7 @@ { "label": "pull_request", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17692,148 +17735,148 @@ "pull_request:43823|pull_request:45213", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "786b5ddee8619cd2c275fa2af5ca804c3cf84c3d262f47a995ca76e4f31b8c90", + "prepared_review_unit_hash": "df0cfd57683c353d8cf2c094c46f35b563f9dbdc06d7c7099454504192a9ae38", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 18, - "serialized_chars": 34773, - "estimated_input_tokens": 8694, - "estimated_eval_tokens": 17644 + "serialized_chars": 34771, + "estimated_input_tokens": 8693, + "estimated_eval_tokens": 17642 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 18, - "serialized_chars": 34773, - "estimated_input_tokens": 8694, - "estimated_eval_tokens": 17644 + "serialized_chars": 34771, + "estimated_input_tokens": 8693, + "estimated_eval_tokens": 17642 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: it mixes unrelated model additions, docs/tests, and separate fixes. The only true duplicate pair is the two fixed_cross_entropy PRs, which implement the same loss-kwargs passthrough change.", - "confidence": 0.94, + "summary": "This cluster is mostly heterogeneous PRs across unrelated models, docs, tests, and utilities. The only true near-duplicate pair is the two `fixed_cross_entropy` patches, which target the same helper and the same issue; everything else should be kept separate.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43251 is the best canonical representative because it directly targets issue 43240 and contains the more explicit, complete implementation of the fixed_cross_entropy kwargs passthrough; PR 43254 is a near-identical alternative for the same fix.", + "canonical_pr_reason": "PR 43251 is the clearest representative of the only duplicate pair: it explicitly targets issue 43240 and fixes the same `fixed_cross_entropy` / `nn.functional.cross_entropy` path as 43254, with only minor API-shape differences.", "best_issue_reason": null, - "best_pr_reason": "PR 43251 is the strongest overall representative of the only duplicate change in the set; the rest of the cluster is too diverse to share a single canonical PR.", + "best_pr_reason": "PR 43251 is the best canonical PR candidate because it directly addresses the concrete loss-wrapper bug in the shared code path; the other PRs are unrelated feature additions, model scaffolding, or test-only changes.", "soft_edge_verdicts": [ { "left": "pull_request:39895", "right": "pull_request:43424", "accept": false, - "reason": "Unrelated features: VideoPrism model addition vs an ExecuTorch dynamic-shape test for decoder-only export." + "reason": "Unrelated PRs: VideoPrism model/docs addition vs. an ExecuTorch dynamic-shape test. Different code paths and no shared bug." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Different tokenizer utility fix vs adding a new MobileLLM model; no shared underlying bug or change." + "reason": "Different changes: Mistral tokenizer method additions vs. adding MobileLLM model support. Same broad area of Transformers, but not the same underlying fix." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Mistral tokenizer missing method fix is unrelated to ExecuTorch dynamic-shape export tests." + "reason": "Tokenizer API fix vs. ExecuTorch export test. No common concrete bug or mergeable overlap." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor-pretrained robustness work is unrelated to introducing MobileLLM." + "reason": "Processor robustness changes across auto/processing utilities vs. a new MobileLLM model. Not the same issue." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Loss-function kwargs passthrough fix and a new model addition are unrelated." + "reason": "Loss-function kwargs fix vs. MobileLLM model addition. Different subsystems and unrelated intent." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Different code paths: loss utility kwargs passthrough vs Mistral4 test/model changes." + "reason": "Cross-entropy helper fix vs. Mistral4 test/integration work. Same general repo area, but no shared underlying bug." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "ExecuTorch export test coverage is unrelated to Mistral4 fixes/tests." + "reason": "ExecuTorch export test vs. Mistral4 test/model changes. Both are tests-heavy, but they do not fix the same problem." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Dynamic-shape export tests do not overlap with adding MobileLLM." + "reason": "ExecuTorch dynamic-shape test and MobileLLM model addition are unrelated changes." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "New MobileLLM model work is unrelated to config-class resolution ordering." + "reason": "New MobileLLM model support vs. `cls.config` resolution ordering fix. No shared bug or code path." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "Adding MobileLLM is unrelated to Falcon output-collection refactoring." + "reason": "MobileLLM model addition vs. Falcon output-collection refactor. Different models and different concerns." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon output-interface refactor and Mistral4 test fixes are different model-specific changes." + "reason": "Falcon interface refactor vs. Mistral4 test fixes. Not the same concrete change." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon refactor is unrelated to the model-creation skill/meta PR." + "reason": "Falcon refactor vs. a model-creation skill/documentation PR. Clearly unrelated." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test/model work is unrelated to the layrnorm->layernorm renaming fix." + "reason": "Mistral4 test/model fixes vs. a global `layrnorm`\u2192`layernorm` renaming patch. Different bugs and different scopes." }, { "left": "pull_request:44827", "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 fixes are unrelated to adding a TDT loss kernel." + "reason": "Mistral4 fixes vs. TDT loss kernel integration. No shared underlying code-path problem." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 test/model changes do not match the config resolution-order fix." + "reason": "Mistral4 work and `cls.config` resolution ordering are unrelated." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 work is unrelated to the model-creation skill/meta PR." + "reason": "Mistral4 PR vs. a model-creation skill PR. Not comparable as duplicates." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "Adding MobileLLM is unrelated to the model-creation skill/meta PR." + "reason": "New MobileLLM model support vs. a skill/docs PR. No shared implementation bug." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Same underlying fix in src/transformers/loss/loss_utils.py: both add supported kwargs/kwargs passthrough to fixed_cross_entropy for issue 43240, and they could plausibly be merged into one PR." + "reason": "Both PRs patch `src/transformers/loss/loss_utils.py` to extend `fixed_cross_entropy` for the same issue 43240; the diffs are functionally overlapping and could plausibly be merged into one PR." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet: the cluster is heterogeneous, and the only clearly duplicate/mergeable pair is PR 43251 and PR 43254, which both modify `src/transformers/loss/loss_utils.py` for issue 43240. The other soft-edge rejections are conservative and consistent with the listed diffs." + "feedback": "The evaluation is grounded in the packet. The only accepted pair, PR 43251 vs 43254, is the same `loss_utils.py` bugfix for issue 43240 and looks mergeable into one PR. The other pair rejections are conservative and consistent with the diffs, which are mostly unrelated model additions, test-only changes, or refactors." }, "evaluator_used": true, "retried": false, @@ -17844,7 +17887,7 @@ { "label": "pull_request", "component_index": 2, - "component_count": 27, + "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17860,12 +17903,12 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "8b7af0e0c13fdd8e8fcfe3dec4e43d9918f222c7a6471aab99e172bcaaa1022e", + "prepared_review_unit_hash": "8c40fe73cc05fc266a48638109c1a55489292fcb1ccc0993eb22cab9615532fd", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7225, + "serialized_chars": 7226, "estimated_input_tokens": 1807, "estimated_eval_tokens": 3870 }, @@ -17873,7 +17916,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7225, + "serialized_chars": 7226, "estimated_input_tokens": 1807, "estimated_eval_tokens": 3870 }, @@ -17882,18 +17925,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related VibeVoice PRs but not duplicates: one adds the base VibeVoice model, while the other adds a separate realtime variant plus an acoustic tokenizer and generation/runtime changes.", - "confidence": 0.89, + "summary": "These are related VibeVoice PRs, but they are not duplicates: one is the base VibeVoice implementation and the other adds a separate realtime path plus an acoustic tokenizer package.", + "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 40546 is the cleaner canonical representative because it introduces the initial VibeVoice implementation and documentation; PR 42781 is a later, distinct realtime extension with additional tokenizer/runtime components.", + "canonical_pr_reason": "PR #40546 is the broader, non-draft core VibeVoice implementation and is the better anchor for this cluster; PR #42781 looks like a later follow-on for realtime support rather than the same change.", "best_issue_reason": null, - "best_pr_reason": "PR 40546 is the best standalone representative of the underlying feature family since it is the base model integration, whereas PR 42781 targets a different concrete capability (realtime VibeVoice) and broader follow-up codepaths.", + "best_pr_reason": "PR #40546 is the best representative because it implements the main VibeVoice integration end-to-end and has active review, while #42781 is a narrower draft add-on focused on realtime/tokenizer support.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "Do not merge: 40546 implements VibeVoice itself, while 42781 adds VibeVoice Realtime and an acoustic tokenizer with extra generation/modeling changes. They overlap in model-family files, but they are different concrete changes and not one mergeable fix." + "reason": "They share the VibeVoice subsystem and some filenames, but the scopes differ: #40546 implements VibeVoice generally, while #42781 adds realtime-specific functionality and an acoustic tokenizer. That is a follow-on feature, not the same concrete change." } ] }, @@ -17907,7 +17950,7 @@ { "label": "pull_request", "component_index": 3, - "component_count": 27, + "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17923,12 +17966,12 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "41b97244da0b381e1eab4c8009aef9e893a77a8f8a374ca2d864aace2750574a", + "prepared_review_unit_hash": "1724e52f04823a6d0b9dc71d18e353482f4ba67f36e3bd0a18686180f5386c92", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4676, + "serialized_chars": 4675, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -17936,7 +17979,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4676, + "serialized_chars": 4675, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -17945,18 +17988,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are unrelated feature additions in different model families: TimesFM covariate forecasting vs. DINOv3 image classification support. They do not describe the same underlying change or bug.", + "summary": "These pull requests touch entirely different models and code paths: TimesFM covariate forecasting vs. DINOv3 image classification support. They are not duplicates and should not be clustered as the same underlying change.", "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:41224 is the more focused, better-reviewed feature PR and is the more plausible representative if one PR must be chosen; it is still not a duplicate of pull_request:40755.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "pull_request:41224 is the stronger standalone candidate due to its narrower scope, explicit model support, and much higher review activity.", + "best_pr_reason": "No true duplicate exists here, but PR 41224 is the cleaner representative because it is narrowly scoped to one model feature and has a more self-contained change set than the broader TimesFM covariate PR.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different subsystems and different changes: TimesFM forecasting with covariates vs. DINOv3 image classification support. They are not the same bug or feature and would not be merged into one PR." + "reason": "Different models, different functionality, and different affected files/code paths. TimesFM adds covariate-based forecasting; DINOv3 adds image classification support. They are unrelated changes and not mergeable into one PR." } ] }, @@ -17970,7 +18013,7 @@ { "label": "pull_request", "component_index": 4, - "component_count": 27, + "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18033,7 +18076,7 @@ { "label": "pull_request", "component_index": 5, - "component_count": 27, + "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18051,7 +18094,7 @@ "pull_request:41797|pull_request:45186", "pull_request:45186|pull_request:45630" ], - "prepared_review_unit_hash": "2adad4a8cc33ba2974c99be12ad07643301c1928de51cfffd8e42c54420faeef", + "prepared_review_unit_hash": "2708cfeb1d55b76c206825a3f1f4b86108e260d9d29e8c8a820b2aae4db943e0", "component_budget": { "node_count": 3, "item_count": 3, @@ -18073,24 +18116,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three separate model-addition pull requests (DeepSeek OCR, Isaac, Kimi2-6). They share the usual Transformers boilerplate for docs, auto mappings, and model registration, but they target different models and codepaths, so they are not duplicates.", - "confidence": 0.95, + "summary": "These are three separate model-addition PRs (DeepSeek OCR, Isaac, Kimi2-6). They share framework scaffolding changes, but they do not fix the same underlying code-path problem, so no duplicate edges should be accepted.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 45630 is the most mature and active of the three, with the broadest model-integration footprint, so it is the best single representative if one must be chosen. It is still not a duplicate of the others.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR 45630 has the strongest standalone signal as a completed model integration effort, with the highest review activity and a substantial end-to-end implementation across autos, processors, and tests.", "soft_edge_verdicts": [ { "left": "pull_request:41797", "right": "pull_request:45186", "accept": false, - "reason": "Different models and implementations: DeepSeek OCR vs Isaac. Shared files are generic registration/docs scaffolding, not the same bug or change." + "reason": "Both are new-model integration PRs, but DeepSeek OCR and Isaac are different models with different codepaths and files; shared docs/auto-registration scaffolding is not enough to treat them as the same change." }, { "left": "pull_request:45186", "right": "pull_request:45630", "accept": false, - "reason": "Different model families and separate model-specific modules/tests. Similarity is only from common model-onboarding boilerplate, so they should not be merged as duplicates." + "reason": "Isaac and Kimi2-6 are distinct model additions touching different model families and implementations. Similar boilerplate around auto mappings/docs does not indicate one underlying bug or mergeable combined PR." } ] }, @@ -18104,7 +18147,7 @@ { "label": "pull_request", "component_index": 6, - "component_count": 27, + "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18120,7 +18163,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "978121baa7120f3898d4868393c63b063eff227c5353178f1df23a4c9d4ca2aa", + "prepared_review_unit_hash": "f6f1ad58e018d0c13e0106dbac712d77d1c887e4329b80733021f58e50761601", "component_budget": { "node_count": 2, "item_count": 2, @@ -18142,18 +18185,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two separate maintenance PRs updating GitHub Actions dependencies: one broad workflow upgrade for Node 24 compatibility, and one narrower Docker build action version bump. They are related in theme but not the same underlying change.", - "confidence": 0.94, + "summary": "These are related workflow dependency upgrades, but they target different GitHub Actions families and different code paths: one is a broad Node 24 compatibility bump for core actions, the other is a docker/build-push-action upgrade. They are not duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42975 is the better canonical PR because it has the clearer, more specific goal (Node 24 compatibility) and covers the broader workflow-action compatibility sweep across many files.", + "canonical_pr_reason": "PR 42975 is the better canonical representative because it has the clearest stated purpose (Node 24 compatibility) and the broader workflow-wide actions upgrade scope.", "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the strongest representative of the cluster since it is the more general and explicitly motivated Actions compatibility upgrade.", + "best_pr_reason": "PR 42975 best captures the cluster\u2019s general theme of GitHub Actions maintenance across workflows, while remaining more explicit and broader than the docker-only bump in 42976.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Both are workflow dependency upgrades, but they target different action families and different concrete changes: 42975 updates core GitHub Actions like checkout/cache/upload-artifact for Node 24 compatibility, while 42976 bumps docker/build-push-action. They are related maintenance work, not the same underlying bug or change." + "reason": "Both are workflow dependency upgrades, but they change different action packages and likely different runtime paths: core actions versions in 42975 versus docker/build-push-action in 42976. They could coexist in one maintenance stream, but they are not the same underlying change." } ] }, @@ -18167,7 +18210,7 @@ { "label": "pull_request", "component_index": 7, - "component_count": 27, + "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18192,76 +18235,76 @@ "pull_request:43451|pull_request:45490", "pull_request:45490|pull_request:46162" ], - "prepared_review_unit_hash": "680fd8685533afea8e32412f5a286482e617b7fd87af8ac7d755018f0e59e04c", + "prepared_review_unit_hash": "f37b0e4482342b26bfd2d03b659f14f0b9319c01b52abedce605031e2da4e3ed", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 7, - "serialized_chars": 16554, - "estimated_input_tokens": 4139, - "estimated_eval_tokens": 8534 + "serialized_chars": 16552, + "estimated_input_tokens": 4138, + "estimated_eval_tokens": 8532 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 7, - "serialized_chars": 16554, - "estimated_input_tokens": 4139, - "estimated_eval_tokens": 8534 + "serialized_chars": 16552, + "estimated_input_tokens": 4138, + "estimated_eval_tokens": 8532 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are not duplicates: they add different model families (ViT NEPA, Molmo, Molmo2, CTSM) or make an unrelated test-only XPU annotation change. The shared docs/auto-registry files are just common integration boilerplate, not evidence of the same underlying change.", - "confidence": 0.98, + "summary": "These PRs are mostly unrelated model-addition efforts plus one small test-only change. The shared files are generic integration points (docs/auto registries/tests), not evidence of the same underlying bug or feature.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR #43451 (Molmo2) is the strongest standalone representative: it has the largest scope, highest discussion activity, and a complete model addition across code, docs, and tests. The others are different model additions or a test tweak.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "#43451 is the best PR in the set because it is the most substantial and self-contained change, but it is not a duplicate of the other PRs.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different model additions: ViT NEPA vs Molmo. Shared docs/auto files are generic model-registration boilerplate, not the same code-path fix." + "reason": "Different model additions: ViT NEPA vs Molmo. Shared registry/docs files are expected boilerplate, not the same code-path change." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "Different model additions: ViT NEPA vs Molmo2. Similar filenames reflect common transformers integration work, but the actual model code and purpose are unrelated." + "reason": "Different model additions: ViT NEPA vs Molmo2. They touch common auto-registry files but implement separate models and behaviors." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "ViT NEPA addition is unrelated to CTSM addition. Both touch auto/docs, but they register different architectures and are not the same change." + "reason": "Different model additions in different domains: vision model ViT NEPA vs time-series CTSM. No shared underlying bug or fix." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are distinct model families with separate configs, processors, and tests. Similar naming does not make them a duplicate PR." + "reason": "Molmo and Molmo2 are related by name only; they are separate model integrations with different files, tests, and processing code." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo vs CTSM are different model integrations; shared transformers registry files are insufficient to treat them as one underlying change." + "reason": "Molmo is a vision-language model addition, while CTSM is a time-series model addition. Shared infra files do not indicate the same change." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 and CTSM are separate model additions with different implementation files and test suites, so they should not be merged as duplicates." + "reason": "Molmo2 and CTSM are distinct model additions with different architectures and code paths; not mergeable into one PR as the same fix." }, { "left": "pull_request:45490", "right": "pull_request:46162", "accept": false, - "reason": "CTSM model integration is unrelated to adding XPU Expectations in existing Florence2/InstructBLIP/LFM2-VL tests. The latter is test maintenance only, not the same bug or feature." + "reason": "CTSM model integration is unrelated to the XPU determinism test annotations in existing Florence2/InstructBLIP/LFM2-VL tests. One adds a model; the other adjusts test stability." } ] }, @@ -18275,7 +18318,7 @@ { "label": "pull_request", "component_index": 8, - "component_count": 27, + "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18296,58 +18339,58 @@ "pull_request:43665|pull_request:46102", "pull_request:43665|pull_request:44815" ], - "prepared_review_unit_hash": "564a6c9a63d36724b58d25a7697445e67120195f6e4914a59b75c254947c580d", + "prepared_review_unit_hash": "b71a89102b11030e8da83e962addb10105d64397c4ce474ff94fbf363e09ee90", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 4, - "serialized_chars": 9387, - "estimated_input_tokens": 2347, - "estimated_eval_tokens": 4950 + "serialized_chars": 9390, + "estimated_input_tokens": 2348, + "estimated_eval_tokens": 4952 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 4, - "serialized_chars": 9387, - "estimated_input_tokens": 2347, - "estimated_eval_tokens": 4950 + "serialized_chars": 9390, + "estimated_input_tokens": 2348, + "estimated_eval_tokens": 4952 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These pull requests are not duplicates of one another; they span different subsystems and different bug classes. The only flagged soft match is too broad to merge, so it should be rejected.", - "confidence": 0.91, + "summary": "These are four unrelated PRs across whisper decoding, model test tweaks, FP8 dequantization, and FSDP tied-weights cleanup. The only nontrivial code-fix PR is the FP8 dequant change; the others are either test-only or target different subsystems, so no soft duplicates should be merged.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44815 is the most concrete code fix in the set: it changes model-loading and FP8 quantization code paths, with a clear implementation-level bugfix rather than test-only or placeholder changes.", + "canonical_pr_reason": "PR 44815 is the most concrete fix: it changes core loading and FP8 integration code with a clear dequant/padding path update, backed by tests, and represents a substantive bug fix rather than a superficial test edit.", "best_issue_reason": null, - "best_pr_reason": "PR 44815 is the best representative because it has the clearest underlying defect and the most substantive fix surface, making it more suitable as the canonical PR than the others.", + "best_pr_reason": "PR 44815 is the best canonical PR because it addresses a specific runtime code path with clear implementation changes and test coverage; the other PRs are either unrelated or look like placeholder/test-only edits.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Whisper tokenization/decode behavior and CLIP/ViT test edits are unrelated; they do not reflect the same underlying bug or change." + "reason": "Both are mostly test-related, but they target different models and different code paths; no evidence they fix the same underlying bug." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper decoding changes and dequantization/loading fixes are different code paths and different problems." + "reason": "Whisper tokenizer decoding and FP8 dequantization are unrelated subsystems with no shared bug or change surface." }, { "left": "pull_request:43665", "right": "pull_request:46102", "accept": false, - "reason": "Test-only edits in CLIP/ViT are not the same as FSDP tied-weights logic changes; no shared concrete bug." + "reason": "A pair of test edits in CLIP/ViT versus an FSDP tied-weights fix are clearly unrelated." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "The apparent similarity is only broad test-related noise; 43665 is test scaffolding while 44815 is a real quantization/loading fix, so they should not be merged." + "reason": "Despite generic similarity, these touch different modules and different problems; they would not plausibly be merged as one PR." } ] }, @@ -18361,7 +18404,7 @@ { "label": "pull_request", "component_index": 9, - "component_count": 27, + "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18384,12 +18427,12 @@ "pull_request:45932|pull_request:46100", "pull_request:46100|pull_request:46114" ], - "prepared_review_unit_hash": "3710a1e9a8c2401f72bef8a8cbc0e33858178cd7bd72b437f0a0f6840de193e6", + "prepared_review_unit_hash": "b54e08caee55f0ebfff5d265fa8a15e514c904562d3e80558d916b16de554891", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 5, - "serialized_chars": 11343, + "serialized_chars": 11341, "estimated_input_tokens": 2836, "estimated_eval_tokens": 5928 }, @@ -18397,7 +18440,7 @@ "node_count": 5, "item_count": 5, "soft_pair_count": 5, - "serialized_chars": 11343, + "serialized_chars": 11341, "estimated_input_tokens": 2836, "estimated_eval_tokens": 5928 }, @@ -18406,48 +18449,48 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Mostly unrelated PRs in a mixed cluster; the only clear duplicate pair is the two identical ViT test-migration PRs. The other pairs share a filename or broad area but are not the same underlying change.", - "confidence": 0.85, + "summary": "Only one soft pair looks like a true duplicate: the two forked test-migration PRs with identical viT test edits. The other pairs share a file or theme but change different code paths and should stay separate.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46100 and 46114 are effectively the same ViT test-only change; 46100 is the cleaner representative with the more generic title.", + "canonical_pr_reason": "PR #46100 is the cleanest representative of the exact duplicate pair: #46114 has the same diff in the same test file and appears to be a forked copy.", "best_issue_reason": null, - "best_pr_reason": "46100 is the best representative of the only true duplicate pair because its diff matches 46114 and its title is slightly clearer/less fork-specific.", + "best_pr_reason": "PR #46100 is the best overall canonical PR because it is the clearest standalone instance of the duplicated test-migration change.", "soft_edge_verdicts": [ { "left": "pull_request:43488", - "right": "pull_request:46114", + "right": "pull_request:43532", "accept": false, - "reason": "Both touch the ViT test file, but one is a setup/version-check PR and the other is a forked test-migration PR; different underlying changes." + "reason": "Both are unrelated fake/test PRs and only overlap on a shared ViT test file; the actual edits are different (setup/dependency changes vs workflow/other model files)." }, { "left": "pull_request:43488", - "right": "pull_request:43532", + "right": "pull_request:46114", "accept": false, - "reason": "Shared ViT test filename is incidental; the diffs target unrelated CI/workflow and repo-bot behavior changes." + "reason": "They both touch the ViT test file, but the surrounding changes and intent are different, so they are not the same underlying change." }, { "left": "pull_request:43532", "right": "pull_request:46114", "accept": false, - "reason": "Same test file, but the PRs address different purposes and code paths; not the same concrete fix/change." + "reason": "Shared ViT test-file overlap is too broad; #43532 also modifies workflows and other model files, so this is not one mergeable change." }, { "left": "pull_request:45932", "right": "pull_request:46100", "accept": false, - "reason": "They are not the same change: 45932 is a broad grafana/instrumentation/model update, while 46100 is only a ViT test migration." + "reason": "These are different kinds of PRs: #45932 changes model code/workflows across several files, while #46100 only adds failing tests in ViT." }, { "left": "pull_request:46100", "right": "pull_request:46114", "accept": true, - "reason": "These are near-identical PRs with the same ViT test-file edits and effectively the same change." + "reason": "The diffs are effectively identical in the same file, and #46114 is described as a forked test-migration PR, so they look like the same underlying change." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet. The only clear duplicate is 46100/46114, which have identical diff previews and filenames, and the other pairs are conservatively rejected because they only overlap superficially by filename or broad area while the actual changes differ. No overstatement of evidence is apparent." + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted duplicate pair, 46100/46114, has identical diffs in the same test file; the other pairs share at most a file or broad theme but include different surrounding changes, so the false verdicts are reasonable." }, "evaluator_used": true, "retried": false, @@ -18458,7 +18501,7 @@ { "label": "pull_request", "component_index": 10, - "component_count": 27, + "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18474,7 +18517,7 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "2943e528c89e194bede242f56aff7f2b6d46da6574b9dc110e2d26053c1ead52", + "prepared_review_unit_hash": "491b9e094c8da258bc44b1e2f2d0801e0aa951a3c924ab8270c415facfdf7b1c", "component_budget": { "node_count": 2, "item_count": 2, @@ -18496,18 +18539,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related but distinct feature PRs: one adds Promptable Concept Segmentation, the other adds Promptable Visual Segmentation. They share documentation/pipeline scaffolding, but target different concrete pipelines and model integrations, so they should not be merged as duplicates.", - "confidence": 0.94, + "summary": "These are related but distinct PRs: one adds a promptable concept segmentation pipeline, the other adds a promptable visual segmentation pipeline with different supporting models and tests. They share docs/registry plumbing, but they do not fix the same concrete code path and should not be merged as duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical duplicate here; the two PRs implement different segmentation pipelines with different code paths and model/test coverage.", + "canonical_pr_reason": "No canonical duplicate PR: the two changes target different segmentation tasks and different model integrations, so there is no single PR that cleanly subsumes the other as the same change.", "best_issue_reason": null, - "best_pr_reason": "PR #43613 is the broader/more complete feature addition, with more model integrations and test coverage, so it is the better representative of the cluster if one must be chosen.", + "best_pr_reason": "If a representative PR is needed, #43613 is the broader and more central pipeline addition, touching more model backends and test coverage; but it is not a duplicate of #43612.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Reject: despite similar docs and pipeline plumbing, these add different pipelines (concept vs visual segmentation) and touch different concrete model integrations, so they are not the same underlying change." + "reason": "Same broad domain and shared documentation/registry edits, but they implement different pipelines for different segmentation tasks with different filenames, backends, and tests. Not the same underlying bug/change." } ] }, @@ -18521,7 +18564,7 @@ { "label": "pull_request", "component_index": 11, - "component_count": 27, + "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18537,7 +18580,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "3e3bfa8d60bd0391feea65dda0c9a537caa16361bc88c0f30ec71f97b8066e24", + "prepared_review_unit_hash": "b637c58bd7796baa716212ae2db677532a04259ec6426ddcee6c7652c4cf34c3", "component_budget": { "node_count": 2, "item_count": 2, @@ -18559,18 +18602,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are both trainer customizability tweaks, but they address different code paths: gradient-accumulation loss scaling vs. column/signature filtering. They should not be merged as duplicates.", - "confidence": 0.97, + "summary": "The two PRs are unrelated Trainer enhancements that happen to touch the same file: one changes gradient-accumulation loss scaling behavior, the other extracts signature-column computation for column filtering/PEFT overrides. They are not the same underlying change.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: PR 43651 changes training-step loss scaling, while PR 43663 introduces a signature-column helper for dataset column filtering; they solve different problems.", + "canonical_pr_reason": "No canonical PR: 43651 and 43663 address different code paths and different extension points in trainer.py, so neither should subsume the other.", "best_issue_reason": null, - "best_pr_reason": "PR 43651 is a clearer standalone change, but neither PR subsumes the other, so it is only a tentative representative\u2014not a duplicate canonical.", + "best_pr_reason": "No single best PR for duplication purposes; these are separate changes and should remain independently triaged rather than merged as one representative.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Different trainer internals and user-facing behaviors: one adjusts gradient accumulation loss normalization, the other refactors model signature inspection for column filtering. Same file/subsystem only, not the same underlying fix." + "reason": "Reject: one PR adds _loss_is_scaled_for_ga to control gradient-accumulation loss normalization, while the other adds _get_signature_columns for trainer input filtering. Same file, but different behavior and unrelated bugs/features." } ] }, @@ -18584,7 +18627,7 @@ { "label": "pull_request", "component_index": 12, - "component_count": 27, + "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18600,12 +18643,12 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "4ae9ff3fef533cdccbba898af9f5b221d62e84fa526b6c26d2b1f462c10b65e7", + "prepared_review_unit_hash": "c9c2fdd6902b9a274c0c0f58d794652df23f0eeb9db6a0c3e3c848651d4940af", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3663, + "serialized_chars": 3662, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -18613,7 +18656,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3663, + "serialized_chars": 3662, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -18622,18 +18665,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs patch annotation-related NameErrors in `src/transformers/cli/serve.py`, but they address different runtime failures: one around `TypeAdapter`, the other around type hints/imports when `pydantic` is absent. Related area, not the same change.", - "confidence": 0.86, + "summary": "Two open PRs touch the same CLI file and both mention TypeAdapter/name-resolution issues, but they appear to fix different root causes: one is a broader typing/postponed-annotation cleanup, the other is a pydantic-not-installed import/type-checking fix.", + "confidence": 0.87, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43842 is the cleaner canonical representative for this cluster because it has the more specific, directly described `TypeAdapter` import/type-hint fix and an explicit issue link.", + "canonical_pr_reason": "PR #43656 is the broader, earlier CLI typing fix and is the better representative of the cluster\u2019s shared TypeAdapter/name-resolution theme.", "best_issue_reason": null, - "best_pr_reason": "PR #43842 is the strongest standalone candidate: it is narrowly scoped, explicitly targets the `TypeAdapter` NameError, and has the clearest issue linkage.", + "best_pr_reason": "PR #43842 is the more concrete fix for a specific runtime failure mode in `serve.py` (avoiding `TypeAdapter` import/name errors when pydantic is absent).", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "Both touch the same file and both fix NameError-like typing issues, but they resolve different concrete problems in different annotations/import paths. They are related, not duplicates." + "reason": "Same file and similar symptom class, but different underlying bugs and fixes: one adds postponed annotations and typing cleanup, the other makes `TypeAdapter` a TYPE_CHECKING-only reference for the no-pydantic case. They would not naturally merge as one PR." } ] }, @@ -18647,7 +18690,7 @@ { "label": "pull_request", "component_index": 13, - "component_count": 27, + "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18713,7 +18756,7 @@ { "label": "pull_request", "component_index": 14, - "component_count": 27, + "component_count": 28, "review_unit_index": 1, "review_unit_count": 2, "status": "reviewed", @@ -18782,8 +18825,8 @@ "pull_request:44098|pull_request:44101", "pull_request:44059|pull_request:44722", "pull_request:44018|pull_request:44071", - "pull_request:44017|pull_request:44161", "pull_request:44017|pull_request:44722", + "pull_request:44017|pull_request:44161", "pull_request:44017|pull_request:44073", "pull_request:44068|pull_request:44071", "pull_request:43997|pull_request:44073", @@ -18791,8 +18834,8 @@ "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:44071", "pull_request:44059|pull_request:44068", "pull_request:44018|pull_request:44059", "pull_request:44101|pull_request:44161", @@ -18825,12 +18868,12 @@ "pull_request:44044|pull_request:44129", "pull_request:44044|pull_request:44154" ], - "prepared_review_unit_hash": "e3cc124f718916e1d9dc4cf4a6ae45f20a2ec86a676cf2dcb27c0ba596baf046", + "prepared_review_unit_hash": "fd74af16b5cea9a3db0680b6fd326c5a5abbc4e374ff86ad2fa87b0dd7962c60", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84893, + "serialized_chars": 84894, "estimated_input_tokens": 21224, "estimated_eval_tokens": 42704 }, @@ -18838,348 +18881,456 @@ "node_count": 27, "item_count": 27, "soft_pair_count": 72, - "serialized_chars": 75088, - "estimated_input_tokens": 18772, - "estimated_eval_tokens": 37800 + "serialized_chars": 75091, + "estimated_input_tokens": 18773, + "estimated_eval_tokens": 37802 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of separate model-specific output-tracing refactors that share the same umbrella initiative. The clear duplicate groups are GPT-Neo and GPT-J/CodeGen, and the GPT-J pair 44066/44085 should be treated as mergeable variants of the same fix.", - "confidence": 0.88, + "summary": "This cluster is mostly a set of independent model-specific refactors to standardize output tracing/capture decorators, often all tied to issue #43979. They share a theme but are not one duplicate bug fix across the whole set; only a few GPT-Neo/GPT-J overlaps look like true same-change duplicates.", + "confidence": 0.87, "canonical_issue_reason": null, - "canonical_pr_reason": "44722 is the best PR representative: it is the latest and broadest GPT-J/CodeGen output-tracing refactor, and it supersedes the earlier GPT-J-only variants.", + "canonical_pr_reason": "PR 44722 is the best representative of the overlapping subgroup: it is the broadest and clearest standardized output-tracing refactor, covering the same GPT-J change as earlier PRs and also extending the pattern to CodeGen.", "best_issue_reason": null, - "best_pr_reason": "44722 best represents the duplicate cluster because it most completely captures the GPT-J/CodeGen output-tracing change and appears to be the later revision of the same fix.", + "best_pr_reason": "44722 is the most suitable global representative because it is the most complete later version of the shared GPT-J/CodeGen output-tracing refactor; the other PRs are separate model-specific applications of the same framework idea.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families and code paths; same issue target/theme is not enough." + "reason": "Different models and code paths (CVT/FNet vs GPT-J); same tracking issue is not enough to make them duplicates." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different model families and code paths; not the same underlying change." + "reason": "Both are output-tracing refactors, but for different architectures (CVT/FNet vs DeBERTa v2) and different implementation details." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Same GPT-J file and the same #43979 output-tracing refactor; these look like mergeable variants of the same bugfix." + "reason": "Both modify GPT-J output tracing in the same file with the same decorator-style refactor; 44066 is the broader sibling change with the same underlying GPT-J fix." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "Different model implementations; same output-tracing initiative only." + "reason": "ResNet/RegNet vs EfficientNet are separate model-specific refactors, not the same concrete change." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "Different model paths; same broad initiative is not enough for duplication." + "reason": "EfficientNet output tracing is unrelated to GPT-J/CodeGen; only the high-level theme overlaps." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen vs EfficientNet; unrelated concrete code paths." + "reason": "GPT-J/CodeGen versus EfficientNet are different code paths and different PRs." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 vs DeBERTa V2; different models and changes." + "reason": "MobileNetV2 and DeBERTa v2 are distinct implementations; this is only a shared refactor pattern." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Both target GPT-Neo output tracing and appear to implement the same decorator-based migration in the same model family." }, { "left": "pull_request:44066", - "right": "pull_request:44086", + "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen vs MGP-STR; not the same underlying bug/change." + "reason": "GPT-J/CodeGen and GPT-Neo are different models and different code paths." }, { - "left": "pull_request:44066", - "right": "pull_request:44071", + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo vs GPT-J/CodeGen are different model refactors, even though they share the broader output-tracing theme." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet output tracing refactor is unrelated to GPT-J/CodeGen." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J/CodeGen are separate model-specific changes." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", "accept": false, - "reason": "GPT-J/CodeGen vs MPT; same umbrella topic only." + "reason": "ResNet and GPT-J are different models and different concrete fixes." }, { "left": "pull_request:44018", - "right": "pull_request:44068", - "accept": true, - "reason": "Same GPT-Neo output-tracing refactor in the same model file/tests; clearly the same change." + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet refactors are unrelated beyond the generic output-tracing theme." }, { - "left": "pull_request:44066", - "right": "pull_request:44068", + "left": "pull_request:44019", + "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen vs GPT-Neo; different model families and code paths." + "reason": "ResNet and MPT are distinct model implementations with separate changes." }, { - "left": "pull_request:44018", - "right": "pull_request:44066", + "left": "pull_request:44068", + "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo vs GPT-J/CodeGen; different model refactors." + "reason": "GPT-Neo and Flaubert are different model code paths." }, { - "left": "pull_request:44019", + "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "ResNet vs GPT-J/CodeGen; same theme, different model code." + "reason": "GPT-Neo and GPT-J/CodeGen are different model-specific refactors." }, { - "left": "pull_request:44086", - "right": "pull_request:44722", + "left": "pull_request:44018", + "right": "pull_request:44116", "accept": false, - "reason": "MGP-STR vs GPT-J/CodeGen; unrelated." + "reason": "GPT-Neo vs Flaubert are different models and not the same change." }, { - "left": "pull_request:44019", - "right": "pull_request:44085", + "left": "pull_request:44017", + "right": "pull_request:44722", "accept": false, - "reason": "ResNet vs GPT-J; different code paths." + "reason": "SegFormer and GPT-J/CodeGen are separate model refactors." }, { - "left": "pull_request:44018", - "right": "pull_request:44019", + "left": "pull_request:44017", + "right": "pull_request:44161", "accept": false, - "reason": "GPT-Neo vs ResNet; unrelated model implementations." + "reason": "SegFormer and LongT5 are unrelated model implementations." }, { - "left": "pull_request:44019", - "right": "pull_request:44071", + "left": "pull_request:44017", + "right": "pull_request:44073", "accept": false, - "reason": "ResNet vs MPT; unrelated." + "reason": "SegFormer and VisualBERT are different models; same issue target is insufficient." }, { "left": "pull_request:44068", - "right": "pull_request:44116", + "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo vs Flaubert; unrelated." + "reason": "GPT-Neo and MPT are separate model changes." }, { "left": "pull_request:44068", - "right": "pull_request:44722", + "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo vs GPT-J/CodeGen; different concrete refactors." + "reason": "GPT-Neo and MGP-STR are distinct model-specific refactors." }, { - "left": "pull_request:44059", + "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "GPT2 vs MGP-STR; unrelated." + "reason": "GPT-Neo vs MGP-STR are different code paths and fixes." }, { - "left": "pull_request:44085", + "left": "pull_request:44018", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are separate model implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet and VisualBERT are unrelated model refactors." + }, + { + "left": "pull_request:44071", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J vs MGP-STR; unrelated." + "reason": "MPT and MGP-STR are separate model-specific output changes." }, { - "left": "pull_request:44098", + "left": "pull_request:44073", "right": "pull_request:44101", "accept": false, - "reason": "ViLT vs Flaubert/XLM; different models and changes." + "reason": "VisualBERT and Flaubert/XLM are different model families." }, { - "left": "pull_request:44059", - "right": "pull_request:44722", + "left": "pull_request:44017", + "right": "pull_request:44071", "accept": false, - "reason": "GPT2 vs GPT-J/CodeGen; different code paths." + "reason": "SegFormer and MPT are unrelated changes." }, { - "left": "pull_request:44018", - "right": "pull_request:44071", + "left": "pull_request:44056", + "right": "pull_request:44101", "accept": false, - "reason": "GPT-Neo vs MPT; unrelated." + "reason": "MPNet and Flaubert/XLM are different models and fixes." }, { - "left": "pull_request:44017", + "left": "pull_request:44073", "right": "pull_request:44161", "accept": false, - "reason": "Segformer vs LongT5; different model implementations." + "reason": "VisualBERT and LongT5 are unrelated model-specific changes." }, { - "left": "pull_request:44017", - "right": "pull_request:44722", + "left": "pull_request:44059", + "right": "pull_request:44071", "accept": false, - "reason": "Segformer vs GPT-J/CodeGen; unrelated." + "reason": "GPT-2 and MPT are separate model refactors." }, { - "left": "pull_request:44017", - "right": "pull_request:44073", + "left": "pull_request:44059", + "right": "pull_request:44068", "accept": false, - "reason": "Segformer vs VisualBert; different concrete changes." + "reason": "GPT-2 and GPT-Neo are different models with different output paths." }, { - "left": "pull_request:43997", - "right": "pull_request:44073", + "left": "pull_request:44018", + "right": "pull_request:44059", "accept": false, - "reason": "RegNet vs VisualBert; unrelated." + "reason": "GPT-Neo and GPT-2 are distinct model implementations." + }, + { + "left": "pull_request:44101", + "right": "pull_request:44161", + "accept": false, + "reason": "Flaubert/XLM and LongT5 are different model families." }, { "left": "pull_request:43997", "right": "pull_request:44017", "accept": false, - "reason": "RegNet vs Segformer; different models." + "reason": "RegNet and SegFormer are different vision models; same issue target is only thematic." }, { "left": "pull_request:43997", "right": "pull_request:44056", "accept": false, - "reason": "RegNet vs MPNet; unrelated." + "reason": "RegNet and MPNet are unrelated model-specific refactors." }, { "left": "pull_request:44071", - "right": "pull_request:44076", + "right": "pull_request:44129", "accept": false, - "reason": "MPT vs ImageGPT; different models and code paths." + "reason": "MPT and SpeechT5 are different model code paths." }, { "left": "pull_request:44074", "right": "pull_request:44101", "accept": false, - "reason": "TextNet vs Flaubert/XLM; unrelated." + "reason": "TextNet and Flaubert/XLM are unrelated model implementations." }, { "left": "pull_request:44056", "right": "pull_request:44161", "accept": false, - "reason": "MPNet vs LongT5; same broad initiative only." + "reason": "MPNet and LongT5 are separate refactors for different architectures." }, { "left": "pull_request:43997", "right": "pull_request:44018", "accept": false, - "reason": "RegNet vs GPT-Neo; unrelated." + "reason": "RegNet and GPT-Neo are unrelated model-specific changes." }, { "left": "pull_request:43997", "right": "pull_request:44161", "accept": false, - "reason": "RegNet vs LongT5; unrelated." + "reason": "RegNet and LongT5 are different model families." }, { "left": "pull_request:44074", "right": "pull_request:44161", "accept": false, - "reason": "TextNet vs LongT5; different models." + "reason": "TextNet and LongT5 do not share the same concrete change." }, { "left": "pull_request:44018", "right": "pull_request:44161", "accept": false, - "reason": "GPT-Neo vs LongT5; unrelated." + "reason": "GPT-Neo and LongT5 are distinct model changes." }, { "left": "pull_request:43997", "right": "pull_request:44071", "accept": false, - "reason": "RegNet vs MPT; different code paths." + "reason": "RegNet and MPT are unrelated beyond the shared refactor theme." }, { "left": "pull_request:44010", "right": "pull_request:44071", "accept": false, - "reason": "SqueezeBert vs MPT; unrelated." + "reason": "SqueezeBERT and MPT are different model-specific refactors." }, { "left": "pull_request:44010", "right": "pull_request:44073", "accept": false, - "reason": "SqueezeBert vs VisualBert; different model code." + "reason": "SqueezeBERT and VisualBERT are separate model code paths." }, { "left": "pull_request:44018", - "right": "pull_request:44059", - "accept": false, - "reason": "GPT-Neo vs GPT2; unrelated." - }, - { - "left": "pull_request:44010", - "right": "pull_request:44018", + "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert vs GPT-Neo; different models." + "reason": "GPT-Neo and SpeechT5 are different model families." }, { "left": "pull_request:43996", "right": "pull_request:44161", "accept": false, - "reason": "FNet/CVT vs LongT5; unrelated." + "reason": "CVT/FNet and LongT5 are unrelated model-specific changes." }, { "left": "pull_request:43996", "right": "pull_request:44017", "accept": false, - "reason": "FNet/CVT vs Segformer; different model families." + "reason": "CVT/FNet and SegFormer are separate vision model implementations with different changes." }, { "left": "pull_request:44010", "right": "pull_request:44044", "accept": false, - "reason": "SqueezeBert vs DeBERTa V2; not the same concrete bug/change." + "reason": "SqueezeBERT and DeBERTa v2 are different models and code paths." }, { "left": "pull_request:44044", "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa V2 vs TextNet; unrelated." + "reason": "DeBERTa v2 and TextNet are unrelated model-specific changes." }, { "left": "pull_request:44066", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J/CodeGen output-tracing refactor; 44722 is the broader later revision." + "reason": "Same GPT-J output-tracing refactor; 44722 is the broader later version that includes the same GPT-J fix." }, { "left": "pull_request:44085", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J output-tracing refactor in the same file; 44722 is the broader revision." + "reason": "Both include the same GPT-J decorator-based output-tracing change in the same file, so they look like the same underlying fix." }, { "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J vs SpeechT5; unrelated." + "reason": "GPT-J and SpeechT5 are unrelated model-specific changes." }, { "left": "pull_request:43996", "right": "pull_request:44007", "accept": false, - "reason": "FNet/CVT vs RegNet/ResNet/RT-DETR; different changes." + "reason": "CVT/FNet and RegNet/ResNet/RT-DETR are different model families; same issue target is not enough." }, { "left": "pull_request:43996", "right": "pull_request:44129", "accept": false, - "reason": "FNet/CVT vs SpeechT5; unrelated." + "reason": "CVT/FNet and SpeechT5 are unrelated code paths." }, { - "left": "pull_request:44044", - "right": "pull_request:44129", + "left": "pull_request:44066", + "right": "pull_request:44086", "accept": false, - "reason": "DeBERTa V2 vs SpeechT5; different code paths." + "reason": "GPT-J/CodeGen and MGP-STR are unrelated model-specific refactors." }, { - "left": "pull_request:44044", - "right": "pull_request:44154", + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen and MPT are different concrete changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo is separate from GPT-J/CodeGen, despite a similar output-tracing refactor pattern." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet and GPT-J/CodeGen are unrelated model changes." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are different underlying fixes." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert/XLM are different models and code paths." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBERT and Flaubert/XLM are unrelated model-specific refactors." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are different model families." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are separate model-specific changes." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44161", + "accept": false, + "reason": "ViLT and LongT5 are unrelated model-specific changes." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44161", + "accept": false, + "reason": "VisualBERT and LongT5 are different model families." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-2 and MGP-STR are unrelated model-specific changes." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J and MGP-STR are unrelated model fixes." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", "accept": false, - "reason": "DeBERTa V2 vs Vits; unrelated." + "reason": "ViLT and Flaubert/XLM are different model implementations." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The packet supports the GPT-J/CodeGen cluster, but the analyst is too strict on one key soft edge: 44066 and 44085 both touch the same GPT-J file and the same #43979 output-tracing refactor, so they do look mergeable into a single PR for the same bugfix. Because that pair is rejected, the soft-edge verdicts are not fully conservative. The rest of the summary is mostly grounded, but this mismatch is enough to reject." + "accept": true, + "feedback": "The cluster summary is grounded in the packet and stays conservative: most PRs are indeed model-specific output-tracing refactors tied thematically to issue #43979, while the accepted soft edges are limited to the GPT-Neo/GPT-J subgroup where the diffs and filenames make same-bugfix duplication plausible. The representative choice of PR 44722 is also supported as the later, broader GPT-J/CodeGen version." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -19187,7 +19338,7 @@ { "label": "pull_request", "component_index": 14, - "component_count": 27, + "component_count": 28, "review_unit_index": 2, "review_unit_count": 2, "status": "reviewed", @@ -19214,12 +19365,12 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "27dbeab5a5c419ebcb45c062c006302d1c180acf9128044e9c0a38c4878ba218", + "prepared_review_unit_hash": "e0ccc20ec952865f221a251a79dbb7fabb9bcf2bf79f796ac2a19334807f878b", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84893, + "serialized_chars": 84894, "estimated_input_tokens": 21224, "estimated_eval_tokens": 42704 }, @@ -19227,57 +19378,57 @@ "node_count": 8, "item_count": 8, "soft_pair_count": 6, - "serialized_chars": 17126, - "estimated_input_tokens": 4282, - "estimated_eval_tokens": 8820 + "serialized_chars": 17124, + "estimated_input_tokens": 4281, + "estimated_eval_tokens": 8818 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are thematically similar output-tracing refactors, but they target different model implementations and code paths, so they should not be collapsed as duplicates.", - "confidence": 0.96, + "summary": "These PRs are all part of the same broad \u201cstandardized output tracing\u201d migration pattern, but they are not duplicates: each one targets a different model and code path. None of the soft edges should be merged as the same underlying change.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44073 is the clearest representative of the cluster if one must be chosen, but the set is not a duplicate group: each PR is a model-specific migration to standardized output capture.", + "canonical_pr_reason": "Pick PR 44129 as the canonical PR: it is the most clearly scoped and the only one with an explicit issue target, making it the best representative of this output-tracing refactor series.", "best_issue_reason": null, - "best_pr_reason": "PR 44073 is the strongest representative of the overall pattern because it explicitly adds the standardized tracing hooks and decorator usage in a focused VisualBert refactor.", + "best_pr_reason": "PR 44129 is the strongest standalone candidate because it has a tracked issue link and a concrete SpeechT5-specific tracing change rather than just a generic migration pattern.", "soft_edge_verdicts": [ { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "Different model families and code paths (FocalNet vs ImageGPT); same refactor theme, not the same underlying change." + "reason": "Same refactor theme, but FocalNet vs ImageGPT are different model implementations and different forward paths." }, { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "VisualBert and TextNet are separate implementations; these are parallel output-tracing migrations, not one shared fix." + "reason": "Both are output-capture refactors, but VisualBERT and TextNet are separate model code paths and not the same bug/change." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "MPNet and VisualBert touch different model internals; the overlap is only the standardized output-capture pattern." + "reason": "MPNet and VisualBERT each need their own tracing migration; they do not look mergeable into one concrete fix." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "MPNet and TextNet are unrelated code paths; similarity is limited to the refactor style." + "reason": "Shared pattern only; MPNet and TextNet are distinct models with separate output semantics." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are different architectures with different forward paths, so these are not mergeable as one PR." + "reason": "RegNet and SqueezeBERT are unrelated model implementations, so this is not the same underlying change." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and SpeechT5 are distinct subsystems; the shared idea is output tracing, not the same bug or change." + "reason": "Both refactor output handling, but SqueezeBERT and SpeechT5 fix different model-specific code paths and should stay separate." } ] }, @@ -19291,7 +19442,7 @@ { "label": "pull_request", "component_index": 15, - "component_count": 27, + "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19363,298 +19514,298 @@ "pull_request:44002|pull_request:46106", "pull_request:43998|pull_request:46106" ], - "prepared_review_unit_hash": "9ee81581dc03c47de0be4062e75646062f345e2c565694ce673ee837bda62369", + "prepared_review_unit_hash": "a5e57acf87db12fb63ff9d6c0bdbc2b6234bc5a6aeed866109b287236bbf60e5", "component_budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 45, - "serialized_chars": 43780, - "estimated_input_tokens": 10945, - "estimated_eval_tokens": 22146 + "serialized_chars": 43785, + "estimated_input_tokens": 10947, + "estimated_eval_tokens": 22150 }, "budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 45, - "serialized_chars": 43780, - "estimated_input_tokens": 10945, - "estimated_eval_tokens": 22146 + "serialized_chars": 43785, + "estimated_input_tokens": 10947, + "estimated_eval_tokens": 22150 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a pile of model-specific output-tracing refactors plus one unrelated docs toctree edit. They share a theme, but they are not the same underlying change, so there are no true duplicate PR pairs here.", - "confidence": 0.94, + "summary": "These PRs are mostly independent, model-specific output-tracing refactors plus one unrelated docs-only toctree fix. They share a theme, but they do not look like the same underlying bug/change, so the soft duplicate edges should be rejected.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44003 is the most representative and substantial of the output-tracing refactors: it spans two model files (FalconMamba and Mamba) and adds shared output-capture plumbing, making it the best cluster anchor.", + "canonical_pr_reason": "PR 44003 is the broadest and most representative refactor in this set: it spans multiple model files and introduces shared tracing plumbing, so it is the best anchor if one PR must represent the cluster.", "best_issue_reason": null, - "best_pr_reason": "PR 44003 is the best single representative PR because it is the broadest code-level refactor in the set and most clearly centers on the output-tracing infrastructure rather than a narrow model-only wrapper change.", + "best_pr_reason": "PR 44003 is the strongest representative of the shared theme because it makes the most substantial tracing-related code change; the others are narrower per-model refactors, and 46106 is just a docs toctree edit.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different model families (timm_backbone vs upernet). Same refactor theme, but not the same bug or code path." + "reason": "Different models and files (`timm_backbone` vs `upernet`); same refactor theme, but not the same concrete bug/change." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Different model wrappers and files; both touch output tracing, but they are separate model-specific changes." + "reason": "`timm_backbone` and `vision_text_dual_encoder` are unrelated code paths; these are separate output-tracing refactors." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Unrelated model implementations (timm_backbone vs univnet). Similar API cleanup only." + "reason": "`timm_backbone` and `univnet` touch different architectures and forward signatures; not one duplicate change." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Timm backbone refactor is unrelated to the Mamba/FalconMamba output-capture change." + "reason": "Different model families and files; 44003 adds tracing plumbing for Mamba, not the same change as timm_backbone." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "`timm_backbone` vs `codegen` are different subsystems and code paths." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Different model code paths (timm_backbone vs rwkv); shared theme is too broad to duplicate." + "reason": "Different models (`timm_backbone` vs `rwkv`); shared theme is too broad to treat as duplicate." + }, + { + "left": "pull_request:43998", + "right": "pull_request:46106", + "accept": false, + "reason": "A model refactor and a docs toctree change are clearly unrelated." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "MobileNetV1 and UnivNet are separate models with different forward signatures and tracing setup." + "reason": "Different model implementations (`mobilenet_v1` vs `univnet`); same tracing motif, not the same bug or patch." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Different model families; both are tracing refactors, not the same concrete fix." + "reason": "Different files and model code paths; both refactor output handling but independently." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "MobileNetV1 vs Depth Anything are unrelated model paths." + "reason": "`mobilenet_v1` and `depth_anything` are separate model refactors; not mergeable as one concrete fix." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "Separate encoder/decoder wrappers and distinct implementations; not one merged change." + "reason": "Different encoder-decoder modules and different implementations; only the general topic overlaps." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "MobileNetV1 and SpeechEncoderDecoder are unrelated code paths." + "reason": "`mobilenet_v1` and `speech_encoder_decoder` are unrelated model paths; not a duplicate." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Vision-text dual encoder vs UnivNet; same pattern, different model logic." + "reason": "`vision_text_dual_encoder` and `univnet` are different models and code paths; same refactor pattern only." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different models and different forward behaviors; not a shared bug." + "reason": "Different model families (`vision_text_dual_encoder` vs `upernet`); no shared concrete bug." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Vision-text dual encoder refactor is unrelated to Mamba/FalconMamba output recording." + "reason": "Separate model refactors; 44003 changes Mamba-specific tracing, not the vision-text dual encoder." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "`vision_text_dual_encoder` and `codegen` are unrelated implementations despite similar decorator changes." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Distinct model families with no shared code path." + "reason": "Different model code and different tracing adjustments; not one underlying issue." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "UnivNet and UperNet are unrelated models; only the tracing refactor pattern overlaps." + "reason": "`univnet` and `upernet` are separate model code paths with no evidence of a shared bug." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Different underlying model code and separate forward contracts." + "reason": "Different architecture families (`univnet` vs `mamba`); both refactor output tracing but are not the same change." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "UnivNet vs Depth Anything is not the same fix." + "reason": "`univnet` and `depth_anything` are distinct models; not plausible as one merged PR." }, { "left": "pull_request:44002", - "right": "pull_request:44029", + "right": "pull_request:44003", "accept": false, - "reason": "UperNet and RWKV are separate model implementations; similar cleanup only." + "reason": "`upernet` and `mamba` touch unrelated code paths; the overlap is only the tracing refactor style." }, { "left": "pull_request:44002", - "right": "pull_request:44003", + "right": "pull_request:44004", "accept": false, - "reason": "Different model families and different output-tracing mechanisms." + "reason": "Different models and filenames; no shared concrete fix." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "Mamba/FalconMamba output-capture refactor is unrelated to SuperPoint's tracing cleanup." + "reason": "`mamba`/`falcon_mamba` tracing changes are unrelated to `superpoint` feature extraction code." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Mamba/FalconMamba and CodeGen address different code paths and output contracts." - }, - { - "left": "pull_request:43998", - "right": "pull_request:44004", - "accept": false, - "reason": "Timm backbone and CodeGen are unrelated model implementations." - }, - { - "left": "pull_request:44001", - "right": "pull_request:44004", - "accept": false, - "reason": "UnivNet and CodeGen are different models; only the refactor motif matches." - }, - { - "left": "pull_request:44002", - "right": "pull_request:44004", - "accept": false, - "reason": "UperNet and CodeGen are separate code paths with no shared defect." + "reason": "`mamba` and `codegen` are different model implementations with different call signatures and tracing behavior." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Depth Anything vs VisionEncoderDecoder are distinct models; not the same underlying change." + "reason": "`depth_anything` and `vision_encoder_decoder` are different model families; same output-tracing theme only." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Different model families and different forward wrappers." + "reason": "`depth_anything` and `speech_encoder_decoder` are separate refactors, not the same code-path problem." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Depth Anything and SuperPoint are unrelated code paths." + "reason": "`depth_anything` and `superpoint` are unrelated model implementations." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Depth Anything vs RWKV are different models and changes." + "reason": "Different model families (`depth_anything` vs `rwkv`); no duplicate evidence beyond general tracing work." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Depth Anything and DPR are separate model implementations." + "reason": "`depth_anything` and `dpr` are distinct models and code paths; not the same underlying fix." }, { "left": "pull_request:44026", - "right": "pull_request:44029", + "right": "pull_request:44027", "accept": false, - "reason": "VisionEncoderDecoder and RWKV are unrelated; same broad refactor theme only." + "reason": "`vision_encoder_decoder` and `speech_encoder_decoder` are separate modules with analogous but independent refactors." }, { "left": "pull_request:44026", - "right": "pull_request:44027", + "right": "pull_request:44028", "accept": false, - "reason": "VisionEncoderDecoder and SpeechEncoderDecoder are similar wrappers but still different code paths and changes." + "reason": "Different model code; no sign they fix the same bug." }, { "left": "pull_request:44026", - "right": "pull_request:44028", + "right": "pull_request:44029", "accept": false, - "reason": "Different model families; not mergeable as one concrete fix." + "reason": "`vision_encoder_decoder` and `rwkv` are unrelated architectures and forward paths." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "VisionEncoderDecoder and DPR do not share the same underlying bug." + "reason": "Different models (`vision_encoder_decoder` vs `dpr`); overlapping theme is too broad." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "SpeechEncoderDecoder and SuperPoint are unrelated models." + "reason": "`speech_encoder_decoder` and `superpoint` are unrelated model code paths." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "SpeechEncoderDecoder and RWKV are distinct code paths." + "reason": "Different architectures (`speech_encoder_decoder` vs `rwkv`); not a duplicate." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "SpeechEncoderDecoder and DPR are separate model wrappers." + "reason": "`speech_encoder_decoder` and `dpr` touch separate models and issues." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "SuperPoint and RWKV are unrelated model implementations." + "reason": "`superpoint` and `rwkv` are unrelated model implementations." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "SuperPoint and DPR address different code paths." + "reason": "Different files and model behavior; no shared concrete bug/change." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "RWKV and DPR are separate model-specific changes, not one duplicate fix." + "reason": "`rwkv` and `dpr` are different model families; same output-tracing motif only." }, { "left": "pull_request:44027", "right": "pull_request:46106", "accept": false, - "reason": "SpeechEncoderDecoder code change is unrelated to the docs toctree edit." + "reason": "A speech-encoder-decoder refactor and a docs toctree edit are unrelated." }, { "left": "pull_request:44026", "right": "pull_request:46106", "accept": false, - "reason": "VisionEncoderDecoder refactor and docs navigation change are unrelated." + "reason": "`vision_encoder_decoder` code refactor vs docs navigation change; not a duplicate." }, { "left": "pull_request:44001", "right": "pull_request:46106", "accept": false, - "reason": "UnivNet output tracing and documentation toctree updates are unrelated." + "reason": "Model tracing refactor and documentation-only toctree change are clearly unrelated." }, { "left": "pull_request:44002", "right": "pull_request:46106", "accept": false, - "reason": "UperNet refactor has nothing to do with docs structure." + "reason": "`upernet` code changes do not match a docs-only fix." }, { "left": "pull_request:43998", "right": "pull_request:46106", "accept": false, - "reason": "Timm backbone refactor and the docs toctree change are unrelated." + "reason": "`timm_backbone` refactor and docs toctree cleanup are unrelated." } ] }, @@ -19668,7 +19819,7 @@ { "label": "pull_request", "component_index": 16, - "component_count": 27, + "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19687,12 +19838,12 @@ "pull_request:44662|pull_request:45075", "pull_request:45075|pull_request:45401" ], - "prepared_review_unit_hash": "28d5582e5e63a9fdeb021df04d9d43698470c2c907e67aec73be207fb4736a14", + "prepared_review_unit_hash": "d988754a07fa4029d35b7c1e83638e614961d6eef9d8aecb45d551c1a06b8250", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 10913, + "serialized_chars": 10915, "estimated_input_tokens": 2729, "estimated_eval_tokens": 5714 }, @@ -19700,7 +19851,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 10913, + "serialized_chars": 10915, "estimated_input_tokens": 2729, "estimated_eval_tokens": 5714 }, @@ -19709,30 +19860,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three separate model-addition pull requests (PenguinVL, DeepSeek-OCR-2, and Voxtral TTS) that share the usual Transformers model scaffolding but target different architectures and code paths. They are similar in shape, not duplicates.", - "confidence": 0.98, + "summary": "These are three separate model-integration PRs, not duplicates: PenguinVL, DeepSeek-OCR-2, and Voxtral TTS. They overlap mainly on the standard Transformers boilerplate for docs and auto mappings, but they target different models and codepaths.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: each PR adds a different model implementation and supports a different code path.", + "canonical_pr_reason": "No canonical PR: each PR adds a different model implementation, so they are not the same underlying change.", "best_issue_reason": null, - "best_pr_reason": "PR 45075 is the most complete standalone reference among the three, but it is not a duplicate of the others; it simply has the strongest overall model-addition package.", + "best_pr_reason": "No single best PR for a duplicate cluster. If forced to pick a representative, 45075 is the most complete and mature, but it is still a distinct model addition rather than a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different models and different targets: PenguinVL vs Voxtral TTS. Shared auto/docs files are generic model-registration boilerplate, not the same underlying change." + "reason": "Different model additions (PenguinVL vs Voxtral TTS); shared files are only registration/docs boilerplate, not the same code-path fix." }, { "left": "pull_request:44662", "right": "pull_request:45075", "accept": false, - "reason": "Different model families and implementations. They both add new model support, but for unrelated architectures, so they should not be merged as duplicates." + "reason": "Different model additions (PenguinVL vs DeepSeek-OCR-2); overlap is limited to common Transformers scaffolding." }, { "left": "pull_request:45075", "right": "pull_request:45401", "accept": false, - "reason": "DeepSeek-OCR-2 and Voxtral TTS address different model code paths and file sets. Similar repository plumbing is expected and is not enough to treat them as one change." + "reason": "Different model additions (DeepSeek-OCR-2 vs Voxtral TTS); they do not appear to fix or implement the same concrete change." } ] }, @@ -19746,7 +19897,7 @@ { "label": "pull_request", "component_index": 17, - "component_count": 27, + "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19762,12 +19913,12 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "855a2f95aef400e99222ccdc606b5cc09aa83a0260889c64eb7adcfe91baa3de", + "prepared_review_unit_hash": "8f0594ef554ba3a9cd417ac6d15c34cd4015116a67c74bb1a56c719cffef59b2", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4406, + "serialized_chars": 4407, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -19775,7 +19926,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4406, + "serialized_chars": 4407, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -19784,18 +19935,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are related to module/kernel fusion, but they target different layers and code paths: #44979 adds a general Module Fusion API, while #45363 wires up n-to-1 kernel fusion via KernelConfig and an example. They are not the same change and should not be merged as duplicates.", - "confidence": 0.9, + "summary": "These PRs are related by the broad theme of fusion, but they target different layers: one adds a generic module-fusion API, while the other wires up n-to-1 kernel fusion via KernelConfig and integration changes. I would not treat them as duplicates.", + "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "#44979 is the more foundational PR: it introduces the core Module Fusion API and test coverage, whereas #45363 is a separate integration layer for KernelConfig-based kernel fusion.", + "canonical_pr_reason": "PR 45363 is the better cluster anchor because it is the more concrete end-to-end feature implementation, spanning KernelConfig, model loading, and integration hooks for n-to-1 kernel fusion.", "best_issue_reason": null, - "best_pr_reason": "#44979 is the best representative PR for the cluster because it defines the underlying fusion abstraction; #45363 depends on a different, more specific kernel-fusion workflow.", + "best_pr_reason": "PR 45363 is the best representative of a user-visible change because it defines the actual kernel-fusion workflow and includes usage/example integration, whereas PR 44979 is a lower-level API addition for a different fusion abstraction.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "They discuss fusion in general, but one is a core API addition and the other is a specific KernelConfig integration/example. Different concrete changes, not the same underlying PR." + "reason": "Related only at a high level. PR 44979 adds a general module-fusion API and new module_fusion.py infrastructure, while PR 45363 implements n-to-1 kernel fusion through KernelConfig plus loader/integration changes. They do not look like the same underlying bug or a single PR-sized change." } ] }, @@ -19809,7 +19960,7 @@ { "label": "pull_request", "component_index": 18, - "component_count": 27, + "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19825,7 +19976,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "5e2940f8b1e3da5fc64ac83a8414886d6965a47c3d1afea7922dc4640973f5e4", + "prepared_review_unit_hash": "f3bb3c28164764831b9e37df3862b5784dff9a36d1a3255950b2db9f1ef340ec", "component_budget": { "node_count": 2, "item_count": 2, @@ -19847,18 +19998,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs fix the same Mistral regex AttributeError in the same function and even share the same issue target; 45317 is the more complete version because it adds tests.", - "confidence": 0.99, + "summary": "Both pull requests address the same Mistral regex patch AttributeError in the same file and target the same issue; one is a narrower code-only fix and the other adds the same fix plus tests, so they look like duplicate PRs for the same bug.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45317 is the best canonical PR because it implements the same code fix as 45086 and also includes test coverage, making it the more complete change set.", + "canonical_pr_reason": "PR 45317 is the better canonical PR because it contains the same fix as 45086 plus test coverage and a clearer title/body, making it the more complete implementation of the shared bugfix.", "best_issue_reason": null, - "best_pr_reason": "PR 45317 is the strongest representative of the cluster since it contains the core fix plus validation tests, whereas 45086 is the narrower earlier patch.", + "best_pr_reason": "PR 45317 is the strongest representative of the cluster: it fixes the concrete AttributeError in _patch_mistral_regex and also includes regression tests, so it is the most complete and mergeable version.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying bug fix in the same file/function, same explicit issue target, and the diff is essentially the same with 45317 only adding tests." + "reason": "Same underlying code-path bug in src/transformers/tokenization_utils_tokenizers.py, same explicit issue target, and the diff shows the same AttributeError fix; 45317 appears to be a superset of 45086 with added tests, so these are duplicate PRs for one change." } ] }, @@ -19872,7 +20023,7 @@ { "label": "pull_request", "component_index": 19, - "component_count": 27, + "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19888,12 +20039,12 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "42c808ae4e7050a162cab3a5c916265c41f9fe7f3a8be093dba365f3a0592e38", + "prepared_review_unit_hash": "f8c8e10594b2058eeb8c217209c1f402d26b90b7bc580b77cc21a9efd0e1677c", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6065, + "serialized_chars": 6066, "estimated_input_tokens": 1517, "estimated_eval_tokens": 3290 }, @@ -19901,7 +20052,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6065, + "serialized_chars": 6066, "estimated_input_tokens": 1517, "estimated_eval_tokens": 3290 }, @@ -19910,18 +20061,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related to NemotronH model support, but they target different slices of work: one is a narrow refactor/conversion-mapping update, the other is a broader model split and docs/tests update. They are not duplicates.", - "confidence": 0.89, + "summary": "These are related NemotronH architecture PRs, but they are not duplicates. PR #45569 is a broader, more complete change introducing NemotronH dense/sparse variants plus docs and auto-mapping updates, while PR #45115 is a narrower refactor around inheriting from GraniteMoeHybrid and key conversion mapping.", + "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45569 is the better canonical PR because it appears to be the more complete, user-facing implementation: it adds the NemotronH dense/sparse model docs, auto-mapping updates, model files, and tests, whereas #45115 is a narrower refactor focused on conversion mapping and inheritance wiring.", + "canonical_pr_reason": "#45569 is the broader and more complete NemotronH change: it adds the dense/sparse model split, updates docs and auto mappings, and includes test/model code across the new variants.", "best_issue_reason": null, - "best_pr_reason": "PR #45569 is the best representative of the cluster since it covers the larger end-to-end NemotronH change set and is more likely to subsume the smaller refactor work in #45115.", + "best_pr_reason": "#45569 is the best representative of the cluster because it captures the full architectural rework, not just the inheritance/refactor portion.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Related subsystem, but not the same concrete change: #45115 is mainly conversion-mapping / inheritance refactoring, while #45569 adds the actual dense/sparse model split, docs, and tests. They could not plausibly be merged as one PR without widening scope materially." + "reason": "They overlap on NemotronH internals, but the concrete changes differ: #45115 focuses on conversion/inheritance refactoring, while #45569 implements the larger dense/sparse split and documentation/model wiring. They are related, not the same change." } ] }, @@ -19935,7 +20086,7 @@ { "label": "pull_request", "component_index": 20, - "component_count": 27, + "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19951,12 +20102,12 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "f13a02df7ec997f6f8ea369c1558a81565cde0a8215b46467c3394b548484c4f", + "prepared_review_unit_hash": "970187413786ab830c06a918addcd24318e1546fea5d6c4e5e67b6b526e8bb16", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5397, + "serialized_chars": 5398, "estimated_input_tokens": 1350, "estimated_eval_tokens": 2956 }, @@ -19964,7 +20115,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5397, + "serialized_chars": 5398, "estimated_input_tokens": 1350, "estimated_eval_tokens": 2956 }, @@ -19973,18 +20124,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two related but distinct PRs: one adds per-layer heterogeneous config support, the other adds broader heterogeneous model/runtime support built on top of it. They overlap in shared heterogeneity/config code, but they are not the same concrete change.", - "confidence": 0.87, + "summary": "These are related feature PRs in the new heterogeneity area, but they are not duplicates: one adds per-layer config support and the other adds broader heterogeneous modeling/cache integration on top of that foundation.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "Pick PR #45332 as canonical: it is the broader, more representative feature PR and includes the model/cache/runtime pieces in addition to the shared heterogeneous config work.", + "canonical_pr_reason": "PR #45332 is the broader umbrella change for heterogeneous model support and includes the modeling-side integration, so it is the best representative of the cluster, but it is not the same change as #45333.", "best_issue_reason": null, - "best_pr_reason": "PR #45332 is the best cluster representative because it spans the largest concrete user-facing change and subsumes the narrower config-only work.", + "best_pr_reason": "PR #45332 is the strongest single representative because it spans the end-to-end heterogeneous model support, while #45333 is a narrower config-layer prerequisite.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Reject: #45333 adds foundational per-layer config support, while #45332 adds model/cache support for heterogeneous execution. They are related, but they fix/introduce different layers of the feature stack and would not be cleanly merged as one duplicate PR." + "reason": "They share the heterogeneity feature area and some config files, but #45333 is specifically per-layer config support while #45332 adds broader modeling/cache behavior; they are related components, not the same concrete fix/change." } ] }, @@ -19998,7 +20149,7 @@ { "label": "pull_request", "component_index": 21, - "component_count": 27, + "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20014,12 +20165,12 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "0068b27445ba1216692a134d0d9059f83857eeaeda715f490cbcab4bca499c2c", + "prepared_review_unit_hash": "b653c1debfed4c5a5df0ace218957f7d146a0cfdd0ae67886a404bcc6147ae78", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5514, + "serialized_chars": 5513, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -20027,7 +20178,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5514, + "serialized_chars": 5513, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -20036,18 +20187,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are both typing-related, but they address different changes: PR 45415 is a broad type-checking sweep with config suppressions across many files, while PR 45425 adds specific shared typing aliases/protocols for modeling_utils/PEFT and related utilities. They are not duplicates.", - "confidence": 0.94, + "summary": "These are both typing-related PRs in transformers, but they are not the same change: one is a broad type-checking sweep with pyproject ignore-policy updates, while the other adds concrete typing protocols and narrow code support for specific modules. They should not be deduplicated.", + "confidence": 0.83, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical duplicate PR: 45415 is a repo-wide typing cleanup, whereas 45425 is a separate core typing-API change.", + "canonical_pr_reason": "PR 45425 is the more concrete, self-contained typing refactor; PR 45415 is a much broader repository-wide type-checking sweep and ignore-config change, so it is a poorer representative of the cluster.", "best_issue_reason": null, - "best_pr_reason": "45425 is the better representative if a single PR must be chosen because it makes a concrete reusable typing change in shared infrastructure; 45415 is broader and largely config/sweep oriented.", + "best_pr_reason": "PR 45425 is the best representative for a typing-fix cluster because it introduces explicit protocol/type definitions and targeted code changes, whereas PR 45415 is mostly a large mechanical type-checking pass across many files.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Both are about typing, but the concrete work differs: 45415 is a broad type-checking pass and ignore-policy update, while 45425 adds specific typing protocols/aliases for modeling_utils/PEFT. They would not plausibly be merged as one PR." + "reason": "Reject: both are typing-focused, but they address different underlying changes. 45415 is a broad `src/transformers/*py` type-checking sweep plus pyproject ignore adjustments; 45425 adds specific typing protocols and related support in a narrower set of files. They are not the same concrete bug/change and would not plausibly merge as one PR." } ] }, @@ -20061,7 +20212,7 @@ { "label": "pull_request", "component_index": 22, - "component_count": 27, + "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20081,52 +20232,52 @@ "pull_request:46109|pull_request:46151", "pull_request:46135|pull_request:46151" ], - "prepared_review_unit_hash": "09c14c0d52599ef43e8cf1099c0a787e7e23088c216f341d325c7bfbdd33bd6f", + "prepared_review_unit_hash": "c0153906757c081b3467067dfe10746dd71b0cd9b9935961a99b07b0887a7937", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 3, - "serialized_chars": 9912, - "estimated_input_tokens": 2478, - "estimated_eval_tokens": 5212 + "serialized_chars": 9913, + "estimated_input_tokens": 2479, + "estimated_eval_tokens": 5214 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 3, - "serialized_chars": 9912, - "estimated_input_tokens": 2478, - "estimated_eval_tokens": 5212 + "serialized_chars": 9913, + "estimated_input_tokens": 2479, + "estimated_eval_tokens": 5214 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are all test/runtime portability changes, but they target different subsystems and failure modes. None look like true duplicates; 46109 is the broadest and most representative of the cluster\u2019s device-normalization theme.", - "confidence": 0.84, + "summary": "This cluster is heterogeneous: one substantive model-code bug fix (AltCLIP/ChineseCLIP device placement) and three unrelated test-only PRs in different areas. I would not merge any soft edges as duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46109 is the best representative because it makes a general device-string assertion update across distributed trainer tests, which is broader and more central than the single-model or single-test expectation tweaks in the other PRs.", + "canonical_pr_reason": "pull_request:45487 is the only PR that fixes a concrete runtime code-path bug; the others are separate test expectation changes in unrelated subsystems.", "best_issue_reason": null, - "best_pr_reason": "PR 46109 has the clearest, most general change and spans multiple distributed test cases, making it the strongest standalone candidate in this cluster.", + "best_pr_reason": "pull_request:45487 is the best representative because it addresses an actual model-parallel correctness issue rather than a test-only update.", "soft_edge_verdicts": [ { "left": "pull_request:45487", "right": "pull_request:46151", "accept": false, - "reason": "Different problems: 45487 fixes AltCLIP/ChineseCLIP model-parallel token-type device placement, while 46151 only adds XPU expectations for a token-classification pipeline test." + "reason": "45487 fixes AltCLIP/ChineseCLIP token-type device placement in model code; 46151 only adjusts token-classification pipeline test expectations. Different subsystems and different change types." }, { "left": "pull_request:46109", "right": "pull_request:46151", "accept": false, - "reason": "Both touch tests, but the underlying changes differ: 46109 generalizes distributed trainer device assertions, while 46151 adds per-device expectations for a pipeline test." + "reason": "Both are test maintenance, but one is distributed trainer parity tests and the other is pipeline token-classification expectations. They do not target the same underlying bug or change." }, { "left": "pull_request:46135", "right": "pull_request:46151", "accept": false, - "reason": "These are unrelated test updates for different models and behaviors: Kosmos2.5 integration expectations vs. token-classification pipeline expectations." + "reason": "46135 adds XPU expectations for Kosmos2.5 integration tests, while 46151 updates token-classification pipeline expectations. Same broad theme of test updates, but not the same code-path problem." } ] }, @@ -20140,7 +20291,7 @@ { "label": "pull_request", "component_index": 23, - "component_count": 27, + "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20158,7 +20309,7 @@ "pull_request:45513|pull_request:46084", "pull_request:46084|pull_request:46098" ], - "prepared_review_unit_hash": "c16b10a74f3b10778b4c0cd513d7ab14a26f2e20a374b3d913006cf7c45d769c", + "prepared_review_unit_hash": "324a21a4843bb9bf1771b14cb1684bdd88e514e006788fe7a8c78829d520c5ea", "component_budget": { "node_count": 3, "item_count": 3, @@ -20180,30 +20331,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "One PR is unrelated (Qwen3.5 vs Mamba2). The two Mamba2 PRs appear to address the same cached `use_cache` / `seq_len > 1` bug and are the closest duplicate pair in the cluster.", - "confidence": 0.76, + "summary": "PR 46084 and PR 46098 are both Mamba2 cache/seq_len>1 fixes for the same underlying bug, with 46098 appearing to be the broader superset. PR 45513 is a separate Qwen/Olmo cached-forward fix and should not be linked to the Mamba2 work.", + "confidence": 0.87, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46098 is the best canonical PR: it targets the shared Mamba2 `use_cache` seq_len>1 bug, explicitly covers both CPU and GPU paths, and includes tests plus docs, making it the most complete fix.", + "canonical_pr_reason": "PR 46098 is the strongest canonical PR: it targets the exact Mamba2 seq_len>1 cache bug, explicitly links the tracking issue, and covers the broader CPU/GPU fix with tests and docs.", "best_issue_reason": null, - "best_pr_reason": "PR #46098 is the strongest representative because it is the most comprehensive implementation of the common Mamba2 cached-forward bug and is explicitly tied to issue #46032.", + "best_pr_reason": "PR 46098 is the best standalone representative because it is the most complete and explicit fix for the underlying Mamba2 use_cache > 1-token problem.", "soft_edge_verdicts": [ { "left": "pull_request:45513", "right": "pull_request:46084", "accept": false, - "reason": "Different models and different code paths: Qwen3.5 GDN linear attention vs Mamba2 mixer cached forward. Similar wording about cached multi-token behavior is not enough to treat them as the same fix." + "reason": "Different models and different bugs: Qwen3.5/Olmo GDN linear attention cached forward versus Mamba2 cache handling. Similar wording about cached multi-token behavior is not enough to treat these as the same fix." }, { "left": "pull_request:46084", "right": "pull_request:46098", "accept": true, - "reason": "Both target the same Mamba2 `use_cache` with `seq_len > 1` bug, share the same issue target (#46032), and touch the same model/test files; the fixes are plausibly mergeable into one PR." + "reason": "Both address the same Mamba2 use_cache with seq_len > 1 failure mode against the same code path family and issue. 46098 looks like a broader version of the same fix, so they could plausibly be merged into one PR." } ] }, "evaluator_result": { "accept": true, - "feedback": "The verdicts are conservative and grounded in the packet. PR 45513 is clearly on a different set of models/code paths than Mamba2, so rejecting that pair is justified. PRs 46084 and 46098 both target the same Mamba2 `use_cache` `seq_len > 1` bug, share issue #46032, and overlap in the same model/test files, so treating them as a mergeable duplicate pair is reasonable. The summary stays appropriately soft." + "feedback": "The summary is grounded in the packet: PR 45513 is clearly a separate Qwen3.5/Olmo hybrid cached-forward change, while PRs 46084 and 46098 both target the same Mamba2 use_cache / seq_len > 1 bug and share the same issue target (46032). The verdict that 46084 and 46098 are mergeable into one Mamba2 bugfix PR is conservative enough given the overlapping files and issue linkage. No evidence of overstatement." }, "evaluator_used": true, "retried": false, @@ -20214,7 +20365,7 @@ { "label": "pull_request", "component_index": 24, - "component_count": 27, + "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20230,12 +20381,12 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "0ecd9bab613233028ace6e560f7ab13c7e38ea483a9b3d31934edecab778ed08", + "prepared_review_unit_hash": "59395b4517f1340659cd594a78987b9e96983d6173b9c2bb97a4bc9a87904041", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4508, + "serialized_chars": 4507, "estimated_input_tokens": 1127, "estimated_eval_tokens": 2510 }, @@ -20243,7 +20394,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4508, + "serialized_chars": 4507, "estimated_input_tokens": 1127, "estimated_eval_tokens": 2510 }, @@ -20252,18 +20403,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs concern expert parallelism, but they target different bugs: one fixes EP loading/serialization with DeepSpeed ZeRO-3, while the other fixes experts being overwritten during FSDP2/rank-0 broadcast. They are related in subsystem, not the same change.", - "confidence": 0.96, + "summary": "These are related EP-loading PRs, but they fix different bugs on different code paths: one targets config serialization and EP detection for accelerate/ZeRO-3, the other fixes parameter wrapping to stop expert weights being overwritten under FSDP2.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45662 is the stronger representative of the cluster because it addresses a concrete runtime corruption path with broader code changes, while PR 45548 is a narrower loading/serialization fix.", + "canonical_pr_reason": "PR 45662 is the more concrete, narrowly-scoped bug fix: it addresses a specific expert-parameter overwrite during loading and has a clear runtime failure mode. PR 45548 is related to EP setup, but it solves a different problem around config persistence and EP detection.", "best_issue_reason": null, - "best_pr_reason": "PR 45662 is the best standalone PR candidate here: it targets a specific expert-parameter overwrite bug and contains the most direct, code-path-focused fix.", + "best_pr_reason": "PR 45662 is the strongest representative of the cluster because it fixes a well-defined data-corruption/loading issue in a specific code path, whereas PR 45548 is more about enabling EP-aware loading behavior.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Both are EP-related, but 45548 fixes loading via accelerate/ZeRO-3 and serialization of distributed_config, whereas 45662 fixes rank-0 broadcast overwriting experts under FSDP2. Different bug, different code path." + "reason": "Both concern expert parallelism, but they do not look like the same underlying bug. 45548 changes config serialization and adds an EP-detection property for accelerate/ZeRO-3 loading; 45662 changes loading/wrapping logic to prevent experts from being overwritten under FSDP2. Different failure modes, different fixes, not mergeable as one PR." } ] }, @@ -20277,7 +20428,7 @@ { "label": "pull_request", "component_index": 25, - "component_count": 27, + "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20293,40 +20444,40 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "66742b96cafb52f67544a2fe6cdaa72ec24dddca26dfda2b318039dddffd5962", + "prepared_review_unit_hash": "e284af41cce128046c2953c07701dc08f0dabf72bd20151f710367769ca0b331", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4589, - "estimated_input_tokens": 1148, - "estimated_eval_tokens": 2552 + "serialized_chars": 4588, + "estimated_input_tokens": 1147, + "estimated_eval_tokens": 2550 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4589, - "estimated_input_tokens": 1148, - "estimated_eval_tokens": 2552 + "serialized_chars": 4588, + "estimated_input_tokens": 1147, + "estimated_eval_tokens": 2550 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same underlying xdist collision problem for `captured_info` debug artifacts in `testing_utils`; PR 45645 is the broader, more complete fix and subsumes the core change from 45639.", - "confidence": 0.88, + "summary": "Both PRs target the same xdist-safe captured_info logging bug in testing_utils and share the same issue target; 45645 is the broader, more complete version that also updates CI log collection.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45645 is the best canonical PR because it contains the core xdist-safe filename fix in `testing_utils` plus the downstream CI/log handling needed to consume multiple `captured_info*.txt` files, making it the most complete representation of the change.", + "canonical_pr_reason": "PR 45645 is the best canonical representative because it implements the same xdist captured_info fix as 45639 but also updates downstream log aggregation to handle the new per-worker files.", "best_issue_reason": null, - "best_pr_reason": "PR 45645 is the strongest standalone representative of the cluster: it fixes the same collision bug as 45639 and also updates the workflow path that reads the generated artifacts, so it captures the full end-to-end change.", + "best_pr_reason": "PR 45645 is the strongest standalone fix: it addresses the core output-file collision and preserves CI debug log collection for the new file layout, making it the most complete solution in the cluster.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Both PRs fix the same concrete bug: xdist workers colliding on `captured_info.txt` output in `testing_utils`. PR 45645 extends the same fix to CI artifact collection, so these could plausibly be merged as one change." + "reason": "Same underlying bug: xdist collisions in captured_info logging. 45645 extends the same code-path fix in testing_utils and updates CI handling, so they plausibly belong to one merged change." } ] }, @@ -20340,7 +20491,7 @@ { "label": "pull_request", "component_index": 26, - "component_count": 27, + "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20406,7 +20557,7 @@ { "label": "pull_request", "component_index": 27, - "component_count": 27, + "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20429,7 +20580,7 @@ "pull_request:46073|pull_request:46196", "pull_request:46154|pull_request:46196" ], - "prepared_review_unit_hash": "ac2873275aac0ef1d7fa8675f58e6306bf3a5ebceae8fb5f1fecbd04ab41b065", + "prepared_review_unit_hash": "ec49a11704f8133fe4b50401e72aeea08aa6db605d05f68f908f52a0569b62fd", "component_budget": { "node_count": 4, "item_count": 4, @@ -20451,48 +20602,111 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are all model-specific PRs adding attention-dispatch/SDPA support, but they target different architectures and code paths, so they are thematically similar rather than duplicates.", - "confidence": 0.94, + "summary": "These are separate model-specific PRs that all add attention-dispatch support, but they do not target the same concrete code path or merge cleanly into one change set.", + "confidence": 0.87, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46196 is the broadest single implementation here, covering both SeamlessM4T and SeamlessM4T v2 with the same SDPA dispatch pattern; the others are narrower, model-specific variants.", + "canonical_pr_reason": "PR 46154 is the best representative of the cluster\u2019s common theme: a concrete implementation of `attn_implementation='sdpa'` dispatch with docs and tests, while the others are the same pattern applied to different model families.", "best_issue_reason": null, - "best_pr_reason": "PR 46196 is the best representative of the cluster because it has the widest scope among the four PRs and includes the most complete paired model support and tests.", + "best_pr_reason": "PR 46154 is the cleanest exemplar of the shared feature work: it is narrowly scoped, has supporting tests, and clearly expresses the underlying change without the extra multi-model breadth of 46196.", "soft_edge_verdicts": [ { "left": "pull_request:46069", "right": "pull_request:46073", "accept": false, - "reason": "Different model implementations and code paths: ShieldGemma2 image classification vs CTRL language modeling. Same broad feature theme, but not the same underlying fix." + "reason": "Both are attention-dispatch support PRs, but for different architectures (ShieldGemma2 vs CTRL) and different code paths; they are not the same bug/fix." }, { "left": "pull_request:46069", "right": "pull_request:46154", "accept": false, - "reason": "Different architectures and files: ShieldGemma2 vs T5. Both add attention-dispatch support, but they are separate model-specific changes." + "reason": "Same broad feature idea, but ShieldGemma2 and T5 are separate model implementations with unrelated attention code paths." }, { "left": "pull_request:46069", "right": "pull_request:46196", "accept": false, - "reason": "ShieldGemma2 image model support is unrelated to SeamlessM4T/v2 seq2seq/audio-text code paths; too different to be one merged fix." + "reason": "These touch different model families and different implementation paths; too broad to treat as one duplicate PR." }, { "left": "pull_request:46073", "right": "pull_request:46154", "accept": false, - "reason": "CTRL and T5 are distinct model code paths. Shared SDPA-dispatch theme is not enough to treat them as duplicates." + "reason": "Both add SDPA dispatch support, but to different models (CTRL vs T5); not the same concrete change." }, { "left": "pull_request:46073", "right": "pull_request:46196", "accept": false, - "reason": "CTRL causal LM attention dispatch and SeamlessM4T/v2 multimodal seq2seq dispatch are separate implementations, not the same bug or change." + "reason": "Different model code paths and different targets (CTRL vs SeamlessM4T/v2), so they should not be merged as duplicates." }, { "left": "pull_request:46154", "right": "pull_request:46196", "accept": false, - "reason": "T5 and SeamlessM4T/v2 touch different model families and attention stacks; these are parallel feature ports, not one duplicate PR." + "reason": "Both are SDPA-dispatch enablement, but they apply to distinct model stacks and code paths; too different for a duplicate merge." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 28, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46152-2", + "nodes": [ + "pull_request:46152", + "pull_request:46207" + ], + "soft_pairs": [ + "pull_request:46152|pull_request:46207" + ], + "prepared_review_unit_hash": "1f3fca4b00db0b4a4836ad2b532afc70bdde8b387fb44eaa0e0cbac795406705", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4268, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4268, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are thematically similar because both remove source-file open() logic, but they address different code paths and are not duplicates: one is a generic import-utils helper change, the other is a modeling_utils introspection refactor.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46207 is the more focused, concrete fix: it replaces one specific source-reading heuristic in modeling_utils with class introspection and includes tests.", + "best_issue_reason": null, + "best_pr_reason": "PR 46207 is the better representative for the cluster because it is narrowly scoped, directly tied to a single runtime behavior, and easier to evaluate independently.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46152", + "right": "pull_request:46207", + "accept": false, + "reason": "They share a general theme (avoiding source reads), but they fix different mechanisms in different modules and are not the same underlying bug or change." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 2ca1e2b53eece473fa1a6080bd1ad8bf6e88c4e6..224c0062931462b862af7f5c62837e2819fdaa98 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260526t000122z", + "analysis_id": "hybrid-model-20260526t060025z", "archived_artifacts": { - "hybrid": "snapshots/20260526T000122Z/analysis-runs/hybrid-model-20260526t000122z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260526T000122Z/analysis-runs/hybrid-model-20260526t000122z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260526T060025Z/analysis-runs/hybrid-model-20260526t060025z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260526T060025Z/analysis-runs/hybrid-model-20260526t060025z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-05-26T00:06:52Z", + "published_at": "2026-05-26T06:16:51Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260526T000122Z", + "snapshot_id": "20260526T060025Z", "variant": "hybrid" } diff --git a/snapshots/20260526T060025Z/analysis-runs/hybrid-model-20260526t060025z/analysis-report-hybrid.json b/snapshots/20260526T060025Z/analysis-runs/hybrid-model-20260526t060025z/analysis-report-hybrid.json new file mode 100644 index 0000000000000000000000000000000000000000..d50f7fda1256d5e8ddd32d0bd57f09aee5c319ad --- /dev/null +++ b/snapshots/20260526T060025Z/analysis-runs/hybrid-model-20260526t060025z/analysis-report-hybrid.json @@ -0,0 +1,2232 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260526T060025Z", + "generated_at": "2026-05-26T06:16:50Z", + "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-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-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-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-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-44001-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 44004, + "issue_numbers": [], + "pr_numbers": [ + 44001, + 44004 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 44001, + "right_pr_number": 44004, + "code_similarity": 0.087, + "size_similarity": 0.237, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.262, + "shared_filenames": [], + "shared_file_areas": [] + } + ] + }, + { + "cluster_id": "cluster-44002-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 44002, + "issue_numbers": [], + "pr_numbers": [ + 44002, + 44029 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 44002, + "right_pr_number": 44029, + "code_similarity": 0.135, + "size_similarity": 0.43, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.329, + "shared_filenames": [], + "shared_file_areas": [] + } + ] + }, + { + "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-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-44001-2", + "canonical_pr_number": 44004, + "duplicate_pr_numbers": [ + 44001 + ], + "target_issue_number": null, + "reason": "PRs in cluster-44001-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-44002-2", + "canonical_pr_number": 44002, + "duplicate_pr_numbers": [ + 44029 + ], + "target_issue_number": null, + "reason": "PRs in cluster-44002-2 are treated as duplicates because they share 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/20260526T060025Z/analysis-runs/hybrid-model-20260526t060025z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260526T060025Z/analysis-runs/hybrid-model-20260526t060025z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..e3812fc726a0e890ae98b10ff1ae4567f137a964 --- /dev/null +++ b/snapshots/20260526T060025Z/analysis-runs/hybrid-model-20260526t060025z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,20721 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260526T060025Z", + "generated_at": "2026-05-26T06:16:50Z", + "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-10000-430", + "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:43039|issue:45161", + "issue:43975|issue:44457", + "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:43828|issue:44292", + "issue:43541|issue:43716", + "issue:43716|issue:45685", + "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": "bc6216ccb136b933f6d89ef1e2f787562616bd8499112b53613f6d4a0d74143e", + "component_budget": { + "node_count": 430, + "item_count": 430, + "soft_pair_count": 1590, + "serialized_chars": 822920, + "estimated_input_tokens": 205730, + "estimated_eval_tokens": 411716 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 69, + "serialized_chars": 48396, + "estimated_input_tokens": 12099, + "estimated_eval_tokens": 24454 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a mix of unrelated issue reports that only share broad subsystem themes (DeepSpeed, tokenization, device mapping, docs). I only see two true duplicate-like pairs: the BERT/DeepSpeed ZeRO-3 index-out-of-bounds reports and the Granite AutoTokenizer token-ID regression reports. The rest should stay separate.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 45920 is the broadest and most current report in the tokenization-regression subcluster; it generalizes the Granite-specific 45812 bug to multiple model families, making it the best representative issue here.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45920 is the strongest global issue candidate: open, broad in scope, and it subsumes a narrower duplicate report while describing a concrete user-facing regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different failures in different paths: config/attribute lookup vs streaming chat API behavior." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Both involve backend/device limitations, but the concrete bugs are unrelated (AMD GPU inference vs MPS histogram op on Int)." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Different models and symptoms; dtype mismatch in Mistral-3 is not the same bug as GPT-OSS on AMD GPUs." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Both are device/dtype issues, but they affect different models and code paths." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Different model families and failures: AMD GPU runtime issue vs GraniteMoEHybrid invalid method call." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Qwen-3 NVFP4 runtime error is a different concrete bug from GPT-OSS AMD GPU failure." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "DeepSpeed collective mismatch and ONNX export failure are unrelated code paths." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "ONNX export error vs FineGrainedFP8Config failure; same broad area, not the same bug." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "Different problems: ModernBERT ONNX export vs Qwen3 auto device mapping CUDA assert." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "Table QA runtime crash and outdated RAG docs are unrelated." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are v5 docs cleanup issues, but they refer to different removed docs/features and not one underlying bug." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "ONNX export failure and GenerationMixin import error are distinct regressions." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Generic mask shape mismatch and Gemma4 device-mapping mismatch are different bugs." + }, + { + "left": "issue:44918", + "right": "issue:46165", + "accept": false, + "reason": "Qwen3.5 embedding/trainer failure is unrelated to resume-training with trust_remote_code." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Both mention index/shape problems, but the model/setup and failure mode differ." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "DeepSpeed ZeRO-3 Bert index error is not the same as the generic mask shape mismatch." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Different model/runtime contexts; generic tensor shape error vs GPT-OSS tensor-parallel issue." + }, + { + "left": "issue:43572", + "right": "issue:46165", + "accept": false, + "reason": "Pad token config regression and training-resume/trust_remote_code issue are unrelated." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice_preset bug and ModernBERT export bug have nothing in common beyond being model-related." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "DeepSpeed collective mismatch is a different failure from the Bert/ZeRO-3 index error." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same DeepSpeed ZeRO-3 + BERT index-out-of-bounds bug; the two reports describe the same underlying failure with only wording/model-suffix differences." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger kernel cross-entropy dispatch and GPT-OSS tensor-parallel failure are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "DeepSeek detokenization regression and LoRA merge/save inconsistency are different bugs." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Qwen-3 NVFP4 inference error and LoRA save/reload mismatch are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Activation-checkpointing/FSDP recomputation mismatch is not the same as the mask shape error." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Both involve DeepSpeed, but the concrete runtime errors and code paths differ." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": false, + "reason": "Same class and device/materialization area, but one is CPU-offload incompatibility and the other is uninitialized-memory after to_empty(cuda); not clearly the same bug." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "Bert/ZeRO-3 index error and GPT-OSS TP issue are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "Activation-checkpointing recomputation mismatch and compute_loss signature change are different regressions." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Different models and failures: Mistral-3 dtype mismatch vs GraniteMoEHybrid invalid method." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3 config attribute error and Mistral regex patch crash are unrelated." + }, + { + "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 cost." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch version incompatibility and Qwen-3 NVFP4 runtime failure are different issues." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "Different model stacks and symptoms: FSDP checkpointing mismatch vs CUDA assert on Qwen3 auto device mapping." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Autocast dtype mismatch and GPT-OSS tensor-parallel failure are not the same bug." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "Qwen3.5/TRL embedding unpacking issue is unrelated to GPT-OSS TP failure." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Both are inference runtime issues, but they affect different models and different failure mechanisms." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Torch dynamo tracing failure in Mixtral is unrelated to Mistral-3 dtype mismatch." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Different backends and bugs: Mistral-3 dtype mismatch vs MPS histogram op not implemented." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Qwen-3 NVFP4 runtime error and Qwen3.5/TRL embedding failure are different issues." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Different models and failure modes; not a duplicate." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "GraniteMoEHybrid invalid method and MPS histogram error are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger kernel cross-entropy dispatch and Qwen3.5 embedding unpacking are different code paths." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Both mention DeepSpeed/zero-3 style failures, but Gemma3 loading and Bert model init are different bugs." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions from v5 removals, but they concern different removed topics and should stay separate." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Mistral-3 dtype mismatch and Qwen3-vl StopIteration are unrelated model bugs." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Different models and mechanisms: autocast dtype mismatch vs MPS histogram op limitation." + }, + { + "left": "issue:44918", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3.5/TRL embedding issue is unrelated to the MPS histogram error." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Liger kernel cross-entropy and Phi-tiny-MoE autocast mismatch are different problems." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch and compute_loss keyword mismatch are unrelated." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "GPT-OSS AMD GPU runtime failure and outdated RAG docs are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "FSDP activation-checkpointing mismatch and GenerationMixin import error are different bugs." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger kernel cross-entropy call and mask shape mismatch are unrelated." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading error and Bert ZeRO-3 index error are different model-specific failures." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "TextClassificationPipeline docs mismatch and run-command docs removal are separate documentation issues." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "GPT-OSS AMD GPU inference 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 model/processor bugs." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger kernel dispatch issue and Qwen3-vl video StopIteration are unrelated." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same token-ID regression in AutoTokenizer; 45920 is the broader report that subsumes the Granite-specific 45812 case." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint-loading bug and outdated RAG docs are unrelated." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Corrupted checkpoint report and NemotronH loading failure are different issues." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Qwen-3 NVFP4 inference bug and outdated RAG docs are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The two accepted duplicate-like pairs are well supported by the issue titles and descriptions, and the rejected soft edges mostly distinguish different models, APIs, or failure modes rather than overclaiming duplicates. The representative-issue choice of 45920 over 45812 is also reasonable because it is broader and open." + }, + "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": 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-10000-430", + "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:43792|issue:45901", + "issue:43854|issue:43866", + "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:43296|issue:43366", + "issue:43572|issue:45070", + "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:45759|issue:45902", + "issue:45542|issue:45800", + "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": "3f190d492f56b285751f5ceea5cca76ffabba7c6abca9e087bf0596a080676c5", + "component_budget": { + "node_count": 430, + "item_count": 430, + "soft_pair_count": 1590, + "serialized_chars": 822920, + "estimated_input_tokens": 205730, + "estimated_eval_tokens": 411716 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 39, + "serialized_chars": 39123, + "estimated_input_tokens": 9781, + "estimated_eval_tokens": 19818 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly unrelated issue reports. The closest match is the ZeRO-3 index-out-of-bounds pair (41093/43638), which shares a similar failure shape, but the packet only supports soft similarity rather than a confirmed duplicate.", + "confidence": 0.78, + "canonical_issue_reason": "issue:41093 is a reasonable canonical representative because it is a concrete, well-described ZeRO-3 index error report and the clearest anchor for the only near-match in the cluster. That said, the evidence for a true duplicate relationship with 43638 is only soft similarity, not a confirmed duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:41093 is the best overall issue representative because it is the most specific and central report around the shared ZeRO-3 empty-dimension/index-0 failure pattern, even though the packet does not establish a definitive duplicate pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding-window-related model config behavior, but the concrete failures differ: Gemma3 missing an attribute with vLLM vs Qwen3-MoE sliding_window handling." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper runtime failure and table-question-answering crashes are unrelated code paths and different error classes." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "A GLM-4.7 model-loading test failure and a corrupted Ovis2 checkpoint are different underlying problems." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "These are closely related ZeRO-3 index-0 out-of-bounds reports, but the packet only supports soft similarity and does not establish a confirmed duplicate or the same exact bug." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch-version incompatibility and a pydantic PretrainedConfig regression are distinct failures with no shared code-path evidence." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "Both are version-related breakages, but one is a ZeRO-3/Bert index error while the other is a torch/transformers compatibility report." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Incorrect detokenization for DeepSeek Coder is unrelated to a table-question-answering task crash." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper model runtime failure and pydantic config breakage are not the same bug." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both touch Qwen3.5, but one is a chat crash and the other is a streaming inference API failure on a different model size and path." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime error and table QA crash are unrelated." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3 sliding-window config and Gemma4 device-map forward mismatch are different issues despite both involving Gemma-family models." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Qwen streaming API failure and an MPS histogram kernel limitation are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "A tied-lm_head bug in Mistral3 is unrelated to a corrupted Ovis2 checkpoint." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Torch dynamo grouped_mm tracing failure and an MPS int histogram limitation are different backend/model problems." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Both involve dtype/mixed-precision themes, but the concrete failures are different: grouped_mm tracing vs autocast mismatch on another model." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor failure for Voxtral and a template-node compile TypeError are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "ImportError for GenerationMixin and Gemma3 sliding-window attribute failure are unrelated." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch/transformers incompatibility and Gemma4 device-map forward mismatch are different bug reports." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are ZeRO-3 index errors, but they involve different models and setup contexts, so the same underlying bug is not established." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM and GGUF gpt-oss support are different model-support requests/failures." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is not the same as the pydantic PretrainedConfig break." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Torch dynamo tracing failure and GPT-OSS MoE TP-only not working are separate issues." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "CUDA reserved-memory OOM under int4 quantization is not the same as tied-weights behavior on translation models." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE and Qwen3.5 streaming API failure are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "`init_empty_weights` unexpected argument handling and pydantic config-field breakage are different regressions." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF gpt-oss support and Qwen3.5 streaming inference failure do not match." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote-code breakage and torch/transformers incompatibility are too broad and not the same concrete bug." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to the pydantic PretrainedConfig regression." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Grouped_mm tracing failure and Float8 storage lookup failure are different backend/runtime errors." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are ZeRO-3 index errors, but the model and initialization context differ enough that they do not clearly describe the same bug." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Siglip2 text-embedding quality regression and a Siglip2 AutoModel/pipeline issue are not the same failure." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Composite Qwen config unwrapping and uninitialized-memory in rotary embedding are different bugs." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "Tensorboard-without-TensorFlow backend error and torch/transformers version incompatibility are unrelated." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP weight dimensionality error and TRL SFT embedding unpacking failure are different training-path problems." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Mistral-3 image preprocessor dtype mismatch and Qwen3.5 TRL embedding unpacking are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "High perplexity on gpt-oss-20b and a generic GLM5 issue are not the same bug." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both involve custom/remote code loading, but one is a cache-path collision and the other is wrong custom module loading after save_pretrained; not enough evidence for the same defect." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Jupyter custom-model initialization breakage and flash-attn2 fallback blocking are separate regressions." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Tied weights in a specific multimodal Mistral3 model and tied-weights issues on translation models are related in theme but not the same concrete bug." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is mostly grounded, but it overstates the evidence for one key soft edge: issue:41093 vs issue:43638 is not supported as an accepted duplicate in the packet (the packet only shows soft similarity, with deterministic_accept=false). The representative/canonical choice can still be plausible, but the wording should be more conservative: there is similarity around ZeRO-3 index-out-of-bounds failures, yet the packet does not establish a confirmed duplicate pair. The rest of the rejected soft edges are broadly conservative." + }, + "evaluator_used": true, + "retried": true, + "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-10000-430", + "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:42915|issue:45399", + "issue:44530|issue:45005", + "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:36331|issue:41762", + "issue:41628|issue:45800", + "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:45663|issue:45902", + "issue:44910|issue:45859", + "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": "10a32933fdd6a8abde44c70c9c8088b5f6b0d2c881da0a0605eb210163a88af5", + "component_budget": { + "node_count": 430, + "item_count": 430, + "soft_pair_count": 1590, + "serialized_chars": 822920, + "estimated_input_tokens": 205730, + "estimated_eval_tokens": 411716 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37508, + "estimated_input_tokens": 9377, + "estimated_eval_tokens": 19010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are unrelated issue reports across different models and bugs. The only clear near-duplicate pair is the transformers 5.x non-persistent buffer regression: issue 43950 and issue 44534, with 45902 looking like a concrete instance of the same underlying problem.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 43950 is the clearest, broadest description of the regression ('from_pretrained() silently corrupts non-persistent buffers'), making it the best canonical issue for this bug family.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43950 is the best tracking issue overall for the non-persistent-buffer bug: it states the root regression clearly and is broader than the later, more specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Both are loading/compatibility failures, but they concern different mechanisms and likely different fixes (Qwen3Moe FP8 config vs flash-attn fallback gating)." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache crash on Qwen3.5 is a runtime cache bug; tied-weights issues on translation models are a separate model-loading regression." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior is unrelated to tied-weight handling for translation models." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading failure is a model-specific loading issue, not the tied-weights regression." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "DSA indexer missing ReLU and a documentation typo about the removed run command are unrelated." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "These involve different model paths and failures: Qwen3.5 unpacking with TRL vs GraniteMoEHybrid calling an invalid method." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A cache-strategy typo and stale v5 docs about the run command are both documentation issues, but not the same change or bug." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "DeepSeek detokenization in v5 and Qwen-3 NVFP4 runtime errors are different model-specific problems." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "No shared code path is evident; one is NVFP4 execution, the other is a GraniteMoE method error." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Both describe the same transformers 5.x regression where non-persistent buffers are corrupted/junk-filled during loading." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": false, + "reason": "Missing fields from trust_remote_code config loading is a separate AutoConfig issue, not buffer corruption." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "SigLIP2 docs example failures and SigLIP2 text-embedding quality discrepancies are related only by model name, not by the same bug." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Autocast dtype mismatch on Phi-tiny-MoE and Qwen3.5 gradient explosion from 3D position_ids are different failure modes and code paths." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "CustomTrainer compute_loss kwarg incompatibility and Gemma3 ZeRO-3 loading IndexError are unrelated training/loading bugs." + }, + { + "left": "issue:41628", + "right": "issue:45800", + "accept": false, + "reason": "An AutoImageProcessor import failure is not the same as a torch/transformers version incompatibility report." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": true, + "reason": "45902 is a concrete manifestation of the same non-persistent-buffer corruption problem, with inv_freq left uninitialized after materialization." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Bitsandbytes constructor incompatibility and missing Float8 storage support are different compatibility errors." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "A corrupted Ovis2 checkpoint is unrelated to a generic loading-noise report." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 embedding quality and version-dependent tokenization changes are different issues." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad AutoTokenizer error messaging for Voxtral is unrelated to Molmo missing all_tied_weights_keys." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Both mention SigLIP2, but zero probabilities and worse embeddings are not clearly the same underlying defect." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states KeyError and Qwen3_5Moe uninitialized inv_freq are distinct model bugs." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "FlashAttention illegal memory access from 3D position_ids is unrelated to CPU offload incompatibility in Qwen3_5MoeTextRotaryEmbedding." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Tokenizer loading error messaging and glm-4v-9b loading failure are different problems." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "LoRA gradient-checkpointing behavior and int4 quantization memory growth are separate training/runtime regressions." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Both are about SigLIP2 behavior, but one is quality/embedding mismatch while the other is HF-vs-JAX implementation discrepancy; not the same concrete bug." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading noise and inability to load a specific model are not the same issue." + }, + { + "left": "issue:43975", + "right": "issue:45237", + "accept": false, + "reason": "DeepSeek detokenization and GPT-OSS-20B on AMD GPUs are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Missing fields in AutoConfig with trust_remote_code and broader remote_code breakage are related in theme but not clearly the same underlying bug." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Two model-loading reports for different checkpoints; no evidence they share the same root cause." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Gradient-checkpointing inefficiency with LoRA and Qwen3 MoE memory usage are both memory-related but not the same code-path failure." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading IndexError and Qwen3Moe FP8 config failure are different loading paths." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "glm-4v-9b loading failure and Molmo missing all_tied_weights_keys are unrelated model-specific issues." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL weight-only loading error and GLM5 are not the same bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The canonical issue choice (43950) is well supported by the titles, and the two accepted soft-edge pairs are strong matches on the same non-persistent-buffer regression. The rejected pairs are framed cautiously and do not overstate shared causality." + }, + "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-10000-430", + "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:44991|issue:45399", + "issue:43824|issue:43872", + "issue:42491|issue:44368", + "issue:45020|issue:45823", + "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:43872|issue:44291", + "issue:43257|issue:43866", + "issue:43792|issue:44220", + "issue:42915|issue:43872", + "issue:41553|issue:44991", + "issue:36331|issue:41093", + "issue:43257|issue:45305", + "issue:42947|issue:45923", + "issue:43940|issue:45313", + "issue:43854|issue:44863", + "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": "7ac17176410c5ced5bf7ed2771b07e9ceb19fec2ae927b91cfa357a113e0e113", + "component_budget": { + "node_count": 430, + "item_count": 430, + "soft_pair_count": 1590, + "serialized_chars": 822920, + "estimated_input_tokens": 205730, + "estimated_eval_tokens": 411716 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 38072, + "estimated_input_tokens": 9518, + "estimated_eval_tokens": 19292 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly overbroad and heterogeneous. I only see a few true duplicate subclusters: v5 docs mentioning removed pipeline tasks, the `_is_hf_initialized` loading TypeError, and the mask-shape mismatch error. Most other pairs are only superficially similar and should stay separate.", + "confidence": 0.66, + "canonical_issue_reason": "No single canonical issue for the whole cluster: the items split into unrelated bug families, with only a few small duplicate subclusters.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue across the full cluster. If forced to pick a representative for one subcluster, 44509 is the clearest docs-related issue, but it does not represent the other bugs here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "Different model/runtime failures: MPS histogram on Int vs Gemma4 PLE device mismatch." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading regression and flash-attn fallback gating are unrelated code paths." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Importing a missing Qwen2.5-VL class is unrelated to the bitsandbytes `_is_hf_initialized` TypeError." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Different problems: LoRA checkpoint compatibility across versions vs a tied-embeddings warning during Qwen3.5 fine-tuning." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Broad remote_code regression is not the same bug as a Gemma4 device-map forward mismatch." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Tokenizer-mapping registry failure is a different path from the remote_code loading breakage." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Autocast dtype mismatch and device placement mismatch are different failures." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Mistral regex patch crash is unrelated to flash-attn2 fallback blocking." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Remote_code loading regressions and Kimi codec handling warnings are different underlying bugs." + }, + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "MobileLLM key error is unrelated to flash-attn2 installation/fallback checks." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Tied lm_head weights and non-persistent buffer corruption are separate model-loading bugs." + }, + { + "left": "issue:43638", + "right": "issue:45823", + "accept": false, + "reason": "DeepSpeed ZeRO-3 index error with BERT is unrelated to Gemma4's device mismatch." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Both report the same docs drift: v5 docs still reference removed pipeline tasks." + }, + { + "left": "issue:42915", + "right": "issue:45923", + "accept": false, + "reason": "FineGrainedFP8Config failure and missing supports_gradient_checkpointing are different issues." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same underlying `_is_hf_initialized` constructor/loading regression causing TypeError during model load." + }, + { + "left": "issue:43257", + "right": "issue:43866", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed is unrelated to a corrupted Ovis2 checkpoint." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Whisper runtime failure and `_torch_extract_fbank_features()` are not the same concrete bug." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "Qwen3 FP8 config failure and `_is_hf_initialized` loading error are different failure modes." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Bad Voxtral tokenizer error messaging is unrelated to EMBEDDIA/est-roberta tokenizer loading failure." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Trainer signature mismatch and mask shape mismatch are completely different bugs." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "ZeRO-3 weight-loading failure and gradient averaging with GAS are separate DeepSpeed issues." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing ineffective with PEFT LoRA is not the same as a missing trust_remote_code flag." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both involve ZeRO-3 loading, but these are different Qwen variants with different missing-weight symptoms." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "GLM-4.7-Flash unit-test load failure and NemotronH checkpoint loading are unrelated model-specific bugs." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "RLHF NaN/BF16 collapse from 3D position_ids is unrelated to the flash_attention s_aux=None crash." + }, + { + "left": "issue:43872", + "right": "issue:45538", + "accept": false, + "reason": "Bitsandbytes `_is_hf_initialized` loading issue is unrelated to CLIPTokenizer's model_max_length constant." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "Same mask/index shape-mismatch error pattern; these look like the same underlying bug." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Voxtral loading error-message issue and sleng-bert loading failure are different model-specific problems." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "The former is a broad video-input regression across Qwen VL/MoE models; the latter is a specific StopIteration in Qwen3-vl-embedding." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "DeepSpeed training weight-shape error and void segmentation map processing are unrelated." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "GGUF gpt-oss support and an autocast dtype mismatch are not the same code-path problem." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Qwen2.5-VL rope-index scaling and Qwen3_5Moe uninitialized-memory reads are different rotary-embedding bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analyst output is grounded in the packet and stays conservative. The three accepted soft pairs are plausible same-bug/duplicate subclusters, and the rejections are appropriately cautious given the titles and descriptions. The overall summary correctly treats the cluster as heterogeneous rather than forcing a single canonical issue." + }, + "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-10000-430", + "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:44991", + "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:44155|issue:45584", + "issue:43366|issue:43531", + "issue:43950|issue:45834", + "issue:44560|issue:45685", + "issue:43824|issue:43957", + "issue:43550|issue:44910", + "issue:43645|issue:43646", + "issue:42915|issue:43957", + "issue:43366|issue:44589", + "issue:42617|issue:43366", + "issue:44560|issue:44918", + "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:44451|issue:44488", + "issue:42915|issue:44756", + "issue:45313|issue:45357", + "issue:42491|issue:45276", + "issue:43708|issue:44075", + "issue:44488|issue:44991", + "issue:43644|issue:43645" + ], + "prepared_review_unit_hash": "aa108acc7cf91cbc43d5ded04c4d24872ffc4ba184dde8913e9a4591a9af742b", + "component_budget": { + "node_count": 430, + "item_count": 430, + "soft_pair_count": 1590, + "serialized_chars": 822920, + "estimated_input_tokens": 205730, + "estimated_eval_tokens": 411716 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37789, + "estimated_input_tokens": 9448, + "estimated_eval_tokens": 19152 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous: several unrelated Transformers regressions are mixed together, but there are a few true duplicate subclusters around non-persistent buffers, custom model initialization, and SigLIP2 output corruption.", + "confidence": 0.73, + "canonical_issue_reason": "No single canonical issue fits the whole cluster; 43644 is the best local canonical for the non-persistent-buffer regression because it states the shared bug clearly and has the closest matching duplicate wording.", + "canonical_pr_reason": null, + "best_issue_reason": "43644 is the strongest overall issue candidate: it is concrete, reproducible, and anchors a real duplicate subcluster better than the more model-specific or orthogonal reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Different Gemma4 failures: an FSDP2 shared_kv_states KeyError vs a device_map='auto' forward mismatch. Same model family, but not the same bug." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Unrelated symptoms and code paths: AudioFlamingo batched-inference leakage vs Whisper empty-transcription handling." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "One is GGUF/gpt-oss architecture support; the other is a Qwen3-MoE sliding_window issue. Same general area, different change." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Non-persistent-buffer corruption vs Kosmos2.5 long-OCR index error are different bugs and different model paths." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3-vl video StopIteration and an MoE MPS histogram implementation error are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Import error for a missing VL class vs meta-device loading regressions; too broad and not the same concrete bug." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure and Qwen3.5 flash-attention illegal memory access are different model/runtime bugs." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "These are effectively the same custom-model initialization regression: one mentions Jupyter specifically, the other is the general form of the same failure." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and meta-device loading breakage do not share the same underlying code path." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "GGUF gpt-oss support and Float8 storage lookup failure are different loader/runtime issues." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "3d_parallel.py runtime failure vs GGUF model architecture support are unrelated." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Qwen3-vl video StopIteration and TRL embedding unpacking are different failures." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "GenerationMixin import error and Qwen3Moe FP8 failure are unrelated." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Tokenizer mapping failure when adding a model vs Gemma4 PLE device mismatch are different issues." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Video embedding StopIteration and mask-shape IndexError are not the same bug." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "_is_hf_initialized flag regression and Kosmos2.5 long OCR index error are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 symptom family on the same model: zero probabilities vs nonsensical outputs with AutoModel/pipeline point to the same underlying regression." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "DeepSpeed ZeRO-3 initialization on a non-pretrained Bert model is a different path from add-new-model-like/tokenizer mapping handling." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "ZeRO-3 BertModel index error and TOKENIZER_MAPPING_NAMES handling are different bugs." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer mapping issue and mask/tensor shape mismatch are unrelated." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Strict config rejection for granite_speech and tiny-random glm4v config validation are different model/config changes." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "device_map='auto' dequantized-model offload bug and Strix Halo mmap OOM are both loading-related but not the same concrete failure." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Both describe the same transformers 5 regression where non-persistent buffers get corrupted/junk values after loading." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "SigLIP2 bad outputs vs documentation example errors/processor mismatch are not the same underlying bug." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "LoRA qwen3_moe hf4.x vs hf5.x compatibility and BitNet packed-weight unpacking are different regressions." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert and Qwen3Moe FP8 config failure are different runtime paths." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "GLM5 issue and Qwen3.5 flash-attention generation failure are unrelated." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-loading failures, but the titles only show different repos and no clear shared root cause." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3Moe FP8 failure and mmap OOM on Strix Halo are unrelated." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "ZeRO-3 language_model weight loading and incorrect visual encoder keys on save_pretrained are different bugs." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "LoRA qwen3_moe checkpoint incompatibility and Gemma4 resize_token_embeddings not updating tied structures are different issues." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "resume_from_checkpoint max_steps calculation and SGD args being ignored are unrelated training bugs." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Loading a specific BERT model and tokenizer loading for EMBEDDIA/est-roberta are similar symptoms but not clearly the same bug." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Non-persistent-buffer corruption and custom model initialization in notebooks are different regressions, even though both are Transformers 5 related." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: it identifies a heterogeneous cluster and only calls out a few plausible duplicate subclusters. The accepted soft-edge pairs are conservative and well-supported by the titles, especially 43644/44534 and 43645/43646." + }, + "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-10000-430", + "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: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:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:45859", + "issue:46050" + ], + "soft_pairs": [ + "issue:43854|issue:43931", + "issue:45488|issue:45812", + "issue:39692|issue:43994", + "issue:43257|issue:43854", + "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:44164|issue:44291", + "issue:44910|issue:45588", + "issue:45276|issue:45335", + "issue:36010|issue:39404", + "issue:43404|issue:43454", + "issue:41720|issue:44155", + "issue:43425|issue:43957", + "issue:39692|issue:44960", + "issue:42947|issue:45704", + "issue:44402|issue:44488", + "issue:45663|issue:45759", + "issue:43873|issue:44387", + "issue:44291|issue:44756", + "issue:45663|issue:45859", + "issue:44155|issue:45823", + "issue:44387|issue:44756", + "issue:44292|issue:44912", + "issue:43335|issue:45663", + "issue:43957|issue:44756", + "issue:42947|issue:43381", + "issue:45276|issue:45292", + "issue:44164|issue:44756", + "issue:43854|issue:45216", + "issue:43381|issue:44928", + "issue:45684|issue:45698" + ], + "prepared_review_unit_hash": "ee630a243e6efde6c86f10a44b6a2a2b7c41fd9cb5e6973755b7a3d6c99a846f", + "component_budget": { + "node_count": 430, + "item_count": 430, + "soft_pair_count": 1590, + "serialized_chars": 822920, + "estimated_input_tokens": 205730, + "estimated_eval_tokens": 411716 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 35, + "serialized_chars": 37799, + "estimated_input_tokens": 9450, + "estimated_eval_tokens": 19156 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous cluster of unrelated model-loading, tokenizer, quantization, and memory issues. The only clear duplicate pair is the resize_token_embeddings regression in Gemma4/t5gemma; most other soft links are too broad or model-specific to merge safely.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45292 is the best canonical issue because it captures the generic resize_token_embeddings/output_embeddings regression, while issue:45276 looks like a model-specific Gemma4 manifestation of the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45292 is the strongest representative of the only clear duplicate pair and is phrased most generally, making it the best issue to anchor the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Both are load failures, but they involve different models and different symptoms (unit-test load issue vs weight-shape mismatch), so they are not the same bug." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but the mechanisms differ: ByteLevel pre-tokenizer being overridden vs wrong token IDs for Granite models." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Same SigLIP2 family, but one is a documentation/example error report and the other is a runtime inference/output regression; not one underlying bug." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Completely different model families and failure modes." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Both mention memory/quantization-adjacent problems, but one is Qwen3 MoE training memory inefficiency and the other is offloading failure under quantization." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "Different models and different issues; one is a Qwen3 MoE LoRA compatibility problem, the other is a Qwen3-VL load shape mismatch." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both concern memory pressure, but the underlying bugs differ (training inefficiency vs int4 quantization reserved-memory regression)." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Different model paths and different crashes; these are not the same code-path problem." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "Different models and different save/load failures; one is GLM5-related, the other is sinq quantization persistence." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "No shared bug: Qwen3 MoE LoRA branch-compatibility issue vs a generic resize_token_embeddings regression." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Both are save/load-related, but one is extra_state handling and the other is init_empty_weights/_is_hf_initialized; different failure modes." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both touch flash-attention code, but one is a Qwen3.5 position_ids packing bug and the other is an s_aux=None AttributeError in sink-less models." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying regression: resize_token_embeddings fails to propagate to model-specific embedding/output layers in two composite model variants." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "Unrelated issues: an ImportError for GenerationMixin versus Whisper pipeline return_language behavior." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both are about lm_head tying, but they appear to be separate model-specific implementations rather than one shared concrete bug." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Different subsystems and symptoms: auto device mapping CUDA assert vs batched inference token/embedding leak." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Different problems: Torch version incompatibility vs meta-device loading breakage." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Different model families and different bugs; docs/example issues are not the same as GLM5 loading." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Different concerns: gradient checkpointing with PEFT LoRA vs T5 using apex.FusedRMSNorm causing a memory leak." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-loading complaints, but there is not enough evidence they share the same root cause; likely separate tokenizer/model metadata issues." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Different architectures and failure points: Gemma4 FSDP2 shared_kv_states KeyError vs Qwen multimodal config unwrapping." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both are quantization/memory themed, but one is offloading not working and the other is reserved-memory growth under int4; not the same bug." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "Unrelated: unexpected _is_hf_initialized argument during init_empty_weights vs mmap causing OOM on Strix Halo." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Different code paths and symptoms: Gemma4 FSDP2 attention state rebuild vs Qwen3.5 rotary embedding not offload-compatible." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "Different model classes and failures; track leakage in AudioFlamingo3 is not the same as a Gemma4 device-mismatch forward bug." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Both are memory-related, but one is an int4 quantization regression and the other is a platform-specific mmap OOM workaround." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Different quantization formats and failures: NVFP4 run error vs MXFP4 loading/fallback to bf16." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "Separate model bugs: SwitchTransformers sparse-layer construction versus Gemma4 FSDP2 attention state handling." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading breakage and Strix Halo mmap OOM are different issues." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is ineffective checkpointing under LoRA and the other is an eval-mode limitation." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same resize_token_embeddings regression; 45292 is the generic form and 45276 is a model-specific instance." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "Different areas: save/from_pretrained extra_state handling vs mmap-related OOM." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Different models and different save/load failures; no shared concrete bug is evident." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Unrelated gradient-checkpointing limitation vs Qwen3.5 3D position_ids/SDPA fallback instability." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both involve custom model save/load, but one is file permission propagation and the other is wrong module resolution after save_pretrained; not the same bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet, and the one accepted duplicate family (resize_token_embeddings across 45276/45335/45292) is supported by the issue titles. The remaining soft-edge rejections are conservative and appropriately avoid overclaiming shared root causes." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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-10000-430", + "nodes": [ + "issue:32090", + "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:45081", + "issue:45084", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45701", + "issue:45759", + "issue:45823" + ], + "soft_pairs": [ + "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:44402|issue:44451", + "issue:43425|issue:43828", + "issue:43257|issue:44863", + "issue:44589|issue:44756", + "issue:44683|issue:45823", + "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:43994|issue:44079", + "issue:43901|issue:44509", + "issue:43425|issue:44918", + "issue:44589|issue:45084", + "issue:43299|issue:43931", + "issue:44164|issue:45759", + "issue:36032|issue:43452", + "issue:43596|issue:44683", + "issue:44671|issue:44991", + "issue:39404|issue:44671", + "issue:43856|issue:44756", + "issue:44991|issue:45081", + "issue:44164|issue:44479", + "issue:32090|issue:39404" + ], + "prepared_review_unit_hash": "934a3a09071aa05f18f17d133ed304cb3119447af249f73f6bd4c4cf8bcef414", + "component_budget": { + "node_count": 430, + "item_count": 430, + "soft_pair_count": 1590, + "serialized_chars": 822920, + "estimated_input_tokens": 205730, + "estimated_eval_tokens": 411716 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 38059, + "estimated_input_tokens": 9515, + "estimated_eval_tokens": 19286 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: many unrelated Transformers v5 regressions mixed with tokenizer, loading, training, and docs issues. I only see one plausible duplicate pair: resize_token_embeddings behavior for generic models vs t5gemma-specific embeddings.", + "confidence": 0.82, + "canonical_issue_reason": "No single true canonical duplicate stands out. If one issue must anchor the cluster, issue 45292 is the best representative because 45335 appears to be the same resize_token_embeddings bug expressed for t5gemma.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45292 is the strongest global representative: it states the regression in the broadest form, and 45335 is a clear model-specific restatement of the same problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Different regressions: video-input handling for Qwen VL models vs Granite speech config loading/strict config." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Unrelated code paths: flash_attention sink-less crash vs Gemma4 FSDP2 shared_kv_states rebuild issue." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Both are v5 issues, but one is custom model initialization while the other is resume_from_checkpoint max_steps calculation." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Notebook custom-model initialization regression is unrelated to save/from_pretrained handling of extra_state." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Different failures: autocast dtype mismatch for Phi-tiny-MoE vs meta-device loading breakage for other models." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying bug: resize_token_embeddings does not propagate to tied output/decoder embeddings; 45335 is a t5gemma-specific instance of the same regression." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Both involve model/tokenizer loading, but the concrete problems are different and model-specific." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch version incompatibility is not the same bug as the Phi-tiny-MoE autocast dtype mismatch." + }, + { + "left": "issue:43257", + "right": "issue:44863", + "accept": false, + "reason": "Different model families and failures: Qwen3 MoE weight conversion vs NemotronH checkpoint loading." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Unrelated issues: missing Float8 storage type vs mmap-related OOM on Strix Halo." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Different subsystems: compiled flex_attention on torch>=2.9 vs Gemma4 PLE device-map mismatch." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline return_language regression is unrelated to a general tokenization-version-change report." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Torch 2.10 incompatibility is not the same concrete bug as Gemma4 PLE device mismatch." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both are Transformers 5 loading regressions, but one is base_model_prefix handling and the other is custom model initialization in notebooks." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "No shared underlying bug; one is a framework compatibility complaint, the other is an image preprocessor/model dtype mismatch." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash is unrelated to the template-node compilation error." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "Isolated reproduction of a prior issue does not match the Qwen3.5 PagedAttentionCache crash." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper return_language regression and MXFP4 quantization fallback are different behaviors and code paths." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export/torch_compilable_check export failure is unrelated to Perceiver interpolation failure." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video input regression for Qwen VL models is not the same as the mask-shape IndexError." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Model output quality issue vs a ModelOutput key-assignment bug; different layers of the stack." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs-related, but they refer to different pages and different deprecated/changed behaviors." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch compatibility issue is unrelated to the TRL SFT trainer embedding unpacking problem." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Missing Float8 storage and template-node compilation are different failures." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3VL MoE loading breakage and Qwen3-VL-30B-A3B shape mismatch are related only by model family, not the same bug." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "extra_state save/load failure is unrelated to from_config not unwrapping text_config." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Tokenizer method conflict and gguf_file loading breakage are different bugs." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Zero3/BertModel index error is unrelated to compiled flex_attention on newer torch." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "Different loading regressions for different models: CamemBERT MLM predictions vs EMBEDDIA tokenizer loading." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline behavior and CamemBERT masked-LM prediction errors are unrelated." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3 MoE training memory usage and Strix Halo mmap OOM are not the same underlying issue." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer loading failure for EMBEDDIA is unrelated to the Mistral regex patch crash." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "extra_state persistence is unrelated to the Qwen VL video-input regression." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer gpu_broadcast_one NoneType error and Whisper return_language regression are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet and stays conservative. The only accepted soft edge, 45292 \u2194 45335, is well supported by the closely matching titles about `resize_token_embeddings` not updating related embeddings. The rest of the pairwise rejections are cautious and do not overclaim shared root causes. No mergeability issue applies here because there are no PR pairs." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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-10000-430", + "nodes": [ + "issue:34567", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:42175", + "issue:42915", + "issue:43089", + "issue:43262", + "issue:43317", + "issue:43377", + "issue:43404", + "issue:43421", + "issue:43452", + "issue:43482", + "issue:43541", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43883", + "issue:44206", + "issue:44220", + "issue:44451", + "issue:44464", + "issue:44466", + "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", + "issue:46178" + ], + "soft_pairs": [ + "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:43883|issue:44488", + "issue:43643|issue:44530", + "issue:42175|issue:46178", + "issue:34567|issue:40444", + "issue:44811|issue:45584", + "issue:43541|issue:45084", + "issue:44451|issue:44987", + "issue:42915|issue:44530", + "issue:43644|issue:43646", + "issue:44464|issue:45987", + "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", + "issue:43404|issue:44466" + ], + "prepared_review_unit_hash": "b53d5cf94fded375bfe0f1670f2918189b7c2fc2241441400baf53ffb57fa051", + "component_budget": { + "node_count": 430, + "item_count": 430, + "soft_pair_count": 1590, + "serialized_chars": 822920, + "estimated_input_tokens": 205730, + "estimated_eval_tokens": 411716 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36827, + "estimated_input_tokens": 9207, + "estimated_eval_tokens": 18670 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of unrelated Transformers regressions and model-loading bugs. The titles share broad topical overlap, but there is no clear single duplicate center, and none of the soft edges look like the same concrete bug or change.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue stands out: the items span several different regressions (tokenizers, model loading, audio, generation, caching, and v5 initialization), so this does not look like a true duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "If one issue had to serve as a representative, #43644 (non-persistent buffers filled with junk in v5) is the closest broad Transformers v5 regression anchor, but it is still only a theme representative, not a dedupe canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Both are device-placement bugs, but they hit different models and code paths (XLNet arange device vs Qwen3.5MoE rotary embedding CPU offload)." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Unrelated regressions: Apple Silicon allocator warmup TypeError vs the _is_hf_initialized flag breakage." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Different subsystems entirely: tokenizer mapping validation vs compiled flex_attention failing on newer torch." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer-loading failures, but the specific failure modes and affected paths differ too much to be the same bug." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "These are separate model-loading failures on different models with no clear shared code-path bug." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Base-model-prefix loading regression and non-persistent buffer junk are distinct v5 issues, not one bug." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity regression on a model/dataset is unrelated to runtime special-token post-processor updates." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Image-preprocessor dtype mismatch and template compilation errors are unrelated." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Both touch audio features, but one is an unsupported argument in a feature extractor and the other is an internal fbank helper issue." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "Tokenizer method-name conflict and Qwen3Moe FP8 failure are unrelated." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Missing all_tied_weights_keys and a model-loading failure for a specific BERT variant are different issues." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "trust_remote_code config field loss is unrelated to PagedAttentionCache's invalid group type error." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Both concern backend handling, but one is missing tensorflow from an extra and the other is an unsupported backend mapping entry." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "Trainer token counting and multimodal iterable-dataset failures are unrelated." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both involve Whisper special tokens, but the bugs are different: batch_decode ignoring skip_special_tokens vs empty transcription after align_special_tokens." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Torch dynamo grouped_mm tracing failure and a non-template-node compile error are unrelated." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Different model-loading regressions on different models; same broad symptom, not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Both are Qwen-family issues, but FP8 config failure and linear_attention cache-group failure are distinct code paths." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Related v5 initialization theme, but one is buffer-state corruption and the other is custom-model initialization failure; not the same concrete bug." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation inconsistency under compiled forward and a seq_length return-type contract bug are not the same issue." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Both mention GGUF, but one is a broad from_pretrained gguf_file regression and the other is a specific Qwen2.5-GGUF load failure." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer special-token method conflict and custom model init in notebooks are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Dequantized model offload loading and GGUF loading are different mechanisms and failure modes." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3.5 hidden-states behavior and Qwen2.5-VL rope index scaling are separate bugs." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are versioned loading failures, but on different repositories/models with no evidence of a shared root cause." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template compilation and GraniteMoEHybrid calling an invalid method are unrelated." + }, + { + "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 sampling-rate defaulting and MIMI encoder padding-mask behavior affect different layers of the stack." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation performance overhead and cache sequence-length return type are different problems." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization in notebooks is not the same bug as junk non-persistent buffers in v5." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization breakage and non-persistent buffer corruption are separate regressions." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Tied-weight handling in Mistral3ForConditionalGeneration and device-dependent lm_head serialization are related in theme only, not the same concrete 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": 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-10000-430", + "nodes": [ + "issue:33666", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42915", + "issue:43296", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43421", + "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:44479", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44610", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44877", + "issue:44987", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45084", + "issue:45127", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45663" + ], + "soft_pairs": [ + "issue:43322|issue:43540", + "issue:44403|issue:45081", + "issue:43994|issue:44610", + "issue:42915|issue:45084", + "issue:43377|issue:43819", + "issue:44265|issue:44610", + "issue:44451|issue:45081", + "issue:44987|issue:45081", + "issue:44220|issue:44683", + "issue:42915|issue:44291", + "issue:45216|issue:45357", + "issue:43632|issue:44756", + "issue:44062|issue:44987", + "issue:36032|issue:43742", + "issue:44479|issue:45325", + "issue:42915|issue:44589", + "issue:43404|issue:45127", + "issue:43296|issue:43531", + "issue:43531|issue:44877", + "issue:40444|issue:45325", + "issue:36032|issue:41720", + "issue:43611|issue:44534", + "issue:43425|issue:44403", + "issue:41553|issue:43582", + "issue:43632|issue:44534", + "issue:40990|issue:44811", + "issue:44079|issue:45663", + "issue:43792|issue:44589", + "issue:44683|issue:45020", + "issue:33666|issue:40444", + "issue:44403|issue:44991", + "issue:43421|issue:44568" + ], + "prepared_review_unit_hash": "d7eb5f808d7786cf7d3622cd71ae61019d5a524dfc8c6a77311e9f8ed1c83fcb", + "component_budget": { + "node_count": 430, + "item_count": 430, + "soft_pair_count": 1590, + "serialized_chars": 822920, + "estimated_input_tokens": 205730, + "estimated_eval_tokens": 411716 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37178, + "estimated_input_tokens": 9295, + "estimated_eval_tokens": 18846 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is loosely centered on Transformers loading/regression reports, but the individual issues are mostly distinct bugs across different models and code paths. None of the soft pairs look like true duplicates, so they should stay separate.", + "confidence": 0.58, + "canonical_issue_reason": "issue:45020 is the broadest representative of the cluster: a recent-version regression breaking model loading with remote code, which matches the dominant loading/regression theme better than the narrower model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the best issue to represent the cluster because it captures the widest upstream regression pattern and can serve as the umbrella reference for related loading breakages.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Different failures: Llava Next loading segfault vs Qwen3OmniMoe video-input ValueError." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Generic loading-noise complaint vs a specific Mistral regex crash in tokenizer patching." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Different model families and symptoms: SigLIP2 bad outputs vs OmDet-Turbo processor/model size mismatch." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Unrelated bugs: Qwen3Moe FP8 config failure vs template compilation TypeError." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Both are audio-related, but one is MIMI padding-mask inconsistency and the other is DAC latent/STE mismatch." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export/torch_compilable_check failure is a different code path from the OmDet-Turbo input-size regression." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Different models and root causes: ScandiBERT loading failure vs Mistral regex patch crash." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "fast model load regression is unrelated to the Mistral tokenizer backend_tokenizer error." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Audio feature extraction bug vs compiled flex_attention failure on newer torch." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3Moe FP8 config issue is unrelated to the Float8 storage lookup/type error." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": false, + "reason": "Related to Qwen3.5 save_pretrained regressions, but they target different save bugs: checkpoint correctness vs visual encoder keys." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "Transformers v5 initialization-flag regression vs a Strix Halo mmap OOM workaround." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer AddedToken argument conflict is not the same as loading physical-intelligence/fast failing." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Tokenizer constructor conflict vs a key error when loading a specific model." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Both concern Qwen multimodal models, but one is a video-input regression and the other is a still-image rope-index scaling bug." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Different failure modes and subsystems: FP8 config handling vs Float8 storage lookup." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Weight-tying bug in Mistral3 conditional generation is unrelated to LoRA merge collapse with extended vocab." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL loading failure and Qwen3-MoE sliding_window behavior are different model-specific bugs." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue is unrelated to granite_speech strict-config loading failure." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen2.5-VL bugs: iterable dataset multi-image finetuning vs rope-index temporal scaling." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer load conflict is unrelated to Qwen3 auto device mapping cudaErrorAssert." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Base_model_prefix loading breakage is a different issue than non-persistent buffers being filled with junk." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch version incompatibility is not the same as generic transformer-load noise." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "AutoTokenizer error for Voxtral and Apple Silicon warmup TypeError are unrelated." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "_is_hf_initialized regression is distinct from the non-persistent buffer corruption bug." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "High perplexity on GPT-OSS and Whisper batch_decode skip_special_tokens handling are different problems." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment bug is unrelated to Gemma-4 FSDP2 shared_kv_states rebuild failure." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper model runtime failure is not the same as the Float8 storage-object TypeError." + }, + { + "left": "issue:44683", + "right": "issue:45020", + "accept": false, + "reason": "Compiled flex_attention torch-version failure is unrelated to the remote_code loading regression." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both are Qwen2-VL/Qwen2.5-VL, but one is multi-GPU training and the other is iterable-dataset multi-image finetuning." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Generic loading-noise report and est-roberta tokenizer loading failure are not the same bug." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Runtime post-processor update behavior is different from missing BOS/EOS insertion in mdeberta-v3-base." + } + ] + }, + "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": 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-10000-430", + "nodes": [ + "issue:35707", + "issue:40444", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43381", + "issue:43454", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43646", + "issue:43701", + "issue:43749", + "issue:43792", + "issue:43818", + "issue:43856", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44387", + "issue:44462", + "issue:44466", + "issue:44534", + "issue:44589", + "issue:44617", + "issue:44829", + "issue:44898", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45538", + "issue:45542", + "issue:45800", + "issue:45812", + "issue:45834", + "issue:45923" + ], + "soft_pairs": [ + "issue:43381|issue:45923", + "issue:35707|issue:40444", + "issue:44462|issue:45812", + "issue:42175|issue:45542", + "issue:43317|issue:43856", + "issue:43482|issue:45538", + "issue:44291|issue:44589", + "issue:44829|issue:45479", + "issue:43482|issue:43525", + "issue:44079|issue:44534", + "issue:43818|issue:45357", + "issue:43377|issue:45491", + "issue:43531|issue:44291", + "issue:41720|issue:45081", + "issue:40444|issue:45381", + "issue:44265|issue:45072", + "issue:43644|issue:44079", + "issue:43749|issue:44079", + "issue:42175|issue:43296", + "issue:45325|issue:45381", + "issue:43632|issue:45072", + "issue:43611|issue:43646", + "issue:43792|issue:43957", + "issue:45325|issue:45834", + "issue:43994|issue:44898", + "issue:43454|issue:44466", + "issue:42915|issue:43482", + "issue:43296|issue:45800", + "issue:44387|issue:44617", + "issue:43701|issue:45325" + ], + "prepared_review_unit_hash": "a45f71bfda3b1ee07c5750a677fd1086fb8b03e46c157edb2d6c805dddeeee61", + "component_budget": { + "node_count": 430, + "item_count": 430, + "soft_pair_count": 1590, + "serialized_chars": 822920, + "estimated_input_tokens": 205730, + "estimated_eval_tokens": 411716 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36846, + "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 mostly noisy Transformers-v5 regression reports, with only a few true duplicate pairs. The strongest shared themes are initialization/loading regressions, TF backend packaging, and Qwen2.5-VL position-id bugs.", + "confidence": 0.64, + "canonical_issue_reason": "Issue 43632 is the most central representative of the cluster\u2019s main theme: a broad Transformers v5 initialization/loading regression that can plausibly underlie several related model-loading complaints.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43632 is the best overall anchor because it captures the broadest and most reusable failure mode in the cluster, rather than a model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Different problems: eval-mode checkpointing behavior vs a missing supports_gradient_checkpointing flag on a remote-code model." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Unrelated symptoms and code paths: generation with inputs_embeds/past_key_values vs multimodal finetuning with multiple images per prompt." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Both involve tokenizers, but one is repository file selection and the other is wrong token IDs for Granite models; different bugs." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": true, + "reason": "Both point to the same TensorFlow/extra-dependency packaging issue causing TF backend availability errors." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Different failures: dequantized model loading with device_map/offload vs MoE training memory usage." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Different tokenizer/model issues: GGUF loading regression vs CLIPTokenizer model_max_length misconfiguration." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Distinct v5 regressions: init_empty_weights/_is_hf_initialized argument handling vs missing Float8 storage lookup." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Both are training pathologies, but one is flash_attention_3 causing degenerate training and the other is a label/loss edge case with num_labels=1." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "No shared underlying bug: GGUF loading failure vs Llama4Config missing pad_token_id." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "Different regressions: ModelOutput key assignment vs non-persistent buffer serialization." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Different multimodal issues affecting different models and code paths: Video-LLaVA tower weights vs Qwen3.5 visual-encoder save_pretrained keys." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both involve batching, but one is missing padding-mask support in MIMI and the other is Gemma3 NaNs from sliding-window attention." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Unrelated: Qwen3-MoE sliding_window behavior vs init_empty_weights argument handling." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Different subsystems and failures: Qwen3 auto device mapping CUDA assert vs Mistral tokenizer regex patch crash." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL, but one is finetuning with multiple images and the other is video position-id computation; not the same bug." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "No common code path: torch.export with torch_compilable_check vs bfloat16 dtype mismatches in inference." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Different v5 regressions: non-persistent buffer junk vs ModelOutput key bookkeeping." + }, + { + "left": "issue:43749", + "right": "issue:44079", + "accept": false, + "reason": "Different areas: FSDP CPU RAM efficient loading vs ModelOutput key assignment." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Different topics: TensorFlow backend installation vs PaddleOCR-VL model loading in vLLM." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": true, + "reason": "Same underlying Qwen2.5-VL position-id/rope-index bug across still-image and video inputs." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "Different failure modes: model initialization flag regression vs bfloat16 dtype mismatch in inference." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": true, + "reason": "Both are Transformers v5 model-initialization/load regressions affecting custom-model handling and could plausibly share the same root fix." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Different loading/runtime problems: Whisper cannot run vs meta-device loading breakage on some models." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Same broad family only by vague OCR/long-input failure; the models and concrete bug reports are different." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Different vision-model issues with different causes: Siglip2 bad outputs vs Perceiver resolution/interpolation failure." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both mention lm_head/tied weights, but one is broken weight tying causing bad generation and the other is device-dependent serialization inconsistency." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Different model families and failures: Qwen3Moe FP8 config vs Qwen2.5-GGUF loading." + }, + { + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "Unrelated: PaddleOCR-VL loading in vLLM vs torch/transformers version incompatibility." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Different performance bugs: int4 CUDA reserved-memory growth vs Sam3Video OOM." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "No shared underlying bug: resume_from_checkpoint key mismatch vs Qwen2.5-VL position-id scaling." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The cluster is correctly characterized as mostly noisy Transformers v5 regression issues, and the selected anchor/canonical issue (43632) is a reasonable conservative representative of the broader initialization/loading regression theme. The accepted soft pairs are also cautious and supported by the issue titles: 42175\u219445542 on TF backend packaging, 45325\u219445381 on Qwen2.5-VL position-id/rope handling, and 43611\u219443646 on model initialization/loading regressions. I don\u2019t see any soft-edge verdict that overstates the evidence from 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": 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-10000-430", + "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: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:44977", + "issue:44991", + "issue:45072", + "issue:45357", + "issue:45584", + "issue:45701", + "issue:45759", + "issue:45823", + "issue:45920", + "issue:45923", + "issue:46050" + ], + "soft_pairs": [ + "issue:44479|issue:45823", + "issue:44291|issue:44877", + "issue:43881|issue:44488", + "issue:43606|issue:44265", + "issue:43873|issue:45701", + "issue:43262|issue:43746", + "issue:34634|issue:35707", + "issue:40990|issue:45584", + "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:43454|issue:45072", + "issue:43572|issue:45759", + "issue:43317|issue:43873", + "issue:43257|issue:45923", + "issue:43377|issue:44898", + "issue:43526|issue:43883", + "issue:40990|issue:42947", + "issue:43322|issue:46050", + "issue:43881|issue:44991", + "issue:43454|issue:43720", + "issue:41720|issue:43322", + "issue:43749|issue:44534", + "issue:43296|issue:44877", + "issue:44466|issue:45357", + "issue:41720|issue:44977" + ], + "prepared_review_unit_hash": "ff1ac8116a57eab8aa8e6ff3cd12bd00dfa51c103fa1413a33a175248dcc4ac9", + "component_budget": { + "node_count": 430, + "item_count": 430, + "soft_pair_count": 1590, + "serialized_chars": 822920, + "estimated_input_tokens": 205730, + "estimated_eval_tokens": 411716 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36633, + "estimated_input_tokens": 9159, + "estimated_eval_tokens": 18574 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No true duplicates stand out in this set; most pairs are only loosely related by model loading, offloading, or tokenizer regressions. The broadest central issue is the offloading/quantization report, but the soft edges should all be rejected as distinct bugs.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43873 is the best umbrella issue here: it is broad, open, and sits at the center of the offloading/quantization-related soft matches.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the most actionable representative of the cluster because it captures the recurring offload/quantization failure mode better than the narrower model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Different regressions: video-input generation flow vs Gemma4 device-mapping mismatch." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Unrelated failures: init_empty_weights argument handling vs strict config loading for granite_speech." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Both are load failures, but for different models and likely different code paths." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch is separate from torch.export failing on torch_compilable_check." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Offloading/quantization bug is unrelated to tokenizer changes across versions." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sampling-rate default is unrelated to PEFT checkpoint loading." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Bark voice_preset bug and progressive generation with past_key_values are different subsystems." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Perplexity anomaly on gpt-oss is not the same bug as Whisper empty-transcription generation failure." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Specific BOS/EOS omission for one tokenizer is not the same as broader wrong-token-id regressions." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Inputs_embeds/past_key_values generation bug is unrelated to Qwen3 device-map cuda asserts." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer padding/truncation crash is separate from export support for torch_compilable_check." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Both touch model behavior, but device offload mismatch is not the same as DAC STE mismatch." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Same broad area of device handling, but different models and different failure modes." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Weight-tying bug for AyaVision is unrelated to Bamba torch.compile SDPA failure." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "Documentation/example errors are not the same as Qwen2.5-VL iterable-dataset finetuning failure." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "MIMI padding-mask mismatch is unrelated to OmDet processor image-size mismatch." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "AyaVision lm_head tying bug is distinct from dtype mismatch during bfloat16 inference." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is not the same as text_config unwrapping for composite Qwen configs." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Related offload theme, but one is dequantized-model loading and the other is a broader quantized offloading report." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "MOE weight conversion with accelerate+deepspeed is unrelated to a missing gradient-checkpointing flag." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Padding-mask support in MIMI encoder is unrelated to Perceiver non-default-resolution failures." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "reduce_labels returning one label is unrelated to missing all_tied_weights_keys on Molmo." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "High perplexity on one model is not the same as ineffective gradient checkpointing with LoRA." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Llava Next loading segfault is unrelated to sinq quantized save/load breakage." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Different tokenizer/model loading failures with no shared concrete code path." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "lm_head weight tying and BitNet packed-weight unpacking are separate bugs." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Both are model-loading failures, but one is cuda assert under auto device mapping and the other is a segfault in Llava Next loading." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU-efficient loading and non-persistent buffer junk are different regression classes." + }, + { + "left": "issue:43296", + "right": "issue:44877", + "accept": false, + "reason": "vLLM/PaddleOCR-VL loading failure is unrelated to granite_speech strict-config loading." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both involve serialization, but one is lm_head tying/device-dependent serialization and the other is visual-encoder key saving." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3 device-map cudaErrorAssert is unrelated to flash-attention generation regression in Qwen3.5." + } + ] + }, + "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-10000-430", + "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:43540", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43708", + "issue:43720", + "issue:43782", + "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: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:42617|issue:42915", + "issue:40990|issue:45701", + "issue:44387|issue:45704", + "issue:44008|issue:45823", + "issue:44186|issue:45072", + "issue:36331|issue:42617", + "issue:43577|issue:43708", + "issue:44877|issue:44991", + "issue:43404|issue:45357", + "issue:36331|issue:42915", + "issue:43873|issue:44756", + "issue:43450|issue:45701", + "issue:43550|issue:43720", + "issue:44423|issue:45406", + "issue:41720|issue:42617", + "issue:45632|issue:45684", + "issue:44479|issue:44918", + "issue:44610|issue:44898", + "issue:43550|issue:43606", + "issue:44186|issue:44610", + "issue:42915|issue:43317", + "issue:43295|issue:45701", + "issue:43526|issue:43881", + "issue:41720|issue:45161", + "issue:36010|issue:42617", + "issue:44671|issue:44743", + "issue:45081|issue:45812", + "issue:43531|issue:43572", + "issue:43316|issue:44913", + "issue:43540|issue:43782" + ], + "prepared_review_unit_hash": "824869e8ad44a591819cd4e20ebd780e59b84f15fed3741e5a79ed01101b14c5", + "component_budget": { + "node_count": 430, + "item_count": 430, + "soft_pair_count": 1590, + "serialized_chars": 822920, + "estimated_input_tokens": 205730, + "estimated_eval_tokens": 411716 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36857, + "estimated_input_tokens": 9215, + "estimated_eval_tokens": 18686 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is not a duplicate cluster: the items span many unrelated bugs across tokenization, multimodal processors, offloading, quantization, trainer behavior, and model-specific regressions. I found no pair that looks like the same underlying issue, so all soft edges are rejected.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "Different failure modes: 3d_parallel.py runtime failure vs Qwen3Moe FP8Config loading issue." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "Different symptoms and scope: high perplexity on a specific model vs a general tokenization-version regression." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Both mention memory, but one is int4 quantization OOM and the other is an Apex RMSNorm leak in T5." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Different models and code paths: Gemma3n forward variable collision vs Gemma4 PLE device mismatch." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer crashes on NER/padding vs dtype mismatches in inference; unrelated bugs." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "CustomTrainer loss-signature regression is unrelated to 3d_parallel.py execution failure." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "BLIP2 dtype loading bug vs Trainer checkpoint resume step-count bug; different layers of the stack." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config loading and tokenizer loading failures are different issues with different root causes." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "One is weight tying in Mistral3, the other is save_pretrained emitting wrong visual encoder keys for Qwen3.5." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Trainer API signature breakage is unrelated to Qwen3Moe FP8 loading failure." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Both involve memory/offload, but one is quantization offloading behavior and the other is mmap OOM on Strix Halo." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video batching shape bug vs tokenization changes; no shared underlying defect." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "torch.compile with SDPA on Bamba vs packed-weight unpacking during accelerate loading for BitNet; different code paths." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both affect serve, but one is continuous-batching multimodal crash and the other is a missing _tokenizer attribute on Gemma4Processor." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Qwen3 auto device mapping cuda assert is unrelated to the 3d_parallel.py failure." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collision for trust_remote_code is unrelated to save_pretrained permission propagation." + }, + { + "left": "issue:44479", + "right": "issue:44918", + "accept": false, + "reason": "Video-input regression across Qwen VL models vs unpacking Qwen3.5 embeddings in TRL SFT trainer; not the same bug." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both are image-size/preprocessing related, but they affect different models and failure conditions." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Different models and triggers: Bamba SDPA/compile issue vs Bark CPU offload device mismatch." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Tokenizer padding/truncation crash and OmDet-Turbo size mismatch are separate preprocessing bugs." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Qwen3Moe FP8 loading failure is not the same as dequantized model offload loading failure." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Processor/tokenizer API regression is distinct from a general tokenization version-change report." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BEiT label reduction bug and glm-4v-9b loading failure are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Auto device map cuda assert and GPT-OSS tensor-parallel-only failure are different model/runtime problems." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to 3d_parallel.py execution problems." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked-LM regression and Qwen3.5 recurrent-state cache bug are unrelated model-specific defects." + }, + { + "left": "issue:45081", + "right": "issue:45812", + "accept": false, + "reason": "Mistral regex patch crash and Granite token ID regression are both tokenizer issues but have different causes and code paths." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and StableLmConfig pad_token_idx omission are unrelated." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Gemma3TextConfig API mismatch is unrelated to GPTNeoX rotary_pct reloading behavior." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Qwen3OmniMoe video-processing ValueError and Qwen3VL weight_only loading error 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": 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-10000-430", + "nodes": [ + "issue:29159", + "issue:30064", + "issue:33357", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36032", + "issue:36331", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43322", + "issue:43329", + "issue:43388", + "issue:43421", + "issue:43531", + "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:42915|issue:43322", + "issue:44186|issue:44361", + "issue:43421|issue:45812", + "issue:36331|issue:41720", + "issue:29159|issue:36032", + "issue:43388|issue:45059", + "issue:45406|issue:45464", + "issue:30064|issue:34634", + "issue:33357|issue:35707", + "issue:43606|issue:43720", + "issue:41720|issue:43746", + "issue:43550|issue:43653", + "issue:43873|issue:45704", + "issue:43421|issue:45701", + "issue:44492|issue:44509", + "issue:43606|issue:43653", + "issue:34634|issue:41720", + "issue:43531|issue:45759", + "issue:42490|issue:43329", + "issue:34567|issue:35707", + "issue:44514|issue:44545", + "issue:44625|issue:45479", + "issue:43421|issue:43927", + "issue:44898|issue:45072", + "issue:44451|issue:44991", + "issue:45759|issue:45859", + "issue:44077|issue:44625", + "issue:43531|issue:44589", + "issue:43782|issue:45381" + ], + "prepared_review_unit_hash": "13929a02926103434cc986a7f8ee8295f5774c9146a287e2c9d0403893b8cdda", + "component_budget": { + "node_count": 430, + "item_count": 430, + "soft_pair_count": 1590, + "serialized_chars": 822920, + "estimated_input_tokens": 205730, + "estimated_eval_tokens": 411716 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36004, + "estimated_input_tokens": 9001, + "estimated_eval_tokens": 18258 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issue set; only #44514 and #44545 are the same crash. The rest are false-positive similarity matches across different models/subsystems.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue fits the whole cluster because the items are largely unrelated. If a local representative is needed, #44514 is the clearest choice because #44545 is essentially the same bug with the same title.", + "canonical_pr_reason": null, + "best_issue_reason": "#44514 is the best issue representative for the only true duplicate pair (#44545): same API, same padding=False batched-input crash, clearer wording.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Different models and failure modes: FineGrainedFP8Config vs Llava Next load-time segfault." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Both tokenizer-ish, but one is LayoutLMv2 NER/batching crash and the other is MLuke task AttributeError; not the same bug." + }, + { + "left": "issue:43421", + "right": "issue:45812", + "accept": false, + "reason": "Both involve tokenizers, but one is runtime post-processor updates and the other is wrong token IDs for Granite models; different code paths." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "Trainer signature mismatch vs Qwen3 auto device-mapping CUDA assert; unrelated." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency is not the same as T5 tokenizer load-time add_special_tokens conflict." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Metric gathering label truncation is unrelated to SAM3 text/box behavior." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and Qwen3.5 streaming API failure are different processor/runtime issues." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Image processor void-segmentation-map handling is unrelated to BarkProcessor voice_preset support." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS CLIP bus error and progressive generation with inputs_embeds/past_key_values are not the same failure." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "CPU offload device mismatch vs packed-weight unpacking during accelerate loading; different bugs." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert does not match GraniteSpeech PEFT local-checkpoint loading." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "torch.compile/SDPA issue is unrelated to BigBirdTokenizer mask token registration." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantized offloading issue is unrelated to T5 apex FusedRMSNorm memory leak." + }, + { + "left": "issue:43421", + "right": "issue:45701", + "accept": false, + "reason": "Runtime special-token/post-processor updates are not the same as version-dependent tokenization drift." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "Doc typo vs removed pipeline-task docs; different documentation issues, not duplicates." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Bark CPU-offload device mismatch is not the same as BigBirdTokenizer decode/output special-token bug." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "Bark voice_preset problem and Qwen3 auto device mapping CUDA assert are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to unwrapping text_config in composite Qwen configs." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Trailing-slash local model import warning is unrelated to multimodal video-token helper undefined names." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token counter update bug and progressive generation bug are different components." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same Qwen2_5_VLProcessor.apply_chat_template crash on batched input with padding=False; titles and behavior match closely." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Num-label propagation bug is distinct from zero-loss behavior when problem_type=single_label_classification and num_labels=1." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Special-token post-processor update issue is unrelated to DiaConfig losing custom token IDs on save/load." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver interpolation failure and dtype mismatch in SwitchTransformers/TimmWrapperModel are different inference bugs." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Generic model-loading failure and tokenizer regression for EMBEDDIA/est-roberta are not the same issue." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Composite config unwrapping and Qwen3_5MoeTextRotaryEmbedding CPU-offload compatibility are different code paths." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "post_init allowance in patchtsmixer is unrelated to num_labels propagation in Qwen3.5." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3-MoE sliding_window and missing Float8 storage type are unrelated." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Qwen3VL weight_only load error and Qwen2.5-VL video vision_position_ids bug are different model/version issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Accepted. The cluster summary is grounded in the packet, and the soft-edge verdicts stay conservative. The one accepted duplicate pair (#44514/#44545) is well supported by the matching title and same batched `padding=False` crash; the rest are reasonably rejected as different bugs/subsystems." + }, + "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-10000-430", + "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:45588|issue:45759", + "issue:44368|issue:45357", + "issue:44062|issue:44451", + "issue:39692|issue:44610", + "issue:43746|issue:46050", + "issue:45704|issue:45923", + "issue:44918|issue:44936", + "issue:45663|issue:45923", + "issue:43421|issue:43653", + "issue:43381|issue:43844", + "issue:42886|issue:44843", + "issue:45704|issue:45859", + "issue:43531|issue:43645", + "issue:43421|issue:44186", + "issue:41720|issue:45704", + "issue:43994|issue:44671", + "issue:43746|issue:43873", + "issue:39692|issue:43873", + "issue:45081|issue:45356", + "issue:43596|issue:44220", + "issue:40444|issue:43746", + "issue:45356|issue:45907", + "issue:30064|issue:36010", + "issue:43720|issue:43819", + "issue:44220|issue:44661", + "issue:43653|issue:43720", + "issue:43540|issue:44008", + "issue:43618|issue:43697", + "issue:45183|issue:45479" + ], + "prepared_review_unit_hash": "44702792a48e7e9c21d60818ce3ec1b0acb397b61100d548f5f63bcb36fcf56f", + "component_budget": { + "node_count": 430, + "item_count": 430, + "soft_pair_count": 1590, + "serialized_chars": 822920, + "estimated_input_tokens": 205730, + "estimated_eval_tokens": 411716 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37215, + "estimated_input_tokens": 9304, + "estimated_eval_tokens": 18864 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: it mixes unrelated tokenizer, multimodal, training, loading, and documentation regressions. None of the soft pairs look like the same underlying bug or change, so all should stay separate.", + "confidence": 0.96, + "canonical_issue_reason": "No clear canonical issue for this cluster: the items span many unrelated defects and do not converge on one underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good global representative here; any candidate would be misleading because the cluster is not a true duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Different failures: one is about loading a specific model under transformers>=5.1.0, the other is a PIL image-processor/torchvision dependency regression." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Unrelated code paths: flash-attention crashes on sink-less models, while the other is about unwrapping text_config in composite Qwen multimodal configs." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "Both mention Qwen3.5, but one is a LoRA warning about tie_word_embeddings and the other is a save_pretrained regression for visual encoder keys." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "A tokenizer AddedToken constructor error is not the same bug as failing to load a particular model." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Both involve model/processor mismatches, but they are different models and different root causes (docs example/quantization vs image-size mismatch)." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "PEFT adapter local-checkpoint loading and sinq quantized save/load breakage are distinct failure modes." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "T5 apex RMSNorm memory leak is unrelated to a missing supports_gradient_checkpointing flag in a trust_remote_code model." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Different trainer problems: unpacking embeddings in SFT versus evaluate() failing after train()." + }, + { + "left": "issue:45663", + "right": "issue:45923", + "accept": false, + "reason": "FSDP2 shared_kv_states rebuilding is a different bug from the missing gradient-checkpointing flag." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "One is a runtime feature gap in TokenizersBackend post-processing; the other is a BigBirdTokenizer special-token registration bug." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Eval-mode checkpointing is a different issue from gradients abnormally increasing under ZeRO-3." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both are offline-tokenizer failures, but 44843 is a specific model_info() call in _patch_mistral_regex while 42886 is a broader cache-loading report; not enough to treat as the same bug." + }, + { + "left": "issue:45704", + "right": "issue:45859", + "accept": false, + "reason": "RMSNorm memory leak in T5 and CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:43645", + "accept": false, + "reason": "A sliding_window issue in Qwen3-MoE is unrelated to notebook-defined custom model initialization breaking in Transformers 5.0.0." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Runtime special-token updates and LayoutLMv2Tokenizer NER/padding crashes are different tokenizer bugs." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Qwen3 auto device-mapping cuda assert is unrelated to the T5 RMSNorm memory leak." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "SigLIP2 inference/processor issues are not the same as a CamemBERT masked-LM regression." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Local checkpoint loading with PEFT adapters and offloading behavior with quantization are distinct problems." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "Docs/model mismatch for SigLIP2 is not the same as offloading not working as expected with quantization." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both mention tokenizer regression and fix_mistral_regex, but one is a crash in _patch_mistral_regex for Mistral tokenizers and the other is a Kimi codec-handling regression; not the same concrete bug." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "DeepSpeed ZeRO-3/BertModel init IndexError and _torch_extract_fbank_features() are unrelated." + }, + { + "left": "issue:40444", + "right": "issue:43746", + "accept": false, + "reason": "Qwen2.5-VL multi-image IterableDataset finetuning failure is unrelated to GraniteSpeech local-checkpoint loading with PEFT adapters." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer codec handling/regression has nothing to do with list_repo_files failing to forward revision in CI." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Image-processor void segmentation-map handling and a GenerationMixin import error are completely different issues." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Packed-weight loading in BitNet and DAC.from_latents vs forward mismatch are different model-specific bugs." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "An audio fbank feature-extraction problem is unrelated to add-new-model-like failing inside TOKENIZER_MAPPING_NAMES." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "BigBirdTokenizer special-token decode output and BitNet packed-weight unpacking are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Qwen3OmniMoe video-input processing and Gemma 3n audio_mel_mask variable-collision bugs are different code paths." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "Missing CLIPOutput attentions assignment and RTDetrV2 output drift are separate regressions." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Validation error messaging for input_ids/inputs_embeds is not the same bug as degenerate zero loss in single-label classification." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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-10000-430", + "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:43295|issue:45834", + "issue:43550|issue:43819", + "issue:43388|issue:46032", + "issue:44062|issue:44488", + "issue:43716|issue:44008", + "issue:43335|issue:43756", + "issue:43322|issue:45685", + "issue:44186|issue:44898", + "issue:43653|issue:43819", + "issue:43531|issue:43643", + "issue:43950|issue:45987", + "issue:43643|issue:44877", + "issue:44843|issue:45081", + "issue:30064|issue:36331", + "issue:43540|issue:45381", + "issue:44448|issue:44671", + "issue:43421|issue:44811", + "issue:41720|issue:44991", + "issue:43577|issue:43818", + "issue:39692|issue:45834", + "issue:43782|issue:44977", + "issue:44821|issue:45084", + "issue:45584|issue:45834", + "issue:44186|issue:44442", + "issue:43644|issue:43749", + "issue:44561|issue:45020" + ], + "prepared_review_unit_hash": "b5de206bfda36d964a6e8b8d8cc7492d06f92c6e6a4ec6c459da788af5097a25", + "component_budget": { + "node_count": 430, + "item_count": 430, + "soft_pair_count": 1590, + "serialized_chars": 822920, + "estimated_input_tokens": 205730, + "estimated_eval_tokens": 411716 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36049, + "estimated_input_tokens": 9013, + "estimated_eval_tokens": 18282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are distinct model- or subsystem-specific bugs. None of the soft pairs looks like a true duplicate; the closest pair (the two Mistral regex reports) still describe different failure modes in the same helper.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45020 is the broadest, most umbrella-like report in the set: it frames a general regression affecting recent transformers versions and remote_code models, making it the best canonical anchor for that subgroup.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the most suitable global issue because it is the most general, clearly stated regression among otherwise narrow, model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Different models and failures: torch.compile/SDPA vs bfloat16 dtype mismatch." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Different multimodal pipelines and errors; no shared concrete code path." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Unrelated bugs in different model implementations." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Different runtime paths: metric-gathering label truncation vs cache/seq_len correctness." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "Both tokenizer-related, but one is an AddedToken argument bug and the other is a model loading failure." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Different components: image preprocessor dtype mismatch vs forward-pass variable collision." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Different model families and unrelated architectural bugs." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "A segfault on Llava Next loading is not the same as an MPS histogram op limitation." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "Different tokenizer vs image-classification bugs with no concrete overlap." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Tokenizer special-token registration issue vs a DAC latent/STE mismatch." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Different subsystems: Qwen3-MoE sliding-window behavior vs AutoConfig trust_remote_code field loss." + }, + { + "left": "issue:43950", + "right": "issue:45987", + "accept": false, + "reason": "Both involve regression-ish type issues, but one is buffer corruption and the other is a cache-length return-type bug." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both config-related, but one is missing fields from trust_remote_code and the other is a strict config loading failure." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Same helper name, but different root causes: offline model_info call vs backend_tokenizer attribute crash." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Completely unrelated image segmentation-processing and trainer API issues." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both are video-input bugs, but they affect different Qwen model lines and different failure modes." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Both are v5 behavior regressions, but on different models and code paths." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Different tokenizer/processor behaviors: post-processor update vs batch_decode skip_special_tokens." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Unrelated GPU/device-mapping crash vs tokenizer-loading regression." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Different model families and different failures; only broad multimodal similarity." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "Documentation/example issues are unrelated to an OCR index error." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Different Qwen model variants and unrelated generation/load failures." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading and template compilation are unrelated." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription generation and Kosmos2.5 OCR indexing are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "Tokenizer crash on NER inputs is not the same as AutoTokenizer failing to load a specific tokenizer." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Both are loading regressions, but one corrupts buffers and the other breaks CPU RAM-efficient loading." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Both mention remote_code/trust_remote_code regressions, but 44561 is a specific removed-helper breakage rather than the broad umbrella in 45020." + } + ] + }, + "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-10000-430", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:42175", + "issue:43262", + "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:45701", + "issue:45834", + "issue:45987", + "issue:46192", + "issue:46209" + ], + "soft_pairs": [ + "issue:43606|issue:45072", + "issue:44479|issue:45834", + "issue:34634|issue:36010", + "issue:43825|issue:43994", + "issue:43577|issue:43582", + "issue:44805|issue:44936", + "issue:45987|issue:46192", + "issue:44485|issue:44509", + "issue:43825|issue:43827", + "issue:44671|issue:45701", + "issue:44610|issue:45072", + "issue:28218|issue:29159", + "issue:43720|issue:45072", + "issue:43906|issue:46209", + "issue:43782|issue:45325", + "issue:42175|issue:45081", + "issue:43749|issue:44291", + "issue:45081|issue:45406", + "issue:43582|issue:44857", + "issue:43262|issue:43819", + "issue:43526|issue:43697", + "issue:34634|issue:36331", + "issue:43650|issue:43906", + "issue:44060|issue:44368", + "issue:43653|issue:44912", + "issue:43742|issue:45020", + "issue:43526|issue:44554", + "issue:45084|issue:45538" + ], + "prepared_review_unit_hash": "612df665a5a0c28d15ad9f8ccdcb94a9abaff42d2e69aeb05aec1604721c47d6", + "component_budget": { + "node_count": 430, + "item_count": 430, + "soft_pair_count": 1590, + "serialized_chars": 822920, + "estimated_input_tokens": 205730, + "estimated_eval_tokens": 411716 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36262, + "estimated_input_tokens": 9066, + "estimated_eval_tokens": 18388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated transformers bug reports that only share broad subsystem similarity (tokenizers, loading, multimodal processors, training, and v5 regressions). Under a strict duplicate standard, none of the soft-edge pairs should be merged.", + "confidence": 0.84, + "canonical_issue_reason": "No single canonical issue: the cluster spans distinct bugs across tokenizer behavior, model loading, processor logic, and training/runtime failures, so there isn\u2019t one underlying defect that the others clearly duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 is the broadest representative of the tokenizer-regression subset, but it still does not subsume the rest of the cluster and should not be treated as a duplicate hub.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Both involve inference/runtime behavior, but one is a CPU-offload device mismatch and the other is a bfloat16 dtype mismatch; different failure modes and code paths." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Both are multimodal regressions, but one is a video-input bug in Qwen VL models and the other is a long-OCR input index error in Kosmos2.5; not the same defect." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset failure and GenerationMixin import error are unrelated issues in different components." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "One is a pipeline error message regression about removed translation tasks; the other is a SigLIP2 model producing bad outputs with AutoModel/pipeline. Different bugs." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Blip2 dtype propagation and Apple Silicon caching_allocator_warmup TypeError are unrelated." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask/index shape mismatch in one case versus trainer.evaluate() failing after train() in the other; no shared underlying bug." + }, + { + "left": "issue:45987", + "right": "issue:46192", + "accept": false, + "reason": "One is a return type contract bug in StaticCache, the other is kwargs handling silently ignoring return_tensors; different APIs and failures." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion and docs mentioning removed pipeline tasks are unrelated." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Both touch v5 pipeline deprecations, but one is an incorrect error message and the other is stale docs; not the same code-path problem." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression and a general tokenization-change report are not the same concrete bug." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Processor image-size mismatch versus dtype mismatch in inference; different model paths and symptoms." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "Both are tokenizer-related, but one is about an extra space after an added token while the other is a broad slow/fast tokenizer inconsistency; not clearly the same bug." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Packed-weight unpacking during accelerate loading and dtype mismatch in inference are unrelated loading/runtime issues." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "An isolated reproduction of an earlier issue and an FP8 inference failure on B200 are unrelated." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3VL weight_only loading error and Qwen2.5-VL RoPE position-id scaling are separate model-specific bugs." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Backend dependency packaging issue versus tokenizer regex patch crash; no shared defect." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "FSDP CPU RAM efficient loading broken and init_empty_weights rejecting _is_hf_initialized are both loading-related but distinct failures." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Both are attribute errors during model/processor loading, but one is Mistral tokenizer regex patching and the other is Gemma4Processor missing _tokenizer; different code paths." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon warmup TypeError and CUDA AMP crash in LwDetrImageLoss are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Sampling-rate default in audio chat template and DAC.from_latents mismatch with missing STE are different audio bugs." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug and RTDetrV2 output differences in v5 are distinct vision regressions." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice_preset and CustomTrainer.compute_loss unexpected keyword argument are unrelated." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "A vague request title and an isolated reproduction of another issue do not indicate the same bug." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Incorrect tied-weights warning in Qwen3-Next and a separate warning about tie_word_embeddings in fine-tuning are related only by theme, not the same defect." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "BigBirdTokenizer special-token decode bug and MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "KeyError loading MobileLLM-125M and remote_code breakage across recent versions are different loading problems." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "BeitImageProcessorFast label handling and an MPS attention correctness issue are unrelated." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template compilation error and CLIPTokenizer model_max_length behavior are different tokenizer/framework 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": 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-10000-430", + "nodes": [ + "issue:29159", + "issue:34567", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:42490", + "issue:42915", + "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:43742", + "issue:43746", + "issue:43749", + "issue:43819", + "issue:43854", + "issue:43927", + "issue:43931", + "issue:44479", + "issue:44568", + "issue:44589", + "issue:44610", + "issue:44756", + "issue:44811", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45042", + "issue:45356", + "issue:45459", + "issue:45600", + "issue:45759", + "issue:45803", + "issue:45859" + ], + "soft_pairs": [ + "issue:43329|issue:45600", + "issue:44589|issue:45042", + "issue:43746|issue:44811", + "issue:43638|issue:44936", + "issue:43452|issue:44991", + "issue:43550|issue:44912", + "issue:36010|issue:43645", + "issue:43819|issue:43927", + "issue:43257|issue:43329", + "issue:45459|issue:45803", + "issue:39692|issue:44912", + "issue:43854|issue:44977", + "issue:38175|issue:44610", + "issue:43720|issue:44610", + "issue:36010|issue:36331", + "issue:43454|issue:43577", + "issue:43531|issue:45042", + "issue:43262|issue:44811", + "issue:43257|issue:43696", + "issue:43329|issue:44479", + "issue:42490|issue:43257", + "issue:43643|issue:45759", + "issue:43329|issue:43450", + "issue:43749|issue:44756", + "issue:43606|issue:45859", + "issue:34567|issue:40990", + "issue:44568|issue:45356", + "issue:43257|issue:43931", + "issue:29159|issue:34567", + "issue:42915|issue:43742" + ], + "prepared_review_unit_hash": "8096d6657a3045855883c0ba3a840ceacff24cd745fd37df9e479b399e9b6766", + "component_budget": { + "node_count": 430, + "item_count": 430, + "soft_pair_count": 1590, + "serialized_chars": 822920, + "estimated_input_tokens": 205730, + "estimated_eval_tokens": 411716 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36938, + "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: tokenizer, trainer, multimodal/video, quantization, loading, and CPU-offload issues are mixed together. The soft-similarity links look topical rather than truly duplicate, so none should be merged as the same underlying bug/change.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43257 is the most connected item in the soft-pair graph and the clearest representative of the Qwen/MoE loading subset, with a concrete reproducible failure description.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43257 is the best anchor for this cluster because it is central to several nearby Qwen/MoE-related reports, while still being a specific, well-scoped bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Different bugs: multimodal video token counting uses undefined helpers, while the other is a removed-config reference in auto_mappings/CI." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Unrelated failure modes: float8 storage lookup during loading vs PIL image processors incorrectly requiring torchvision." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "Different code paths: local PEFT checkpoint loading vs Whisper processor batch_decode ignoring skip_special_tokens." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Different trainer failures: Deepspeed ZeRO-3 indexing with a non-pretrained Bert model vs evaluate() breaking after train()." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading issues, but the concrete defects differ: gguf_file handling vs tokenizer loading regression for est-roberta." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "Different model/runtime problems: torch.compile SDPA crash on Bamba vs MXFP4 quantization fallback on gpt-oss-20b." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "Both involve import/init behavior, but one is a GenerationMixin import error and the other is a Jupyter custom-model initialization regression." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "Different model classes and bugs: DAC from_latents/STE mismatch vs DiaConfig losing custom token IDs on save/load." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Related ecosystem area, but not the same defect: Qwen3 MoE weight conversion/loading vs undefined video token helper usage." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both touch error handling, but one hides tokenizer decode errors and the other uses bare except in Fuyu tensor conversion." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Different scopes: documentation example errors for SigLIP2 vs a quantization/loading issue on gpt-oss-20b." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Different problems: GLM-4.7-Flash loading in tests vs Qwen3.5 generation failure with flash-attention." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Different model behaviors: unexpected zero probabilities in SigLIP2 vs processor/model input-size mismatch in OmDet-Turbo." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Different defects: packed weights not unpacked during accelerate loading vs wrong processor output shape for batched video inputs." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "Completely different trainer/import failures: GenerationMixin import error vs custom compute_loss signature mismatch." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Different model bugs: AyaVision lm_head weight tying vs BLIP2 dtype not propagating to submodules." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Different subsystems: Qwen3-MoE sliding_window behavior vs PIL backend image processors requiring torchvision." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Both are processor issues, but one is audio chat-template sample-rate defaulting and the other is Whisper decode option handling." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Different symptoms: Qwen3 MoE loading/weight conversion vs plain CUDA OOM on gpt-oss-20b." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Both concern video VLMs, but one is an undefined helper in token counting and the other is a broader v5.3.0 video-input regression." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Unrelated loading issues: slash-suffixed local path warning vs Qwen3 MoE weight conversion with accelerate+deepspeed." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Both are config-related, but one loses fields with trust_remote_code and the other fails to unwrap text_config for composite multimodal configs." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Same broad video area, but different bugs: undefined video token helpers vs incorrect batched video processor output shape." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Both mention loading/memory, but FSDP RAM-efficient loading is a different failure from disabling mmap to avoid Strix Halo OOMs." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Both involve CPU offload, but they affect different models and different code paths; no evidence of the same underlying bug." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Different training metrics/perplexity issues with no shared failure mechanism." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both tokenizer regressions, but one is add_special_tokens/BOS-EOS behavior and the other is codec handling plus warning text." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Different model families and failures: Qwen3 MoE loading/weight conversion vs Qwen3-VL shape mismatch on load." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Unrelated issues: tokenizer slow/fast inconsistency vs TrainerState token-count tracking not updating." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Different loading/config bugs: FineGrainedFP8Config failure on Qwen3Moe vs key error loading MobileLLM-125M." + } + ] + }, + "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-10000-430", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:38175", + "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:43782", + "issue:43824", + "issue:43927", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44560", + "issue:44568", + "issue:44821", + "issue:44849", + "issue:44898", + "issue:44912", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45137", + "issue:45357", + "issue:45381", + "issue:45405", + "issue:45488", + "issue:45538", + "issue:45701", + "issue:45907", + "issue:45987" + ], + "soft_pairs": [ + "issue:44291|issue:45042", + "issue:42915|issue:44821", + "issue:44849|issue:45701", + "issue:44568|issue:45488", + "issue:44987|issue:45538", + "issue:43697|issue:45357", + "issue:43452|issue:43582", + "issue:41720|issue:43540", + "issue:43927|issue:44912", + "issue:42915|issue:45538", + "issue:44479|issue:45381", + "issue:33357|issue:34567", + "issue:43540|issue:44479", + "issue:42175|issue:43824", + "issue:43540|issue:44560", + "issue:43317|issue:45538", + "issue:44062|issue:44991", + "issue:44987|issue:45907", + "issue:45137|issue:45405", + "issue:24643|issue:29159", + "issue:43257|issue:43756", + "issue:28282|issue:34689", + "issue:43577|issue:45072", + "issue:43742|issue:44291", + "issue:42175|issue:44488", + "issue:28282|issue:29127", + "issue:42915|issue:43749", + "issue:38175|issue:44898", + "issue:43582|issue:43782", + "issue:43404|issue:45987" + ], + "prepared_review_unit_hash": "f143388261b7a4345e61aba68e543d55b8ade03dc655d14bb74bc1027e3be54d", + "component_budget": { + "node_count": 430, + "item_count": 430, + "soft_pair_count": 1590, + "serialized_chars": 822920, + "estimated_input_tokens": 205730, + "estimated_eval_tokens": 411716 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36723, + "estimated_input_tokens": 9181, + "estimated_eval_tokens": 18618 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated Transformers bug reports spanning tokenizer, vision/video, loading, quantization, and training regressions. The only plausible duplicate pair is the Qwen2.5-VL video-input regression reports; the rest are distinct issues.", + "confidence": 0.74, + "canonical_issue_reason": "issue:44479 is the strongest canonical anchor: it describes a concrete v5.3.0 video-input regression affecting multiple Qwen VL variants, and it matches the only clear duplicate-like pair in this set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the most actionable and broadly scoped real regression report in the cluster; it captures the shared video-input bug better than the narrower follow-up report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "Different failures in different subsystems: init_empty_weights/_is_hf_initialized vs PIL image processors requiring torchvision." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Unrelated: Qwen3Moe FineGrainedFP8Config error versus AutoImageProcessor URL loading." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Different bugs: Qwen3.5 hidden-state handling vs a broad tokenization-version regression." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both involve tokenizers, but they are different concrete bugs on different models/code paths and not one fix." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Different issue classes: loading physical-intelligence/fast vs CLIPTokenizer model_max_length." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "Separate model-specific bugs: RTDetrV2 output drift vs Qwen3.5 save_pretrained key mapping." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "Completely unrelated: gguf tokenizer/model loading vs Apple Silicon allocator warmup TypeError." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Same family name, but different failures and code paths: auto device mapping CUDA assert vs video-input ValueError." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "Different areas entirely: DiaConfig save/load token IDs vs MXFP4 quantization fallback." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Unrelated: Qwen3Moe FP8 config failure versus CLIP tokenizer max-length behavior." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Both report the same v5.3.0 Qwen2.5-VL video-input regression around incorrect vision position IDs, so they likely share one fix." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "Different bugs: Mac bus error on a CLIP community model vs TrainerState token counting not updating." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Both concern video inputs, but the model families and symptoms differ enough that this is not clearly one underlying bug." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Unrelated packaging/import problems: missing TensorFlow backend vs missing Qwen2_5_VL class export." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Different Qwen video bugs with different models and error modes; not the same concrete fix." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "Unrelated: device_map/offload dequantized loading vs CLIPTokenizer max-length constant." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "Tokenizer-related, but the failure modes are different and model-specific; too weak to treat as the same bug." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Different concerns: model loading regression for physical-intelligence/fast vs list_repo_files revision forwarding." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "Completely unrelated: DeepSpeed ZeRO3 deque underflow vs a PEFT version pin issue." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "Different problems: DeepSpeed training weight shape error vs slow/fast tokenizer inconsistency." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Both are model bugs, but one is Qwen3 MOE weight conversion and the other is Smollm3 RoPE-layer behavior." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Import/runtime availability issue versus a specific model-loading regression; not the same underlying bug." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both mention dtype, but they affect different models and different inference paths." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "Different loading failures: key error for MobileLLM-125M vs unexpected init_empty_weights argument." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Different issues: missing TensorFlow backend in one install path vs a specific model failing to load." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "Missing PyTorch import error and LayoutLMv3 box-validation messaging are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Different failures in different subsystems: Qwen3Moe FP8 config vs FSDP CPU RAM-efficient loading." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Different image-model bugs with different failure modes; no clear shared code-path." + }, + { + "left": "issue:43582", + "right": "issue:43782", + "accept": false, + "reason": "Unrelated: Apple Silicon allocator TypeError vs Qwen3VL weight_only loading error." + }, + { + "left": "issue:43404", + "right": "issue:45987", + "accept": false, + "reason": "Different bugs: Mistral3 lm_head tying issue vs StaticCache returning the wrong type." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The summary stays conservative, and the only accepted soft-edge pair (44479 \u2194 45381) is well supported by the packet titles as the same Qwen2.5/Qwen3.x video-input regression family. The rest of the pairwise rejections are plausibly cautious and do not overclaim duplicate status." + }, + "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-10000-430", + "nodes": [ + "issue:24643", + "issue:29127", + "issue:34567", + "issue:36331", + "issue:41762", + "issue:43452", + "issue:43493", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43643", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43906", + "issue:43994", + "issue:44062", + "issue:44291", + "issue:44488", + "issue:44514", + "issue:44589", + "issue:44625", + "issue:44737", + "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:45375", + "issue:45381", + "issue:45405", + "issue:45479", + "issue:45588", + "issue:45600", + "issue:45823", + "issue:45920", + "issue:46121", + "issue:46202" + ], + "soft_pairs": [ + "issue:44737|issue:45588", + "issue:43540|issue:45823", + "issue:43526|issue:45479", + "issue:43906|issue:45381", + "issue:43493|issue:43994", + "issue:34567|issue:36331", + "issue:43756|issue:45325", + "issue:44291|issue:44821", + "issue:44913|issue:46121", + "issue:44062|issue:45081", + "issue:44792|issue:44964", + "issue:45357|issue:45920", + "issue:45042|issue:45081", + "issue:43452|issue:44488", + "issue:43742|issue:44589", + "issue:43643|issue:45375", + "issue:43531|issue:44821", + "issue:45405|issue:45600", + "issue:44625|issue:44877", + "issue:24643|issue:29127", + "issue:43697|issue:45216", + "issue:43720|issue:44898", + "issue:43906|issue:46202", + "issue:41762|issue:44936", + "issue:44514|issue:45381", + "issue:43688|issue:43749" + ], + "prepared_review_unit_hash": "be26b2e5d2180622581963fed023c1fd1802c7d1b090256be2c7e9bc5b47171a", + "component_budget": { + "node_count": 430, + "item_count": 430, + "soft_pair_count": 1590, + "serialized_chars": 822920, + "estimated_input_tokens": 205730, + "estimated_eval_tokens": 411716 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35860, + "estimated_input_tokens": 8965, + "estimated_eval_tokens": 18186 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a noisy mix of unrelated Transformers bugs and regressions; none of the soft pairs look like the same concrete underlying issue, so I would not merge any of them as duplicates.", + "confidence": 0.56, + "canonical_issue_reason": "issue:45920 is the broadest and most representative issue in the set: it describes a v5 regression with multiple named affected models and has the strongest cross-link signal, making it the best anchor for a noisy cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the best issue to keep because it is clearly scoped, regression-oriented, and broad enough to represent the cluster\u2019s most general recurring theme.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "Different bugs and code paths: XLNet CPU tensor placement vs flash-attention auxiliary-loss handling." + }, + { + "left": "issue:43540", + "right": "issue:45823", + "accept": false, + "reason": "Different model families and failures: Qwen3OmniMoe video processing vs Gemma4 PLE device-map mismatch." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "One is BEiT label reduction logic; the other is sequence-classification loss degeneracy with num_labels=1." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "The former is only a reproduction of another issue; the latter is a specific Qwen2.5-VL video position-id bug, not the same failure." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": false, + "reason": "Both mention SigLIP2, but one is a HF-vs-JAX implementation discrepancy while the other is an AutoModel/pipeline output problem." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token accounting and a custom compute_loss signature error are unrelated training issues." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Different RoPE-related defects in different models: missing RoPE layers vs incorrect temporal position scaling." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Unrelated loading failures: init_empty_weights passes an unexpected arg, while AutoImageProcessor fails to load from URL." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Both touch rope/config handling, but one is config round-trip defaulting and the other is a TypeError in rope validation for JSON-loaded lists." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer crashes, but with different root causes: AddedToken kwarg duplication vs Mistral regex patch accessing missing backend_tokenizer." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Different multimodal model-load/test failures with no evidence of the same code-path or fix." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "One is a save_pretrained visual-encoder-key regression; the other is wrong token IDs from AutoTokenizer across several models." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Image-processor dependency behavior vs tokenizer regex patching; not the same bug." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Both involve loading models/tokenizers, but the reported failures are different and not clearly one underlying defect." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "A key error when loading a specific model is not the same as a missing Float8 storage type error." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "One is a generic trust_remote_code config-field loss, the other is a specific Qwen config field being dropped by strict validation." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to AutoImageProcessor URL loading." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "A dependency version bump and stale auto_mappings references are different problems." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Both are config-related, but num_labels propagation and strict config blocking granite_speech loading are distinct issues." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "DeepSpeed training weight-shape error and LayoutLMv3 box-info error are unrelated." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "RTDetrV2 output mismatch and Qwen3.5 save_pretrained regression are separate model-specific regressions." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight loading and Perceiver interpolation are different model/path failures." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "An isolated reproduction of another issue and a Gemma pipeline roundtrip failure are not the same concrete bug." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading IndexError and trainer.evaluate failing after train are unrelated." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL, but one is chat-template batching with padding=False and the other is video position-id computation; different code paths." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Aux-loss normalization and FSDP CPU RAM efficient loading 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": 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-10000-430", + "nodes": [ + "issue:28282", + "issue:29159", + "issue:30064", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:35141", + "issue:38175", + "issue:41720", + "issue:43295", + "issue:43452", + "issue:43577", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43749", + "issue:43819", + "issue:43906", + "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:44991", + "issue:45005", + "issue:45290", + "issue:45356", + "issue:45372", + "issue:45440", + "issue:45491", + "issue:45542", + "issue:45701", + "issue:45704", + "issue:45823", + "issue:46002", + "issue:46050", + "issue:46170", + "issue:46178" + ], + "soft_pairs": [ + "issue:45372|issue:46170", + "issue:43452|issue:43577", + "issue:44466|issue:45005", + "issue:45542|issue:46178", + "issue:44493|issue:46050", + "issue:43452|issue:44843", + "issue:43819|issue:44811", + "issue:30064|issue:33666", + "issue:44936|issue:45823", + "issue:44484|issue:44704", + "issue:43295|issue:45356", + "issue:28282|issue:32090", + "issue:43653|issue:44361", + "issue:44514|issue:45290", + "issue:44361|issue:44442", + "issue:28282|issue:33357", + "issue:44464|issue:44743", + "issue:38175|issue:43295", + "issue:28282|issue:35141", + "issue:45491|issue:46002", + "issue:41720|issue:43906", + "issue:43653|issue:44568", + "issue:43577|issue:43697", + "issue:43688|issue:45704", + "issue:44843|issue:44991", + "issue:43646|issue:43749", + "issue:43688|issue:45440", + "issue:29159|issue:33357", + "issue:43688|issue:45701" + ], + "prepared_review_unit_hash": "3989d3d82a07f87833ec5da8b6e01c1616f27ad19fac16860be80df9a68640fa", + "component_budget": { + "node_count": 430, + "item_count": 430, + "soft_pair_count": 1590, + "serialized_chars": 822920, + "estimated_input_tokens": 205730, + "estimated_eval_tokens": 411716 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36025, + "estimated_input_tokens": 9007, + "estimated_eval_tokens": 18270 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated Transformers bugs that only share broad surface keywords like tokenizer, loading, tied weights, or generation. None of the soft pairs looks like a definite duplicate; they appear to be separate regressions or edge cases in different code paths.", + "confidence": 0.93, + "canonical_issue_reason": "Issue #43452 is the best representative issue here: it is a concrete, reproducible loading regression with a clear trigger (`gguf_file`) and broad impact across both AutoTokenizer and AutoModelForCausalLM instantiation.", + "canonical_pr_reason": null, + "best_issue_reason": "#43452 is the strongest standalone bug report in the set because it is specific, actionable, and likely to remain useful as a reference for nearby loading failures.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Both are import-related, but one is about `ReasoningEffort` from `mistral_common` during Gemma processor loading and the other is a Windows/ROCm `torch.distributed` dependency problem. Different failure modes and code paths." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "`gguf_file` breaks tokenizer/model loading; the other is a dtype preservation bug in Blip2. Same broad loading context, but not the same underlying bug." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights in v5, but #44466 is a device-dependent `lm_head.weight` serialization issue while #45005 is a broader translation-model tied-weights complaint. Not concrete enough to merge." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Both involve backend/optional dependency handling, but one is TensorBoard without TensorFlow and the other is an undefined `tensorflow_text` backend. Different missing-backend bugs." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Unexpected `position id` keys and broken quantized save/load are unrelated bugs despite both affecting model persistence or outputs." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Both affect `AutoTokenizer.from_pretrained`, but one is a `gguf_file` break and the other is an offline-mode `model_info()` call in `_patch_mistral_regex`. Distinct root causes." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "One is a DAC reconstruction mismatch, the other is Whisper decode skipping special tokens. No shared code path." + }, + { + "left": "issue:30064", + "right": "issue:33666", + "accept": false, + "reason": "Image segmentation map processing and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:44936", + "right": "issue:45823", + "accept": false, + "reason": "Trainer post-train evaluation failure and Gemma4 device-map mismatch are separate runtime issues." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "A `max_shard_size` documentation/behavior question is unrelated to `AutoProcessor.from_pretrained` dropping kwargs." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer/processor regressions, but one is a custom-model processor API break and the other is Kimi-K2.5 codec handling. Different problems." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Missing PyTorch import and Trainer GPU broadcast `NoneType` are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBird special-token registration and MLukeTokenizer task-time AttributeError are different tokenizer bugs." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both hit `apply_chat_template`, but one is batched padding behavior and the other is assistant tool-call messages with empty content. Not the same concrete bug." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "MLukeTokenizer AttributeError and FastSpeech2ConformerTokenizer loading failure are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward and Qwen3.5 recurrent-state reset are separate generation bugs." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Siglip2 zero probabilities and a processor/tokenizer regression are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "Missing PyTorch and embedding reinitialization after resize are unrelated." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Both mention NaNs, but they affect different models and different mechanisms." + }, + { + "left": "issue:41720", + "right": "issue:43906", + "accept": false, + "reason": "Qwen3 device-map CUDA assertion and an isolated reproduction of another issue are not the same bug." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer issues, but BigBird special-token registration and missing BOS/EOS on mdeberta-v3-base are separate bugs." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "Blip2 dtype handling and RTDetrV2 output divergence are unrelated." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "MoE auxiliary-loss normalization and T5 apex RMSNorm memory leak are unrelated." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Offline-mode `model_info()` bug and est-roberta tokenizer loading failure are not the same root cause." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization breakage in v5 and FSDP CPU RAM efficient loading are different subsystems." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Aux-loss normalization in MoE models and DeepSeekV3 remote/native divergence are different model correctness issues." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency and MacOS bus error with a community CLIP model are unrelated." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "MoE loss normalization and general tokenization changes across versions 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": 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-10000-430", + "nodes": [ + "issue:32090", + "issue:33666", + "issue:34567", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43452", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43643", + "issue:43653", + "issue:43688", + "issue:43720", + "issue:43742", + "issue:43756", + "issue:43825", + "issue:43927", + "issue:43994", + "issue:44361", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44554", + "issue:44561", + "issue:44610", + "issue:44625", + "issue:44821", + "issue:44849", + "issue:44913", + "issue:44977", + "issue:45357", + "issue:45588", + "issue:45823", + "issue:46002", + "issue:46050", + "issue:46192", + "issue:46209" + ], + "soft_pairs": [ + "issue:43531|issue:43742", + "issue:43653|issue:43927", + "issue:44464|issue:44977", + "issue:43550|issue:43927", + "issue:43643|issue:44561", + "issue:44479|issue:44625", + "issue:43550|issue:44361", + "issue:41720|issue:44464", + "issue:44977|issue:46209", + "issue:43577|issue:45588", + "issue:32090|issue:34567", + "issue:43577|issue:44554", + "issue:43504|issue:43550", + "issue:43504|issue:43720", + "issue:43504|issue:44610", + "issue:44466|issue:46050", + "issue:32090|issue:33666", + "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:44849|issue:46209", + "issue:43262|issue:43295", + "issue:43278|issue:43688", + "issue:43994|issue:46192", + "issue:43525|issue:43572", + "issue:33666|issue:36331", + "issue:43720|issue:44361", + "issue:44625|issue:46002", + "issue:43756|issue:44913", + "issue:43493|issue:43825", + "issue:44849|issue:45357" + ], + "prepared_review_unit_hash": "3abc44c704caff2576a8a1e65be1690cf56ebde2e2d1aa92a3779488b8e33fc5", + "component_budget": { + "node_count": 430, + "item_count": 430, + "soft_pair_count": 1590, + "serialized_chars": 822920, + "estimated_input_tokens": 205730, + "estimated_eval_tokens": 411716 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 34, + "serialized_chars": 37326, + "estimated_input_tokens": 9332, + "estimated_eval_tokens": 18920 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft edge here looks like a true duplicate: the items are mostly unrelated bugs/regressions across training, loading, tokenization, multimodal processing, and generation. The cluster is therefore better treated as a noisy similarity bucket than a single duplicate set.", + "confidence": 0.88, + "canonical_issue_reason": "No single canonical issue is safe to pick as the shared bug: the cluster spans multiple unrelated failure modes and model families, so there is no clear duplicate anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43504 is the closest thing to a representative hub because it is a concrete loading/config regression and sits near several other load/serialization-themed items, but it still should not be treated as the true canonical duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Different problems: Qwen3-MoE sliding_window behavior vs a MobileLLM loading key error." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Tokenizer special-token registration bug vs config save/load losing custom token IDs; related domain, different root cause." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is not the same as a Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure and config token-ID loss are unrelated code paths." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both involve trust_remote_code, but one is missing fields in AutoConfig and the other is a v5 API removal breakage." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression in several VL models vs num_labels propagation in Qwen3.5; different surfaces and fixes." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "A compile/SDPA attention issue is unrelated to an MLukeTokenizer AttributeError." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Qwen3 auto device-mapping cuda assert and chunked generation with compiled forward are different bugs." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Flash-attention generation bug and FP8/B200 inference failure are different hardware/code-path issues." + }, + { + "left": "issue:43577", + "right": "issue:45588", + "accept": false, + "reason": "Blip2 dtype-loading drift is unrelated to flash_attention crashing on s_aux=None." + }, + { + "left": "issue:32090", + "right": "issue:34567", + "accept": false, + "reason": "Trainer gpu_broadcast NoneType error and TrainerState token-count update bug are distinct Trainer issues." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Model dtype loading issue vs MPS attention correctness issue; not the same failure mode." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "BEiT legacy-field load failure is not the same as Bamba torch.compile/SDPA breakage." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Legacy-field pretrained loading bug and BitNet packed-weight unpacking bug are different root causes." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Model-preset load regression does not match a processor/model input-size mismatch." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Both touch save/load behavior, but one is lm_head serialization and the other is sinq quantized checkpoint handling." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer NoneType broadcast crash is not the same as a multi-GPU training request/problem statement." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU training question and GenerationMixin import error are unrelated." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "MobileLLM loading key error and AutoImageProcessor-from-URL failure are different loading paths." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Gemma4 device-map forward mismatch and sinq save/load corruption are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "gguf_file breaking tokenizer/model loading is not the same as a specific ScandiBERT load failure." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "BitNet packed-weight loading and config token-ID persistence are different bug classes." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch and config token-ID loss are unrelated." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 hidden-states bug and FP8 B200 inference failure are different issues." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio chat-template sampling-rate default and processor.tokenizer/image passthrough regression are different processor bugs." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Embedding dtype drift during eval and auxiliary-loss normalization are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 incorrect outputs and return_tensors being ignored are different API failures." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Similar symptom class, but missing pad_token_id in Llama4Config and missing pad_token_idx in StableLmConfig are separate model/config regressions." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "A multi-GPU training topic and a CustomTrainer compute_loss signature regression are not duplicates." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet packed-weight loading and MLukeTokenizer task AttributeError are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and NaNs in classification heads are different model-training problems." + }, + { + "left": "issue:43756", + "right": "issue:44913", + "accept": false, + "reason": "Smollm3 RoPE-layer configuration bug and GPTNeoX rotary_pct reload bug are distinct config issues." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and a pipeline error-message regression are unrelated." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen3.5 regressions, but hidden_states behavior and save_pretrained visual-encoder-key serialization 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": 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-10000-430", + "nodes": [ + "issue:28218", + "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:44568", + "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:45812", + "issue:45823" + ], + "soft_pairs": [ + "issue:28218|issue:33357", + "issue:44964|issue:45405", + "issue:39692|issue:43493", + "issue:44568|issue:45812", + "issue:43540|issue:44977", + "issue:43334|issue:43572", + "issue:44488|issue:44843", + "issue:43278|issue:43844", + "issue:43493|issue:43844", + "issue:45200|issue:45229", + "issue:43756|issue:45083", + "issue:43334|issue:45759", + "issue:39692|issue:43295", + "issue:43257|issue:43299", + "issue:43646|issue:44466", + "issue:43824|issue:44589", + "issue:33357|issue:33666", + "issue:45229|issue:45823", + "issue:43504|issue:43606", + "issue:43927|issue:44361", + "issue:44589|issue:45520", + "issue:43572|issue:44291", + "issue:44464|issue:45584", + "issue:43606|issue:44112", + "issue:43278|issue:43701", + "issue:43504|issue:43653", + "issue:43575|issue:45405", + "issue:44792|issue:45405", + "issue:43994|issue:44493", + "issue:44423|issue:44734" + ], + "prepared_review_unit_hash": "a4ad9fce9289892764d44806023d4e4c864c37766b959de6c577166ac0857152", + "component_budget": { + "node_count": 430, + "item_count": 430, + "soft_pair_count": 1590, + "serialized_chars": 822920, + "estimated_input_tokens": 205730, + "estimated_eval_tokens": 411716 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36317, + "estimated_input_tokens": 9080, + "estimated_eval_tokens": 18416 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is heterogeneous rather than a single duplicate cluster: it mixes unrelated tokenizer, multimodal, config-loading, training, and serve/runtime bugs. There are some thematic overlaps (especially tokenizer/model-loading regressions), but none are close enough to merge as the same underlying issue.", + "confidence": 0.92, + "canonical_issue_reason": "No single canonical issue cleanly represents the whole set because the items span unrelated bugs. If forced to pick the broadest representative, issue 45812 is the most general tokenizer regression, but it does not unify the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45812 is the strongest broad representative among the issues because it describes a wide tokenizer regression affecting multiple Granite models and is more general than the other, mostly model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer spacing bug vs MacOS bus error in CLIP loading; unrelated symptoms and code paths." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "One is a Phi-4 multimodal model load failure, the other is a PEFT version pin mismatch; not the same bug." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Both involve SigLIP2, but one is a broken docs example and the other is an implementation discrepancy; different concrete problems." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but on different models and different failure modes; not clearly the same underlying bug." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Different models and different failures: video-input processing in Qwen3OmniMoe vs flash-attention generation issues in Qwen3.5." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both are missing-token-ID config regressions, but for different model families and different fields; not the same issue." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "A model load failure for sleng-bert vs an offline-mode regression in AutoTokenizer; unrelated causes." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype drift during eval vs gradient blow-up under ZeRO-3; related training context, but not the same bug." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 implementation mismatch and a DeepSpeed gradient anomaly are distinct problems." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Defaulting mm_token_type_ids to zeros is a config/input fix; the other is a multi-GPU OOM problem." + }, + { + "left": "issue:43756", + "right": "issue:45083", + "accept": false, + "reason": "Different model families and different functional areas; no shared concrete code-path bug." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_id and unwrapping text_config are separate multimodal config issues." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Both are multimodal-related regressions, but one is a docs/model-processor mismatch and the other is a processor/tokenizer API break." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen3 MoE, but one is missing weight conversion under accelerate+deepspeed and the other is a model-loading regression in dev." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage and inconsistent lm_head serialization are different v5 regressions." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "ImportError for a missing model class vs a Float8 storage TypeError; unrelated." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "MacOS bus error with CLIP and Qwen2-VL multi-GPU training are unrelated failures." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "OOM during Gemma4 inference vs device mismatch with device_map=auto; different bugs." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy-field model loading issue vs CPU offload device mismatch; not the same underlying defect." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "Config save/load token ID loss and MLukeTokenizer AttributeError are distinct tokenizer issues." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Different storage/import failures with no shared code-path or symptom." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig vs unexpected _is_hf_initialized argument in init_empty_weights; separate regressions." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward and Whisper empty-transcription failure are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "A runtime CPU offload device mismatch vs a stale CI test; not the same bug." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Different failure classes: dtype change during eval vs resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Model preset loading with a legacy field vs tokenizer special-token registration bug; different components and symptoms." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "TP OOM on a large Qwen2 model and an unreleased PEFT version pin are unrelated." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "A Janus test failure and a dependency version pin issue do not share the same underlying bug." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 wrong outputs and a broad position-id warning are not the same specific defect." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both are serve-related, but one is a multimodal .to() crash and the other is KV-cache indexing; different code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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-10000-430", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:29942", + "issue:30333", + "issue:32090", + "issue:34567", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:42490", + "issue:43232", + "issue:43295", + "issue:43450", + "issue:43493", + "issue:43540", + "issue:43572", + "issue:43582", + "issue:43696", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43957", + "issue:44186", + "issue:44521", + "issue:44554", + "issue:44610", + "issue:44849", + "issue:44964", + "issue:44977", + "issue:44987", + "issue:45072", + "issue:45084", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45356", + "issue:45381", + "issue:45406", + "issue:45446", + "issue:45520", + "issue:45588", + "issue:45823", + "issue:46050", + "issue:46121", + "issue:46192", + "issue:46209" + ], + "soft_pairs": [ + "issue:43873|issue:46050", + "issue:45406|issue:46121", + "issue:29942|issue:30333", + "issue:45588|issue:46050", + "issue:42490|issue:43696", + "issue:43844|issue:44964", + "issue:29159|issue:32090", + "issue:28218|issue:34567", + "issue:44521|issue:45290", + "issue:43582|issue:44977", + "issue:44554|issue:45446", + "issue:45084|issue:45520", + "issue:43540|issue:45200", + "issue:15354|issue:38175", + "issue:45072|issue:45198", + "issue:45200|issue:45823", + "issue:37428|issue:43957", + "issue:43232|issue:44849", + "issue:44186|issue:46192", + "issue:43493|issue:43701", + "issue:45381|issue:46209", + "issue:45823|issue:46192", + "issue:43295|issue:43450", + "issue:43295|issue:44610", + "issue:43572|issue:44987", + "issue:44554|issue:45356", + "issue:43572|issue:43957", + "issue:37428|issue:43824", + "issue:39692|issue:46192" + ], + "prepared_review_unit_hash": "b05542b7f5a895e5f50ccf41ac66bdeb2f1dfd5c462538a30168d3936ae02818", + "component_budget": { + "node_count": 430, + "item_count": 430, + "soft_pair_count": 1590, + "serialized_chars": 822920, + "estimated_input_tokens": 205730, + "estimated_eval_tokens": 411716 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36422, + "estimated_input_tokens": 9106, + "estimated_eval_tokens": 18468 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are broadly unrelated; they span tokenizer behavior, multimodal processors, generation, loading, and backend-specific runtime errors. None of the soft pairs looks like the same underlying bug/change, so I rejected all of them.", + "confidence": 0.93, + "canonical_issue_reason": "issue:44521 is the strongest standalone representative: it is open, has multiple inbound references, and describes a concrete, reproducible apply_chat_template failure in a multimodal path.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 has the best combination of specificity, reproducibility, and active discussion among the listed issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Both involve quantization, but one is about offloading behavior and the other about save/load breakage; different bugs." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4 processor attribute regression vs rope-parameter list typing; unrelated failure modes." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention test failures and MLflow job reporting are unrelated subsystems." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "Flash-attention sinkless-model crash vs sinq save/load corruption; not the same code-path problem." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Local-path import warning and CUDA OOM are entirely different issues." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient growth vs Phi-4 multimodal loading regression; no shared bug." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency and Trainer GPU broadcast NoneType error are unrelated." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Added-token spacing bug vs TrainerState token counter not updating; different functionality." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both touch apply_chat_template, but one is all-zero assistant masks for multimodal inputs while the other is a crash on tool-call assistant messages; too distinct to merge." + }, + { + "left": "issue:43582", + "right": "issue:44977", + "accept": false, + "reason": "AppleSilicon allocator TypeError and Qwen3.5 flash-attention generation bug are unrelated." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness issue and a PyTorch version check bug in flex_attention are separate defects." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Template-node compilation error and flash_attn import KeyError on Python 3.13 do not match." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Different Gemma/Qwen-style multimodal issues with different symptoms and model paths." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp export failure and SigLIP2 zero-probabilities are unrelated." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "bfloat16 dtype mismatches in inference and Wav2Vec2 save/tokenization failure are different bugs." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4-related, but one is about default token type ids and the other about device placement during forward; not the same issue." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Flash-attention utility import error vs meta-device model-loading regression are separate loading problems." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs sync bug and Qwen3.5 hidden-state bug are different code paths." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "LayoutLMv2 NER/padding crashes vs return_tensors being ignored in chat/template kwargs are unrelated tokenizer bugs." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and resume_from_checkpoint key mismatch are not the same defect." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Qwen2.5-VL video vision_position_ids bug and FP8 inference failure on B200 are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Gemma4 device mismatch and return_tensors handling are different issues." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor/tokenizer regression and batched video-shape bug affect different paths and models." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Custom processor.tokenizer regression vs OmDet-Turbo resolution mismatch; not mergeable as one bug." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "StableLmConfig pad-token regression and a physical-intelligence model load failure are distinct." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "Attention correctness on MPS vs Kimi-K2.5 tokenizer codec regression are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "Config missing pad_token_idx and meta-device loading breakage are different compatibility issues." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Different import errors for different symbols; no common underlying change." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 docs/model-processor mismatch and return_tensors handling are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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-10000-430", + "nodes": [ + "issue:28218", + "issue:35141", + "issue:38175", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43388", + "issue:43450", + "issue:43493", + "issue:43525", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43653", + "issue:43819", + "issue:43824", + "issue:43827", + "issue:43844", + "issue:43856", + "issue:43873", + "issue:43901", + "issue:43975", + "issue:44112", + "issue:44206", + "issue:44442", + "issue:44466", + "issue:44514", + "issue:44521", + "issue:44610", + "issue:44792", + "issue:44857", + "issue:44898", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45325", + "issue:45412", + "issue:45520", + "issue:45563", + "issue:45584", + "issue:46170", + "issue:46178", + "issue:46192", + "issue:46209" + ], + "soft_pairs": [ + "issue:45200|issue:45325", + "issue:45520|issue:46178", + "issue:43295|issue:43873", + "issue:43550|issue:43844", + "issue:44898|issue:45412", + "issue:44466|issue:45127", + "issue:43334|issue:43525", + "issue:44792|issue:45563", + "issue:43824|issue:43975", + "issue:41720|issue:46209", + "issue:42915|issue:43824", + "issue:43450|issue:43575", + "issue:43388|issue:43526", + "issue:42490|issue:43493", + "issue:43278|issue:43856", + "issue:28218|issue:35141", + "issue:38175|issue:43493", + "issue:43653|issue:44112", + "issue:43975|issue:45520", + "issue:43526|issue:46192", + "issue:44442|issue:45198", + "issue:45520|issue:46170", + "issue:38175|issue:45412", + "issue:44514|issue:44521", + "issue:44206|issue:45584", + "issue:43262|issue:43450", + "issue:43827|issue:43901", + "issue:43819|issue:44112", + "issue:44610|issue:44857" + ], + "prepared_review_unit_hash": "c1d3ae045b663761b81e90587a376b8801c3475e10e6aed08e1b4c15054312a3", + "component_budget": { + "node_count": 430, + "item_count": 430, + "soft_pair_count": 1590, + "serialized_chars": 822920, + "estimated_input_tokens": 205730, + "estimated_eval_tokens": 411716 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36619, + "estimated_input_tokens": 9155, + "estimated_eval_tokens": 18566 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is heterogeneous: tokenizer, multimodal processor, model-loading, training, and docs regressions all appear mixed together. I do not see any soft pair that looks like the same underlying bug/change, so I reject all soft edges.", + "confidence": 0.88, + "canonical_issue_reason": "issue:44521 is the strongest representative bug report in the set: it targets a single concrete runtime failure in `apply_chat_template` for multimodal inputs, has clear API scope, and enough discussion to be triage-friendly.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the best issue to anchor on because it is specific, reproducible, and clearly describes a user-facing regression in a named code path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Different bugs in different model families: Gemma 4 token-type defaults vs Qwen2.5-VL rope-index temporal scaling." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "Both are import/backend problems, but one is a `flash_attn` KeyError on Python 3.13 and the other is a TensorFlow Text backend mapping error; not the same failure." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Different code paths and symptoms: processor/tokenizer image passing regression versus quantization offloading not behaving as expected." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "Both mention training/runtime instability, but one is a Bamba SDPA `torch.compile` failure and the other is gradient explosion with DeepSpeed ZeRO-3." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "One is a Perceiver non-default-resolution forward-path failure; the other is RT-DETR memory not being released after deletion." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Both involve weights/serialization behavior, but one is inconsistent `lm_head.weight` saving and the other is LoRA merge collapse with extended vocabulary." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Same broad symptom (`pad_token_id` missing), but different model configs and likely different fixes; not clearly one duplicate bug." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "The first is a Janus image-generation test failure; the second is a stale paged-generate warning. Different issues." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "ImportError for `Qwen2_5_VLForConditionalGeneration` is unrelated to a DeepSeek detokenization regression." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Both are CUDA/FP8-related runtime failures, but one is Qwen3 auto device mapping on A800 and the other is FP8 inference on B200; different problem statements." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3Moe FP8 failure is unrelated to a missing Qwen2.5-VL import symbol." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Video processor batch-shape bug versus tensor-parallel OOM on Qwen2-57B; not the same underlying defect." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Different label-handling bugs in different components: metric gathering drops tuple labels vs BeitImageProcessorFast returning only one label." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "A trailing-slash local-model import warning is not the same as SigLIP2 implementation mismatch versus JAX." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Embedding dtype drift in evaluate is not the same as memory inefficiency in Qwen3 MoE training." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer extra-space detokenization bug versus embedding reinitialization after `resize_token_embeddings`; different subsystems." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 and HF/JAX discrepancy are related only thematically; they describe different concrete bugs." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "Both are CI/test-related, but one is a BigBirdTokenizer special-token registration bug and the other is a stale GraniteSpeech device-override test." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "DeepSeek detokenization in v5 is unrelated to a Python 3.13 `flash_attn` import failure." + }, + { + "left": "issue:43526", + "right": "issue:46192", + "accept": false, + "reason": "One is BeitImageProcessorFast label reduction; the other is `return_tensors` being ignored when `text_kwargs` is passed." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizer failures: AutoTokenizer cannot load a tokenizer class, while Wav2Vec2 save_pretrained/tokenization breaks for a specific model." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Both involve imports, but one is a Python 3.13 backend lookup error and the other is Windows/ROCm `torch.distributed` dependency handling." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 numerical mismatch is unrelated to RT-DETR model memory not being released." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Same processor family, but different concrete failures: batched `apply_chat_template` crash with `padding=False` vs all-zero assistant masks for multimodal inputs." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "LASR feature-extractor center-arg regression is unrelated to Whisper empty-transcription failure after `align_special_tokens`." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate default bug versus video processor batched-shape bug; different processors and symptoms." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs-related, but one references removed `pipeline()` usage and the other mentions `return_all_scores`; not the same change." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC latent reconstruction mismatch is unrelated to a GraniteSpeech stale device-override CI test." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "OmDet-Turbo processor output size mismatch and LwDetrImageLoss float16/CUDA crash are different bugs in different components." + } + ] + }, + "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-10000-430", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:32090", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:39692", + "issue:42490", + "issue:43278", + "issue:43335", + "issue:43425", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43720", + "issue:43819", + "issue:43825", + "issue:43854", + "issue:43931", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44360", + "issue:44448", + "issue:44493", + "issue:44561", + "issue:44743", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:45072", + "issue:45083", + "issue:45127", + "issue:45200", + "issue:45245", + "issue:45290", + "issue:45310", + "issue:45381", + "issue:45478", + "issue:45588", + "issue:45593", + "issue:45823", + "issue:45859", + "issue:45920", + "issue:46192" + ], + "soft_pairs": [ + "issue:43819|issue:45083", + "issue:37428|issue:43425", + "issue:43335|issue:43550", + "issue:43606|issue:45083", + "issue:44857|issue:45593", + "issue:44448|issue:44743", + "issue:29942|issue:32090", + "issue:45127|issue:45245", + "issue:45290|issue:45381", + "issue:37428|issue:44351", + "issue:45200|issue:45588", + "issue:43278|issue:43825", + "issue:43335|issue:43653", + "issue:43611|issue:43931", + "issue:44206|issue:45823", + "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:43335|issue:44112", + "issue:43335|issue:45072", + "issue:44448|issue:44779", + "issue:44360|issue:44561", + "issue:42490|issue:43854", + "issue:45920|issue:46192", + "issue:43606|issue:44857", + "issue:34689|issue:35141" + ], + "prepared_review_unit_hash": "b4f7f39a281a2d3ab4d783bf7c3db5e9843708a21ffb1fc23c800a9f23fb5d61", + "component_budget": { + "node_count": 430, + "item_count": 430, + "soft_pair_count": 1590, + "serialized_chars": 822920, + "estimated_input_tokens": 205730, + "estimated_eval_tokens": 411716 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 38093, + "estimated_input_tokens": 9524, + "estimated_eval_tokens": 19304 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous. The only clear duplicate pair is the two identical \"Qwen3.5 Moe from_pretrained error\" issues (45310/45478); the rest are different bugs/regressions in unrelated paths.", + "confidence": 0.94, + "canonical_issue_reason": "issue:45310 is the best anchor because it is the earlier report of the only clear duplicate subgroup, and issue:45478 is an exact title match on the same Qwen3.5 MoE loading failure.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the strongest representative issue in this cluster because it has the clearest duplicate evidence and best captures the only shared underlying problem here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "Different failures: DAC latent reconstruction mismatch vs a helper output-length calculation bug." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Both mention loading/version problems, but one is a missing internal import and the other is a broad Torch compatibility complaint; not the same bug." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "Unrelated code paths: SwitchTransformers sparse-layer config vs Bamba torch.compile/SDPA failure." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device-mismatch in Bark is unrelated to qwen3_omni_moe feature-length behavior." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Different models and symptoms: AMP/CUDA crash in LwDetrImageLoss vs missing auxiliary losses in D-FINE." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Pegasus v4/v5 output drift is not the same as recurrent state reset in modular_qwen3_5 cache handling." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures and NoneType broadcast errors in Trainer are unrelated bugs." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA/extended-vocab collapse is unrelated to the 2^24 category limit error." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat-template tool-call crash and Qwen2.5-VL video position-id bug are different features and failure modes." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they reference different missing symbols and likely different regression causes." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 mm_token_type_ids handling is unrelated to flash_attention.py crashing on s_aux=None." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype drift during evaluate is unrelated to a pipeline translation-task error message regression." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and BigBirdTokenizer special-token decoding are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "Base-model-prefix loading regression and Qwen3-VL weight-shape mismatch are different model-loading failures." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Unsupported center arg in LasrFeatureExtractor is unrelated to Gemma4 PLE device placement issues." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "torch.compile with SDPA in Bamba is unrelated to the GraniteSpeech stale device override test." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC latent forward mismatch is not the same as unexpected position-id keys across many models." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 IndentationError in DebertaV2 import is unrelated to qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "SwitchTransformers sparse-layer bug and Beit legacy-field loading failure are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Both involve attention/offload-adjacent code, but one is an AttributeError on s_aux=None and the other is CPU-offload incompatibility in a rotary embedding." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMv3 box-content validation message and NoneType GPU broadcast are unrelated trainer/model bugs." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "SwitchTransformers sparse-layer config and qwen3_omni_moe output-length helper are different subsystems." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "SigLIP2 documentation example errors and BeitImageProcessorFast reduce_labels behavior are unrelated." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Exact same Qwen3.5 Moe from_pretrained regression; titles and failure description match closely, so these are duplicates." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "Doc-example/model-processor mismatch is unrelated to widespread unexpected position-id keys." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "BitNet packed-weight unpacking during accelerate loading is unrelated to the GraniteSpeech CI device-override failure." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "Sparse-layer config bug and stale device override test do not describe the same underlying problem." + }, + { + "left": "issue:43335", + "right": "issue:45072", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and bfloat16 dtype mismatches in inference are different defects." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Model output drift in Pegasus and tokenizer errors in Deepseek are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer missing ReLU is unrelated to the 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 is unrelated to GLM-4.7-Flash unit-test load failures." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "AutoTokenizer wrong IDs and return_tensors being ignored are both tokenizer-related, but they are distinct behaviors and not the same bug." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch in Bark and float16 AMP crash in LwDetrImageLoss are unrelated." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Llama 3.2 vision model loading break and output embedding reinitialization after resize are different issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The canonical pair choice is supported by the exact title match between issue:45310 and issue:45478, and the rest of the soft-pair rejections stay appropriately cautious given the differing titles/symptoms in the packet. The summary does not overclaim beyond 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": 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-10000-430", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:28218", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:40444", + "issue:41720", + "issue:42490", + "issue:43278", + "issue:43329", + "issue:43381", + "issue:43412", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43701", + "issue:43723", + "issue:43746", + "issue:43873", + "issue:43927", + "issue:43976", + "issue:44448", + "issue:44462", + "issue:44493", + "issue:44554", + "issue:44561", + "issue:44568", + "issue:44779", + "issue:44857", + "issue:44977", + "issue:44987", + "issue:45072", + "issue:45083", + "issue:45198", + "issue:45229", + "issue:45372", + "issue:45406", + "issue:45440", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45698", + "issue:45803", + "issue:46209" + ], + "soft_pairs": [ + "issue:38175|issue:44493", + "issue:44977|issue:45229", + "issue:44857|issue:45072", + "issue:43746|issue:46209", + "issue:40444|issue:43526", + "issue:44448|issue:44977", + "issue:28218|issue:32090", + "issue:43701|issue:45083", + "issue:32090|issue:33357", + "issue:43550|issue:45083", + "issue:29942|issue:35141", + "issue:43723|issue:44554", + "issue:44561|issue:44779", + "issue:37428|issue:44987", + "issue:43873|issue:45229", + "issue:43927|issue:45698", + "issue:44462|issue:44561", + "issue:43278|issue:43329", + "issue:44977|issue:45563", + "issue:41720|issue:45229", + "issue:42490|issue:43575", + "issue:10000|issue:15354", + "issue:44568|issue:45491", + "issue:45372|issue:45588", + "issue:44857|issue:45588", + "issue:43412|issue:45588", + "issue:45198|issue:45803", + "issue:45372|issue:45406", + "issue:43976|issue:45440", + "issue:43278|issue:43381" + ], + "prepared_review_unit_hash": "25f6d3ad6bda0ec7a0320acb04118bc585db9337ae336259dbdc5ca5484ff5e8", + "component_budget": { + "node_count": 430, + "item_count": 430, + "soft_pair_count": 1590, + "serialized_chars": 822920, + "estimated_input_tokens": 205730, + "estimated_eval_tokens": 411716 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36798, + "estimated_input_tokens": 9200, + "estimated_eval_tokens": 18656 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is not a true duplicate cluster: the items span many unrelated issues across tokenization, loading, attention, dtype, OOM, and export paths. All soft duplicate edges look like false positives.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue: the items do not share one underlying defect, so there is no safe umbrella issue to dedupe into.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue:45698 is the closest thing to a reusable representative because it concerns from_pretrained/save_pretrained behavior, but it still only covers one serialization path and should not be treated as the cluster canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Both mention odd model outputs, but they describe different symptoms and likely different code paths; not the same bug." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "One is a flash-attention generation issue, the other is a multi-GPU OOM; different failures and fixes." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Both are dtype-related, but they affect different models and different inference paths; not one concrete bug." + }, + { + "left": "issue:43746", + "right": "issue:46209", + "accept": false, + "reason": "PEFT/local checkpoint loading and FP8 inference on B200 are unrelated issues." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "IterableDataset multi-image finetuning and BEiT fast processor label reduction are different problems." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Different model families and different regressions: output mismatch vs flash-attention generation failure." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer spacing after added tokens is unrelated to the Trainer _gpu_broadcast NoneType error." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint key mismatch and helper-length behavior are separate issues with no shared failing path." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer broadcast NoneType and MacOS bus error are different runtime failures." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile/SDPA failure is not the same as a feature-length helper bug." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures and embedding reinitialization in post_init are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44554", + "accept": false, + "reason": "Tokenizer loading regression and MPS attention correctness are distinct problems." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Removal of is_torch_fx_available and Deepseek tokenizer output changes do not describe the same bug." + }, + { + "left": "issue:37428", + "right": "issue:44987", + "accept": false, + "reason": "Missing flash-support import and loading-physical-intelligence/fast failure are different import/load regressions." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization offloading behavior and Gemma4 multi-GPU OOM are not the same defect." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load flows, but one loses custom token IDs while the other loads the wrong custom module; separate bugs." + }, + { + "left": "issue:44462", + "right": "issue:44561", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json is unrelated to the v5 FX helper removal regression." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Embedding dtype drift in eval and an undefined video-branch helper are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Flash-attention generation crash and stale num_return_sequences warning are different generate() issues." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "cudaErrorAssert on auto device mapping is not the same as a multi-GPU OOM." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Trailing-slash import warning and tensor-parallel OOM are unrelated loading issues." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "German DistilBertModel issue and GeneratorExp torch.jit.export failure are unrelated model/export bugs." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token behavior and Gemma3 NaN embeddings are different bugs." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 processor import failure and flash_attention crash on s_aux=None happen in different code paths." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "LwDetr mixed-precision crash and flash_attention sink-less-model crash are unrelated." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Gemma3n executorch export failure and flash_attention AttributeError are different issues." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure and Fuyu bare-except behavior are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Both concern Gemma4 processors, but one is an import dependency error and the other is a missing _tokenizer at serve time." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility and DeepseekV3MoE divergence are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Embedding dtype mismatch in eval and gradient-checkpointing-in-eval-mode are separate problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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-10000-430", + "nodes": [ + "issue:25251", + "issue:29127", + "issue:29942", + "issue:30064", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43066", + "issue:43257", + "issue:43278", + "issue:43381", + "issue:43421", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43873", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44361", + "issue:44442", + "issue:44448", + "issue:44462", + "issue:44466", + "issue:44479", + "issue:44743", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45245", + "issue:45372", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45712", + "issue:45823", + "issue:46121" + ], + "soft_pairs": [ + "issue:45588|issue:45823", + "issue:45459|issue:45712", + "issue:44448|issue:44466", + "issue:45245|issue:45563", + "issue:43653|issue:44743", + "issue:25251|issue:32090", + "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:32090|issue:33290", + "issue:44361|issue:45198", + "issue:42490|issue:43873", + "issue:33357|issue:39692", + "issue:42915|issue:42994", + "issue:29127|issue:34567", + "issue:29942|issue:30064", + "issue:43994|issue:45412", + "issue:44265|issue:45198", + "issue:43066|issue:44462", + "issue:43257|issue:43278", + "issue:43756|issue:45440", + "issue:43421|issue:45491", + "issue:43381|issue:43701", + "issue:43653|issue:44442" + ], + "prepared_review_unit_hash": "2ab4d983508109d36406734f088f30d2ca5a9a943dfdfba858fd542aea0d2350", + "component_budget": { + "node_count": 430, + "item_count": 430, + "soft_pair_count": 1590, + "serialized_chars": 822920, + "estimated_input_tokens": 205730, + "estimated_eval_tokens": 411716 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36174, + "estimated_input_tokens": 9044, + "estimated_eval_tokens": 18344 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair looks like a true duplicate; the candidates share broad subsystems at most, but each points to a different bug or regression.", + "confidence": 0.96, + "canonical_issue_reason": "No clear canonical issue emerges because the set is heterogeneous and the soft pairs are about distinct problems, not one underlying defect.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a safe umbrella representative here; choosing one would be arbitrary since none of the listed bugs subsumes the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Different failures in Gemma-family code: one is flash-attention handling of `s_aux=None`, the other is a device-map forward mismatch." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer error masking from missing protobuf is unrelated to leftover dummy PT classes and repo-check leakage." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "One is a model output difference across v4/v5, the other is inconsistent serialization of tied weights depending on device." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "A category-count runtime error is not the same as a stale warning in paged `generate()`." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and Qwen3.5 recurrent-state reset are unrelated code paths." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline `top_k` nesting behavior is unrelated to Trainer broadcast failures on `NoneType`." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "A feature-extractor `center` argument crash is not the same as the Qwen video-input regression." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Dummy `Conv2d` in Sam3PixelDecoder is unrelated to SigLIP2 nonsense outputs from AutoModel/pipeline loading." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma 4 processor import failure due to `ReasoningEffort` is unrelated to protobuf-masked tokenizer errors." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes on NER/padding are different from Wav2Vec2 save/tokenization failures." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "A dummy layer definition is not the same issue as RT-DETR models not releasing memory on deletion." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "An EOS config mismatch in Gemma-3 is unrelated to Qwen3.5 flash-attention generation failures." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "Base-model-prefix loading breakage is a different bug from `convert_rope_params_to_dict` rejecting JSON-loaded lists." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer broadcast of `NoneType` and AdaFactor+DeepSpeed OOM are distinct runtime problems." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer task-time AttributeError is unrelated to Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "A trailing-slash local-path warning is not the same as quantization offloading misbehavior." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "A MacOS bus error on a community CLIP model is different from SigLIP2 documentation example errors." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "FineGrainedFP8Config failure for Qwen3Moe and quantized-model saving failure are different bugs." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and `num_input_tokens_seen` not updating are unrelated Trainer/layout issues." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Failing Flash Attention 2 tests are not the same as image-processor void-segmentation-map handling." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 wrong outputs and RT-DETR memory retention do not share the same underlying code-path bug." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "`torch.export.export` incompatibility with `torch_compilable_check` is unrelated to Wav2Vec2 serialization/tokenization issues." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Wrong tokenizer decoder type and ignoring `tokenizer.json` are related to tokenizer loading broadly, but they are not the same concrete defect." + }, + { + "left": "issue:43257", + "right": "issue:43278", + "accept": false, + "reason": "MOE weight conversion under accelerate+deepspeed is unrelated to embedding dtype changing between train and eval." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE-layer omission and DeepseekV3MoE divergence are different model-specific implementation mismatches." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime special-token post-processing updates are unrelated to Gemma3 NaN embeddings with sliding-window attention." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient checkpointing being disallowed in eval mode is a different issue from resume-from-checkpoint key mismatches." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and AutoTokenizer loading FastSpeech2ConformerTokenizer are separate 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": 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-10000-430", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:33357", + "issue:35141", + "issue:36010", + "issue:42490", + "issue:42915", + "issue:43262", + "issue:43334", + "issue:43381", + "issue:43441", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43646", + "issue:43701", + "issue:43761", + "issue:43824", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44079", + "issue:44186", + "issue:44206", + "issue:44279", + "issue:44387", + "issue:44442", + "issue:44464", + "issue:44610", + "issue:44625", + "issue:44743", + "issue:44811", + "issue:44857", + "issue:44977", + "issue:45003", + "issue:45072", + "issue:45103", + "issue:45245", + "issue:45372", + "issue:45412", + "issue:45440", + "issue:45491", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45834", + "issue:45859", + "issue:45907" + ], + "soft_pairs": [ + "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", + "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:43575|issue:43701", + "issue:43575|issue:44387", + "issue:43262|issue:44206", + "issue:44464|issue:45491", + "issue:43646|issue:44077", + "issue:44743|issue:44811", + "issue:43441|issue:45588", + "issue:44062|issue:45907", + "issue:43761|issue:44079", + "issue:45003|issue:45440" + ], + "prepared_review_unit_hash": "4ef9029a71e088c838ea7ca84c413b54718b8284140b45e8114cb1df82761cdb", + "component_budget": { + "node_count": 430, + "item_count": 430, + "soft_pair_count": 1590, + "serialized_chars": 822920, + "estimated_input_tokens": 205730, + "estimated_eval_tokens": 411716 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35731, + "estimated_input_tokens": 8933, + "estimated_eval_tokens": 18122 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated Transformers issues. A few pairs are thematically adjacent, but none are convincing duplicates from the available titles alone.", + "confidence": 0.68, + "canonical_issue_reason": "No true duplicate anchor stands out; if one must be chosen, issue #43646 is the broadest framework-level regression and the best representative of the cluster\u2019s few initialization/regression themes.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43646 is the most generally useful anchor: it describes a broad Transformers 5.0.0 regression affecting custom model initialization, whereas the others are narrower model- or component-specific bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44610", + "right": "issue:45412", + "accept": false, + "reason": "Different problems: processor size mismatch vs memory leak on deletion." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Both mention imports/dependencies, but they describe different failure modes and fixes." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "Unrelated model behavior bugs in different components." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "Different models and completely different failure types." + }, + { + "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": "Both are OCR/vision-related, but the label-reduction bug is not the same as a long-input index error." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "Different model families and unrelated runtime issues." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "Both involve tokenizers/processors, but they are distinct bugs with different models and code paths." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Docstring/introspection crash vs an external import breakage." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Different model-specific regressions with no shared code path." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "Error-message clarity issue versus embedding reinitialization bug." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Same broad Qwen family, but different subsystems and failure mechanisms." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer loading and dtype mismatch are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Different Qwen model/config failures, not the same bug." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Flash-attention generation bug and category-cardinality error are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "Both are vision/detection bugs, but they are separate failure modes." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Local-path import warning and eval-mode gradient checkpointing are unrelated." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Model loading OOM and checkpoint key mismatch are unrelated." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both concern memory, but the concrete causes and code paths differ." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Both are audio preprocessing issues, but they affect different APIs and different bugs." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Generation correctness issues, but on different models and different mechanisms." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Related to model initialization/post_init, but not clearly the same underlying bug or fix." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Qwen recurrent-state bug and Whisper decode option handling are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both touch FlashAttention, but they involve different components and distinct crashes." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer AddedToken error and list_repo_files revision forwarding are unrelated." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "The ModelOutput title is superficially relevant, but the CLIPVision hidden_states regression is not clearly the same bug." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Unsafe sys.modules access and DeepSeek divergence 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": 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-10000-430", + "nodes": [ + "issue:25251", + "issue:28282", + "issue:33290", + "issue:34567", + "issue:34689", + "issue:35141", + "issue:36010", + "issue:36331", + "issue:42490", + "issue:42907", + "issue:43232", + "issue:43316", + "issue:43381", + "issue:43388", + "issue:43493", + "issue:43525", + "issue:43611", + "issue:43643", + "issue:43650", + "issue:43720", + "issue:43723", + "issue:43749", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44077", + "issue:44188", + "issue:44190", + "issue:44442", + "issue:44479", + "issue:44496", + "issue:44743", + "issue:44855", + "issue:44871", + "issue:44898", + "issue:44913", + "issue:44987", + "issue:45137", + "issue:45216", + "issue:45290", + "issue:45479", + "issue:45698", + "issue:45759", + "issue:45803", + "issue:46178", + "issue:46202", + "issue:46209" + ], + "soft_pairs": [ + "issue:43723|issue:45479", + "issue:33290|issue:34689", + "issue:44442|issue:44898", + "issue:33290|issue:34567", + "issue:43232|issue:43388", + "issue:33290|issue:35141", + "issue:42490|issue:44743", + "issue:43316|issue:43525", + "issue:43381|issue:43873", + "issue:43761|issue:44188", + "issue:44479|issue:45290", + "issue:34689|issue:43611", + "issue:44987|issue:46178", + "issue:43720|issue:44442", + "issue:44442|issue:45803", + "issue:44077|issue:44479", + "issue:43931|issue:45216", + "issue:43493|issue:43827", + "issue:34689|issue:36010", + "issue:42907|issue:45698", + "issue:33290|issue:36331", + "issue:43316|issue:45759", + "issue:45290|issue:46209", + "issue:43749|issue:43931", + "issue:43873|issue:44871", + "issue:43643|issue:44913", + "issue:43650|issue:46202", + "issue:44190|issue:44496", + "issue:44855|issue:45137", + "issue:25251|issue:28282" + ], + "prepared_review_unit_hash": "e6ca3bd2dd4dc8669fc9e3b98f7323f82eeac8c6e298612455d6c82a24a3c635", + "component_budget": { + "node_count": 430, + "item_count": 430, + "soft_pair_count": 1590, + "serialized_chars": 822920, + "estimated_input_tokens": 205730, + "estimated_eval_tokens": 411716 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36936, + "estimated_input_tokens": 9234, + "estimated_eval_tokens": 18724 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is heterogeneous and does not form a duplicate cluster; all soft-edge pairs are different bugs/changes, often in different subsystems or with different failure modes.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue stands out: these issues cover unrelated regressions across loading, generation, config handling, training, and docs.", + "canonical_pr_reason": null, + "best_issue_reason": "No clear best anchor issue for deduping the whole set; picking any one would conflate distinct bug classes.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43723", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer-loading regression and zero-loss classification bug are unrelated code paths." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "DeepSpeed Adafactor OOM and Llama 3.2 vision model-loading failure are different issues." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer import/load failure and Perceiver positional-encoding failure are unrelated." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "Optimizer OOM and TrainerState token counter not updating are distinct training bugs." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs syncing and metric-gathering label truncation affect different paths." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Deepspeed optimizer OOM is unrelated to embedding reinitialization after resize." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Local-model path warning and recurrent-state reset in Qwen3.5 are different bugs." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both mention config API issues, but Gemma3TextConfig and Llama4Config failures are not the same bug." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Eval-mode gradient checkpointing and quantized offloading failures are unrelated." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "CLIP hidden_states regression and attention-kernel divergence under torch.compile are different code paths." + }, + { + "left": "issue:44479", + "right": "issue:45290", + "accept": false, + "reason": "Video-input regression and chat-template tool-call crash are separate multimodal bugs." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Both are model-loading regressions, but they target different mechanisms and models." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "Physical-intelligence loading regression and tensorflow_text backend mapping error are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet packed-weight loading and FastSpeech2 tokenizer loading are different failures." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer loading and Fuyu tensor-conversion exception handling are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "PatchTSMixer post_init policy and Qwen video regression do not share the same bug." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Weight-shape mismatch on load and incorrect checkpoint save behavior are not the same defect." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation mismatch and docs still referencing pipeline() are unrelated." + }, + { + "left": "issue:34689", + "right": "issue:36010", + "accept": false, + "reason": "Model loading regression and GenerationMixin import error are different import/load failures." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Dequantized save failure and wrong custom-module reload are distinct save/load issues." + }, + { + "left": "issue:33290", + "right": "issue:36331", + "accept": false, + "reason": "OOM in optimizer setup and compute_loss signature breakage are unrelated training problems." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and Qwen text_config unwrapping bug are different config issues." + }, + { + "left": "issue:45290", + "right": "issue:46209", + "accept": false, + "reason": "Chat template crash and FP8 inference failure on B200 are unrelated." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU-efficient loading and Qwen3-VL shape mismatch are different loading regressions." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantized offloading bug and Gemma eos_token_id inconsistency are unrelated config/runtime issues." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Remote-code AutoConfig field loss and GPTNeoX rotary_pct reload default are similar in theme but not the same bug." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "Placeholder issue and Gemma pipeline roundtrip failure are unrelated." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading script bug and unrecognized model config error are different failures." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 import parsing error and ZeRO3 deque IndexError are unrelated." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline output nesting bug and missing-PyTorch import error are clearly 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": 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-10000-430", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:32090", + "issue:35141", + "issue:41950", + "issue:42617", + "issue:43065", + "issue:43295", + "issue:43316", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43475", + "issue:43504", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43673", + "issue:43688", + "issue:43701", + "issue:43716", + "issue:43742", + "issue:43761", + "issue:43825", + "issue:44077", + "issue:44162", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44534", + "issue:44617", + "issue:44743", + "issue:44792", + "issue:44871", + "issue:44877", + "issue:44913", + "issue:45127", + "issue:45200", + "issue:45584", + "issue:45698", + "issue:45803", + "issue:46050", + "issue:46170", + "issue:46178" + ], + "soft_pairs": [ + "issue:43295|issue:43825", + "issue:43065|issue:44617", + "issue:43550|issue:43701", + "issue:43316|issue:44877", + "issue:43316|issue:43716", + "issue:43606|issue:43701", + "issue:43540|issue:44514", + "issue:44077|issue:44534", + "issue:42617|issue:43575", + "issue:44162|issue:44792", + "issue:16998|issue:22355", + "issue:44871|issue:45584", + "issue:43404|issue:43441", + "issue:45803|issue:46170", + "issue:43575|issue:43742", + "issue:43673|issue:44743", + "issue:41950|issue:43475", + "issue:43295|issue:44871", + "issue:43761|issue:44479", + "issue:43388|issue:43688", + "issue:43452|issue:44496", + "issue:43646|issue:44913", + "issue:44871|issue:46050", + "issue:45127|issue:45200", + "issue:43572|issue:46178", + "issue:32090|issue:35141", + "issue:43504|issue:45698" + ], + "prepared_review_unit_hash": "06f9b43e2d84ec8620798e45bd38fbac774daacaa2cc4b8e711fc94ee5d0651b", + "component_budget": { + "node_count": 430, + "item_count": 430, + "soft_pair_count": 1590, + "serialized_chars": 822920, + "estimated_input_tokens": 205730, + "estimated_eval_tokens": 411716 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35716, + "estimated_input_tokens": 8929, + "estimated_eval_tokens": 18114 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab-bag of unrelated Transformers bug reports rather than a duplicate set. None of the soft edges look like the same underlying bug/change, so all should be rejected.", + "confidence": 0.9, + "canonical_issue_reason": "There is no true canonical duplicate in this mixed cluster; if one representative must be chosen, issue 45698 is the broadest and most active open report around save/load behavior after save_pretrained.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45698 is the best stand-alone representative here because it is open, well-discussed, and concerns a general from_pretrained/save_pretrained regression affecting custom modules.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Both are v5 regressions, but one is about processor.tokenizer/image handling and the other is a pipeline translation error message. Different code paths and different failures." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d and Sam3Video CUDA OOM are unrelated symptoms in different SAM 3 components." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile + SDPA failure in Bamba is unrelated to a resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43316", + "right": "issue:44877", + "accept": false, + "reason": "One is an API discrepancy in Gemma3TextConfig; the other is a strict config loading issue for granite_speech. Different underlying bugs." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3TextConfig API mismatch and Mistral-3 image preprocessor dtype mismatch are separate model-specific issues." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch for bark-small is unrelated to checkpoint resume key handling." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Both involve Qwen multimodal processing, but one is a video-input ValueError in Qwen3OmniMoe and the other is a batched apply_chat_template crash in Qwen2_5_VLProcessor." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "patchtsmixer post_init validation and non-persistent buffer junk initialization are different regression classes." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "Failure to run 3d_parallel.py and OOM loading Qwen2-57B with tensor parallelism are unrelated." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 breakage and a janus image-generation test failure do not share the same underlying bug." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "DeBERTa-V3 model_max_length confusion is unrelated to a missing transformers.onnx module import." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma-3 eos_token_id inconsistency and Whisper empty-transcription generation after align_special_tokens are separate issues." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Mistral3 lm_head weight tying and Ministral-3 FlashAttention failure are different concrete code-path problems." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "A bare except in Fuyu tensor conversion is unrelated to Windows/ROCm import errors around torch.distributed." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Tensor-parallel OOM on Qwen2-57B and a key error loading MobileLLM-125M are not the same bug." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both mention cache/state behavior, but one is a missing GenerationMixin cache in chunked_prefill and the other is recurrent state reset in modular_qwen3_5; different mechanisms and fixes." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video-classification pipeline processor lookup and Sam3Video missing fpn_position_embeddings are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "processor.tokenizer regression and Gemma-3 eos_token_id config inconsistency are unrelated issues." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and Qwen video-input regression affect different models and code paths." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Metric label dropping in last batch and auxiliary loss normalization are both training-related, but they are distinct bugs." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "gguf_file loading breakage and unrecognized Olmo-Hybrid config are separate model-loading failures." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Transformers 5.0 custom model init breakage and GPTNeoX rotary_pct reload behavior are not the same underlying problem." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Gemma-3 eos_token_id mismatch and sinq quantized save/load breakage are unrelated persistence/config issues." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA merge collapse with tied embeddings and Gemma 4 mm_token_type_ids defaults are different model-training issues." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression and tensorflow_text backend lookup failure are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error and token-embedding resize reinitialization are unrelated bugs." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Legacy-field loading for Beit semantic segmentation and wrong custom module loading after save_pretrained are separate save/load issues with different causes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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-10000-430", + "nodes": [ + "issue:35141", + "issue:41720", + "issue:42490", + "issue:43065", + "issue:43335", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43644", + "issue:43761", + "issue:43827", + "issue:43931", + "issue:43976", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44079", + "issue:44112", + "issue:44190", + "issue:44242", + "issue:44464", + "issue:44479", + "issue:44521", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44737", + "issue:44792", + "issue:44855", + "issue:44913", + "issue:44933", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45245", + "issue:45357", + "issue:45362", + "issue:45381", + "issue:45406", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45803", + "issue:45987" + ], + "soft_pairs": [ + "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:43931|issue:44060", + "issue:44479|issue:44734", + "issue:44534|issue:44913", + "issue:44190|issue:44964", + "issue:44464|issue:45563", + "issue:44792|issue:45600", + "issue:43827|issue:43994", + "issue:44521|issue:45381", + "issue:44855|issue:45588", + "issue:41720|issue:45245", + "issue:45803|issue:45987", + "issue:35141|issue:42490", + "issue:43065|issue:44610", + "issue:44933|issue:45362", + "issue:43335|issue:44855", + "issue:43976|issue:44855", + "issue:43644|issue:44913", + "issue:44077|issue:44079", + "issue:43550|issue:44190", + "issue:43540|issue:44734", + "issue:44737|issue:45803", + "issue:45127|issue:45357", + "issue:44112|issue:45600", + "issue:43335|issue:44190" + ], + "prepared_review_unit_hash": "8fc557f970354796617d3b971403468f552956b844448df6e0b1577a03d2bc17", + "component_budget": { + "node_count": 430, + "item_count": 430, + "soft_pair_count": 1590, + "serialized_chars": 822920, + "estimated_input_tokens": 205730, + "estimated_eval_tokens": 411716 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36105, + "estimated_input_tokens": 9027, + "estimated_eval_tokens": 18310 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The proposed pairs are mostly unrelated bug reports that only share broad subsystem keywords. I don\u2019t see any soft edge that safely collapses into a single underlying issue. The closest true duplicate theme in the set is the non-persistent-buffer junk regression, with 43644 as the strongest anchor.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43644 is the best canonical anchor: it describes a concrete, repo-wide regression in non-persistent buffer initialization, and it is the earlier, more detailed report compared with the later near-duplicate title in 44534.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the strongest representative issue because it captures a clear, systemic bug with broad impact and a well-scoped fix target; the rest of the cluster is too heterogeneous to serve as a better canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Different failures: KV-cache continuation indexing in serve vs missing processor state in Gemma4Processor." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "OOM in Sam3Video is unrelated to Whisper empty-transcription failure." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Stale warning for num_return_sequences is unrelated to Whisper\u2019s empty-output regression." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "Different models and different bugs: CLIPVision hidden_states regression vs MoE load-balancing loss omission." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Llama4 pad_token_id AttributeError and Qwen3-MoE sliding_window behavior are unrelated." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Janus image-generation test failure is unrelated to Qwen3.5 flash-attention generation behavior." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Both involve Qwen3 variants, but one is a weight-shape load mismatch and the other is a tied-weights warning bug." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Video-input regression across Qwen models is unrelated to serve KV-cache tensor indexing." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk on load is unrelated to GPTNeoX rotary_pct reloading." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading failure in a training script is unrelated to Phi-4 multimodal model loading." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is unrelated to a stale warning for num_return_sequences." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Janus test failure and auto_mappings CI breakage are different code paths." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still referencing pipeline() is unrelated to SigLIP2 producing nonsensical outputs." + }, + { + "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 vision_position_ids." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 indentation/import parsing error is unrelated to flash_attention s_aux=None handling." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3 device-mapping CUDA assert is unrelated to category-count overflow." + }, + { + "left": "issue:45803", + "right": "issue:45987", + "accept": false, + "reason": "Bare except swallowing errors in FuyuBatchFeature is unrelated to StaticCache.get_seq_length() returning the wrong type." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Token-embedding resize/post_init reinit bug is unrelated to local-path trailing-slash import warning." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d is unrelated to OmDet-Turbo processor image-size mismatch." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Missing import from image_utils is unrelated to Qwen3.5 chat crashes." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction bug is unrelated to DebertaV2 import parsing on Python 3.13." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "Python-version compatibility issue for Transformers 5.1.0 is unrelated to the DebertaV2 scripting parse error." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "These are different bugs: non-persistent buffer initialization vs config reload losing rotary_pct." + }, + { + "left": "issue:44077", + "right": "issue:44079", + "accept": false, + "reason": "PatchTSMixer post_init policy and ModelOutput key assignment are unrelated implementation bugs." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "Bamba torch.compile SDPA failure is unrelated to local dataset loading in a training example." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError is unrelated to serve KV-cache continuation indexing." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "XLNet CPU arange bug is unrelated to a bare except in FuyuBatchFeature." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA merge collapse with extended vocab is unrelated to wrong visual encoder keys in save_pretrained." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "GraniteSpeech CI stale test and auto_mappings reference cleanup are different failures." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "SwitchTransformers config bug is unrelated to dataset loading in the training script." + } + ] + }, + "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-10000-430", + "nodes": [ + "issue:36246", + "issue:38175", + "issue:38617", + "issue:39692", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:42490", + "issue:42907", + "issue:43065", + "issue:43295", + "issue:43404", + "issue:43441", + "issue:43479", + "issue:43531", + "issue:43643", + "issue:43650", + "issue:43854", + "issue:43976", + "issue:44016", + "issue:44112", + "issue:44186", + "issue:44190", + "issue:44220", + "issue:44246", + "issue:44279", + "issue:44462", + "issue:44496", + "issue:44561", + "issue:44683", + "issue:44734", + "issue:44938", + "issue:44964", + "issue:44987", + "issue:45003", + "issue:45216", + "issue:45245", + "issue:45276", + "issue:45335", + "issue:45375", + "issue:45446", + "issue:45542", + "issue:45584", + "issue:45600", + "issue:45632", + "issue:45907", + "issue:46082", + "issue:46121" + ], + "soft_pairs": [ + "issue:44462|issue:45907", + "issue:46082|issue:46121", + "issue:39692|issue:44190", + "issue:44938|issue:45542", + "issue:43479|issue:45375", + "issue:45276|issue:45584", + "issue:43295|issue:45276", + "issue:36246|issue:41628", + "issue:45245|issue:45584", + "issue:43650|issue:44220", + "issue:44186|issue:44734", + "issue:41950|issue:44016", + "issue:36246|issue:38617", + "issue:42175|issue:44279", + "issue:44246|issue:45003", + "issue:44683|issue:45446", + "issue:43404|issue:45216", + "issue:44016|issue:44220", + "issue:38175|issue:43065", + "issue:43643|issue:44496", + "issue:44734|issue:45632", + "issue:43854|issue:44964", + "issue:44964|issue:45600", + "issue:44112|issue:44964", + "issue:44561|issue:45632", + "issue:43976|issue:44987", + "issue:43531|issue:45600", + "issue:42907|issue:43441", + "issue:42490|issue:45632", + "issue:43295|issue:45335" + ], + "prepared_review_unit_hash": "4e79e023105e6bd9466cbd528c214fc02f244305cbe46ef8e4c11ceb59d3513f", + "component_budget": { + "node_count": 430, + "item_count": 430, + "soft_pair_count": 1590, + "serialized_chars": 822920, + "estimated_input_tokens": 205730, + "estimated_eval_tokens": 411716 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36624, + "estimated_input_tokens": 9156, + "estimated_eval_tokens": 18568 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated issues spanning imports, model loading, config validation, serving, and docs/tests. No soft edge looks like the same underlying bug, so all should be rejected. If one issue has to serve as a representative, issue 44964 is the clearest concrete regression report.", + "confidence": 0.92, + "canonical_issue_reason": "No true duplicate hub stands out; issue:44964 is the strongest representative because it reports a concrete, reproducible model-load regression against latest transformers.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44964 is the best single representative: it is specific, user-facing, and clearly describes a reproducible load failure with a named model and version context.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer file resolution and Hub file listing are different code paths and different bugs." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "LlamaConfig head_dim validation and rope-parameter list handling are unrelated config-validation problems." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "Both touch examples/scripts, but one is a SigLIP2 docs example error and the other is local dataset loading in an image-classification script." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import failure and missing TensorFlow backend with only tensorboard installed are unrelated environment issues." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Both are config-field issues, but they affect different models and different missing/defaulted fields." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Gemma4 embedding resize behavior and Whisper empty transcription after token alignment are unrelated bugs." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor/tokenizer regression and Gemma4 embedding resize are different model-path problems." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they concern different symbols and likely different missing exports." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Category-limit runtime error and Whisper empty-transcription failure are unrelated." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "A vague data request and an fbank feature extraction bug are not the same underlying issue." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "Tokenizer crashes on NER/padding and serving KV-cache indexing are different subsystems and failures." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video-classification processor lookup and a notebook syntax error are unrelated." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Different missing imports from different modules; no evidence of a shared root cause." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "General dependency/install complaint is too broad to match the specific TensorFlow-backend packaging bug." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import slowness and unsafe sys.modules access may be related only indirectly, but they are not the same concrete bug." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "A compiled flex_attention failure on new torch versions and a version-check bug for AuxRequest import are distinct issues." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Mistral3 lm_head tying and Qwen3.5 save_pretrained checkpoint correctness are different model-specific problems." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error and feature-extraction failure are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:43065", + "accept": false, + "reason": "SigLIP2 zero probabilities and a dummy Conv2d in Sam3PixelDecoder are different model bugs." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Both involve config loading, but one is missing fields with trust_remote_code and the other is unrecognized model/config_type handling." + }, + { + "left": "issue:44734", + "right": "issue:45632", + "accept": false, + "reason": "Serving KV-cache tensor indexing and local trust_remote_code cache-path collision are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Both are model-load failures, but for different models and no shared concrete code-path is shown." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Phi-4 multimodal loading and broken auto_mappings references to removed Sam3LiteText configs are different breakages." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI test flakiness in GraniteSpeech and Phi-4 multimodal load failure are unrelated." + }, + { + "left": "issue:44561", + "right": "issue:45632", + "accept": false, + "reason": "trust_remote_code breakage from removing is_torch_fx_available and local cache-path collisions are different bugs." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python-version compatibility and a specific model-loading failure are not the same underlying issue." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and Sam3LiteText mapping references are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Dequantized Ministral/Devstral saving and FlashAttention failure in Ministral-3 are different code paths." + }, + { + "left": "issue:42490", + "right": "issue:45632", + "accept": false, + "reason": "Trailing-slash local-model warning and trust_remote_code cache-path collisions are similar only at a high level; not the same bug." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Processor/tokenizer regression and t5gemma embedding resize 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": 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-10000-430", + "nodes": [ + "issue:38175", + "issue:39692", + "issue:41950", + "issue:43295", + "issue:43299", + "issue:43335", + "issue:43381", + "issue:43479", + "issue:43525", + "issue:43526", + "issue:43577", + "issue:43650", + "issue:43673", + "issue:43824", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44242", + "issue:44279", + "issue:44336", + "issue:44351", + "issue:44368", + "issue:44496", + "issue:44521", + "issue:44617", + "issue:44683", + "issue:44779", + "issue:44933", + "issue:45020", + "issue:45042", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45325", + "issue:45335", + "issue:45357", + "issue:45405", + "issue:45542", + "issue:45584", + "issue:45593", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46132", + "issue:46209" + ], + "soft_pairs": [ + "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", + "issue:43299|issue:45216", + "issue:43381|issue:45593", + "issue:43976|issue:44279", + "issue:43901|issue:44496", + "issue:43650|issue:46209", + "issue:44496|issue:45759", + "issue:45335|issue:45584", + "issue:43479|issue:43525", + "issue:44242|issue:45200", + "issue:44521|issue:45325", + "issue:43299|issue:45357", + "issue:44351|issue:45278", + "issue:43577|issue:45216", + "issue:41950|issue:45020", + "issue:38175|issue:44617", + "issue:41950|issue:45823", + "issue:39692|issue:43901", + "issue:44279|issue:45405", + "issue:44779|issue:45812", + "issue:44683|issue:45542", + "issue:43295|issue:44779", + "issue:43976|issue:45405", + "issue:43299|issue:43854", + "issue:43650|issue:46132" + ], + "prepared_review_unit_hash": "b9e92835a2227e37387f4ac88b523cb3013f610ba5b91bb331d9b9897f689fbd", + "component_budget": { + "node_count": 430, + "item_count": 430, + "soft_pair_count": 1590, + "serialized_chars": 822920, + "estimated_input_tokens": 205730, + "estimated_eval_tokens": 411716 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36919, + "estimated_input_tokens": 9230, + "estimated_eval_tokens": 18716 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the soft pairs share superficial themes like regressions, imports, multimodal processors, or config handling, but they do not look like the same underlying bug/change.", + "confidence": 0.79, + "canonical_issue_reason": "If one issue must represent the cluster, issue:45278 is the broadest umbrella because it covers a version-upgrade/import-breakage class that overlaps with several items here. That said, the cluster is too mixed to treat any single issue as a true canonical duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most generally applicable and user-facing among the set, so it is the best representative issue even though it does not subsume the unrelated tokenizer, multimodal, training, and notebook bugs in this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "Different surfaces: BeitImageProcessorFast label reduction vs text-classification docs for return_all_scores; not the same bug." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Model/config loading failure vs PIL image processor dependency regression; unrelated codepaths." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache failure during chunked prefill vs ANSI escape handling in loading_report; no shared underlying bug." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error vs tokenizer AddedToken argument duplication; different failure modes entirely." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "Sparse-layer config creation bug vs missing auxiliary losses when denoising is off; not the same change." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Missing Qwen2.5-VL export symbol vs nonexistent image_utils import; different modules and causes." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Optimizer hyperparameter handling vs a tie_word_embeddings warning in Qwen3.5 fine-tuning; unrelated." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Qwen3VL model loading regression vs Qwen3.5 save_pretrained serialization regression; different stages and codepaths." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient-checkpointing/eval-mode logic vs D-FINE loss computation; no common underlying defect." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python-version compatibility regression vs vague dependency issue; too broad and not the same bug." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Outdated docs around return_all_scores vs an actual model-loading error; different artifacts and fixes." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "Placeholder issue text vs FP8 inference on B200 hardware; clearly unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Unrecognized multimodal model loading vs AutoModelForCausalLM not unwrapping text_config; both config-related but distinct codepaths." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Token-embedding resize bug vs Whisper empty-transcription generation failure after token alignment; unrelated." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Default sub-config initialization in Phi4MultimodalConfig vs missing pad_token_id attribute in Llama4Config; different config bugs." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Router load-balancing loss omission vs Gemma4 mm_token_type_ids defaulting; separate multimodal/training behaviors." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "assistant mask generation in chat templating vs rope-index temporal scaling; both multimodal but different mechanisms." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3VL loading issue vs Qwen3.5 save_pretrained visual-key regression; different model families and serialization paths." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "Specific HybridCache import failure vs broad import errors after upgrade; related theme but not the same underlying bug." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "dtype propagation on Blip2 load vs Qwen3.5 checkpoint-saving regression; distinct model-specific issues." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video-classification pipeline choosing image processors vs remote_code model breakage; not the same codepath." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 vs CUDA OOM in Sam3Video; different symptom and root cause." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Pipeline processor lookup bug vs Gemma4 device placement mismatch; unrelated bugs." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "SigLIP2 docs example with model/processor mismatch and quantization failure vs a different docs mismatch about return_all_scores." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Generic dependency issue vs PEFT minimum-version bump to an unreleased release; not the same defect." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Tokenizer regression for Deepseek models vs Granite tokenizer regression; same broad area, but different models and likely different fixes." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 vs optional backend detection for tensorboard/TensorFlow; unrelated." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Processor/tokenizer API regression in custom model code vs Deepseek tokenization correctness regression; different failure modes." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python compatibility problem vs unreleased PEFT version bump; unrelated dependency concerns." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3VL MoE loading regression vs GLM-4.7-Flash loading in tests; different model families and loader paths." + }, + { + "left": "issue:43650", + "right": "issue:46132", + "accept": false, + "reason": "Empty/placeholder issue vs AttentionInterface.register behavior change; no duplicate relationship." + } + ] + }, + "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-10000-430", + "nodes": [ + "issue:33290", + "issue:42175", + "issue:42994", + "issue:43065", + "issue:43262", + "issue:43317", + "issue:43441", + "issue:43450", + "issue:43525", + "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:44261", + "issue:44263", + "issue:44279", + "issue:44291", + "issue:44297", + "issue:44361", + "issue:44462", + "issue:44466", + "issue:44521", + "issue:44617", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:44898", + "issue:45081", + "issue:45276", + "issue:45397", + "issue:45542", + "issue:45593", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45823", + "issue:45834", + "issue:45907" + ], + "soft_pairs": [ + "issue:44462|issue:45081", + "issue:43450|issue:44279", + "issue:44016|issue:44291", + "issue:44297|issue:44462", + "issue:43441|issue:45834", + "issue:45081|issue:45907", + "issue:44466|issue:45276", + "issue:45600|issue:45712", + "issue:42994|issue:43317", + "issue:33290|issue:45656", + "issue:43653|issue:45593", + "issue:44623|issue:44749", + "issue:44623|issue:45397", + "issue:43065|issue:44898", + "issue:44261|issue:44263", + "issue:43441|issue:44683", + "issue:44361|issue:45593", + "issue:44016|issue:45823", + "issue:42175|issue:43976", + "issue:43723|issue:44162", + "issue:44671|issue:44779", + "issue:43262|issue:44521", + "issue:43901|issue:43994", + "issue:43673|issue:43761", + "issue:43784|issue:45542", + "issue:43824|issue:43976", + "issue:43450|issue:44617", + "issue:44297|issue:45397", + "issue:43525|issue:43881" + ], + "prepared_review_unit_hash": "c4885effb66f2cf40f2432dd719626865cad5df061840c83a793500b67ba4700", + "component_budget": { + "node_count": 430, + "item_count": 430, + "soft_pair_count": 1590, + "serialized_chars": 822920, + "estimated_input_tokens": 205730, + "estimated_eval_tokens": 411716 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36319, + "estimated_input_tokens": 9080, + "estimated_eval_tokens": 18416 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very heterogeneous: the soft-similarity pairs are mostly topical overlaps (tokenizers, attention, deepspeed, processors, CI) rather than true duplicates. I would not merge any of the suggested pairs.", + "confidence": 0.88, + "canonical_issue_reason": "Issue #44521 is the strongest anchor candidate: it is active, user-facing, has multiple inbound references, and describes a clear multimodal processor regression with broad impact.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #44521 is the best duplicate-target candidate among the issues because it is well-scoped, current, and likely to attract related reports if any exist.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer-loading bugs, but one is AutoTokenizer ignoring tokenizer.json and the other is a Mistral regex patch crash; different failure paths." + }, + { + "left": "issue:43450", + "right": "issue:44279", + "accept": false, + "reason": "Unrelated issues: batched video processor shape bug vs a generic dependency problem." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error and init_empty_weights TypeError are different problems with no shared code path." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Both touch tokenizer save/load behavior, but one is tokenizer_class serialization mismatch and the other is repository tokenizer file selection." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "Both involve model-specific failures, but Ministral FlashAttention and Kosmos2.5 OCR index errors are unrelated bugs." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Mistral regex crash and list_repo_files revision forwarding are unrelated repository/tokenizer issues." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Different regressions: tied-weight serialization vs Gemma4 resize_token_embeddings propagation." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Both are cleanup/CI-related, but they concern different files and different dummy/reference issues." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized model saving failure and dequantized model loading with offload are separate lifecycle bugs." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "DeepSpeed-related, but adafactor OOM and optimizer.step being called twice are distinct symptoms and likely different code paths." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and D-FINE auxiliary-loss handling are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Processor save_pretrained file omission and a performance regression after upgrade are not the same bug." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Processor save_pretrained missing files and Gemma-4 zero3 from_pretrained are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:44898", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to Perceiver non-default-resolution failures." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "These are different implementation bugs in different models: missing rms_norm_eps vs torch.split return handling." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "Both mention attention, but one is FlashAttention on a specific model and the other is compiled flex_attention on torch >= 2.9." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "MLukeTokenizer task attribute error and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error and Gemma4 PLE device mismatch are different issues." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Packaging/backends issue and Python version compatibility issue are not duplicates." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading in v5 and ESM2 breakage are separate model/framework failures." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "CamemBERT masked-LM predictions and Deepseek tokenizer output are different regressions." + }, + { + "left": "issue:43262", + "right": "issue:44521", + "accept": false, + "reason": "Both are processor/chat-template related, but one is default sampling rate and the other is assistant mask generation for multimodal inputs." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Pipeline docs mismatch and SigLIP2 nonsensical inference are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Generation cache/chunked prefill and CLIPVisionModel hidden_states are different regression classes." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Importing sentence-transformers with missing nn and tensorboard/TensorFlow backend availability are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Qwen2.5-VL import failure and Python 3.9/3.10 compatibility are different issues." + }, + { + "left": "issue:43450", + "right": "issue:44617", + "accept": false, + "reason": "Video processor batching shape bug and Sam3Video CUDA OOM are not the same underlying defect." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save metadata mismatch and Gemma-4 zero3 loading are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Llama4Config pad_token_id AttributeError and glm-4v-9b loading failure are different model-specific bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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-10000-430", + "nodes": [ + "issue:36246", + "issue:41628", + "issue:41950", + "issue:42491", + "issue:42757", + "issue:42886", + "issue:43262", + "issue:43299", + "issue:43352", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43596", + "issue:43643", + "issue:43673", + "issue:43901", + "issue:43976", + "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:44589", + "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:45593", + "issue:46123", + "issue:46132" + ], + "soft_pairs": [ + "issue:43901|issue:44246", + "issue:43525|issue:43643", + "issue:44188|issue:44336", + "issue:41628|issue:43976", + "issue:44589|issue:45362", + "issue:42491|issue:43299", + "issue:45561|issue:45563", + "issue:44336|issue:44373", + "issue:44295|issue:45397", + "issue:44246|issue:44496", + "issue:44242|issue:45593", + "issue:43531|issue:45362", + "issue:41950|issue:44220", + "issue:43526|issue:45003", + "issue:42886|issue:46132", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:44336|issue:44485", + "issue:44246|issue:44871", + "issue:45003|issue:45561", + "issue:43673|issue:44561", + "issue:44242|issue:44857", + "issue:44779|issue:45292", + "issue:36246|issue:43596", + "issue:43352|issue:45250", + "issue:44295|issue:44749", + "issue:44162|issue:45200", + "issue:43901|issue:45003", + "issue:45412|issue:46123", + "issue:44496|issue:45003", + "issue:44877|issue:45375", + "issue:43262|issue:44246" + ], + "prepared_review_unit_hash": "873e4f51a09dcb2a564583796115c1877a2309c823ecd52bb1f6a0dfd60925ed", + "component_budget": { + "node_count": 430, + "item_count": 430, + "soft_pair_count": 1590, + "serialized_chars": 822920, + "estimated_input_tokens": 205730, + "estimated_eval_tokens": 411716 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37081, + "estimated_input_tokens": 9271, + "estimated_eval_tokens": 18798 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are distinct bug reports across different model families and subsystems. I found one plausible duplicate pair around strict config handling; the rest are too semantically different to merge as duplicates.", + "confidence": 0.79, + "canonical_issue_reason": "issue:44877 is the broadest, most root-cause-oriented report in the only near-duplicate pair: it describes strict config loading failing on model configs, which also covers the more specific field-dropping case in issue:45375.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44877 best represents the shared strict-config regression because it is model-agnostic, clearly describes the loading failure, and can subsume the narrower config-field complaint.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs wording about return_all_scores and an import-slowdown report are different problems in different code paths." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Llama4 pad_token_id missing and trust_remote_code dropping fields are both config-related, but they are not the same bug." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile is unrelated to ANSI codes emitted by loading_report." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "Missing AutoImageProcessor import and Python 3.9+ incompatibility are separate failures with no shared concrete code path." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Different runtime errors in different model/chat paths; no evidence of the same underlying defect." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen/MoE models, but one is LoRA compatibility and the other is a Qwen3VL loading regression." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "A pytest-xdist race in testing utils is unrelated to a stale generation warning." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI output leakage and a wrong docstring for position_ids are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Reading position_ids after buffer registration is not the same as a gemma-4 zero3 from_pretrained failure." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import slowness and an unrecognized model/config loading error are different issues." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Different auxiliary-loss bugs in different model families; they are not the same concrete change." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Both mention Qwen models, but sliding_window handling and a transformers chat crash are distinct failures." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification pipeline image-processor lookup and audio fbank extraction are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and unsafe sys.modules access are unrelated bugs." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline cache loading and AttentionInterface.register behavior changes are different code paths." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different symbols from different packages and with different causes." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Missing Qwen2_5_VLImageProcessor and missing HybridCache exports are separate symbol-export issues." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "Terminal ANSI generation and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import performance regression and Gemma eos_token_id mismatch do not share the same bug." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils is unrelated to the xdist captured_info.txt race." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Both are v5 regressions, but one is GenerationMixin cache/chunked_prefill and the other is removal of is_torch_fx_available for trust_remote_code." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Missing load-balancing loss and a float16 AMP crash in LwDetrImageLoss are different defects." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenizer correctness in Deepseek and resize_token_embeddings propagation are unrelated." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Missing image-processor import and a DeepSpeed zero3 BertModel IndexError are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "A model-specific Flash Attention 2 unsupported error is not the same as the generic feature/topic issue." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "A position_ids buffer error and a Chinese report about slower filtering after upgrade are unrelated." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaulting are different model-specific issues." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "A pipeline doc mismatch is not the same as unsafe sys.modules access." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "RT-DETR memory lifecycle and MaskGenerationPipeline partial-batch dropping are different bugs." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Model config recognition failure and sys.modules access misuse are distinct root causes." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": true, + "reason": "Both reports point to the same strict-config regression: model config fields are being rejected or dropped during loading, with 45375 being a specific instance of the broader 44877 failure mode." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio sampling-rate defaults and import-time slowness are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The single accepted soft-edge pair, issue:44877 and issue:45375, is plausibly the same strict-config loading regression based on the titles alone. The remaining soft-edge rejections also read as cautious and evidence-based, without overclaiming duplicates." + }, + "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": 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-10000-430", + "nodes": [ + "issue:42886", + "issue:43065", + "issue:43232", + "issue:43257", + "issue:43408", + "issue:43475", + "issue:43540", + "issue:43653", + "issue:43673", + "issue:43931", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44336", + "issue:44368", + "issue:44466", + "issue:44479", + "issue:44483", + "issue:44530", + "issue:44623", + "issue:44734", + "issue:44877", + "issue:44933", + "issue:44977", + "issue:44987", + "issue:44995", + "issue:45137", + "issue:45200", + "issue:45229", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45397", + "issue:45459", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45656", + "issue:45701", + "issue:45759", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46170", + "issue:46202" + ], + "soft_pairs": [ + "issue:45292|issue:45584", + "issue:43257|issue:45137", + "issue:45987|issue:46082", + "issue:45375|issue:45759", + "issue:45292|issue:45701", + "issue:43232|issue:44336", + "issue:44987|issue:45459", + "issue:44479|issue:46170", + "issue:43065|issue:43408", + "issue:43475|issue:43540", + "issue:44995|issue:45200", + "issue:44466|issue:45335", + "issue:42886|issue:45229", + "issue:45397|issue:45656", + "issue:44483|issue:46202", + "issue:44188|issue:46202", + "issue:44060|issue:44077", + "issue:44995|issue:45588", + "issue:43653|issue:44162", + "issue:44368|issue:44977", + "issue:45137|issue:45600", + "issue:44877|issue:46170", + "issue:44368|issue:45563", + "issue:43673|issue:44734", + "issue:43931|issue:44368", + "issue:44530|issue:46170", + "issue:43065|issue:46123", + "issue:44933|issue:45459", + "issue:44297|issue:44623" + ], + "prepared_review_unit_hash": "5f779d072cbd0f23229366b9a90a089a57a47b34209a3e944d8672a578ec7227", + "component_budget": { + "node_count": 430, + "item_count": 430, + "soft_pair_count": 1590, + "serialized_chars": 822920, + "estimated_input_tokens": 205730, + "estimated_eval_tokens": 411716 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36398, + "estimated_input_tokens": 9100, + "estimated_eval_tokens": 18456 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very heterogeneous: most items are unrelated model-, tokenizer-, config-, or serving-specific bugs that only share broad Transformers/deepspeed vocabulary. None of the proposed soft edges look like true duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 45292 is the best anchor only by being the most general, self-contained API regression in the set; it is concrete, reproducible, and less model-specific than most others.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45292 is the strongest standalone issue to keep because it describes a clear core-library behavior gap rather than a niche model-family or environment-specific failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Resize-token-embedding behavior is unrelated to Whisper empty-transcription generation after align_special_tokens." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Both mention DeepSpeed, but one is weight conversion during load and the other is a ZeRO3 deque IndexError; different failures." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "Cache sequence-length return type and LlamaConfig head_dim validation are unrelated bugs." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Missing config field in Qwen3.5 MoE vision config is not the same as AutoModelForCausalLM not unwrapping text_config." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "Embedding resize/output sync bug is unrelated to a version-dependent tokenization change." + }, + { + "left": "issue:43232", + "right": "issue:44336", + "accept": false, + "reason": "Generation kwargs handling after sync_gpus is unrelated to ANSI formatting in loading_report." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Both involve loading errors, but one is a model/package load failure and the other is tokenizer error masking when protobuf is absent." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Video-input regression in Qwen models is unrelated to Windows ROCm import/type errors from torch.distributed." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "A dummy Conv2d in Sam3PixelDecoder is not the same as a model-type warning for sam3_video vs sam3_tracker." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Missing fpn_position_embeddings in SAM3 vision output is unrelated to Qwen3OmniMoe video input validation." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "Stale indexer cache crash and required mm_token_type_ids for Gemma 4 fine-tuning are different code paths." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Tied-weight serialization inconsistency by device is not the same as resize_token_embeddings failing to update decoder.embed_tokens." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU CUDA OOM are unrelated." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Gemma-4 zero3 from_pretrained and optimizer stepping twice under deepspeed are different bugs." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "Chat/completions request rejection is unrelated to Gemma pipeline roundtrip failure on \u2581." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "torch.compile attention-kernel divergence is unrelated to Gemma token roundtrip issues." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Incorrect tied-weights warning and patchtsmixer post_init policy are unrelated." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Second-forward stale cache crash is unrelated to the flash_attention s_aux=None AttributeError." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug is unrelated to ESM2 breakage." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "A tie_word_embeddings warning is not the same as a Qwen3.5 flash-attention generation regression." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "ZeRO3 deque exhaustion is unrelated to stale auto_mappings references to removed Sam3LiteText configs." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Strict config loading for granite_speech is unrelated to ROCm/torch.distributed import failures." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "A tied-weights config warning is not the same as a stale num_return_sequences warning in paged generate()." + }, + { + "left": "issue:43673", + "right": "issue:44734", + "accept": false, + "reason": "Missing cache in GenerationMixin chunked_prefill and server KV-cache indexing crashes are different problems." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and tie_word_embeddings warnings are unrelated." + }, + { + "left": "issue:44530", + "right": "issue:46170", + "accept": false, + "reason": "PagedAttentionCache group-type crash in Qwen3.5 is unrelated to Windows ROCm dependency issues." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "SAM3 pixel decoder placeholder conv and MaskGenerationPipeline final-batch handling are unrelated." + }, + { + "left": "issue:44933", + "right": "issue:45459", + "accept": false, + "reason": "Missing image_utils import and protobuf-related tokenizer error masking are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Tokenizer class mismatch on save_pretrained and processor save_pretrained missing files are different serialization 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": 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-10000-430", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:36010", + "issue:41628", + "issue:42371", + "issue:42673", + "issue:42994", + "issue:43232", + "issue:43475", + "issue:43482", + "issue:43525", + "issue:43643", + "issue:43646", + "issue:43673", + "issue:43701", + "issue:43704", + "issue:43873", + "issue:44038", + "issue:44162", + "issue:44188", + "issue:44351", + "issue:44361", + "issue:44623", + "issue:44661", + "issue:44749", + "issue:44869", + "issue:44871", + "issue:44933", + "issue:44945", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45230", + "issue:45278", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45381", + "issue:45397", + "issue:45406", + "issue:45478", + "issue:45656", + "issue:45753", + "issue:46077", + "issue:46123", + "issue:46132", + "issue:46202" + ], + "soft_pairs": [ + "issue:44869|issue:45356", + "issue:44361|issue:44749", + "issue:43646|issue:44162", + "issue:43232|issue:43673", + "issue:44623|issue:45656", + "issue:44749|issue:45656", + "issue:43673|issue:45278", + "issue:43701|issue:44749", + "issue:44871|issue:46132", + "issue:42994|issue:43482", + "issue:43475|issue:45381", + "issue:45230|issue:45397", + "issue:43475|issue:43643", + "issue:28282|issue:30990", + "issue:44038|issue:44623", + "issue:46077|issue:46123", + "issue:45406|issue:46202", + "issue:42371|issue:45092", + "issue:41628|issue:44933", + "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:43232|issue:44188", + "issue:41628|issue:44351", + "issue:42673|issue:43704", + "issue:44945|issue:45753", + "issue:36010|issue:41628" + ], + "prepared_review_unit_hash": "87711f993aae2a10ec2fe9a4f68ba4d685dcf803c3750fc6bb29dc2c24caffcf", + "component_budget": { + "node_count": 430, + "item_count": 430, + "soft_pair_count": 1590, + "serialized_chars": 822920, + "estimated_input_tokens": 205730, + "estimated_eval_tokens": 411716 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35850, + "estimated_input_tokens": 8963, + "estimated_eval_tokens": 18182 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous regression cluster with only a couple of true duplicates; the rest are related only at a broad Transformers-v5 / model-regression level, not the same underlying bug.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 45278 is the best umbrella representative: it captures the broad upgrade-induced import/API breakage theme that recurs across the cluster and is more general than the niche model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45278 is the strongest global representative because it is the broadest, most cluster-like regression report rather than a narrow symptom or exact duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Different failure modes: Whisper timestamp decoding crash vs Kimi tokenizer codec/regression issue." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "Tokenizer task AttributeError and a performance regression after upgrade are unrelated bugs." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Custom AutoConfig missing fields is not the same as ESM2 being broken." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both are generation-related, but they target different code paths and symptoms." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor save_pretrained missing files and double optimizer stepping in deepspeed are unrelated." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "A slowdown regression and a double-step optimizer bug do not match." + }, + { + "left": "issue:43673", + "right": "issue:45278", + "accept": false, + "reason": "Generation cache failure and broad import errors after upgrade are different issues." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "Checkpoint key mismatch is unrelated to the data-filtering slowdown report." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "EOS config mismatch is not the same as AttentionInterface.register changing registered behavior." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are separate code paths." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "SAM 3 video encoder attribute error and Qwen2.5-VL position-id bug are different model-specific failures." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "A generic bug report does not establish the same Gemma-4 zero3 from_pretrained issue." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "Different model families and different failure surfaces." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "Missing PyTorch import error is not the same as Sentence Transformers hanging on load." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe / transformers 5 bug and processor save_pretrained missing files are unrelated." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Bidirectional attention mask construction and pipeline partial-batch handling are different bugs." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and Gemma pipeline roundtrip on \u2581 are not the same concrete failure." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 settings guidance and InternVL2 meta-init incompatibility are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import-related, but they concern different missing symbols and likely different breakages." + }, + { + "left": "issue:43475", + "right": "issue:44661", + "accept": false, + "reason": "SAM 3 video encoder error is unrelated to add-new-model-like / tokenizer mapping logic." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized saving failure and missing pad_token_id on Llama4Config are different bugs." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Missing deepstack_visual_indexes in Qwen3_5MoeVisionConfig is a different issue from the from_pretrained error." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Mistral regex patch crash and auto_docstring annotations crash are unrelated implementation paths." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Both mention Qwen3.5 Moe, but one is a general from_pretrained error and the other is a missing vision-config field." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization offloading and pipeline-parallelism output corruption are separate problems." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and attention-kernel divergence under torch.compile are different issues." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "AutoImageProcessor import failure and HybridCache import failure are distinct missing exports." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact same title and same reported Qwen3ForCausalLM VRAM leak under multiple dataloader threads." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Incorrect output under pipeline parallelism is not the same as an infinite loop on a specific image." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "GenerationMixin import failure and AutoImageProcessor import failure are unrelated import regressions." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same Qwen3.5 Moe from_pretrained regression; titles differ only in phrasing/version framing." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The umbrella choice of issue 45278 is supported by the packet as a broad post-upgrade import-error report, and the two accepted soft pairs are exact/near-exact duplicates with matching titles and symptoms. The remaining soft-edge rejections are conservative and do not overclaim shared root cause." + }, + "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-10000-430", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:42175", + "issue:42222", + "issue:42831", + "issue:42898", + "issue:42994", + "issue:43232", + "issue:43278", + "issue:43377", + "issue:43479", + "issue:43504", + "issue:43526", + "issue:43673", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43976", + "issue:44038", + "issue:44060", + "issue:44079", + "issue:44188", + "issue:44222", + "issue:44242", + "issue:44448", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44792", + "issue:44869", + "issue:44933", + "issue:44964", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45137", + "issue:45200", + "issue:45310", + "issue:45356", + "issue:45405", + "issue:45561", + "issue:45712", + "issue:45812" + ], + "soft_pairs": [ + "issue:44964|issue:45137", + "issue:42831|issue:44222", + "issue:44222|issue:45310", + "issue:42994|issue:43824", + "issue:43232|issue:44792", + "issue:43673|issue:44188", + "issue:44038|issue:45310", + "issue:42175|issue:45712", + "issue:43526|issue:45561", + "issue:44496|issue:45561", + "issue:43504|issue:45561", + "issue:43377|issue:44242", + "issue:42175|issue:44933", + "issue:42898|issue:44568", + "issue:42222|issue:45200", + "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:30333|issue:33290", + "issue:42898|issue:45812", + "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:45405|issue:45712", + "issue:44060|issue:45125", + "issue:42898|issue:44448" + ], + "prepared_review_unit_hash": "2dab2ddf9470aca44641fafeb520b35f44b08566a5ad5b7d2271744bbf3857e9", + "component_budget": { + "node_count": 430, + "item_count": 430, + "soft_pair_count": 1590, + "serialized_chars": 822920, + "estimated_input_tokens": 205730, + "estimated_eval_tokens": 411716 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37387, + "estimated_input_tokens": 9347, + "estimated_eval_tokens": 18950 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft edge looks like a true duplicate; the set is a heterogeneous mix of unrelated bugs with only superficial overlap in model families, tokenizer regressions, or shared subsystems.", + "confidence": 0.94, + "canonical_issue_reason": "42898 is the closest umbrella-style report: it describes a concrete v5 tokenizer regression with a clear before/after boundary, making it the best representative of the tokenizer-regression subset even though the overall cluster is not a single bug.", + "canonical_pr_reason": null, + "best_issue_reason": "42898 is the strongest stand-alone issue here because it is specific, user-facing, and framed as a regression with a reproducible version boundary; the other issues are either narrower manifestations or unrelated problems.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Different problems: Phi-4 multimodal model loading vs DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "Both mention FP8, but one is an accuracy regression and the other is a save_pretrained failure in MOE code paths." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "Same model family, different failures: FP8 serialization vs from_pretrained import/loading error." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized model save failure is unrelated to an ImportError for Qwen2.5-VL class import." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation cache/sync_gpus bug vs janus image-generation test failure; no shared code-path." + }, + { + "left": "issue:43673", + "right": "issue:44188", + "accept": false, + "reason": "Chunked prefill cache issue is different from attention-kernel divergence under torch.compile branching." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Different Qwen variants and different symptoms: Qwen3-VL-Moe incompatibility vs Qwen3.5-Moe from_pretrained error." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Backend dependency packaging issue vs leftover dummy class cleanup; not the same bug." + }, + { + "left": "issue:43526", + "right": "issue:45561", + "accept": false, + "reason": "ImageProcessorFast label reduction bug vs pytest-xdist file race in testing utils." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrecognized model/config loading failure vs test infrastructure race; unrelated." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "Legacy preset loading issue vs captured_info.txt race condition; different code paths." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "MIMI padding-mask inconsistency vs missing load-balancing loss when router logits are off." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Packaging/backend selection issue vs a missing import symbol; no duplicate signal." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both tokenizer-related, but one is clean_up_tokenization_spaces behavior and the other is add_special_tokens not adding BOS/EOS." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "VitPose model breakage is unrelated to Gemma 4 token-type ID handling." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility issue vs missing import from image_utils; unrelated." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "SentenceTransformers loading hang vs embedding reinitialization after resize; different failures." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Config default initialization bug vs Whisper timestamp decode crash; not the same underlying defect." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Dtype mismatch during evaluate vs DeepSpeed ZeRO3 deque error; different mechanisms." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Default config initialization bug vs ModelOutput key assignment bug; separate APIs and symptoms." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Missing files on processor.save_pretrained is not the same as Qwen3.5-Moe from_pretrained failure." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting failure after training crash vs OOM with Adafactor in DeepSpeed; unrelated." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but one is clean-up behavior and the other is wrong token IDs for Granite; distinct bugs." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Sentence-transformers import NameError vs missing Qwen2.5-VL export; unrelated import failures." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Serving KV-cache continuation crash vs auto_docstring annotations crash; different subsystems." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer loading failure vs special-token insertion regression; not the same code-path." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and behaviors (cleanup spacing vs DeepSeek token IDs)." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Kimi-K2.5 codec/regex regression is distinct from the general clean_up_tokenization_spaces behavior change." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing image-patch helper in GLM46V is unrelated to InternVL2 meta-initialization incompatibility." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "PEFT version pinning problem vs dummy class cleanup; no duplicate relation." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Incorrect tied-weights warning in Qwen3-Next is different from missing _tp_plan in Qwen3.5-Moe." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Tokenizer cleanup regression vs Pegasus output mismatch across v4/v5; related theme but not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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-10000-430", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30333", + "issue:30990", + "issue:34689", + "issue:35141", + "issue:36331", + "issue:38175", + "issue:41628", + "issue:42757", + "issue:42831", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:43761", + "issue:44190", + "issue:44206", + "issue:44222", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44448", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44514", + "issue:44623", + "issue:44871", + "issue:44933", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45103", + "issue:45245", + "issue:45310", + "issue:45357", + "issue:45406", + "issue:45656", + "issue:45712", + "issue:45834", + "issue:46082", + "issue:46132", + "issue:46209" + ], + "soft_pairs": [ + "issue:44295|issue:45656", + "issue:44448|issue:46132", + "issue:44933|issue:45712", + "issue:44222|issue:44297", + "issue:44297|issue:45656", + "issue:43116|issue:44190", + "issue:43479|issue:43644", + "issue:44190|issue:46082", + "issue:44222|issue:44623", + "issue:42831|issue:44623", + "issue:30333|issue:34689", + "issue:43122|issue:46209", + "issue:45245|issue:46132", + "issue:30333|issue:36331", + "issue:22355|issue:28282", + "issue:45071|issue:46082", + "issue:28282|issue:30333", + "issue:41628|issue:42757", + "issue:30333|issue:35141", + "issue:44206|issue:45103", + "issue:44297|issue:45310", + "issue:44222|issue:44484", + "issue:43723|issue:44977", + "issue:43232|issue:45834", + "issue:44263|issue:45092", + "issue:43761|issue:46082", + "issue:44295|issue:44623", + "issue:44373|issue:44485", + "issue:44483|issue:45406", + "issue:44514|issue:45103", + "issue:45092|issue:45357", + "issue:44263|issue:44360", + "issue:43723|issue:44871", + "issue:30990|issue:38175" + ], + "prepared_review_unit_hash": "07fa8d08e8945a11893a5c630839b36ad36884cc0ece686ffd97048fea91fbc0", + "component_budget": { + "node_count": 430, + "item_count": 430, + "soft_pair_count": 1590, + "serialized_chars": 822920, + "estimated_input_tokens": 205730, + "estimated_eval_tokens": 411716 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37617, + "estimated_input_tokens": 9405, + "estimated_eval_tokens": 19066 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft pairs are mostly superficial text similarity around imports/loading/save_pretrained/v5 regressions, but they do not describe the same underlying bug or change. No soft edge should be merged.", + "confidence": 0.91, + "canonical_issue_reason": "No clear canonical issue: the items span unrelated bug classes and none of the soft pairs are duplicate-level matches.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good representative for the cluster; it is too mixed to treat any one issue as the canonical duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Different subsystems and failure modes: buffer access around position_ids vs. double optimizer stepping with deepspeed." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "One is a model-output regression between v4 and v5; the other is altered behavior in AttentionInterface.register." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Both concern imports/internal symbols, but one is a missing image_utils import and the other is leftover dummy PT classes leaking into dir()." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "Both mention save_pretrained, but one is FP8 MOE serialization and the other is tokenizer metadata mismatch." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Unrelated: tokenizer save metadata bug vs. deepspeed optimizer stepping." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Different example scripts and failures: empty multilabel results vs. local dataset loading." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Different code paths: multimodal config defaults vs. non-persistent buffer initialization." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Example-script dataset loading bug vs. LlamaConfig head_dim validation issue." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Both are serialization-related, but they affect different APIs and different missing/incorrect outputs." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy regression is unrelated to processor.save_pretrained missing files." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLflow reporting on failed training is unrelated to a model-loading regression for Llama 3.2 Vision." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenization behavior change across versions is unrelated to FP8 inference failing on B200 GPUs." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-count validation and AttentionInterface.register behavior are different bugs." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "Failed-job MLflow reporting vs. Trainer compute_loss signature incompatibility are unrelated." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Both are import errors, but they concern different modules and different missing dependencies." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "PretrainedConfig type-checking regression is unrelated to LlamaConfig head_dim rejection." + }, + { + "left": "issue:28282", + "right": "issue:30333", + "accept": false, + "reason": "AutoModel missing torch and MLflow job-reporting are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Import failures from different packages and different causes; not the same bug." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "Training-job reporting issue vs. embedding reinitialization bug in post_init are unrelated." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "Feature-extractor argument mismatch vs. auto-docstring crash under future annotations are different code paths." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer save metadata bug vs. Qwen3.5 MoE from_pretrained failure are distinct problems." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 MOE save_pretrained issue is unrelated to the max_shard_size default question." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading regression and Qwen3.5 flash-attention generation bug are different failures." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation kwargs update bug is unrelated to Kosmos2.5 OCR index errors." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "GlmMoeDsaIndexer torch.split issue is unrelated to InternVL2 meta-init compatibility." + }, + { + "left": "issue:43761", + "right": "issue:46082", + "accept": false, + "reason": "CLIP hidden_states regression and LlamaConfig head_dim validation are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Position_ids buffer access bug vs. processor.save_pretrained file omission are different issues." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Docstring wording for position_ids is not the same as a RoPE implementation discussion/bug." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Chat-completions request handling and Gemma4Processor _tokenizer crash are different serve-side problems." + }, + { + "left": "issue:44514", + "right": "issue:45103", + "accept": false, + "reason": "Qwen2_5_VL batched chat-template crash is unrelated to the auto-docstring annotations bug." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Old InternVL2 remote-code meta-init incompatibility vs. Qwen3.5 visual encoder key saving regression are different bugs." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Both mention DSA indexer, but one is a torch.split value bug and the other is about a missing ReLU; not the same underlying defect." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "Tokenizer loading regression and Gemma-3 eos_token_id inconsistency are separate configuration/loading issues." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence-Transformers loading hang and SigLIP2 zero-probabilities 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": 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-10000-430", + "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:43479", + "issue:43576", + "issue:43646", + "issue:43723", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:44038", + "issue:44060", + "issue:44117", + "issue:44188", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44373", + "issue:44442", + "issue:44521", + "issue:44568", + "issue:44671", + "issue:44704", + "issue:44829", + "issue:44913", + "issue:44991", + "issue:45092", + "issue:45278", + "issue:45290", + "issue:45310", + "issue:45593", + "issue:45753", + "issue:46002", + "issue:46050", + "issue:46132" + ], + "soft_pairs": [ + "issue:42907|issue:46050", + "issue:43723|issue:44991", + "issue:44261|issue:45092", + "issue:44829|issue:46002", + "issue:43723|issue:44442", + "issue:41628|issue:43824", + "issue:42831|issue:45310", + "issue:43479|issue:44913", + "issue:44263|issue:44373", + "issue:42831|issue:44038", + "issue:39401|issue:44568", + "issue:42757|issue:45278", + "issue:43232|issue:45593", + "issue:42886|issue:42994", + "issue:42886|issue:43066", + "issue:22355|issue:28218", + "issue:42831|issue:45753", + "issue:43756|issue:44060", + "issue:44671|issue:46132", + "issue:43576|issue:43784", + "issue:44117|issue:44704", + "issue:43646|issue:46002", + "issue:30990|issue:33357", + "issue:43122|issue:44521", + "issue:42371|issue:44263", + "issue:44295|issue:44297", + "issue:44704|issue:45290", + "issue:44188|issue:44373" + ], + "prepared_review_unit_hash": "4a0350ebd7d4be3093f3494747c3e1b9597a5cb77a4daca09f44b8d65b41fe59", + "component_budget": { + "node_count": 430, + "item_count": 430, + "soft_pair_count": 1590, + "serialized_chars": 822920, + "estimated_input_tokens": 205730, + "estimated_eval_tokens": 411716 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35686, + "estimated_input_tokens": 8922, + "estimated_eval_tokens": 18100 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose grab-bag of Transformers regressions, mostly around v5 tokenizer/import/config/model-init behavior. The items are thematically related but do not look like one duplicate bug cluster; I found no soft pair that clearly shares the same concrete root cause.", + "confidence": 0.87, + "canonical_issue_reason": "issue:43723 is the broadest, most canonical tokenizer-loading regression here; it names the shared from_pretrained path that several other tokenizer-related reports are adjacent to, even though the others are not proven duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43723 is the best single issue to anchor this set because it is general, user-facing, and closest to the recurring tokenizer-load failures in the group.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Both concern quantized save/load, but they describe different quantization workflows and failure modes, so they do not look like the same bug." + }, + { + "left": "issue:43723", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer loading failures in v5, but one is generic and the other is model-specific; no clear evidence they share the same root cause." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "These are different problems: a missing rms_norm_eps in MLA q_a_layernorm versus remote-code/meta-initialization incompatibility." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Different symptoms and code paths: flash_attention_3 training degeneration versus NaNs during checkpoint/init of classification heads." + }, + { + "left": "issue:43723", + "right": "issue:44442", + "accept": false, + "reason": "Both involve AutoTokenizer, but one is a general v5 loading regression and the other is a specific tokenizer class mapping failure." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they target different symbols and likely different missing-export paths." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "An accuracy regression in FineGrainedFP8 is unrelated to a Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Different config bugs: multimodal sub-config defaults versus rotary_pct not persisting on reload." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "A torch.split indexing issue is unrelated to a docstring typo for position_ids." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "These are unrelated model/quantization issues with no shared concrete code path." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Wrong offset mappings and missing BOS/EOS behavior are distinct tokenizer regressions." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "A specific huggingface_hub import failure is not the same as a broad set of import errors after upgrading to v5.5.0." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwargs update behavior and missing auxiliary losses in D-FINE are unrelated." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline tokenizer cache loading and quantized model saving are different failure domains." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Both touch tokenizer handling, but offline cache loading is not the same bug as an incorrect tokenizer decoder type in v5." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "A missing transformers.onnx module and an added-token spacing bug are unrelated." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "FineGrainedFP8 accuracy regression and a Qwen3_5 infinite loop are clearly different issues." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Smollm3 RoPE-layer loss and Qwen3-Next tied-weights warnings are different model-specific bugs." + }, + { + "left": "issue:44671", + "right": "issue:46132", + "accept": false, + "reason": "CamemBERT masked-LM mispredictions and AttentionInterface.register behavior changes do not share the same code path." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "A broken CLI command and an import-time NameError in sentence-transformers are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "A tokenizer mapping None bug and an AutoProcessor kwargs passthrough issue are different dispatcher/cached_file problems." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization breakage and NaNs in classification heads are not the same underlying bug." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Sentence-Transformers loading stall and a macOS bus error on CLIP are distinct runtime failures." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Tokenization changes across versions and multimodal assistant mask generation are separate behaviors." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 API guidance and torch.split return-value handling are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Reading position_ids after buffer registration and tokenizer_class mismatch on save_pretrained are different serialization issues." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "Passing kwargs to cached_file and crashing on tool-call assistant messages are unrelated apply_chat_template/processor paths." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "torch.compile attention kernel divergence is unrelated to a docstring error." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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-10000-430", + "nodes": [ + "issue:22355", + "issue:28218", + "issue:29159", + "issue:30990", + "issue:36296", + "issue:39401", + "issue:41628", + "issue:42175", + "issue:42757", + "issue:42907", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43278", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43784", + "issue:43824", + "issue:43906", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44222", + "issue:44261", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44373", + "issue:44485", + "issue:44488", + "issue:44514", + "issue:44521", + "issue:44625", + "issue:44743", + "issue:44779", + "issue:44829", + "issue:44938", + "issue:44945", + "issue:44964", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45446", + "issue:45478", + "issue:45600" + ], + "soft_pairs": [ + "issue:42907|issue:44945", + "issue:41628|issue:45278", + "issue:43232|issue:44743", + "issue:43784|issue:45600", + "issue:44261|issue:44373", + "issue:43976|issue:44945", + "issue:39401|issue:44488", + "issue:43408|issue:43475", + "issue:43122|issue:44514", + "issue:42907|issue:43937", + "issue:39401|issue:44521", + "issue:44625|issue:44829", + "issue:44360|issue:44485", + "issue:42907|issue:44964", + "issue:43116|issue:45200", + "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:43122|issue:43906", + "issue:45216|issue:45478", + "issue:42757|issue:44351", + "issue:43784|issue:45446", + "issue:43278|issue:44945", + "issue:22355|issue:29159", + "issue:42175|issue:44938" + ], + "prepared_review_unit_hash": "3a96a2be2c6d5d89cd5f53d746ed0c0441b0a2ad8d997ed1511c3039a344e172", + "component_budget": { + "node_count": 430, + "item_count": 430, + "soft_pair_count": 1590, + "serialized_chars": 822920, + "estimated_input_tokens": 205730, + "estimated_eval_tokens": 411716 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35658, + "estimated_input_tokens": 8915, + "estimated_eval_tokens": 18086 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The proposed soft links are all false positives: they span unrelated tokenizer, import, model-loading, configuration, and training bugs rather than one shared defect. I picked a tokenizer-regression issue as the best available representative, but the cluster is not a true duplicate set.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43122 is the broadest and most central tokenizer-regression report in this set, with multiple tokenizer-related soft links nearby.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43122 is the best cluster representative because it is a general regression description and sits closest to the tokenizer-related subset of the noisy cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Dequantized save_pretrained failure and pipeline-parallel generation corruption are different code paths and different bugs." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Missing AutoImageProcessor export and broad import failures after upgrade are related only at a high level, not the same defect." + }, + { + "left": "issue:43232", + "right": "issue:44743", + "accept": false, + "reason": "Generation kwargs after sync_gpus and Qwen3 recurrent-state reset are unrelated generation issues." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Sentence-transformers import NameError and auto_mappings CI break from removed configs are different failure modes." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "A precision/config bug in MLA q_a_layernorm is not the same as a docstring typo for position_ids." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version compatibility and incorrect pipeline-parallel output are different problems." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Wrong offset mappings for Qwen3 tokenizer and failure to load cjvt/sleng-bert are unrelated." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Model-type warning for sam3_video vs sam3_tracker is not the same as a missing Sam3VisionEncoderOutput attribute." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "Tokenizer behavior changed across versions and batched apply_chat_template crashing are different concrete bugs." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Saving dequantized models and invalid GenerationConfig for GLM-5 do not share the same code path." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Wrong offset_mapping and zero assistant_masks are both tokenizer-related, but they are distinct outputs and root causes." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "num_labels propagation in Qwen3.5 and flash_attention_3 degenerate training are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "DSA indexer ReLU and GLM-5 RoPE implementation are different subsystems with no concrete overlap." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Dequantized save_pretrained failure and loading Phi-4 multimodal are separate model I/O issues." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Empty multi-label classification results and missing mm_token_type_ids default in Gemma 4 are not the same bug." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe load bug and tokenizer_class mismatch on save_pretrained affect different flows." + }, + { + "left": "issue:28218", + "right": "issue:30990", + "accept": false, + "reason": "Extra space after added token and Sentence Transformers getting stuck loading are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe failure and position_ids buffer read error are different code paths." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they are model-specific and do not point to the same underlying fix." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Dequantized save failure and gguf_file breaking from_pretrained are different loading/saving bugs." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor parallel training bug and multi-label classification script returning empty results are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Different missing symbols: Qwen2_5_VLForConditionalGeneration vs HybridCache; both are import errors but not the same one." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Qwen3-VL-Moe load bug and FP8 save_pretrained moe concern different functionality." + }, + { + "left": "issue:43122", + "right": "issue:43906", + "accept": false, + "reason": "Tokenizer regression and isolated reproduction of another issue are too vague to treat as the same concrete bug." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Qwen3.5 save_pretrained regression and Qwen3.5 Moe from_pretrained error are different operations and likely different causes." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Import errors for is_offline_mode and HybridCache are separate missing-symbol issues." + }, + { + "left": "issue:43784", + "right": "issue:45446", + "accept": false, + "reason": "Import NameError in sentence-transformers and a PyTorch version check bug in flex_attention are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "BF16-to-FP32 embedding dtype drift during evaluation is not the same as wrong LLM output under pipeline parallelism." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "Missing transformers.onnx module and slow-vs-fast tokenizer inconsistency are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "TensorFlow backend missing in a torch install and Python 3.14 load failure are different environment/package problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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-10000-430", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:33453", + "issue:38617", + "issue:39401", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:43064", + "issue:43066", + "issue:43116", + "issue:43441", + "issue:43450", + "issue:43493", + "issue:43611", + "issue:43673", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43906", + "issue:43937", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44291", + "issue:44380", + "issue:44466", + "issue:44485", + "issue:44704", + "issue:44779", + "issue:44936", + "issue:44977", + "issue:45071", + "issue:45072", + "issue:45083", + "issue:45278", + "issue:45357", + "issue:45405", + "issue:45446", + "issue:45478", + "issue:45563", + "issue:45588", + "issue:45753", + "issue:46002", + "issue:46077" + ], + "soft_pairs": [ + "issue:43493|issue:45753", + "issue:42673|issue:45072", + "issue:38617|issue:45278", + "issue:43992|issue:44704", + "issue:43066|issue:44779", + "issue:22355|issue:29127", + "issue:43611|issue:46002", + "issue:43937|issue:44485", + "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:45357|issue:45478", + "issue:44038|issue:45478", + "issue:43116|issue:43825", + "issue:45083|issue:45446", + "issue:43937|issue:45563", + "issue:44380|issue:46077", + "issue:33453|issue:39401", + "issue:44117|issue:45588", + "issue:43827|issue:45446", + "issue:39401|issue:44779", + "issue:42673|issue:43906", + "issue:44291|issue:45071", + "issue:43937|issue:44977", + "issue:43450|issue:43986", + "issue:44466|issue:46002", + "issue:45405|issue:45446" + ], + "prepared_review_unit_hash": "664bd30520d99a718a6c766c1df2cbd80089c05d8729e3f6c77c41dbeb72baa5", + "component_budget": { + "node_count": 430, + "item_count": 430, + "soft_pair_count": 1590, + "serialized_chars": 822920, + "estimated_input_tokens": 205730, + "estimated_eval_tokens": 411716 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36436, + "estimated_input_tokens": 9109, + "estimated_eval_tokens": 18474 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly heterogeneous Transformers bug reports that only overlap at a broad theme level (v5 regressions, tokenizer/model issues, and dependency/version breakage). I don\u2019t see any soft pair that looks like the same underlying bug or change.", + "confidence": 0.83, + "canonical_issue_reason": "issue:45278 is the best umbrella candidate because its title is broad and migration-oriented (\u201cmany import errors after update\u201d), making it the closest representative of the cluster\u2019s recurring v5 breakage theme.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most globally representative issue in this set: it is broad, user-facing, and plausibly subsumes several import/breakage reports better than the narrowly scoped model-specific tickets.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Same model family, but one is a SigLIP2 implementation discrepancy and the other is an infinite-loop generation bug on a specific image; different code paths and symptoms." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM threading is unrelated to SGD argument handling / dtype mismatch in CI." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "Both concern import failures after v5 changes, but one is a specific missing symbol and the other is a broad upgrade-wide report; not the same concrete breakage." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Missing `embed_tokens.weight` in UMT5Encoder is unrelated to `AutoProcessor.from_pretrained` not forwarding kwargs to `cached_file`." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer-related, but the reported defects differ: wrong decoder type vs incorrect tokenization results for Deepseek." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "`transformers.onnx` missing module import and a layoutlmv3 error-message clarity issue are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "`base_model_prefix` loading breakage and NaNs in classification heads are different failures with no shared code-path evidence." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "GenerationConfig validation error and GLM-5 RoPE implementation concern different model-generation subsystems." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "These are both version-check bugs, but in different areas (`Python` support vs PyTorch import gating) and not the same underlying defect." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "VitPose model breakage and Ministral-3 FlashAttention failure are unrelated model-specific issues." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Multi-label example-script output bug is unrelated to a SigLIP2 implementation discrepancy." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 API messaging and a missing image-patch helper in GLM46V are unrelated." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "SGD args not being used and `trainer.evaluate()` failing after training are different trainer/optimizer problems." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption and missing GenerationMixin cache during chunked prefill are separate code paths." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen3.5 MoE-related, but one is save/load key serialization and the other is from_pretrained loading failure; not the same bug." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen3 variants and different failures: Qwen3-VL-Moe issue vs Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Empty multi-label example output and a pipeline translation-support error message are unrelated." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Qwen3_omni_moe feature-length helper behavior and an AuxRequest PyTorch version check are unrelated." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "GenerationConfig invalid and stale num_return_sequences warning are different generation issues." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "Both involve attention behavior, but the model, backend, and symptom differ: GPT2 scaling ignored vs Gemma4 building causal masks." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Tokenizer loading regression and Qwen3 offset-mapping bug are related only at a very high level; no same underlying defect is evident." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping fallback bug and flash_attention crashing on `s_aux=None` are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still referencing removed pipeline APIs and an incorrect PyTorch version check are unrelated." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer correctness bugs, but they affect different models and different outputs (offset mapping vs general tokenization results)." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "A VRAM leak in multi-threaded Qwen3ForCausalLM usage does not match an isolated reproduction of another issue." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Unexpected `_is_hf_initialized` argument in `init_empty_weights` is a different problem from `PretrainedConfig` type checking." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GenerationConfig validation vs FlashAttention generation failure are distinct failures." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Batched video-processor shape bug and missing-`torchvision` crash are different video-related issues." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Serialization of tied weights and NaNs on checkout/init are unrelated." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "PEFT minimum-version packaging issue and AuxRequest PyTorch version gating 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": 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-10000-430", + "nodes": [ + "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:43097", + "issue:43122", + "issue:43408", + "issue:43421", + "issue:43577", + "issue:43582", + "issue:43673", + "issue:43742", + "issue:43874", + "issue:43937", + "issue:44075", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44496", + "issue:44829", + "issue:44933", + "issue:45071", + "issue:45081", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45464", + "issue:45478", + "issue:45542", + "issue:45561", + "issue:45656", + "issue:46172", + "issue:46178" + ], + "soft_pairs": [ + "issue:44117|issue:45081", + "issue:45341|issue:45561", + "issue:42222|issue:46178", + "issue:38617|issue:41628", + "issue:44410|issue:45310", + "issue:42617|issue:45341", + "issue:44829|issue:45216", + "issue:44484|issue:45310", + "issue:39401|issue:43421", + "issue:42673|issue:43582", + "issue:42490|issue:42673", + "issue:43408|issue:43742", + "issue:42371|issue:44261", + "issue:44933|issue:45278", + "issue:38617|issue:44220", + "issue:43937|issue:44496", + "issue:42222|issue:45542", + "issue:44483|issue:45464", + "issue:43066|issue:43122", + "issue:42175|issue:42222", + "issue:42371|issue:42831", + "issue:44075|issue:45656", + "issue:43673|issue:45341", + "issue:44410|issue:45478", + "issue:43012|issue:43577", + "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:44263|issue:46172" + ], + "prepared_review_unit_hash": "9e0586c080244a3cbeb989a7c66ff24c394c541216fa020d637dedab42da91d0", + "component_budget": { + "node_count": 430, + "item_count": 430, + "soft_pair_count": 1590, + "serialized_chars": 822920, + "estimated_input_tokens": 205730, + "estimated_eval_tokens": 411716 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36964, + "estimated_input_tokens": 9241, + "estimated_eval_tokens": 18738 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: most items are unrelated bug reports, with a few soft similarities around import regressions, tokenizer behavior, testing utilities, and model-loading issues. None of the candidate edges look like definite duplicates, so I would keep them separate.", + "confidence": 0.66, + "canonical_issue_reason": "Issue 45278 is the broadest and most representative regression report in the set, centered on widespread import failures after upgrading Transformers.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45278 is the best overall issue to anchor the cluster because it is generic and closest to several import-related reports, though the cluster is too mixed for a tight canonical fit.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer/import-adjacent, but one is a mapping lookup bug and the other is a Mistral regex patch crash; different code paths." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Both mention testing utils, but one is a vague bug and the other is a specific xdist race on captured_info.txt; not the same failure." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "Different subsystems and symptoms: vitpose model breakage versus backend-mapping validation for tensorflow_text." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols from different modules." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Both involve Qwen variants, but one is missing projections in a layer and the other is a from_pretrained MoE loading error." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "A script execution problem and a testing_utils bug are not the same underlying issue." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Flash-attention training degeneration and save_pretrained checkpoint regression are unrelated code paths." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "One is about max_shard_size defaults, the other about Qwen3.5 MoE loading; no shared concrete bug." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Both are tokenizer-related, but one is offset_mapping correctness and the other is runtime post-processor updates." + }, + { + "left": "issue:42673", + "right": "issue:43582", + "accept": false, + "reason": "VRAM leakage in a model used across threads is unrelated to an AppleSilicon TypeError in allocator warmup." + }, + { + "left": "issue:42490", + "right": "issue:42673", + "accept": false, + "reason": "Local path import warnings and multi-thread VRAM leaks are different issues." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "A model-type warning and a key error while loading a different model are not the same bug." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 settings guidance and MLA layernorm epsilon precision are unrelated." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "A missing import from image_utils is too specific to equate with broad import errors after a version upgrade." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "An ImportError and an fbank feature extraction issue are different failures." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "GenerationConfig validation for GLM-5 is unrelated to unrecognized model_type loading." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "Vitpose model breakage and missing TensorFlow backend handling are different problems." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both mention chat/completions and Qwen3.5, but one is request rejection and the other is a streaming inference failure; not enough to treat as one bug." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both are tokenizer regressions, but one is decoder type and the other is changed tokenization output; different concrete defects." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "TensorFlow backend packaging and vitpose model breakage do not share a code-path." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 API guidance and FineGrainedFP8 accuracy are distinct precision-related issues." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Both involve optimizers, but one says SGD args are ignored while the other says optimizer.step is called twice under deepspeed; different bugs." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache behavior and a testing_utils bug are unrelated." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but one is missing layer projections and the other is a from_pretrained MoE load error." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "A PyTorch warning during bfloat16 compile and incorrect dtype propagation in Blip2 are different symptoms." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "Save-pretrained shard sizing and Qwen3.5 MoE loading are unrelated." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Removed config API and unexpected position-id keys are not the same bug." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "Importing a missing symbol and PretrainedConfig type checking are unrelated regressions." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing image-patch count API and MLA layernorm epsilon precision are different model-component issues." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "torch.split return handling in a GLM MoE helper is not the same as a RoPE implementation bug." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Type-checking regression in PretrainedConfig and TensorFlow backend detection are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "These concern different models and code paths: GLM MoE indexing versus deepseek-v4 dtype/transposition logic." + } + ] + }, + "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-10000-430", + "nodes": [ + "issue:38617", + "issue:42757", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43335", + "issue:43408", + "issue:43441", + "issue:43452", + "issue:43502", + "issue:43531", + "issue:43673", + "issue:43824", + "issue:43873", + "issue:43874", + "issue:43906", + "issue:43931", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44368", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44704", + "issue:44829", + "issue:44938", + "issue:44987", + "issue:45003", + "issue:45071", + "issue:45103", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45440", + "issue:45588", + "issue:46050", + "issue:46123", + "issue:46172", + "issue:46178" + ], + "soft_pairs": [ + "issue:44360|issue:46172", + "issue:43012|issue:43408", + "issue:43441|issue:44829", + "issue:43931|issue:44410", + "issue:43931|issue:44038", + "issue:43335|issue:45071", + "issue:43673|issue:46123", + "issue:43097|issue:43452", + "issue:45003|issue:45341", + "issue:43986|issue:45341", + "issue:44117|issue:44987", + "issue:43408|issue:44368", + "issue:43986|issue:44484", + "issue:43874|issue:44263", + "issue:43986|issue:45372", + "issue:43531|issue:45341", + "issue:45440|issue:46172", + "issue:44261|issue:44485", + "issue:38617|issue:42757", + "issue:43097|issue:46050", + "issue:43064|issue:44315", + "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:43824|issue:43986", + "issue:44938|issue:46178", + "issue:43066|issue:43906" + ], + "prepared_review_unit_hash": "6740c1f0ed4fcccbd9ccadbd3d8d1103b1c5e3bd6d8534683497871ab31b07f6", + "component_budget": { + "node_count": 430, + "item_count": 430, + "soft_pair_count": 1590, + "serialized_chars": 822920, + "estimated_input_tokens": 205730, + "estimated_eval_tokens": 411716 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37597, + "estimated_input_tokens": 9400, + "estimated_eval_tokens": 19056 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated Transformers issues with only superficial title similarity. None of the soft pairs look like the same underlying bug/change, so all soft edges are rejected. If an anchor is needed, issue 43097 is the strongest representative because it is a concrete v5 regression with clear discussion and inbound references.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 43097 is the best anchor: it describes a specific, user-facing v5 regression with broader relevance than the more niche reports, and it has stronger discussion/inbound activity than most items here.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43097 is the most suitable global representative because it is a clear, high-signal Transformers v5 breakage report rather than a narrow model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "Both mention low-level math/indexing behavior, but they are different models and different failures; not the same bug." + }, + { + "left": "issue:43012", + "right": "issue:43408", + "accept": false, + "reason": "Both are warning-related, but one is a PyTorch precision warning and the other is a model-type mismatch warning; unrelated causes." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Both involve FlashAttention 3, but one is a model loading failure and the other is degraded training behavior; different code paths." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Both are Qwen-family model issues, but one is a weight-shape mismatch and the other is missing projections in a different model family." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Different model families and different failure modes; too broad to be the same bug." + }, + { + "left": "issue:43335", + "right": "issue:45071", + "accept": false, + "reason": "One is a SwitchTransformers config edge case, the other is a generic type-checking regression in PretrainedConfig; not the same issue." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Both are generation/pipeline related, but the failing behavior and affected subsystem are different." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "One is an API removal/regression, the other is tokenizer/model loading with gguf_file; different underlying problems." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Different modules and different bug classes; no shared code-path evidence." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "A video-model dependency crash is unrelated to a testing_utils bug." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Both involve loading/tokenizer paths, but the concrete failure and affected assumption differ." + }, + { + "left": "issue:43408", + "right": "issue:44368", + "accept": false, + "reason": "Both are warnings about model/config mismatches, but they concern different model families and distinct warning logic." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "Video processing dependency handling and max_shard_size behavior are unrelated." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Both are GLM-related, but one is an AttributeError in an image processor and the other is a tensor split return-value issue." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Different processor/dependency failure versus mistral_common import breakage; no same bug." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to a testing utility bug." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "Both are DeepSeek-related, but they describe different model implementations and different failing operations." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Both are GLM discussions, but one is about missing rms_norm_eps and the other about RoPE implementation; different defects." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are ImportErrors, but they are for different symbols from different libraries and different breakages." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "A removed embedding-tie flag is unrelated to quantized save/load corruption." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Training optimizer-state corruption and Liger application during model_init are different training pipeline issues." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "API removal and a flash_attention sinkless-model crash are different code paths." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Token-related failures, but one is AddedToken argument duplication and the other is TOKENIZER_MAPPING_NAMES returning None." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Same broad Qwen area, but one is missing projections in qwen3next and the other is a config field omission in Qwen3_5MoeVision; not the same bug." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are import-related, but they reference different missing symbols and different modules." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Both mention Qwen3, but one is a model-specific bug and the other is a different architecture/configuration issue." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Local-files-only networking behavior and missing embed_tokens.weight are unrelated loading bugs." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 import/load failure and BACKENDS_MAPPING validation for tensorflow_text are different compatibility issues." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Tokenizer decoder typing and an isolated reproduction of another issue are not the same concrete bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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-10000-430", + "nodes": [ + "issue:36683", + "issue:38617", + "issue:42490", + "issue:42757", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43526", + "issue:43550", + "issue:43582", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43792", + "issue:43824", + "issue:43825", + "issue:43867", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44162", + "issue:44222", + "issue:44230", + "issue:44368", + "issue:44380", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44514", + "issue:44655", + "issue:44683", + "issue:45276", + "issue:45290", + "issue:45478", + "issue:45479", + "issue:45698", + "issue:45753", + "issue:46077", + "issue:46123", + "issue:46132", + "issue:46172", + "issue:46209" + ], + "soft_pairs": [ + "issue:43208|issue:43550", + "issue:43992|issue:44484", + "issue:43012|issue:43550", + "issue:43825|issue:44655", + "issue:43012|issue:44368", + "issue:42907|issue:44655", + "issue:42907|issue:45753", + "issue:43352|issue:44380", + "issue:44162|issue:46172", + "issue:43352|issue:43976", + "issue:44380|issue:45479", + "issue:44380|issue:46132", + "issue:43792|issue:46123", + "issue:43064|issue:44380", + "issue:44222|issue:45478", + "issue:44483|issue:44514", + "issue:36683|issue:43582", + "issue:43208|issue:43526", + "issue:43012|issue:44683", + "issue:42757|issue:43824", + "issue:43618|issue:43761", + "issue:42490|issue:43012", + "issue:45698|issue:46172", + "issue:43618|issue:44380", + "issue:38617|issue:43502", + "issue:44038|issue:44230", + "issue:44483|issue:45290", + "issue:43756|issue:44485", + "issue:43066|issue:46209", + "issue:43299|issue:43867", + "issue:36683|issue:43475", + "issue:45276|issue:46077" + ], + "prepared_review_unit_hash": "70f8f540ce6709fb33e873826782528a146b671e5000b4de370127f20293c190", + "component_budget": { + "node_count": 430, + "item_count": 430, + "soft_pair_count": 1590, + "serialized_chars": 822920, + "estimated_input_tokens": 205730, + "estimated_eval_tokens": 411716 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36991, + "estimated_input_tokens": 9248, + "estimated_eval_tokens": 18752 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: most items are distinct model-, API-, or backend-specific regressions that only share superficial keywords like import/save/load/compile/attention. I don\u2019t see any true duplicate pair among the soft edges.", + "confidence": 0.84, + "canonical_issue_reason": "No single issue is a safe canonical duplicate target: the set spans unrelated bugs across different models, pipelines, imports, saving/loading, and attention backends.", + "canonical_pr_reason": "No pull requests are present in this cluster.", + "best_issue_reason": "issue:45698 is the strongest representative issue here: it is open, user-facing, well-discussed, and describes a concrete save/load regression with broader applicability than the more model-specific reports. It is not, however, a duplicate hub for the whole cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training bugs vs Bamba torch.compile/SDPA failure; unrelated models and code paths." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing embed_tokens.weight during from_pretrained vs a max_shard_size question; different save/load concerns." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "bfloat16 compile warning vs compile failure on Bamba/SDPA; different symptoms and root causes." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "pipeline task-message issue vs saving Pipeline objects; different API surfaces." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "compile precision warning vs tie_word_embeddings warning; not the same bug." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Both involve saving, but one is dequantized model persistence and the other is Pipeline save_pretrained; different objects and code paths." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Save/dequantization bug vs Qwen3_5 image infinite loop; unrelated." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "FA2 unsupported for Nemotron vs GPT2 attention-scaling ignored; different attention issues." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 broken vs deepseek-v4 transpose bug; unrelated models and failures." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Nemotron FlashAttention support vs Python version compatibility; different problems." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "GPT2 attention scaling bug vs zero-loss classification bug; different subsystems." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "Attention scaling vs AttentionInterface.register behavior change; distinct attention-related regressions." + }, + { + "left": "issue:43792", + "right": "issue:46123", + "accept": false, + "reason": "Whisper run failure vs MaskGenerationPipeline dropping partial-batch results; different pipelines." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Trainer FSDP/PEFT optimizer-state mismatch vs GPT2 attention scaling; unrelated training vs inference bug." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "FP8 save_pretrained failure vs Qwen3.5 MoE from_pretrained error; one is save-time, the other load-time." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Chat/completions request rejection vs batched apply_chat_template crash; different request paths." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config missing vocab_size vs Apple Silicon allocator TypeError; unrelated." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training blockers vs BeitImageProcessorFast label reduction; different components." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "bfloat16 compile warning vs flex_attention compile failure on torch>=2.9; different compile issues." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Missing is_offline_mode import vs missing Qwen2_5_VLForConditionalGeneration import; different symbols and causes." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "CLIP attentions missing vs CLIPVision hidden_states missing; same family, but distinct regressions and outputs." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Trailing-slash local model warning vs bfloat16 compile warning; unrelated." + }, + { + "left": "issue:45698", + "right": "issue:46172", + "accept": false, + "reason": "Wrong custom module loaded after save_pretrained vs deepseek-v4 comb transpose bug; different features." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "ImportError for layer_type_validation vs local_files_only still making requests; unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Qwen3-VL-Moe loading breakage vs FP8 inference support request; same model family but different failure modes." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "chat/completions API rejection vs tool-call template crash; different chat/template paths." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Smollm3 RoPE layer omission vs GLM-5 RoPE implementation discussion; different models and fixes." + }, + { + "left": "issue:43066", + "right": "issue:46209", + "accept": false, + "reason": "Wrong tokenizer decoder type vs FP8 B200 inference failure; unrelated." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Qwen3VL-Moe loading breakage vs state_dict-sorting load error; different load-time bugs." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Missing vocab_size on Gemma3Config vs missing fpn_position_embeddings on SAM3 output; different models and attributes." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Gemma4 embedding-resize bug vs Gemma4 bidirectional-attention mask bug; distinct 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": 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-10000-430", + "nodes": [ + "issue:36010", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42490", + "issue:42757", + "issue:42890", + "issue:42994", + "issue:43010", + "issue:43064", + "issue:43299", + "issue:43352", + "issue:43525", + "issue:43575", + "issue:43611", + "issue:43618", + "issue:43867", + "issue:43901", + "issue:43931", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44075", + "issue:44077", + "issue:44242", + "issue:44246", + "issue:44355", + "issue:44380", + "issue:44492", + "issue:44625", + "issue:44655", + "issue:44855", + "issue:44938", + "issue:45071", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45375", + "issue:45478", + "issue:45561", + "issue:45593", + "issue:45753", + "issue:45850", + "issue:46077", + "issue:46082", + "issue:46202" + ], + "soft_pairs": [ + "issue:42994|issue:44655", + "issue:43901|issue:44655", + "issue:36010|issue:42757", + "issue:43299|issue:45753", + "issue:44077|issue:44380", + "issue:36683|issue:44077", + "issue:43352|issue:43937", + "issue:43611|issue:44655", + "issue:43867|issue:45216", + "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: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:46202", + "issue:43867|issue:45375", + "issue:41669|issue:44246", + "issue:36683|issue:43064", + "issue:44938|issue:45071", + "issue:42890|issue:45561", + "issue:43010|issue:45850", + "issue:43867|issue:45357", + "issue:43010|issue:43976", + "issue:42490|issue:44075", + "issue:43618|issue:44077", + "issue:43992|issue:45478", + "issue:36296|issue:43575" + ], + "prepared_review_unit_hash": "4bbfaf0c11ca62ca7e62662170734609e5cb79d2dcba55b34922f169cc56a002", + "component_budget": { + "node_count": 430, + "item_count": 430, + "soft_pair_count": 1590, + "serialized_chars": 822920, + "estimated_input_tokens": 205730, + "estimated_eval_tokens": 411716 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 34, + "serialized_chars": 36794, + "estimated_input_tokens": 9199, + "estimated_eval_tokens": 18654 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a loose cluster of mostly unrelated Transformers regressions and loading/import issues. The only commonality is that many are version-regression or model-loading complaints; none of the soft pairs look like true duplicates of the same underlying bug.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45850 is the broadest umbrella report in the set and best captures the general \"new version breaks many models\" theme.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 is the most suitable representative issue because it is the most general and can subsume the other scattered regression reports without claiming they are the same bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Both involve saving, but one is quantized model saving failure and the other is saving Pipeline objects; different code paths and failure modes." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Docs mismatch about return_all_scores is unrelated to Pipeline save_pretrained behavior." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Different import failures from different packages/modules: transformers.generation vs huggingface_hub." + }, + { + "left": "issue:43299", + "right": "issue:45753", + "accept": false, + "reason": "One is Qwen3VL MoE model loading regression; the other is an infinite generation loop for a specific image. Not the same bug." + }, + { + "left": "issue:44077", + "right": "issue:44380", + "accept": false, + "reason": "PatchTSMixer post_init validation and GPT2 attention scaling under SDPA/FlashAttention are unrelated issues." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Missing Gemma3Config vocab_size is unrelated to patchtsmixer post_init policy." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Flash Attention 2 support error for Nemotron is unrelated to GLM-5 generation config validation." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "base_model_prefix loading regression and Pipeline save_pretrained are different model-loading vs saving problems." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Sorted state_dict load error is unrelated to Qwen3.5 checkpoint saving regression." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "num_labels propagation in Qwen3.5 is unrelated to Gemma4 attention-mask construction." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both mention Python compatibility, but one is Python 3.9+ vs 3.10+ behavior and the other is Python 3.14 import failure; not the same defect." + }, + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "Gemma4 bidirectional attention masking and LlamaConfig head_dim validation are distinct config behaviors." + }, + { + "left": "issue:43352", + "right": "issue:45593", + "accept": false, + "reason": "Flash Attention support gating for Nemotron is unrelated to D-FINE auxiliary loss handling." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Different missing-config-attribute bugs: Gemma3Config lacks vocab_size, Llama4Config lacks pad_token_id." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIPOutput attentions assignment regression is unrelated to Qwen3.5 save_pretrained checkpoint corruption." + }, + { + "left": "issue:36683", + "right": "issue:44242", + "accept": false, + "reason": "Missing vocab_size on Gemma3Config is unrelated to when load-balancing loss is added for router logits." + }, + { + "left": "issue:43352", + "right": "issue:43931", + "accept": false, + "reason": "Unsupported Flash Attention 2 for Nemotron and Qwen3-VL weight-shape mismatch are different loading/runtime failures." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Trainer/FSDP optimizer-state bug and a typo in cache strategies are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Torch no_grad decoration for cache updates and broad import errors after upgrade are not the same code-path problem." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "UMT5Encoder missing embed_tokens.weight and Qwen3.5 Moe from_pretrained failure are distinct model-loading issues." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Compiled Python file errors and a Python 3.13 IndentationError from torch.jit.script parsing are different import/runtime failures." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "State_dict sorting load error is unrelated to Gemma pipeline roundtrip failure on the \u2581 character." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Sorted state_dict loading and missing deepstack_visual_indexes in Qwen3_5MoeVisionConfig are different bugs." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Removing import * for performance and long import time are related only at a high level, but not the same underlying change or bug." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Gemma3Config attribute omission and FSDP2/PEFT optimizer-state corruption are unrelated." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Python 3.14 load failure and PretrainedConfig type-checking regression are distinct breakages." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Test flakiness from missing set_seed and xdist worker race on captured_info.txt are different concurrency issues." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "Specific cache-update no_grad bug is not the same as the very broad 'breaks too many models' complaint." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Generic load error with sorted state_dict is unrelated to Qwen3.5 incorrect visual encoder keys during save_pretrained." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Cache update decoration bug and Python version compatibility issue are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:44075", + "accept": false, + "reason": "Import warning for trailing-slash paths is unrelated to optimizer SGD arguments being ignored." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "Missing CLIPOutput attentions and patchtsmixer post_init policy are unrelated." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen3.5 loading issues, but one is missing embed token weights and the other is a from_pretrained error; not enough evidence they are the same bug." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor parallel training bug and Qwen2-57B-A14B-Instruct TP OOM are different scaling/load 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": 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-10000-430", + "nodes": [ + "issue:28282", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:42548", + "issue:42757", + "issue:42831", + "issue:42890", + "issue:43010", + "issue:43065", + "issue:43232", + "issue:43299", + "issue:43502", + "issue:43576", + "issue:43618", + "issue:43723", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:44062", + "issue:44112", + "issue:44222", + "issue:44230", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44485", + "issue:44556", + "issue:44655", + "issue:44749", + "issue:44857", + "issue:44961", + "issue:44964", + "issue:44977", + "issue:45071", + "issue:45125", + "issue:45341", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45600", + "issue:46132" + ], + "soft_pairs": [ + "issue:28282|issue:33453", + "issue:43618|issue:44857", + "issue:44360|issue:45440", + "issue:43618|issue:44977", + "issue:42890|issue:44964", + "issue:43502|issue:44062", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:43576|issue:46132", + "issue:43723|issue:44556", + "issue:44387|issue:44556", + "issue:42890|issue:45341", + "issue:43010|issue:43065", + "issue:42548|issue:44351", + "issue:44222|issue:45125", + "issue:43502|issue:44485", + "issue:44355|issue:44749", + "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:43502|issue:44961", + "issue:43827|issue:44961", + "issue:44355|issue:45071", + "issue:30333|issue:36296", + "issue:44315|issue:44360", + "issue:44355|issue:44655", + "issue:33453|issue:34689", + "issue:42757|issue:43576", + "issue:43576|issue:45071", + "issue:33453|issue:36296", + "issue:43576|issue:43824", + "issue:44222|issue:44230", + "issue:31795|issue:38617" + ], + "prepared_review_unit_hash": "5c0c165ab6ad377a1d53e8999553459853f81f7c4c4df769877b6fb0fabc8de6", + "component_budget": { + "node_count": 430, + "item_count": 430, + "soft_pair_count": 1590, + "serialized_chars": 822920, + "estimated_input_tokens": 205730, + "estimated_eval_tokens": 411716 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 38, + "serialized_chars": 38520, + "estimated_input_tokens": 9630, + "estimated_eval_tokens": 19516 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous cluster of Transformers import/loading/regression reports, with many clearly unrelated edge cases. One Qwen3.5 MoE loading/tensor-parallel pair looks plausibly duplicate; the rest do not.", + "confidence": 0.46, + "canonical_issue_reason": "Issue 44556 is the clearest umbrella for the cluster\u2019s repeated v4\u2192v5 loading-regression theme, with a concrete upgrade/reload failure and broad user impact.", + "canonical_pr_reason": null, + "best_issue_reason": "44556 is the most representative, self-contained issue here and the best anchor for dedup triage across the loading/version-regression subset.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "PyTorch-missing import dependency vs tokenizer-loading regression; different failure modes and code paths." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "CLIP output field regression vs LwDetr float16/CUDA crash; unrelated components." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "DSA indexer/ReLU discussion vs DeepSeekV3MoE implementation divergence; unrelated bugs." + }, + { + "left": "issue:43618", + "right": "issue:44977", + "accept": false, + "reason": "CLIP attentions assignment vs Qwen3.5 flash-attention generation; different models and symptoms." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "SamHQ test flakiness vs Phi-4 multimodal model-loading failure; not the same underlying issue." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "local_files_only network leak vs AddedToken keyword conflict; unrelated API bugs." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Seed-related integration-test flake vs GraniteSpeech CI device-override failure; different tests and causes." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "SamHQ test nondeterminism vs auto_mappings config removal breakage; unrelated." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "Broken env CLI vs AttentionInterface.register behavior change; distinct surfaces." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer loading regression vs checkpoint reload after upgrade; both version-related but not the same concrete bug." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "int4 OOM from reserved memory vs model reload regression; different mechanisms." + }, + { + "left": "issue:43502", + "right": "issue:43065", + "accept": false, + "reason": "Offline-file networking bug vs dummy Conv2d in Sam3PixelDecoder; unrelated." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Missing PreTrainedModel export vs missing HybridCache export; similar symptom class, but different symbols/code paths." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained bug vs missing _tp_plan for tensor parallelism; different features." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "local_files_only request leakage vs GLM-5 RoPE implementation; unrelated." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled-file import errors vs performance slowdown after upgrade; not the same bug." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": true, + "reason": "Both point to the same Qwen3.5 MoE loading/tensor-parallel regression in v5.4.0; one is the concrete missing-_tp_plan cause, the other the user-facing from_pretrained failure." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLflow reporting omission on failed training vs tokenizer-loading regression; unrelated." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Cache update no_grad request vs generation kwargs update after sync_gpus; both generation-related but different code paths." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Tensor-parallel planning issue vs missing deepstack_visual_indexes config field; different model/config bugs." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Sentence Transformers loading hang vs documentation confusion about forward args; unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "local_files_only network bug vs FP8 save_pretrained; different areas." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Qwen3VL MoE loading break in v5.0.dev0 vs v4.57\u2192v5.2 reload regression; similar theme, but not the same concrete failure." + }, + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "FP8 accuracy issue vs missing image-processor method causing AttributeError; unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "API requests despite local_files_only vs unrelated placeholder issue." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still referencing removed pipeline APIs vs unrelated placeholder issue." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-file errors vs PretrainedConfig type-checking regression; different failures." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLflow/job-status reporting bug vs tensor-parallel training bug; unrelated." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "model_init not applying Liger Kernel vs DSA indexer ReLU discussion; unrelated." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Compiled Python file errors vs saving Pipeline objects; separate issues." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer-loading regression vs Llama 3.2 Vision model-loading failure; both load-related but different models/symptoms." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Missing is_offline_mode import vs broken env CLI; different APIs and code paths." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "Broken env CLI vs PretrainedConfig type checking; unrelated." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "Broken env CLI vs missing Qwen2_5_VLForConditionalGeneration export; unrelated import/CLI issues." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "FP8 save_pretrained bug vs FP8 inference support; same broad feature area but different concrete behaviors." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion in model.forward vs import error for layer_type_validation; unrelated." + }, + { + "left": "issue:42890", + "right": "issue:44961", + "accept": false, + "reason": "SamHQ test seed flake vs placeholder issue; unrelated." + }, + { + "left": "issue:42890", + "right": "issue:45341", + "accept": false, + "reason": "SamHQ test flake vs testing_utils bug; different files and symptoms." + }, + { + "left": "issue:44360", + "right": "issue:44556", + "accept": false, + "reason": "DSA indexer/ReLU bug vs checkpoint reload regression; unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays close to the packet: it treats the set as mostly heterogeneous, and the one accepted Qwen3.5 MoE pair is a plausible same-bug duplicate based on the titles. The other verdicts are conservative and don\u2019t overclaim 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": 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-10000-430", + "nodes": [ + "issue:36296", + "issue:38617", + "issue:41628", + "issue:41669", + "issue:42371", + "issue:42548", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43525", + "issue:43526", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43901", + "issue:43976", + "issue:44038", + "issue:44230", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44355", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44704", + "issue:44908", + "issue:44961", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45278", + "issue:45362", + "issue:45468", + "issue:45542", + "issue:45753", + "issue:45850", + "issue:46095", + "issue:46143", + "issue:46144", + "issue:46178", + "issue:46209" + ], + "soft_pairs": [ + "issue:41628|issue:42548", + "issue:44961|issue:45468", + "issue:38617|issue:43576", + "issue:44355|issue:46178", + "issue:44315|issue:46209", + "issue:46143|issue:46144", + "issue:44908|issue:44961", + "issue:44485|issue:44961", + "issue:43673|issue:44492", + "issue:36296|issue:43901", + "issue:36296|issue:43526", + "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:44230|issue:46095", + "issue:44393|issue:45753", + "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" + ], + "prepared_review_unit_hash": "4aca0bc2d96e96401844aeb084b215d29bd11228cba1f466f1331e5d3c417350", + "component_budget": { + "node_count": 430, + "item_count": 430, + "soft_pair_count": 1590, + "serialized_chars": 822920, + "estimated_input_tokens": 205730, + "estimated_eval_tokens": 411716 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 37, + "serialized_chars": 38108, + "estimated_input_tokens": 9527, + "estimated_eval_tokens": 19310 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose bundle of Transformers v5 regression reports, mostly import/export failures and model-specific breakages. The broadest umbrella issue is the general v5 breakage report; the rest are mostly distinct symptoms rather than true duplicates.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45850 is the broadest umbrella report: it summarizes the general claim that v5 breaks many models, which matches the cluster\u2019s overall mix of import errors and model regressions better than any single symptom-specific issue.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 is the best representative issue for the cluster because it captures the shared high-level regression theme without being tied to one model or one import path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Both are import errors, but they are for different missing symbols (`AutoImageProcessor` vs `PreTrainedModel`) and read like separate export regressions, not one concrete bug." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "These are unrelated: a one-word issue title versus a Gemma-4 audio positional encoding bug." + }, + { + "left": "issue:38617", + "right": "issue:43576", + "accept": false, + "reason": "One is a missing internal import, the other is a broken CLI command in v5; different code paths and different failures." + }, + { + "left": "issue:44355", + "right": "issue:46178", + "accept": false, + "reason": "Compiled-Python-file import/runtime errors and a missing backend entry for `tensorflow_text` are different problems." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Tensor-parallel model-init behavior and FP8 inference on B200 are separate model/runtime issues." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Both involve RoFormer, but one is about kwargs propagation and the other about attention-interface usage; not the same concrete bug." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs handling and a unrelated placeholder issue are not duplicates." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "RoPE implementation discussion and an unrelated issue title are not the same bug." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Chunked-prefill cache failure and a cache-strategy typo are different levels of issue and different symptoms." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training and pipeline docs mentioning `return_all_scores` are unrelated." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor-parallel training and BeitImageProcessorFast label reduction are different subsystems and failures." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "A specific Qwen3.5 chat crash is not the same underlying bug as the broad claim that v5 breaks many models." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "`processor.save_pretrained` missing files is a concrete serializer bug; the other title is too generic to treat as the same issue." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Generic lazy-loading breakage and a TensorFlow/tensorboard backend error are related at a high level but not the same underlying bug." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Both touch import/lazy-loading mechanics, but one is a general lazy-loading failure and the other is a specific unsafe `sys.modules` access; too different to merge." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "A Qwen3-VL-Moe compatibility report and a missing `_tp_plan` for tensor parallelism are different model features/issues." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL bounding-box output behavior and `PretrainedConfig` type checking are unrelated." + }, + { + "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:44393", + "right": "issue:45753", + "accept": false, + "reason": "Both mention Qwen3-VL/Qwen3_5, but hallucination/bbox output and infinite-loop behavior are different bugs." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Broken `transformers env` command and checkpoint reload incompatibility after upgrade are separate v5 regressions." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Missing `pad_token_id` on `Llama4Config` is a specific config bug, not the same as the broad multi-model v5 breakage report." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-time slowdown from `import *` and a missing cache in chunked prefill are not the same bug." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both are upgrade incompatibilities, but one is generic checkpoint reload breakage and the other is old remote-code incompatibility with meta initialization." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "A missing `pad_token_idx` in one config class is a specific regression, not the same underlying issue as the broad v5 breakage complaint." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A typo in cache strategy names is too specific and unrelated to the general v5 regression umbrella." + }, + { + "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": "They are thematically close (v5 regressions), but one is specifically about many import errors after an upgrade while the other is a broad complaint about many models; not the same concrete bug." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Slow import timing and broken lazy loading are related at a subsystem level but not the same failure." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Seed-related test flakiness and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "`AutoProcessor.from_pretrained` kwarg forwarding and inverse-sqrt scheduler kwargs are different code paths." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "A SAM3 tracker/model-type mismatch and Liger Kernel not being applied on `model_init` are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python-version compatibility and Qwen3-VL bounding-box output behavior are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention support for Nemotron and Qwen3-VL output issues are different model-specific bugs." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save metadata mismatch and a generic bug report are not the same issue." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "Broken `transformers env` command and scheduler kwargs handling are different regressions." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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-10000-430", + "nodes": [ + "issue:31515", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:38617", + "issue:41628", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:43066", + "issue:43298", + "issue:43502", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43606", + "issue:43618", + "issue:43704", + "issue:43827", + "issue:43976", + "issue:44077", + "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:45230", + "issue:45290", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45478", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46172" + ], + "soft_pairs": [ + "issue:41669|issue:44351", + "issue:41669|issue:45341", + "issue:44492|issue:44945", + "issue:43976|issue:45850", + "issue:44393|issue:45478", + "issue:44077|issue:44861", + "issue:43827|issue:44908", + "issue:41628|issue:41669", + "issue:31795|issue:33453", + "issue:44315|issue:44829", + "issue:43576|issue:44273", + "issue:44655|issue:44861", + "issue:44360|issue:45468", + "issue:45230|issue:45310", + "issue:44273|issue:44908", + "issue:46018|issue:46172", + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:31795|issue:34689", + "issue:31515|issue:31795", + "issue:43704|issue:44485", + "issue:44485|issue:45468", + "issue:43298|issue:46095", + "issue:42371|issue:43704", + "issue:43502|issue:43519", + "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" + ], + "prepared_review_unit_hash": "ab379597968e2fe4f2f3aa72ba4ae2e4e732f0081cf8fb9e7daea06f8921b9ad", + "component_budget": { + "node_count": 430, + "item_count": 430, + "soft_pair_count": 1590, + "serialized_chars": 822920, + "estimated_input_tokens": 205730, + "estimated_eval_tokens": 411716 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 41, + "serialized_chars": 39186, + "estimated_input_tokens": 9797, + "estimated_eval_tokens": 19850 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is noisy and mostly contains distinct regression reports; I found no strong duplicate pairings. The closest common theme is v5-era loading/import regressions, but the issues still describe different concrete failures.", + "confidence": 0.24, + "canonical_issue_reason": "issue:33453 is the broadest substantive loading-regression report in the set; several nearby items are narrower model/version variants, while many others are unrelated API/docs bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:33453 is the best representative because it captures the shared loading-regression theme without being overly model-specific.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-star performance/refactor issue vs a missing HybridCache export; same general area, different bug." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Unrelated import cleanup/performance report vs a testing_utils bug." + }, + { + "left": "issue:44492", + "right": "issue:44945", + "accept": false, + "reason": "Cache-strategy typo and pipeline-parallelism output corruption are different failures." + }, + { + "left": "issue:43976", + "right": "issue:45850", + "accept": false, + "reason": "Python version compatibility breakage vs a broad complaint that v5 breaks many models." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen model families and different failure modes." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "post_init policy change vs an AttributeError in tied-weight key handling." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Docs still referencing pipeline() is unrelated to the inverse_sqrt scheduler kwargs bug." + }, + { + "left": "issue:41628", + "right": "issue:41669", + "accept": false, + "reason": "Missing top-level AutoImageProcessor export is not the same as the import-* performance regression." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion about forward arguments vs a tokenizer loading regression." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel application with model_init is unrelated to flash_attention_3 training degeneration." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken transformers env command is unrelated to lazy loading behavior." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained serialization vs tied-weight key AttributeError." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer ReLU discussion and Gemma-4 audio positional encoding are different code paths." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report vs a specific Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading problem and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "DeepSeek-V4 shared-expert gating and a transpose bug in deepseek-v4 are different issues." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Timestamp calculation in Qwen3VL processor vs GLM-5 RoPE implementation." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Timestamp math in a processor is unrelated to scheduler kwargs handling." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import cleanup/performance regression vs VRAM leak in multi-threaded dataloader use." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Docs confusion about model.forward args vs a model loading regression for Llama 3.2 Vision." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Slow from_pretrained checkpoint loading and forward-doc confusion are different topics." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in dataloader threads vs GLM-5 RoPE implementation bug." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Different model internals and different concrete failures." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Continuous batching lacking audio-model support vs a weight-conversion question." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 API guidance is unrelated to a VRAM leak." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "local_files_only network access bug vs timestamp calculation bug." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Processor timestamp math and processor.save_pretrained missing files are different failures." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Timestamp calculation bug vs VRAM leak in threaded dataloading." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch in bark-small vs Gemma-4 audio encoding." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return-value bug in GlmMoeDsaIndexer vs Gemma-4 audio positional encoding." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "Missing rms_norm_eps in MLA q_a_layernorm vs Gemma-4 audio encoding." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both mention tokenizer v5, but one is general behavior drift and the other is a decoder-type mismatch." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs handling is unrelated to the generic 'Unemployment' report." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Cache-strategy typo and an unrelated generic report are not duplicates." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weight key AttributeError vs chat-template tool-call crash." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions regression is unrelated to the generic report." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "Unrelated generic report vs a broad complaint that v5 breaks too many models." + }, + { + "left": "issue:44998", + "right": "issue:45341", + "accept": false, + "reason": "Unrelated generic report vs a testing_utils bug." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is unrelated to tied-weight key handling." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to tied-weight key handling." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow checkpoint loading is unrelated to the layer_type_validation import error." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 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-10000-430", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:33453", + "issue:36296", + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43298", + "issue:43668", + "issue:43717", + "issue:43813", + "issue:44031", + "issue:44230", + "issue:44623", + "issue:45310", + "issue:46018", + "issue:46144" + ], + "soft_pairs": [ + "issue:44230|issue:44623", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "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", + "issue:37934|issue:43668", + "issue:42936|issue:43668" + ], + "prepared_review_unit_hash": "a96235851609dc5cf23fb9001dc68f847f6d8dcef94ed4593eb3ce40b8aa96d3", + "component_budget": { + "node_count": 430, + "item_count": 430, + "soft_pair_count": 1590, + "serialized_chars": 822920, + "estimated_input_tokens": 205730, + "estimated_eval_tokens": 411716 + }, + "budget": { + "node_count": 17, + "item_count": 17, + "soft_pair_count": 18, + "serialized_chars": 14810, + "estimated_input_tokens": 3703, + "estimated_eval_tokens": 7662 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Heterogeneous cluster of unrelated issue reports; the title overlaps are mostly superficial (loading/pretrained/model-internal wording), with no convincing duplicate or PR match.", + "confidence": 0.86, + "canonical_issue_reason": "No single true canonical duplicate stands out; issue 44623 is the best representative because it is the most concrete, narrow, and actionable bug report in an otherwise mixed set.", + "canonical_pr_reason": null, + "best_issue_reason": "44623 is the strongest standalone issue to anchor the cluster: explicit symptom, self-contained scope, and clear fix direction.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "Different bugs: fp8 Qwen3-VL/Qwen3.5 inference support vs processor.save_pretrained missing files." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "Unrelated: MLFlow reporting on failed training vs slow from_pretrained checkpoint loading." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Different code paths: checkpoint load performance vs tensor-parallel training bug." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "Same model family but not the same issue: fp8 inference support vs Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Both involve loading, but one is slow checkpoint loading and the other is a tokenizer loading regression." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Different features/models: continuous batching audio-model support vs fp8 Qwen3/VL support." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Unrelated model internals: Mamba init_weights usage vs RoFormer attention interface." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Different architectures and symptoms: Mask2former ignore_value handling vs DeepSeek-V4 shared expert gating." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "Type-hint issue in ModernBERTConfig vs tokenizer regex warning regression." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Different bugs: unused ignore_value in Mask2former vs kwargs not forwarded to loss calculation." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "No shared underlying bug: loss kwargs propagation vs RoFormer attention implementation." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Unrelated: Mask2former ignore_value handling vs tokenizer warning behavior." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Different models and failures; not the same code-path problem." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Ignore_value handling and a typo in quantization_operation are unrelated." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Different scope: loss kwargs forwarding vs ModernBERTConfig type hint." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "Type-hint correction vs typo fix; no shared bug." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Different components and defects: Llama4TextL2Norm behavior vs ModernBERTConfig typing." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Different bugs in different models; no duplicate evidence." + } + ] + }, + "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": "03b8c8feca75cf1bfce6be8500f71a6620527be33dc3ec86d317ce124a11eb41", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2877, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2877, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three unrelated feature requests in different areas: token truncation behavior, a learning-rate scheduler-like API, and Wav2Vec2 word boundary offsets. No pair looks like the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue: the three issues address distinct features. If a representative is needed, #10519 is the most concrete and well-scoped request.", + "canonical_pr_reason": null, + "best_issue_reason": "#10519 is the best representative issue because it is the most specific and actionable feature request; the other two are broader or about different subsystems.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Different features: truncation strategy for tokenization vs Wav2Vec2 word time offsets; no shared code-path or concrete duplicate behavior." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Unrelated requests: token truncation option vs a ReduceLROnPlateau-like scheduler API; only broad similarity as feature requests." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "Different domains and changes: optimizer/scheduler functionality vs audio model word offset extraction; not the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "73fd0c090caccfceeb46c241a7b428005801372b2949edb00b55c9984b696a27", + "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": "These issues are not true duplicates: one is about tokenizer behavior, one about an authentication/error-message problem, and one is a model-loading failure. The only loose commonality is Hugging Face model usage, but the underlying bugs differ.", + "confidence": 0.86, + "canonical_issue_reason": "issue:16618 is the broadest and most central user-facing failure among the three, so it is the best representative issue in this small cluster, even though the others are not actual duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:16618 is the best global issue candidate because it describes a concrete, common failure path ('Can't load the model for bert-base-uncased') and is more representative of a real reproducible bug than the other two, which are narrower and unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Tokenization mismatch with TensorFlow code is a different bug from a model loading failure for bert-base-uncased." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Bad private-model download/login error handling is a different problem from failing to load a public model." + } + ] + }, + "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": "dad9ae53e9fca75a024e93b4b0efa9c7d99fff9270e34df2aea6846dc10444fe", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates: one requests Flash Attention 2 support for more architectures, while the other requests GGUF support for more architectures. They share a similar community-contribution framing, but the underlying changes are different.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "If a representative issue must be chosen, 33260 is slightly stronger because it is newer and has inbound references, but it is still a separate feature request from 26350.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Both are community-contribution feature requests, but they target different backend capabilities (Flash Attention 2 vs GGUF) and do not look like the same underlying 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": "fa2756f6d37cdc7dab477b42539b69373e5f2d61cc0a1b19faebf7d5253d37d2", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 15, + "serialized_chars": 8795, + "estimated_input_tokens": 2199, + "estimated_eval_tokens": 4654 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 15, + "serialized_chars": 8795, + "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 docs-translation requests, mostly for different languages, plus a few generic template-like variants. They are related thematically but not the same underlying issue, so none of the soft edges should be merged.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 28936 is the best representative because it is a concrete, fully specified open translation request with substantial discussion; the generic placeholder issues are less descriptive and the other language-specific issues are narrower variants.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different translation request instances; the titles/body context indicate separate docs-localization tasks rather than one duplicate bug or change." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Same broad i18n theme, but not the same underlying request; this looks like a distinct language-specific translation issue." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Placeholder-like title similarity is not enough; this is still a separate translation request, not one mergeable duplicate." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Different target language and separate docs translation task, so they should not be deduplicated." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Both are docs translation requests, but for different languages, so they are not the same underlying issue." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "The generic template-like title is not enough to treat this as the same request; this is a separate translation task." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Different translation target/request; related topic, but not a duplicate." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Spanish vs. Romanian docs translation are distinct requests, so they should remain separate." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "These appear to be separate localization tickets, not one underlying change." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Both are translation-related, but they are not the same concrete issue or language request." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Different underlying translation task; no evidence they should be merged as duplicates." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "The similarity is only thematic/template-level; the underlying requests are distinct." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": false, + "reason": "These look like separate template-based translation tickets, not one duplicate issue." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": false, + "reason": "High textual similarity, but no proof they are the same language request or same underlying task." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": false, + "reason": "Near-identical template wording alone is insufficient; they still appear to be separate translation issues." + } + ] + }, + "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": "c88b94d3b131948cb71daeb76b776aab97926e3c8e8631c86fb4ad914dc64d7c", + "component_budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21656, + "estimated_input_tokens": 5414, + "estimated_eval_tokens": 11084 + }, + "budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21656, + "estimated_input_tokens": 5414, + "estimated_eval_tokens": 11084 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are thematically similar model-addition requests, but they cover distinct models/families and modalities. I don\u2019t see any true duplicates or mergeable PR-equivalent changes here, so all soft edges are rejected.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue: the cluster spans unrelated model requests across text, audio, and vision, so there isn\u2019t one underlying bug/change.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a strong global representative for deduplication; they share only a broad \u201cadd model support\u201d theme, not the same fix.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "Different model families: EuroBert config vs DEIMv2 architecture." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "Different requests: EuroBert config vs Qwen3-TTS support." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "Different models entirely: EuroBert vs RF-DETR." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are separate model additions, not the same change." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "Different modalities and models: RF-DETR vs LFM2.5 Audio 1.5B." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "Object detection model request vs sparse transformer request." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR and Qwen3-ASR are unrelated model requests." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "Different model/task: RF-DETR vs Qwen3-TTS." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are unrelated model additions." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "Different model families: NeoBERT vs weight-sparse transformer." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "Text model request vs audio model request." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are distinct model requests." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT vs ModernVBERT: different BERT-like models, not the same underlying request." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture and Qwen3-ASR are different model support requests." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 vs sparse transformer: different concrete models and code paths." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are separate model additions." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 and Voxtral TTS are unrelated models." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are different model requests." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT models and Qwen3-ASR target different model families." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are unrelated requests." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT models vs generic RoPE BERT-like models: overlap in theme, not the same change." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like RoPE support and Voxtral TTS are unrelated." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Same Qwen3 family, but TTS and ASR are different concrete models/tasks." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Different TTS model requests: Qwen3-TTS vs Voxtral TTS." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated model additions." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "TTS support request vs sparse transformer request." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio are different audio models." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio are separate audio-model requests." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "ASR model request vs universal perception encoder request." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR and sparse transformer are not the same code-path problem." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "Audio model request vs SAM3-LiteText, different modalities." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Sparse transformer request and EUPE encoder request are unrelated." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Different ASR/TTS model requests: Qwen3-ASR vs Voxtral TTS." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS are unrelated model additions." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different tasks/models." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are distinct vision-language model requests, not the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 7, + "component_count": 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": "18a95fe56e70239f20f30e9bf33ba76a15e863f043dd6e8e4d90ee229e9963d2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The issues are about different topics: block decoding vs. DeepSeek v3.2 support. They should not be deduplicated.", + "confidence": 0.96, + "canonical_issue_reason": "issue:41084 is a concrete decoding-behavior request and is more specific than the model-support request in issue:43037.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:41084 is the more focused, actionable issue for indexing, but it does not overlap with issue:43037.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Titles and likely scopes are unrelated: block decoding vs. DeepSeek v3.2 support. No evidence they describe the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "eb947df9d583881aaa43ef2d62b0d6d49d98c124b4cbc6a370c79a8a324d9319", + "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": "These two issues are related to Trainer customizability, but they describe different problems: one is about `remove_unused_column` behavior, the other is about FLOPS estimation for custom trainers. They should not be treated as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "If a representative issue is needed, #43598 is the more concrete code-path request because it names a specific Trainer behavior (`remove_unused_column`) and its customizability impact; however, it is not a duplicate of #43600.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Reject: they concern different Trainer behaviors and different fixes. `remove_unused_column` customizability and FLOPS estimation for custom trainers are related only at a broad subsystem level, not the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "7f506d137a54d71d031a1b5cf09a4d387200c564947e974c6955eaeb2562e99b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates: one asks for Qwen3-Omni registration in AutoModel/AutoModelForConditionalGeneration, the other asks for Qwen3.5 AutoModelForSequenceClassification support. They target different model variants and different heads.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43684 is the broader registration request and is the most central of the two, but it does not cover the sequence-classification support requested in 44405.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different underlying requests: Qwen3-Omni model registration for AutoModel/AutoModelForConditionalGeneration vs Qwen3.5 sequence-classification support. They do not describe the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "9c821136204fa58aa1da6688bb327dd9b3978287d8a3c65507cd0db972339edb", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4266, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4266, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All four issues are too underspecified to confidently deduplicate. Three share the generic title \"huggingface\" but provide no concrete bug details; the \"Fett\" issue is even less clearly related. I would keep them separate for now and avoid merging on title similarity alone.", + "confidence": 0.58, + "canonical_issue_reason": "Issue 43845 is the best available canonical candidate because it is the earliest of the repeated \"huggingface\" reports and is the most representative of the apparent duplicate set, even though the actual problem description is too thin to be certain.", + "canonical_pr_reason": null, + "best_issue_reason": "43845 is the strongest cluster anchor by chronology and title repetition, but the lack of substantive body text means it is only a provisional canonical issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "The titles do not indicate the same underlying bug, and there is no body detail or target linkage to justify deduplication." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "No concrete evidence ties \"Fett\" to the \"huggingface\" reports; this looks like weak title similarity rather than the same issue." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Insufficient information to conclude the same bug/change; the titles are unrelated beyond being short, low-signal labels." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": false, + "reason": "These have the same generic title, but the available content is too sparse to confirm they describe the same underlying problem." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": false, + "reason": "The repeated title is not enough on its own; without a concrete description, I cannot safely treat them as duplicates." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": false, + "reason": "Although the titles match, there is no substantive issue text or target evidence to prove they are the same report." + } + ] + }, + "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": "8fd2a768d4ddc87ebd0c889aac403df4de188e74c06cec7ad6a865f97b5704a4", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5794, + "estimated_input_tokens": 1449, + "estimated_eval_tokens": 3154 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5794, + "estimated_input_tokens": 1449, + "estimated_eval_tokens": 3154 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is almost entirely low-information noise/spam. Two issues share the exact placeholder title, but there is no actionable content or explicit linkage proving they describe the same underlying problem, and the other items look unrelated.", + "confidence": 0.57, + "canonical_issue_reason": "issue:44371 is the earliest exact '' report, so it is the most reasonable representative of the repeated spam-like entries, even though none of the issues contain substantive detail.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44371 is the best cluster representative by chronology and exact-title match, but it is still not a meaningful canonical issue in the usual sense.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Same placeholder title, but there is no body content or explicit evidence that they are the same underlying issue; exact spam labels alone are not enough." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Same placeholder title, but no substantive details link them to one concrete bug or request." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "Different titles and no shared issue-target or filename evidence; the similarity is too generic to treat as a duplicate." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "The titles are unrelated, and there is no evidence they refer to the same bug or change." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Generic documentation-style wording versus a spam placeholder; no concrete shared problem is visible." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Generic documentation-style wording versus a spam placeholder; not enough evidence of a shared underlying issue." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are '' placeholders, but without body text or explicit linkage it is unsafe to merge them as the same report." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "The titles do not match semantically, and there is no evidence of the same issue or change." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "The titles do not match semantically, and there is no evidence of the same issue 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": 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": "bd1c1afa1e18ed2364da25826f4aadb7df4478065ddd61685f9a872c81f107c5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues have identical titles and similar bodies, so they are plausible duplicates, but the evidence is still limited and the pair is not a deterministic accept. I\u2019d keep #45145 as the canonical issue for the cluster, but reject the soft-edge duplicate claim as too strong on title/content similarity alone.", + "confidence": 0.81, + "canonical_issue_reason": "#45145 is the better canonical issue because it has the same title as #45151 and slightly stronger linkage (1 inbound reference vs. 0), but the duplicate relationship is only tentative from the available evidence.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the best global issue representative for this cluster because it is the slightly more connected of the two near-identical reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": false, + "reason": "Rejecting this soft edge: the only support shown is identical titles and soft similarity, with no explicit links, shared targets, or deterministic acceptance. That is not strong enough to assert the same underlying issue with confidence." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The canonical-issue choice is reasonably grounded in the packet, but the soft-edge verdict is too strong for the evidence shown. The only support is identical titles plus soft similarity (no explicit links or shared targets), and the pair is marked deterministic_accept=false. Please downgrade that duplicate claim to a more conservative, tentative wording or reject the soft edge." + }, + "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": "24384cc7e5d6f6e90bc762e243063cb408ecac0364b72416c152dd4103e380a4", + "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 separate 4-bit inference bugs: one is a Gemma4/audio-module `torch.finfo()` type error on uint8 weights, the other is a `BitsAndBytesConfig.llm_int8_skip_modules` regression that drops the default `lm_head` exclusion and triggers an assertion. They share the broad inference/quantization area but not the same underlying failure mode.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue #45674 is the cleaner, more general regression report for bitsandbytes 4-bit inference behavior; #45672 is a narrower Gemma4/audio-module symptom with a different root cause.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Both involve 4-bit inference, but the failures are different: `torch.finfo()` on uint8 weights in Gemma4 audio modules versus `llm_int8_skip_modules` clearing the default `lm_head` exclusion and causing an assertion. They are not the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "8128b4b1414626d99d91ea5e998f04957af3c534f334b9763b74fc6b699801a8", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues appear to be unrelated low-information name/date entries, not duplicate bug reports or feature requests. No canonical representative is warranted for the pair.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Both are just distinct personal-name/date titles with no shared problem statement, code reference, or evidence of the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "51431bdc8236ffca501e054a34fbc514375e5caf086da7ba6459bd59c4f6e1d9", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are just closed records with different personal-name/date titles and no shared context, so they do not look like duplicates or part of the same bug report.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Titles refer to different people and different dates, with no body, links, or shared evidence of the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "9b7836abefe48efad78a11e0eb4b228d3779e9cdd520c3afbc52c1879ad18e50", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5726, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5726, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two issue pairs look like likely duplicates from identical titles and matching body lengths: 45870/45871 and 45872/45873. 45869 is only thematically related to the financial-data cluster and should stay separate. No PRs are present.", + "confidence": 0.88, + "canonical_issue_reason": "45870 is the better canonical representative for its pair because it matches 45871 on title and body length and has slightly more discussion activity, so it is the more established duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "45870 is the strongest overall issue to keep as canonical: it is part of a likely duplicate pair, has the most engagement among the similar issues, and is more representative than the unrelated dataset-promotion issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Shared financial-domain wording, but the titles point to different kinds of issues: a dataset promotion versus an example request." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Only broadly related by topic; the dataset-advertisement issue does not match the example-request issue." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Same title and matching body length make this a likely duplicate pair, though the body text itself is not visible here." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Both are DataForge-related, but the titles describe different requests: an example issue versus a scraping-service request." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Same broad subsystem, but the titles suggest different concrete requests, so this is not the same underlying issue." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Related by domain only; the titles indicate different issue types and likely different requests." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Broad topical overlap is not enough here; the title indicates a different concrete request than the example issue." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Same title and matching body length make this a likely duplicate pair, based on the available metadata." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Reject: the conclusions are plausible, but several reasons are too strong for the evidence in the packet. We only have identical titles and matching body lengths, not the actual bodies, so wording like \"identical content,\" \"straight duplicate pair,\" and \"clear duplicate\" overstates what can be proven. A more conservative read would be that 45870/45871 and 45872/45873 are likely duplicates based on title/body-length match, while 45869 is only thematically related. The no-PR statement is grounded." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 28, + "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-39895-13", + "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" + ], + "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:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:45655", + "pull_request:43823|pull_request:43995", + "pull_request:43995|pull_request:44827", + "pull_request:43995|pull_request:45213", + "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": "df0cfd57683c353d8cf2c094c46f35b563f9dbdc06d7c7099454504192a9ae38", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 18, + "serialized_chars": 34771, + "estimated_input_tokens": 8693, + "estimated_eval_tokens": 17642 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 18, + "serialized_chars": 34771, + "estimated_input_tokens": 8693, + "estimated_eval_tokens": 17642 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous PRs across unrelated models, docs, tests, and utilities. The only true near-duplicate pair is the two `fixed_cross_entropy` patches, which target the same helper and the same issue; everything else should be kept separate.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43251 is the clearest representative of the only duplicate pair: it explicitly targets issue 43240 and fixes the same `fixed_cross_entropy` / `nn.functional.cross_entropy` path as 43254, with only minor API-shape differences.", + "best_issue_reason": null, + "best_pr_reason": "PR 43251 is the best canonical PR candidate because it directly addresses the concrete loss-wrapper bug in the shared code path; the other PRs are unrelated feature additions, model scaffolding, or test-only changes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "Unrelated PRs: VideoPrism model/docs addition vs. an ExecuTorch dynamic-shape test. Different code paths and no shared bug." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Different changes: Mistral tokenizer method additions vs. adding MobileLLM model support. Same broad area of Transformers, but not the same underlying fix." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Tokenizer API fix vs. ExecuTorch export test. No common concrete bug or mergeable overlap." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor robustness changes across auto/processing utilities vs. a new MobileLLM model. Not the same issue." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Loss-function kwargs fix vs. MobileLLM model addition. Different subsystems and unrelated intent." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Cross-entropy helper fix vs. Mistral4 test/integration work. Same general repo area, but no shared underlying bug." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "ExecuTorch export test vs. Mistral4 test/model changes. Both are tests-heavy, but they do not fix the same problem." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "ExecuTorch dynamic-shape test and MobileLLM model addition are unrelated changes." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New MobileLLM model support vs. `cls.config` resolution ordering fix. No shared bug or code path." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "MobileLLM model addition vs. Falcon output-collection refactor. Different models and different concerns." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon interface refactor vs. Mistral4 test fixes. Not the same concrete change." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactor vs. a model-creation skill/documentation PR. Clearly unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test/model fixes vs. a global `layrnorm`\u2192`layernorm` renaming patch. Different bugs and different scopes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 fixes vs. TDT loss kernel integration. No shared underlying code-path problem." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 work and `cls.config` resolution ordering are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 PR vs. a model-creation skill PR. Not comparable as duplicates." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "New MobileLLM model support vs. a skill/docs PR. No shared implementation bug." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs patch `src/transformers/loss/loss_utils.py` to extend `fixed_cross_entropy` for the same issue 43240; the diffs are functionally overlapping and could plausibly be merged into one PR." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The evaluation is grounded in the packet. The only accepted pair, PR 43251 vs 43254, is the same `loss_utils.py` bugfix for issue 43240 and looks mergeable into one PR. The other pair rejections are conservative and consistent with the diffs, which are mostly unrelated model additions, test-only changes, or refactors." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 28, + "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": "8c40fe73cc05fc266a48638109c1a55489292fcb1ccc0993eb22cab9615532fd", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7226, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7226, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related VibeVoice PRs, but they are not duplicates: one is the base VibeVoice implementation and the other adds a separate realtime path plus an acoustic tokenizer package.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #40546 is the broader, non-draft core VibeVoice implementation and is the better anchor for this cluster; PR #42781 looks like a later follow-on for realtime support rather than the same change.", + "best_issue_reason": null, + "best_pr_reason": "PR #40546 is the best representative because it implements the main VibeVoice integration end-to-end and has active review, while #42781 is a narrower draft add-on focused on realtime/tokenizer support.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "They share the VibeVoice subsystem and some filenames, but the scopes differ: #40546 implements VibeVoice generally, while #42781 adds realtime-specific functionality and an acoustic tokenizer. That is a follow-on feature, not the same concrete change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 3, + "component_count": 28, + "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": "1724e52f04823a6d0b9dc71d18e353482f4ba67f36e3bd0a18686180f5386c92", + "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 pull requests touch entirely different models and code paths: TimesFM covariate forecasting vs. DINOv3 image classification support. They are not duplicates and should not be clustered as the same underlying change.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "No true duplicate exists here, but PR 41224 is the cleaner representative because it is narrowly scoped to one model feature and has a more self-contained change set than the broader TimesFM covariate PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different models, different functionality, and different affected files/code paths. TimesFM adds covariate-based forecasting; DINOv3 adds image classification support. They are unrelated changes and not mergeable into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 4, + "component_count": 28, + "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": 28, + "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": "2708cfeb1d55b76c206825a3f1f4b86108e260d9d29e8c8a820b2aae4db943e0", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10436, + "estimated_input_tokens": 2609, + "estimated_eval_tokens": 5474 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10436, + "estimated_input_tokens": 2609, + "estimated_eval_tokens": 5474 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three separate model-addition PRs (DeepSeek OCR, Isaac, Kimi2-6). They share framework scaffolding changes, but they do not fix the same underlying code-path problem, so no duplicate edges should be accepted.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45630 is the most mature and active of the three, with the broadest model-integration footprint, so it is the best single representative if one must be chosen. It is still not a duplicate of the others.", + "best_issue_reason": null, + "best_pr_reason": "PR 45630 has the strongest standalone signal as a completed model integration effort, with the highest review activity and a substantial end-to-end implementation across autos, processors, and tests.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "Both are new-model integration PRs, but DeepSeek OCR and Isaac are different models with different codepaths and files; shared docs/auto-registration scaffolding is not enough to treat them as the same change." + }, + { + "left": "pull_request:45186", + "right": "pull_request:45630", + "accept": false, + "reason": "Isaac and Kimi2-6 are distinct model additions touching different model families and implementations. Similar boilerplate around auto mappings/docs does not indicate one underlying bug or mergeable combined PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 6, + "component_count": 28, + "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": "f6f1ad58e018d0c13e0106dbac712d77d1c887e4329b80733021f58e50761601", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related workflow dependency upgrades, but they target different GitHub Actions families and different code paths: one is a broad Node 24 compatibility bump for core actions, the other is a docker/build-push-action upgrade. They are not duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the better canonical representative because it has the clearest stated purpose (Node 24 compatibility) and the broader workflow-wide actions upgrade scope.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 best captures the cluster\u2019s general theme of GitHub Actions maintenance across workflows, while remaining more explicit and broader than the docker-only bump in 42976.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Both are workflow dependency upgrades, but they change different action packages and likely different runtime paths: core actions versions in 42975 versus docker/build-push-action in 42976. They could coexist in one maintenance stream, but they are not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 28, + "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": "f37b0e4482342b26bfd2d03b659f14f0b9319c01b52abedce605031e2da4e3ed", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 7, + "serialized_chars": 16552, + "estimated_input_tokens": 4138, + "estimated_eval_tokens": 8532 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 7, + "serialized_chars": 16552, + "estimated_input_tokens": 4138, + "estimated_eval_tokens": 8532 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are mostly unrelated model-addition efforts plus one small test-only change. The shared files are generic integration points (docs/auto registries/tests), not evidence of the same underlying bug or feature.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43451 (Molmo2) is the strongest standalone representative: it has the largest scope, highest discussion activity, and a complete model addition across code, docs, and tests. The others are different model additions or a test tweak.", + "best_issue_reason": null, + "best_pr_reason": "#43451 is the best PR in the set because it is the most substantial and self-contained change, but it is not a duplicate of the other PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different model additions: ViT NEPA vs Molmo. Shared registry/docs files are expected boilerplate, not the same code-path change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "Different model additions: ViT NEPA vs Molmo2. They touch common auto-registry files but implement separate models and behaviors." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "Different model additions in different domains: vision model ViT NEPA vs time-series CTSM. No shared underlying bug or fix." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are related by name only; they are separate model integrations with different files, tests, and processing code." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo is a vision-language model addition, while CTSM is a time-series model addition. Shared infra files do not indicate the same change." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM are distinct model additions with different architectures and code paths; not mergeable into one PR as the same fix." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46162", + "accept": false, + "reason": "CTSM model integration is unrelated to the XPU determinism test annotations in existing Florence2/InstructBLIP/LFM2-VL tests. One adds a model; the other adjusts test stability." + } + ] + }, + "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": 28, + "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": "b71a89102b11030e8da83e962addb10105d64397c4ce474ff94fbf363e09ee90", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 9390, + "estimated_input_tokens": 2348, + "estimated_eval_tokens": 4952 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 9390, + "estimated_input_tokens": 2348, + "estimated_eval_tokens": 4952 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are four unrelated PRs across whisper decoding, model test tweaks, FP8 dequantization, and FSDP tied-weights cleanup. The only nontrivial code-fix PR is the FP8 dequant change; the others are either test-only or target different subsystems, so no soft duplicates should be merged.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44815 is the most concrete fix: it changes core loading and FP8 integration code with a clear dequant/padding path update, backed by tests, and represents a substantive bug fix rather than a superficial test edit.", + "best_issue_reason": null, + "best_pr_reason": "PR 44815 is the best canonical PR because it addresses a specific runtime code path with clear implementation changes and test coverage; the other PRs are either unrelated or look like placeholder/test-only edits.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Both are mostly test-related, but they target different models and different code paths; no evidence they fix the same underlying bug." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper tokenizer decoding and FP8 dequantization are unrelated subsystems with no shared bug or change surface." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46102", + "accept": false, + "reason": "A pair of test edits in CLIP/ViT versus an FSDP tied-weights fix are clearly unrelated." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Despite generic similarity, these touch different modules and different problems; they would not plausibly be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 9, + "component_count": 28, + "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": "b54e08caee55f0ebfff5d265fa8a15e514c904562d3e80558d916b16de554891", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 11341, + "estimated_input_tokens": 2836, + "estimated_eval_tokens": 5928 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 11341, + "estimated_input_tokens": 2836, + "estimated_eval_tokens": 5928 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Only one soft pair looks like a true duplicate: the two forked test-migration PRs with identical viT test edits. The other pairs share a file or theme but change different code paths and should stay separate.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46100 is the cleanest representative of the exact duplicate pair: #46114 has the same diff in the same test file and appears to be a forked copy.", + "best_issue_reason": null, + "best_pr_reason": "PR #46100 is the best overall canonical PR because it is the clearest standalone instance of the duplicated test-migration change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Both are unrelated fake/test PRs and only overlap on a shared ViT test file; the actual edits are different (setup/dependency changes vs workflow/other model files)." + }, + { + "left": "pull_request:43488", + "right": "pull_request:46114", + "accept": false, + "reason": "They both touch the ViT test file, but the surrounding changes and intent are different, so they are not the same underlying change." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46114", + "accept": false, + "reason": "Shared ViT test-file overlap is too broad; #43532 also modifies workflows and other model files, so this is not one mergeable change." + }, + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "These are different kinds of PRs: #45932 changes model code/workflows across several files, while #46100 only adds failing tests in ViT." + }, + { + "left": "pull_request:46100", + "right": "pull_request:46114", + "accept": true, + "reason": "The diffs are effectively identical in the same file, and #46114 is described as a forked test-migration PR, so they look like the same underlying change." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted duplicate pair, 46100/46114, has identical diffs in the same test file; the other pairs share at most a file or broad theme but include different surrounding changes, so the false verdicts are reasonable." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 28, + "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": "491b9e094c8da258bc44b1e2f2d0801e0aa951a3c924ab8270c415facfdf7b1c", + "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 related but distinct PRs: one adds a promptable concept segmentation pipeline, the other adds a promptable visual segmentation pipeline with different supporting models and tests. They share docs/registry plumbing, but they do not fix the same concrete code path and should not be merged as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical duplicate PR: the two changes target different segmentation tasks and different model integrations, so there is no single PR that cleanly subsumes the other as the same change.", + "best_issue_reason": null, + "best_pr_reason": "If a representative PR is needed, #43613 is the broader and more central pipeline addition, touching more model backends and test coverage; but it is not a duplicate of #43612.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Same broad domain and shared documentation/registry edits, but they implement different pipelines for different segmentation tasks with different filenames, backends, and tests. Not the same underlying bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 28, + "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": "b637c58bd7796baa716212ae2db677532a04259ec6426ddcee6c7652c4cf34c3", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are unrelated Trainer enhancements that happen to touch the same file: one changes gradient-accumulation loss scaling behavior, the other extracts signature-column computation for column filtering/PEFT overrides. They are not the same underlying change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: 43651 and 43663 address different code paths and different extension points in trainer.py, so neither should subsume the other.", + "best_issue_reason": null, + "best_pr_reason": "No single best PR for duplication purposes; these are separate changes and should remain independently triaged rather than merged as one representative.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Reject: one PR adds _loss_is_scaled_for_ga to control gradient-accumulation loss normalization, while the other adds _get_signature_columns for trainer input filtering. Same file, but different behavior and unrelated bugs/features." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 28, + "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": "c9c2fdd6902b9a274c0c0f58d794652df23f0eeb9db6a0c3e3c848651d4940af", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3662, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3662, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs touch the same CLI file and both mention TypeAdapter/name-resolution issues, but they appear to fix different root causes: one is a broader typing/postponed-annotation cleanup, the other is a pydantic-not-installed import/type-checking fix.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43656 is the broader, earlier CLI typing fix and is the better representative of the cluster\u2019s shared TypeAdapter/name-resolution theme.", + "best_issue_reason": null, + "best_pr_reason": "PR #43842 is the more concrete fix for a specific runtime failure mode in `serve.py` (avoiding `TypeAdapter` import/name errors when pydantic is absent).", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Same file and similar symptom class, but different underlying bugs and fixes: one adds postponed annotations and typing cleanup, the other makes `TypeAdapter` a TYPE_CHECKING-only reference for the no-pydantic case. They would not naturally merge as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 28, + "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": 28, + "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:44073|pull_request:44161", + "pull_request:44059|pull_request:44071", + "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": "fd74af16b5cea9a3db0680b6fd326c5a5abbc4e374ff86ad2fa87b0dd7962c60", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84894, + "estimated_input_tokens": 21224, + "estimated_eval_tokens": 42704 + }, + "budget": { + "node_count": 27, + "item_count": 27, + "soft_pair_count": 72, + "serialized_chars": 75091, + "estimated_input_tokens": 18773, + "estimated_eval_tokens": 37802 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of independent model-specific refactors to standardize output tracing/capture decorators, often all tied to issue #43979. They share a theme but are not one duplicate bug fix across the whole set; only a few GPT-Neo/GPT-J overlaps look like true same-change duplicates.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44722 is the best representative of the overlapping subgroup: it is the broadest and clearest standardized output-tracing refactor, covering the same GPT-J change as earlier PRs and also extending the pattern to CodeGen.", + "best_issue_reason": null, + "best_pr_reason": "44722 is the most suitable global representative because it is the most complete later version of the shared GPT-J/CodeGen output-tracing refactor; the other PRs are separate model-specific applications of the same framework idea.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different models and code paths (CVT/FNet vs GPT-J); same tracking issue is not enough to make them duplicates." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Both are output-tracing refactors, but for different architectures (CVT/FNet vs DeBERTa v2) and different implementation details." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Both modify GPT-J output tracing in the same file with the same decorator-style refactor; 44066 is the broader sibling change with the same underlying GPT-J fix." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "ResNet/RegNet vs EfficientNet are separate model-specific refactors, not the same concrete change." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet output tracing is unrelated to GPT-J/CodeGen; only the high-level theme overlaps." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/CodeGen versus EfficientNet are different code paths and different PRs." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTa v2 are distinct implementations; this is only a shared refactor pattern." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Both target GPT-Neo output tracing and appear to implement the same decorator-based migration in the same model family." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen and GPT-Neo are different models and different code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo vs GPT-J/CodeGen are different model refactors, even though they share the broader output-tracing theme." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet output tracing refactor is unrelated to GPT-J/CodeGen." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J/CodeGen are separate model-specific changes." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet and GPT-J are different models and different concrete fixes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet refactors are unrelated beyond the generic output-tracing theme." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet and MPT are distinct model implementations with separate changes." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert are different model code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are different model-specific refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo vs Flaubert are different models and not the same change." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "SegFormer and GPT-J/CodeGen are separate model refactors." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "SegFormer and LongT5 are unrelated model implementations." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "SegFormer and VisualBERT are different models; same issue target is insufficient." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are separate model changes." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are distinct model-specific refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo vs MGP-STR are different code paths and fixes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are separate model implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet and VisualBERT are unrelated model refactors." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44086", + "accept": false, + "reason": "MPT and MGP-STR are separate model-specific output changes." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBERT and Flaubert/XLM are different model families." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44071", + "accept": false, + "reason": "SegFormer and MPT are unrelated changes." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet and Flaubert/XLM are different models and fixes." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44161", + "accept": false, + "reason": "VisualBERT and LongT5 are unrelated model-specific changes." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-2 and MPT are separate model refactors." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-2 and GPT-Neo are different models with different output paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44059", + "accept": false, + "reason": "GPT-Neo and GPT-2 are distinct model implementations." + }, + { + "left": "pull_request:44101", + "right": "pull_request:44161", + "accept": false, + "reason": "Flaubert/XLM and LongT5 are different model families." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet and SegFormer are different vision models; same issue target is only thematic." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are unrelated model-specific refactors." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT and SpeechT5 are different model code paths." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert/XLM are unrelated model implementations." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are separate refactors for different architectures." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are unrelated model-specific changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are different model families." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 do not share the same concrete change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44161", + "accept": false, + "reason": "GPT-Neo and LongT5 are distinct model changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44071", + "accept": false, + "reason": "RegNet and MPT are unrelated beyond the shared refactor theme." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBERT and MPT are different model-specific refactors." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBERT and VisualBERT are separate model code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo and SpeechT5 are different model families." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44161", + "accept": false, + "reason": "CVT/FNet and LongT5 are unrelated model-specific changes." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44017", + "accept": false, + "reason": "CVT/FNet and SegFormer are separate vision model implementations with different changes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBERT and DeBERTa v2 are different models and code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa v2 and TextNet are unrelated model-specific changes." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J output-tracing refactor; 44722 is the broader later version that includes the same GPT-J fix." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both include the same GPT-J decorator-based output-tracing change in the same file, so they look like the same underlying fix." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are unrelated model-specific changes." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "CVT/FNet and RegNet/ResNet/RT-DETR are different model families; same issue target is not enough." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet and SpeechT5 are unrelated code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen and MGP-STR are unrelated model-specific refactors." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen and MPT are different concrete changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo is separate from GPT-J/CodeGen, despite a similar output-tracing refactor pattern." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet and GPT-J/CodeGen are unrelated model changes." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are different underlying fixes." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert/XLM are different models and code paths." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBERT and Flaubert/XLM are unrelated model-specific refactors." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are different model families." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are separate model-specific changes." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44161", + "accept": false, + "reason": "ViLT and LongT5 are unrelated model-specific changes." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44161", + "accept": false, + "reason": "VisualBERT and LongT5 are different model families." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-2 and MGP-STR are unrelated model-specific changes." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J and MGP-STR are unrelated model fixes." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert/XLM are different model implementations." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet and stays conservative: most PRs are indeed model-specific output-tracing refactors tied thematically to issue #43979, while the accepted soft edges are limited to the GPT-Neo/GPT-J subgroup where the diffs and filenames make same-bugfix duplication plausible. The representative choice of PR 44722 is also supported as the later, broader GPT-J/CodeGen version." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 28, + "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": "e0ccc20ec952865f221a251a79dbb7fabb9bcf2bf79f796ac2a19334807f878b", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84894, + "estimated_input_tokens": 21224, + "estimated_eval_tokens": 42704 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 6, + "serialized_chars": 17124, + "estimated_input_tokens": 4281, + "estimated_eval_tokens": 8818 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These PRs are all part of the same broad \u201cstandardized output tracing\u201d migration pattern, but they are not duplicates: each one targets a different model and code path. None of the soft edges should be merged as the same underlying change.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "Pick PR 44129 as the canonical PR: it is the most clearly scoped and the only one with an explicit issue target, making it the best representative of this output-tracing refactor series.", + "best_issue_reason": null, + "best_pr_reason": "PR 44129 is the strongest standalone candidate because it has a tracked issue link and a concrete SpeechT5-specific tracing change rather than just a generic migration pattern.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "Same refactor theme, but FocalNet vs ImageGPT are different model implementations and different forward paths." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Both are output-capture refactors, but VisualBERT and TextNet are separate model code paths and not the same bug/change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "MPNet and VisualBERT each need their own tracing migration; they do not look mergeable into one concrete fix." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "Shared pattern only; MPNet and TextNet are distinct models with separate output semantics." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBERT are unrelated model implementations, so this is not the same underlying change." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "Both refactor output handling, but SqueezeBERT and SpeechT5 fix different model-specific code paths and should stay separate." + } + ] + }, + "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": 28, + "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": "a5e57acf87db12fb63ff9d6c0bdbc2b6234bc5a6aeed866109b287236bbf60e5", + "component_budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 45, + "serialized_chars": 43785, + "estimated_input_tokens": 10947, + "estimated_eval_tokens": 22150 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 45, + "serialized_chars": 43785, + "estimated_input_tokens": 10947, + "estimated_eval_tokens": 22150 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are mostly independent, model-specific output-tracing refactors plus one unrelated docs-only toctree fix. They share a theme, but they do not look like the same underlying bug/change, so the soft duplicate edges should be rejected.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44003 is the broadest and most representative refactor in this set: it spans multiple model files and introduces shared tracing plumbing, so it is the best anchor if one PR must represent the cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR 44003 is the strongest representative of the shared theme because it makes the most substantial tracing-related code change; the others are narrower per-model refactors, and 46106 is just a docs toctree edit.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Different models and files (`timm_backbone` vs `upernet`); same refactor theme, but not the same concrete bug/change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "`timm_backbone` and `vision_text_dual_encoder` are unrelated code paths; these are separate output-tracing refactors." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "`timm_backbone` and `univnet` touch different architectures and forward signatures; not one duplicate change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families and files; 44003 adds tracing plumbing for Mamba, not the same change as timm_backbone." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "`timm_backbone` vs `codegen` are different subsystems and code paths." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Different models (`timm_backbone` vs `rwkv`); shared theme is too broad to treat as duplicate." + }, + { + "left": "pull_request:43998", + "right": "pull_request:46106", + "accept": false, + "reason": "A model refactor and a docs toctree change are clearly unrelated." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "Different model implementations (`mobilenet_v1` vs `univnet`); same tracing motif, not the same bug or patch." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Different files and model code paths; both refactor output handling but independently." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "`mobilenet_v1` and `depth_anything` are separate model refactors; not mergeable as one concrete fix." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "Different encoder-decoder modules and different implementations; only the general topic overlaps." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "`mobilenet_v1` and `speech_encoder_decoder` are unrelated model paths; not a duplicate." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "`vision_text_dual_encoder` and `univnet` are different models and code paths; same refactor pattern only." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families (`vision_text_dual_encoder` vs `upernet`); no shared concrete bug." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Separate model refactors; 44003 changes Mamba-specific tracing, not the vision-text dual encoder." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "`vision_text_dual_encoder` and `codegen` are unrelated implementations despite similar decorator changes." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model code and different tracing adjustments; not one underlying issue." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "`univnet` and `upernet` are separate model code paths with no evidence of a shared bug." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Different architecture families (`univnet` vs `mamba`); both refactor output tracing but are not the same change." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "`univnet` and `depth_anything` are distinct models; not plausible as one merged PR." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "`upernet` and `mamba` touch unrelated code paths; the overlap is only the tracing refactor style." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "Different models and filenames; no shared concrete fix." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "`mamba`/`falcon_mamba` tracing changes are unrelated to `superpoint` feature extraction code." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "`mamba` and `codegen` are different model implementations with different call signatures and tracing behavior." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "`depth_anything` and `vision_encoder_decoder` are different model families; same output-tracing theme only." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "`depth_anything` and `speech_encoder_decoder` are separate refactors, not the same code-path problem." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "`depth_anything` and `superpoint` are unrelated model implementations." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families (`depth_anything` vs `rwkv`); no duplicate evidence beyond general tracing work." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "`depth_anything` and `dpr` are distinct models and code paths; not the same underlying fix." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "`vision_encoder_decoder` and `speech_encoder_decoder` are separate modules with analogous but independent refactors." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "Different model code; no sign they fix the same bug." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "`vision_encoder_decoder` and `rwkv` are unrelated architectures and forward paths." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "Different models (`vision_encoder_decoder` vs `dpr`); overlapping theme is too broad." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "`speech_encoder_decoder` and `superpoint` are unrelated model code paths." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Different architectures (`speech_encoder_decoder` vs `rwkv`); not a duplicate." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "`speech_encoder_decoder` and `dpr` touch separate models and issues." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "`superpoint` and `rwkv` are unrelated model implementations." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "Different files and model behavior; no shared concrete bug/change." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "`rwkv` and `dpr` are different model families; same output-tracing motif only." + }, + { + "left": "pull_request:44027", + "right": "pull_request:46106", + "accept": false, + "reason": "A speech-encoder-decoder refactor and a docs toctree edit are unrelated." + }, + { + "left": "pull_request:44026", + "right": "pull_request:46106", + "accept": false, + "reason": "`vision_encoder_decoder` code refactor vs docs navigation change; not a duplicate." + }, + { + "left": "pull_request:44001", + "right": "pull_request:46106", + "accept": false, + "reason": "Model tracing refactor and documentation-only toctree change are clearly unrelated." + }, + { + "left": "pull_request:44002", + "right": "pull_request:46106", + "accept": false, + "reason": "`upernet` code changes do not match a docs-only fix." + }, + { + "left": "pull_request:43998", + "right": "pull_request:46106", + "accept": false, + "reason": "`timm_backbone` refactor and docs toctree cleanup 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": 16, + "component_count": 28, + "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": "d988754a07fa4029d35b7c1e83638e614961d6eef9d8aecb45d551c1a06b8250", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 10915, + "estimated_input_tokens": 2729, + "estimated_eval_tokens": 5714 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 10915, + "estimated_input_tokens": 2729, + "estimated_eval_tokens": 5714 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three separate model-integration PRs, not duplicates: PenguinVL, DeepSeek-OCR-2, and Voxtral TTS. They overlap mainly on the standard Transformers boilerplate for docs and auto mappings, but they target different models and codepaths.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: each PR adds a different model implementation, so they are not the same underlying change.", + "best_issue_reason": null, + "best_pr_reason": "No single best PR for a duplicate cluster. If forced to pick a representative, 45075 is the most complete and mature, but it is still a distinct model addition rather than a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different model additions (PenguinVL vs Voxtral TTS); shared files are only registration/docs boilerplate, not the same code-path fix." + }, + { + "left": "pull_request:44662", + "right": "pull_request:45075", + "accept": false, + "reason": "Different model additions (PenguinVL vs DeepSeek-OCR-2); overlap is limited to common Transformers scaffolding." + }, + { + "left": "pull_request:45075", + "right": "pull_request:45401", + "accept": false, + "reason": "Different model additions (DeepSeek-OCR-2 vs Voxtral TTS); they do not appear to fix or implement the same concrete change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 17, + "component_count": 28, + "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": "8f0594ef554ba3a9cd417ac6d15c34cd4015116a67c74bb1a56c719cffef59b2", + "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 PRs are related by the broad theme of fusion, but they target different layers: one adds a generic module-fusion API, while the other wires up n-to-1 kernel fusion via KernelConfig and integration changes. I would not treat them as duplicates.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45363 is the better cluster anchor because it is the more concrete end-to-end feature implementation, spanning KernelConfig, model loading, and integration hooks for n-to-1 kernel fusion.", + "best_issue_reason": null, + "best_pr_reason": "PR 45363 is the best representative of a user-visible change because it defines the actual kernel-fusion workflow and includes usage/example integration, whereas PR 44979 is a lower-level API addition for a different fusion abstraction.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Related only at a high level. PR 44979 adds a general module-fusion API and new module_fusion.py infrastructure, while PR 45363 implements n-to-1 kernel fusion through KernelConfig plus loader/integration changes. They do not look like the same underlying bug or a single PR-sized 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": 28, + "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": "f3bb3c28164764831b9e37df3862b5784dff9a36d1a3255950b2db9f1ef340ec", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests address the same Mistral regex patch AttributeError in the same file and target the same issue; one is a narrower code-only fix and the other adds the same fix plus tests, so they look like duplicate PRs for the same bug.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the better canonical PR because it contains the same fix as 45086 plus test coverage and a clearer title/body, making it the more complete implementation of the shared bugfix.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 is the strongest representative of the cluster: it fixes the concrete AttributeError in _patch_mistral_regex and also includes regression tests, so it is the most complete and mergeable version.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying code-path bug in src/transformers/tokenization_utils_tokenizers.py, same explicit issue target, and the diff shows the same AttributeError fix; 45317 appears to be a superset of 45086 with added tests, so these are duplicate PRs for one 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": 19, + "component_count": 28, + "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": "f8c8e10594b2058eeb8c217209c1f402d26b90b7bc580b77cc21a9efd0e1677c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related NemotronH architecture PRs, but they are not duplicates. PR #45569 is a broader, more complete change introducing NemotronH dense/sparse variants plus docs and auto-mapping updates, while PR #45115 is a narrower refactor around inheriting from GraniteMoeHybrid and key conversion mapping.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "#45569 is the broader and more complete NemotronH change: it adds the dense/sparse model split, updates docs and auto mappings, and includes test/model code across the new variants.", + "best_issue_reason": null, + "best_pr_reason": "#45569 is the best representative of the cluster because it captures the full architectural rework, not just the inheritance/refactor portion.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "They overlap on NemotronH internals, but the concrete changes differ: #45115 focuses on conversion/inheritance refactoring, while #45569 implements the larger dense/sparse split and documentation/model wiring. They are related, not 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": 20, + "component_count": 28, + "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": "970187413786ab830c06a918addcd24318e1546fea5d6c4e5e67b6b526e8bb16", + "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 related feature PRs in the new heterogeneity area, but they are not duplicates: one adds per-layer config support and the other adds broader heterogeneous modeling/cache integration on top of that foundation.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45332 is the broader umbrella change for heterogeneous model support and includes the modeling-side integration, so it is the best representative of the cluster, but it is not the same change as #45333.", + "best_issue_reason": null, + "best_pr_reason": "PR #45332 is the strongest single representative because it spans the end-to-end heterogeneous model support, while #45333 is a narrower config-layer prerequisite.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "They share the heterogeneity feature area and some config files, but #45333 is specifically per-layer config support while #45332 adds broader modeling/cache behavior; they are related components, not the same concrete fix/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 28, + "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": "b653c1debfed4c5a5df0ace218957f7d146a0cfdd0ae67886a404bcc6147ae78", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5513, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5513, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are both typing-related PRs in transformers, but they are not the same change: one is a broad type-checking sweep with pyproject ignore-policy updates, while the other adds concrete typing protocols and narrow code support for specific modules. They should not be deduplicated.", + "confidence": 0.83, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45425 is the more concrete, self-contained typing refactor; PR 45415 is a much broader repository-wide type-checking sweep and ignore-config change, so it is a poorer representative of the cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR 45425 is the best representative for a typing-fix cluster because it introduces explicit protocol/type definitions and targeted code changes, whereas PR 45415 is mostly a large mechanical type-checking pass across many files.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Reject: both are typing-focused, but they address different underlying changes. 45415 is a broad `src/transformers/*py` type-checking sweep plus pyproject ignore adjustments; 45425 adds specific typing protocols and related support in a narrower set of files. They are not the same concrete bug/change and would not plausibly merge as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 22, + "component_count": 28, + "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-45487-4", + "nodes": [ + "pull_request:45487", + "pull_request:46109", + "pull_request:46135", + "pull_request:46151" + ], + "soft_pairs": [ + "pull_request:45487|pull_request:46151", + "pull_request:46109|pull_request:46151", + "pull_request:46135|pull_request:46151" + ], + "prepared_review_unit_hash": "c0153906757c081b3467067dfe10746dd71b0cd9b9935961a99b07b0887a7937", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 9913, + "estimated_input_tokens": 2479, + "estimated_eval_tokens": 5214 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 9913, + "estimated_input_tokens": 2479, + "estimated_eval_tokens": 5214 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is heterogeneous: one substantive model-code bug fix (AltCLIP/ChineseCLIP device placement) and three unrelated test-only PRs in different areas. I would not merge any soft edges as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:45487 is the only PR that fixes a concrete runtime code-path bug; the others are separate test expectation changes in unrelated subsystems.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:45487 is the best representative because it addresses an actual model-parallel correctness issue rather than a test-only update.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45487", + "right": "pull_request:46151", + "accept": false, + "reason": "45487 fixes AltCLIP/ChineseCLIP token-type device placement in model code; 46151 only adjusts token-classification pipeline test expectations. Different subsystems and different change types." + }, + { + "left": "pull_request:46109", + "right": "pull_request:46151", + "accept": false, + "reason": "Both are test maintenance, but one is distributed trainer parity tests and the other is pipeline token-classification expectations. They do not target the same underlying bug or change." + }, + { + "left": "pull_request:46135", + "right": "pull_request:46151", + "accept": false, + "reason": "46135 adds XPU expectations for Kosmos2.5 integration tests, while 46151 updates token-classification pipeline expectations. Same broad theme of test updates, but not the same code-path problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 23, + "component_count": 28, + "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": "324a21a4843bb9bf1771b14cb1684bdd88e514e006788fe7a8c78829d520c5ea", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 7428, + "estimated_input_tokens": 1857, + "estimated_eval_tokens": 3970 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 7428, + "estimated_input_tokens": 1857, + "estimated_eval_tokens": 3970 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "PR 46084 and PR 46098 are both Mamba2 cache/seq_len>1 fixes for the same underlying bug, with 46098 appearing to be the broader superset. PR 45513 is a separate Qwen/Olmo cached-forward fix and should not be linked to the Mamba2 work.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46098 is the strongest canonical PR: it targets the exact Mamba2 seq_len>1 cache bug, explicitly links the tracking issue, and covers the broader CPU/GPU fix with tests and docs.", + "best_issue_reason": null, + "best_pr_reason": "PR 46098 is the best standalone representative because it is the most complete and explicit fix for the underlying Mamba2 use_cache > 1-token problem.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45513", + "right": "pull_request:46084", + "accept": false, + "reason": "Different models and different bugs: Qwen3.5/Olmo GDN linear attention cached forward versus Mamba2 cache handling. Similar wording about cached multi-token behavior is not enough to treat these as the same fix." + }, + { + "left": "pull_request:46084", + "right": "pull_request:46098", + "accept": true, + "reason": "Both address the same Mamba2 use_cache with seq_len > 1 failure mode against the same code path family and issue. 46098 looks like a broader version of the same fix, so they could plausibly be merged into one PR." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: PR 45513 is clearly a separate Qwen3.5/Olmo hybrid cached-forward change, while PRs 46084 and 46098 both target the same Mamba2 use_cache / seq_len > 1 bug and share the same issue target (46032). The verdict that 46084 and 46098 are mergeable into one Mamba2 bugfix PR is conservative enough given the overlapping files and issue linkage. No evidence of overstatement." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 24, + "component_count": 28, + "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": "59395b4517f1340659cd594a78987b9e96983d6173b9c2bb97a4bc9a87904041", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4507, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4507, + "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 PRs, but they fix different bugs on different code paths: one targets config serialization and EP detection for accelerate/ZeRO-3, the other fixes parameter wrapping to stop expert weights being overwritten under FSDP2.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45662 is the more concrete, narrowly-scoped bug fix: it addresses a specific expert-parameter overwrite during loading and has a clear runtime failure mode. PR 45548 is related to EP setup, but it solves a different problem around config persistence and EP detection.", + "best_issue_reason": null, + "best_pr_reason": "PR 45662 is the strongest representative of the cluster because it fixes a well-defined data-corruption/loading issue in a specific code path, whereas PR 45548 is more about enabling EP-aware loading behavior.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Both concern expert parallelism, but they do not look like the same underlying bug. 45548 changes config serialization and adds an EP-detection property for accelerate/ZeRO-3 loading; 45662 changes loading/wrapping logic to prevent experts from being overwritten under FSDP2. Different failure modes, different fixes, not mergeable as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 25, + "component_count": 28, + "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": "e284af41cce128046c2953c07701dc08f0dabf72bd20151f710367769ca0b331", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4588, + "estimated_input_tokens": 1147, + "estimated_eval_tokens": 2550 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4588, + "estimated_input_tokens": 1147, + "estimated_eval_tokens": 2550 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target the same xdist-safe captured_info logging bug in testing_utils and share the same issue target; 45645 is the broader, more complete version that also updates CI log collection.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the best canonical representative because it implements the same xdist captured_info fix as 45639 but also updates downstream log aggregation to handle the new per-worker files.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 is the strongest standalone fix: it addresses the core output-file collision and preserves CI debug log collection for the new file layout, making it the most complete solution in the cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Same underlying bug: xdist collisions in captured_info logging. 45645 extends the same code-path fix in testing_utils and updates CI handling, so they plausibly belong to one merged change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 26, + "component_count": 28, + "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": 28, + "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-46069-4", + "nodes": [ + "pull_request:46069", + "pull_request:46073", + "pull_request:46154", + "pull_request:46196" + ], + "soft_pairs": [ + "pull_request:46069|pull_request:46073", + "pull_request:46069|pull_request:46154", + "pull_request:46069|pull_request:46196", + "pull_request:46073|pull_request:46154", + "pull_request:46073|pull_request:46196", + "pull_request:46154|pull_request:46196" + ], + "prepared_review_unit_hash": "ec49a11704f8133fe4b50401e72aeea08aa6db605d05f68f908f52a0569b62fd", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 10497, + "estimated_input_tokens": 2625, + "estimated_eval_tokens": 5506 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 10497, + "estimated_input_tokens": 2625, + "estimated_eval_tokens": 5506 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are separate model-specific PRs that all add attention-dispatch support, but they do not target the same concrete code path or merge cleanly into one change set.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46154 is the best representative of the cluster\u2019s common theme: a concrete implementation of `attn_implementation='sdpa'` dispatch with docs and tests, while the others are the same pattern applied to different model families.", + "best_issue_reason": null, + "best_pr_reason": "PR 46154 is the cleanest exemplar of the shared feature work: it is narrowly scoped, has supporting tests, and clearly expresses the underlying change without the extra multi-model breadth of 46196.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46069", + "right": "pull_request:46073", + "accept": false, + "reason": "Both are attention-dispatch support PRs, but for different architectures (ShieldGemma2 vs CTRL) and different code paths; they are not the same bug/fix." + }, + { + "left": "pull_request:46069", + "right": "pull_request:46154", + "accept": false, + "reason": "Same broad feature idea, but ShieldGemma2 and T5 are separate model implementations with unrelated attention code paths." + }, + { + "left": "pull_request:46069", + "right": "pull_request:46196", + "accept": false, + "reason": "These touch different model families and different implementation paths; too broad to treat as one duplicate PR." + }, + { + "left": "pull_request:46073", + "right": "pull_request:46154", + "accept": false, + "reason": "Both add SDPA dispatch support, but to different models (CTRL vs T5); not the same concrete change." + }, + { + "left": "pull_request:46073", + "right": "pull_request:46196", + "accept": false, + "reason": "Different model code paths and different targets (CTRL vs SeamlessM4T/v2), so they should not be merged as duplicates." + }, + { + "left": "pull_request:46154", + "right": "pull_request:46196", + "accept": false, + "reason": "Both are SDPA-dispatch enablement, but they apply to distinct model stacks and code paths; too different for a duplicate merge." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 28, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46152-2", + "nodes": [ + "pull_request:46152", + "pull_request:46207" + ], + "soft_pairs": [ + "pull_request:46152|pull_request:46207" + ], + "prepared_review_unit_hash": "1f3fca4b00db0b4a4836ad2b532afc70bdde8b387fb44eaa0e0cbac795406705", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4268, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4268, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are thematically similar because both remove source-file open() logic, but they address different code paths and are not duplicates: one is a generic import-utils helper change, the other is a modeling_utils introspection refactor.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46207 is the more focused, concrete fix: it replaces one specific source-reading heuristic in modeling_utils with class introspection and includes tests.", + "best_issue_reason": null, + "best_pr_reason": "PR 46207 is the better representative for the cluster because it is narrowly scoped, directly tied to a single runtime behavior, and easier to evaluate independently.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46152", + "right": "pull_request:46207", + "accept": false, + "reason": "They share a general theme (avoiding source reads), but they fix different mechanisms in different modules and are 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/20260526T060025Z/analysis-runs/hybrid-model-20260526t060025z/manifest.json b/snapshots/20260526T060025Z/analysis-runs/hybrid-model-20260526t060025z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..81844d3deb8175450a05d504bc69a18b34996144 --- /dev/null +++ b/snapshots/20260526T060025Z/analysis-runs/hybrid-model-20260526t060025z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260526t060025z", + "artifacts": { + "hybrid": "snapshots/20260526T060025Z/analysis-runs/hybrid-model-20260526t060025z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260526T060025Z/analysis-runs/hybrid-model-20260526t060025z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-05-26T06:16:51Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260526T060025Z", + "variant": "hybrid" +} diff --git a/snapshots/20260526T060025Z/manifest.json b/snapshots/20260526T060025Z/manifest.json index aabae4a5e68f7cfe780d1fc062c820b4568aec2b..4f90140ef110b48bd07a630cb0e2d65fdc9d215f 100644 --- a/snapshots/20260526T060025Z/manifest.json +++ b/snapshots/20260526T060025Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 619 }, "extracted_at": "2026-05-26T06:00:25Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260526t060025z", + "runs": { + "hybrid-model-20260526t060025z": { + "analysis_id": "hybrid-model-20260526t060025z", + "artifacts": { + "hybrid": "snapshots/20260526T060025Z/analysis-runs/hybrid-model-20260526t060025z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260526T060025Z/analysis-runs/hybrid-model-20260526t060025z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260526T060025Z/analysis-runs/hybrid-model-20260526t060025z/manifest.json", + "model": null, + "published_at": "2026-05-26T06:16:51Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260526T060025Z", "watermark": {